From f2452a4aaf163656982c89b3dbb94bbfb8b8c760 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Sat, 11 Nov 2023 10:29:48 +1000 Subject: [PATCH 01/81] fix(numpy): Update np.bool to bool to fix deprecation. Closes #3 --- utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/utils.py b/utils.py index c347794..a2dfe76 100644 --- a/utils.py +++ b/utils.py @@ -150,7 +150,7 @@ def make_graph(meta_files, distance_files): assert len(list(set([df.shape[0] for df in edge_dfs]))) == 1 assert len(list(set([df.shape[1] for df in edge_dfs]))) == 1 - stacked = [frame.where(np.triu(np.ones(frame.shape)).astype(np.bool)).stack() for frame in edge_dfs] + stacked = [frame.where(np.triu(np.ones(frame.shape)).astype(bool)).stack() for frame in edge_dfs] pairs = stacked[0].index print("Constructing nodes. . .") nodes = list(edge_dfs[0].columns) From 48c66fbf962d84d5b80735884406ee3180cc6d45 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 20 Dec 2023 13:54:14 +1000 Subject: [PATCH 02/81] Prior to testing flask-caching. --- .gitignore | 1 + components.py | 19 - {layouts => indizio}/__init__.py | 0 indizio/__main__.py | 65 + app.py => indizio/app.py | 130 +- indizio/assets/global.css | 37 + indizio/cache.py | 0 indizio/components/__init__.py | 0 indizio/components/console/__init__.py | 43 + .../components/console/console_interval.py | 14 + indizio/components/console/console_msg.py | 28 + indizio/components/matrix/__init__.py | 15 + indizio/components/matrix/matrix_plot.py | 158 + .../components/matrix/parameters/__init__.py | 32 + .../matrix/parameters/binning_option.py | 56 + .../matrix/parameters/color_scale.py | 34 + .../matrix/parameters/color_slider.py | 113 + .../components/matrix/parameters/metric.py | 62 + .../matrix/parameters/update_button.py | 50 + indizio/components/navbar.py | 34 + indizio/components/network_form/__init__.py | 74 + .../components/network_form/btn_dl_graphml.py | 16 + indizio/components/network_form/btn_update.py | 71 + indizio/components/network_form/layout.py | 26 + .../network_form/node_of_interest.py | 60 + .../components/network_form/thresh_corr.py | 38 + .../components/network_form/thresh_degree.py | 23 + .../components/network_properties/__init__.py | 86 + indizio/components/network_viz/__init__.py | 18 + .../components/network_viz/network_graph.py | 223 + indizio/components/upload_form/__init__.py | 23 + indizio/components/upload_form/btn_clear.py | 70 + indizio/components/upload_form/btn_upload.py | 196 + .../components/upload_form/file_selector.py | 38 + .../upload_form/file_selector_container.py | 50 + .../upload_form/file_upload_form.py | 76 + .../components/upload_form/file_uploaded.py | 36 + .../upload_form/file_uploaded_container.py | 81 + indizio/config.py | 11 + .../filter_graphml.py | 0 indizio/interfaces/__init__.py | 0 indizio/interfaces/file_type.py | 11 + indizio/interfaces/html_option.py | 11 + indizio/layouts/__init__.py | 0 .../layouts}/heatmap_layout.py | 0 .../layouts}/landing_page_layout.py | 2 +- indizio/layouts/navbar.py | 0 .../layouts}/network_layout.py | 0 indizio/logger.py | 19 + .../make_input_sheet.py | 2 +- indizio/pages/__init__.py | 0 indizio/pages/index.py | 13 + indizio/pages/matrix.py | 26 + indizio/pages/network.py | 16 + indizio/pages/stats.py | 12 + indizio/store/__init__.py | 0 indizio/store/distance_matrix.py | 41 + indizio/store/dm_graph.py | 74 + indizio/store/matrix_parameters.py | 37 + indizio/store/metadata_file.py | 41 + indizio/store/network_form_store.py | 61 + indizio/store/presence_absence.py | 46 + indizio/store/tree_file.py | 44 + indizio/store/upload_form_store.py | 24 + indizio/util/__init__.py | 0 indizio/util/cache.py | 41 + indizio/util/graph.py | 58 + indizio/util/log.py | 5 + utils.py => indizio/utils.py | 2 +- pa.csv | 6 + pa2.csv | 6 + pyproject.toml | 156 + test/EvolCCMSal.csv | 10010 ++++++++++++++++ test/Salmindizio.csv | 60 + test/input_file | 4 + test/tree.nw | 1 + test2/interaction_scores_squareform.csv | 795 ++ test2/p_values_squareform.csv | 795 ++ test2/presence_absence.csv | 61 + test2/salmonella_tree.nw | 1 + 80 files changed, 14518 insertions(+), 70 deletions(-) delete mode 100644 components.py rename {layouts => indizio}/__init__.py (100%) create mode 100644 indizio/__main__.py rename app.py => indizio/app.py (90%) create mode 100644 indizio/assets/global.css create mode 100644 indizio/cache.py create mode 100644 indizio/components/__init__.py create mode 100644 indizio/components/console/__init__.py create mode 100644 indizio/components/console/console_interval.py create mode 100644 indizio/components/console/console_msg.py create mode 100644 indizio/components/matrix/__init__.py create mode 100644 indizio/components/matrix/matrix_plot.py create mode 100644 indizio/components/matrix/parameters/__init__.py create mode 100644 indizio/components/matrix/parameters/binning_option.py create mode 100644 indizio/components/matrix/parameters/color_scale.py create mode 100644 indizio/components/matrix/parameters/color_slider.py create mode 100644 indizio/components/matrix/parameters/metric.py create mode 100644 indizio/components/matrix/parameters/update_button.py create mode 100644 indizio/components/navbar.py create mode 100644 indizio/components/network_form/__init__.py create mode 100644 indizio/components/network_form/btn_dl_graphml.py create mode 100644 indizio/components/network_form/btn_update.py create mode 100644 indizio/components/network_form/layout.py create mode 100644 indizio/components/network_form/node_of_interest.py create mode 100644 indizio/components/network_form/thresh_corr.py create mode 100644 indizio/components/network_form/thresh_degree.py create mode 100644 indizio/components/network_properties/__init__.py create mode 100644 indizio/components/network_viz/__init__.py create mode 100644 indizio/components/network_viz/network_graph.py create mode 100644 indizio/components/upload_form/__init__.py create mode 100644 indizio/components/upload_form/btn_clear.py create mode 100644 indizio/components/upload_form/btn_upload.py create mode 100644 indizio/components/upload_form/file_selector.py create mode 100644 indizio/components/upload_form/file_selector_container.py create mode 100644 indizio/components/upload_form/file_upload_form.py create mode 100644 indizio/components/upload_form/file_uploaded.py create mode 100644 indizio/components/upload_form/file_uploaded_container.py create mode 100644 indizio/config.py rename filter_graphml.py => indizio/filter_graphml.py (100%) create mode 100644 indizio/interfaces/__init__.py create mode 100644 indizio/interfaces/file_type.py create mode 100644 indizio/interfaces/html_option.py create mode 100644 indizio/layouts/__init__.py rename {layouts => indizio/layouts}/heatmap_layout.py (100%) rename {layouts => indizio/layouts}/landing_page_layout.py (98%) create mode 100644 indizio/layouts/navbar.py rename {layouts => indizio/layouts}/network_layout.py (100%) create mode 100644 indizio/logger.py rename make_input_sheet.py => indizio/make_input_sheet.py (98%) create mode 100644 indizio/pages/__init__.py create mode 100644 indizio/pages/index.py create mode 100644 indizio/pages/matrix.py create mode 100644 indizio/pages/network.py create mode 100644 indizio/pages/stats.py create mode 100644 indizio/store/__init__.py create mode 100644 indizio/store/distance_matrix.py create mode 100644 indizio/store/dm_graph.py create mode 100644 indizio/store/matrix_parameters.py create mode 100644 indizio/store/metadata_file.py create mode 100644 indizio/store/network_form_store.py create mode 100644 indizio/store/presence_absence.py create mode 100644 indizio/store/tree_file.py create mode 100644 indizio/store/upload_form_store.py create mode 100644 indizio/util/__init__.py create mode 100644 indizio/util/cache.py create mode 100644 indizio/util/graph.py create mode 100644 indizio/util/log.py rename utils.py => indizio/utils.py (99%) create mode 100644 pa.csv create mode 100644 pa2.csv create mode 100644 pyproject.toml create mode 100644 test/EvolCCMSal.csv create mode 100644 test/Salmindizio.csv create mode 100644 test/input_file create mode 100644 test/tree.nw create mode 100644 test2/interaction_scores_squareform.csv create mode 100644 test2/p_values_squareform.csv create mode 100644 test2/presence_absence.csv create mode 100644 test2/salmonella_tree.nw diff --git a/.gitignore b/.gitignore index 145e5de..a20ba88 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,4 @@ data/ *.ipynb deprecated/ +.idea/ diff --git a/components.py b/components.py deleted file mode 100644 index a9d3aab..0000000 --- a/components.py +++ /dev/null @@ -1,19 +0,0 @@ -# Some components are reused in each app. Put here for easier code readability -import dash_bootstrap_components as dbc - -def make_navbar(active=0): - classnames = ['', '', ''] - classnames[active] = "active" - - navbar = dbc.NavbarSimple( - children=[ - dbc.NavItem(dbc.NavLink("Matrices", href="/page-1"),id='page-1-nav' ,className=classnames[0]), - dbc.NavItem(dbc.NavLink("Network Visualization", href="page-2"),id='page-2-nav', className=classnames[1]), - dbc.NavItem(dbc.NavLink("Network Statistics", href="page-3"),id='page-3-nav', className=classnames[2]), - ], - brand="Indizio", - brand_href="/", - color="primary", - dark=True, - ) - return navbar diff --git a/layouts/__init__.py b/indizio/__init__.py similarity index 100% rename from layouts/__init__.py rename to indizio/__init__.py diff --git a/indizio/__main__.py b/indizio/__main__.py new file mode 100644 index 0000000..9a4c826 --- /dev/null +++ b/indizio/__main__.py @@ -0,0 +1,65 @@ +import dash +import dash_bootstrap_components as dbc +import dash_cytoscape as cyto +from dash import dcc + +from indizio.components.navbar import NavBar +from indizio.config import RELOAD_ID +from indizio.store.distance_matrix import DistanceMatrixFileStore +from indizio.store.dm_graph import DistanceMatrixGraphStore +from indizio.store.matrix_parameters import MatrixParametersStore +from indizio.store.metadata_file import MetadataFileStore +from indizio.store.network_form_store import NetworkFormStore +from indizio.store.presence_absence import PresenceAbsenceFileStore +from indizio.store.tree_file import TreeFileStore +from indizio.store.upload_form_store import UploadFormStore +from indizio.util.log import setup_logger + +# Load extra layouts +cyto.load_extra_layouts() + + +def main(): + setup_logger() + + # Create the Dash application + app = dash.Dash( + __name__, + use_pages=True, + suppress_callback_exceptions=True, + external_stylesheets=[dbc.themes.JOURNAL, dbc.icons.FONT_AWESOME], + ) + + # Create the default layout TODO! + app.layout = dbc.Container( + className="container-main", + fluid=True, + children= + [ + # Stores + NetworkFormStore(), + UploadFormStore(), + PresenceAbsenceFileStore(), + DistanceMatrixFileStore(), + MetadataFileStore(), + TreeFileStore(), + DistanceMatrixGraphStore(), + MatrixParametersStore(), # todo, add clear? + + NavBar(), + dcc.Location(id=RELOAD_ID, refresh=True), + dbc.Container( + fluid=True, + children= + [ + dash.page_container, + ] + ) + ] + ) + + app.run(debug=True) + + +if __name__ == "__main__": + main() diff --git a/app.py b/indizio/app.py similarity index 90% rename from app.py rename to indizio/app.py index afb2942..8f77af7 100644 --- a/app.py +++ b/indizio/app.py @@ -1,11 +1,4 @@ -import itertools as it -import sys from tempfile import NamedTemporaryFile -import io -import base64 - -import numpy as np -import pandas as pd import dash from dash.dependencies import Output, Input, State @@ -13,26 +6,44 @@ from dash.exceptions import PreventUpdate import dash_bio as dashbio -import dash_bootstrap_components as dbc import dash_cytoscape as cyto +from indizio import config +from indizio.util.log import setup_logger + # Load extra layouts cyto.load_extra_layouts() - -import networkx as nx - +import dash_bootstrap_components as dbc import plotly.graph_objects as go import plotly.express as px -import seaborn as sns -from matplotlib.figure import Figure from components import * from utils import * -from layouts.landing_page_layout import landing_page_layout -from layouts.heatmap_layout import make_heatmap_layout -from layouts.network_layout import make_network_layout +from indizio.layouts.landing_page_layout import landing_page_layout +from indizio.layouts.heatmap_layout import make_heatmap_layout +from indizio.layouts.network_layout import make_network_layout +def make_navbar(active=0): + classnames = ['', '', ''] + classnames[active] = "active" + + navbar = dbc.NavbarSimple( + children=[ + dbc.NavItem(dbc.NavLink("Matrices", href="/page-1"),id='page-1-nav' ,className=classnames[0]), + dbc.NavItem(dbc.NavLink("Network Visualization", href="page-2"),id='page-2-nav', className=classnames[1]), + dbc.NavItem(dbc.NavLink("Network Statistics", href="page-3"),id='page-3-nav', className=classnames[2]), + ], + brand="Indizio", + brand_href="/", + color="primary", + dark=True, + ) + return navbar + + + +def main(): + setup_logger() -if __name__ == "__main__": FONT_AWESOME = "https://use.fontawesome.com/releases/v5.7.2/css/all.css" external_stylesheets = [ @@ -43,8 +54,9 @@ __name__, external_stylesheets=external_stylesheets, suppress_callback_exceptions=False, + use_pages=True ) - server = app.server + app.title = config.PAGE_TITLE colorscales = px.colors.named_colorscales() try: assert len(sys.argv) == 2 @@ -72,14 +84,14 @@ { "selector": "edge", "style": { - #'width': 'mapData(lr, 50, 200, 0.75, 5)', + # 'width': 'mapData(lr, 50, 200, 0.75, 5)', "opacity": 0.4, }, }, { "selector": "node", "style": { - #'color': '#317b75', + # 'color': '#317b75', "background-color": "#317b75", "content": "data(label)", }, @@ -87,7 +99,7 @@ { "selector": ".focal", "style": { - #'color': '#E65340', + # 'color': '#E65340', "background-color": "#E65340", "content": "data(label)", }, @@ -95,7 +107,7 @@ { "selector": ".other", "style": { - #'color': '#317b75', + # 'color': '#317b75', "background-color": "#317b75", "content": "data(label)", }, @@ -134,7 +146,7 @@ dbc.Col( [ dcc.Loading( - #html.Img(id="clustergram-graph"), + # html.Img(id="clustergram-graph"), dcc.Graph(id='clustergram-graph', style={'width': '90vh', 'height': '90vh'}), ), dbc.Row( @@ -147,6 +159,7 @@ ], ) + ################################################################################ ### Heatmap Callbacks ### ################################################################################ @@ -171,9 +184,10 @@ def update_colorscale_slider(metric): tooltip={"placement": "bottom", "always_visible": False}, id={"role": "slider", "index": 0}, ) - #print(minval, maxval) + # print(minval, maxval) return slider + @app.callback( Output({"role": "slider", "index": ALL}, "value"), [ @@ -203,6 +217,7 @@ def update_marks(minus, plus, sliderstate): vals = list(np.linspace(minval, maxval, n_vals + 1)) return [vals] + @app.callback( Output("heatmap-graph", "figure"), [ @@ -278,8 +293,8 @@ def plot(click, dataset, scale, mode, slidervals): "showgrid": False, "showline": False, "zeroline": False, - #'ticks':"", - #'showticklabels': False + # 'ticks':"", + # 'showticklabels': False } ) # Edit xaxis2 @@ -290,8 +305,8 @@ def plot(click, dataset, scale, mode, slidervals): "showgrid": False, "showline": False, "zeroline": False, - #'showticklabels': False, - #'ticks':"" + # 'showticklabels': False, + # 'ticks':"" } ) else: @@ -311,6 +326,7 @@ def plot(click, dataset, scale, mode, slidervals): ) return fig + ################################################################################ ### Network Visualization Callbacks ### ################################################################################ @@ -320,6 +336,7 @@ def plot(click, dataset, scale, mode, slidervals): def update_layout(layout): return {"name": layout, "animate": True} + @app.callback( Output("download-network", "data"), [ @@ -346,6 +363,7 @@ def download_network(click, nodes, degree, thresholds, bounds): return dcc.send_file(nfile.name) return dash.no_update + @app.callback( Output("node-data-store", "data"), [ @@ -381,12 +399,13 @@ def update_elements(click, nodes, degree, thresholds, bounds): } for attr, thresh in zip(attributes, thresholds): summary_data["attributes"].append({"attribute": attr, "threshold": thresh}) - #print(summary_data) + # print(summary_data) return {"elements": elements, "summary_data": summary_data} + @app.callback( - Output("network-plot", "elements"), - [Input("node-data-store", "modified_timestamp"), + Output("network-plot", "elements"), + [Input("node-data-store", "modified_timestamp"), State("node-data-store", "data")], ) def update_network_plot(ts, data): @@ -394,15 +413,16 @@ def update_network_plot(ts, data): raise PreventUpdate return data["elements"] + @app.callback( Output("node-selected", "children"), - [Input("node-data-store", "modified_timestamp"), - State("node-data-store", "data")], + [Input("node-data-store", "modified_timestamp"), + State("node-data-store", "data")], ) def update_node_summary(ts, data): if ts is None: raise PreventUpdate - + summary_data = [ dbc.ListGroupItem("Focal Node: {}".format(data["summary_data"]["nodes"])), dbc.ListGroupItem("Degree: {}".format(data["summary_data"]["degree"])), @@ -425,6 +445,7 @@ def update_node_summary(ts, data): ) return summary + @app.callback( Output("network-plot", "stylesheet"), [Input("network-plot", "tapNode")], ) @@ -437,13 +458,13 @@ def highlight_edges(node): "selector": "edge", "style": { "opacity": 0.4, - #'width': 'mapData(lr, 50, 200, 0.75, 5)', + # 'width': 'mapData(lr, 50, 200, 0.75, 5)', }, }, { "selector": "node", "style": { - #'color': '#317b75', + # 'color': '#317b75', "background-color": "#317b75", "content": "data(label)", "width": "mapData(degree, 1, 100, 25, 200)", @@ -452,7 +473,7 @@ def highlight_edges(node): { "selector": ".focal", "style": { - #'color': '#E65340', + # 'color': '#E65340', "background-color": "#E65340", "content": "data(label)", }, @@ -460,7 +481,7 @@ def highlight_edges(node): { "selector": ".other", "style": { - #'color': '#317b75', + # 'color': '#317b75', "background-color": "#317b75", "content": "data(label)", }, @@ -508,16 +529,17 @@ def highlight_edges(node): ) return stylesheet + ################################################################################ ### Dendrogram Callbacks ### ################################################################################ @app.callback( Output('clustergram-graph', 'figure'), - [Input("node-data-store", "modified_timestamp"), - State("node-data-store", "data")], - ) + [Input("node-data-store", "modified_timestamp"), + State("node-data-store", "data")], + ) def create_clustergram(ts, data): - if not ts or isinstance(pa, type(None)) or isinstance(tree, type(None)): #TODO plot the P/A if there's no tree + if not ts or isinstance(pa, type(None)) or isinstance(tree, type(None)): # TODO plot the P/A if there's no tree raise PreventUpdate # subset_pa = pa[data['summary_data']['nodes']] # fig = Figure() @@ -546,32 +568,35 @@ def create_clustergram(ts, data): # return "data:image/png;base64.{}".format(data) subset_pa = pa[data['summary_data']['connected_nodes']] + def phylo_linkage(y, method='single', metric='euclidean', optimal_ordering=False): """ A hack to allow us to use Clustergram. Linkage is precomputed """ return tree + print("========") print(f"Treeshape: {tree.shape}") print(f"Subset PA shape: {subset_pa.shape}") print(f"PA shape: {pa.shape}") print("========") clustergram = dashbio.Clustergram( - data = subset_pa.values, - row_labels = list(subset_pa.index), - column_labels = list(subset_pa.columns.values), - link_fun = phylo_linkage, + data=subset_pa.values, + row_labels=list(subset_pa.index), + column_labels=list(subset_pa.columns.values), + link_fun=phylo_linkage, cluster='row', hidden_labels='row', height=900, width=1100, - color_map= [ + color_map=[ [0.0, '#FFFFFF'], [1.0, '#EF553B'] ] ) return clustergram + """ @app.callback( Output('histogram-graph', 'figure'), @@ -647,6 +672,8 @@ def show_histogram(click, metric_sel, y_sel): return plot """ + + ################################################################################ ### Page Navigation callbacks ### ################################################################################ @@ -693,4 +720,11 @@ def display_page(pathname): "", ) - app.run_server(debug=True, dev_tools_ui=True) + + app.run(debug=True, dev_tools_ui=True, port=6969) + + + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/indizio/assets/global.css b/indizio/assets/global.css new file mode 100644 index 0000000..b4f3070 --- /dev/null +++ b/indizio/assets/global.css @@ -0,0 +1,37 @@ +/* CSS extracted from app.py */ +edge { + opacity: 0.4; +} + +node { + background-color: #317b75; + content: data(label); +} + +.focal { + background-color: #e65340; + content: data(label) +} + +.other { + background-color: #317b75; + content: data(label) +} + + +/* +Additional CSS added below + */ + +.container-main { + padding: 0; + background-color: #f1f1f1; + min-height: 100vh; +} + + +.network-properties-container { + background-color: #ffffff; + min-width: 600px; +} + diff --git a/indizio/cache.py b/indizio/cache.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/components/__init__.py b/indizio/components/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/components/console/__init__.py b/indizio/components/console/__init__.py new file mode 100644 index 0000000..3beb962 --- /dev/null +++ b/indizio/components/console/__init__.py @@ -0,0 +1,43 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, State, html, callback + +from indizio.components.console.console_interval import ConsoleInterval +from indizio.components.console.console_msg import ConsoleMsg + + +class ConsoleContainer(html.Div): + ID = 'console-container' + ID_TOGGLE_BTN = f'{ID}-toggle-btn' + ID_CANVAS = f'{ID}-canvas' + + def __init__(self): + super().__init__( + children=[ + dbc.Button( + "Console", + id=self.ID_TOGGLE_BTN, + n_clicks=0, + ), + dbc.Offcanvas( + id=self.ID_CANVAS, + scrollable=True, + title="Console Output", + placement="bottom", + backdrop=False, + is_open=False, + children=[ + ConsoleInterval(), + ConsoleMsg() + ] + ), + ]) + + @callback( + Output(self.ID_CANVAS, "is_open"), + Input(self.ID_TOGGLE_BTN, "n_clicks"), + State(self.ID_CANVAS, "is_open"), + ) + def toggle_console_output(n1, is_open): + if n1: + return not is_open + return is_open diff --git a/indizio/components/console/console_interval.py b/indizio/components/console/console_interval.py new file mode 100644 index 0000000..b03dde7 --- /dev/null +++ b/indizio/components/console/console_interval.py @@ -0,0 +1,14 @@ +from dash import dcc + +from indizio.config import CONSOLE_REFRESH_MS + + +class ConsoleInterval(dcc.Interval): + ID = "console-interval" + + def __init__(self): + super().__init__( + id=self.ID, + interval=CONSOLE_REFRESH_MS, + n_intervals=0, + ) diff --git a/indizio/components/console/console_msg.py b/indizio/components/console/console_msg.py new file mode 100644 index 0000000..9172b84 --- /dev/null +++ b/indizio/components/console/console_msg.py @@ -0,0 +1,28 @@ +from dash import html, callback, Output, Input + +from indizio.components.console import ConsoleInterval +from indizio.logger import DASH_LOG_HANDLER + + +class ConsoleMsg(html.Iframe): + ID = "console-msg" + + def __init__(self): + super().__init__( + id=self.ID, + srcDoc='', + style={ + 'width': '100%', + 'height': '400px' + } + ) + + @callback( + Output(self.ID, 'srcDoc'), + Input(ConsoleInterval.ID, 'n_intervals') + ) + def update_output(n): + lines = list() + for ts, lvl, msg in DASH_LOG_HANDLER.queue: + lines.append(f'{ts} - {lvl} - {msg}') + return "
".join(lines) diff --git a/indizio/components/matrix/__init__.py b/indizio/components/matrix/__init__.py new file mode 100644 index 0000000..5b904cf --- /dev/null +++ b/indizio/components/matrix/__init__.py @@ -0,0 +1,15 @@ +import dash_bootstrap_components as dbc + +from indizio.components.matrix.matrix_plot import MatrixPlot +from indizio.components.matrix.parameters import MatrixParametersCanvas + + +class MatrixContainer(dbc.Row): + ID = 'matrix-container' + + def __init__(self): + super().__init__( + [ + MatrixPlot() + ] + ) diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py new file mode 100644 index 0000000..763eaf0 --- /dev/null +++ b/indizio/components/matrix/matrix_plot.py @@ -0,0 +1,158 @@ +import logging +from functools import lru_cache + +import dash_cytoscape as cyto +from dash import Output, Input, callback, State, html, dcc +from dash.exceptions import PreventUpdate + +from indizio.components.network_properties import NetworkPropertiesCard +from indizio.store.distance_matrix import DistanceMatrixFileStore, DistanceMatrixFile +from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph +from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +from indizio.util.cache import freezeargs, from_hashable +from indizio.util.graph import filter_graph +import plotly.graph_objects as go +import numpy as np + +class MatrixPlot(dcc.Graph): + """ + The cytoscape network graph component. + """ + + ID = 'matrix-plot' + def __init__(self): + super().__init__( + id=self.ID, + style={ + 'width': 'min(calc(100vh - 150px), 100vw)', + 'height': 'min(calc(100vh - 150px), 100vw)' + }, + responsive=True, + ) + + @callback( + output=dict( + fig=Output(self.ID, "figure"), + ), + inputs=dict( + ts_params=Input(MatrixParametersStore.ID, "modified_timestamp"), + ts_dm=Input(DistanceMatrixFileStore.ID, "modified_timestamp"), + state_params=State(MatrixParametersStore.ID, "data"), + state_dm=State(DistanceMatrixFileStore.ID, "data"), + ) + ) + @freezeargs + @lru_cache + def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): + log = logging.getLogger() + log.debug(f'{self.ID} - Updating matrix heatmap figure.') + + if ts_dm is None or not state_dm: + log.debug(f'{self.ID} - No data to update from.') + raise PreventUpdate + + # De-serialize the distance matrix + print('TODO!@@!@!@!@') + key = 'pa2.csv' + + fig = go.Figure() + # empty initially + + # De-serialize the states + feature_df = DistanceMatrixFile.deserialize(state_dm[key]).df + params = MatrixParameters(**state_params) + + meta_df = None + + # if dataset in meta_dict.keys(): + # meta_df = meta_dict[dataset] + if len(params.slider) == 0: + slidervals = [np.nanmin(feature_df.values), np.nanmax(feature_df.values)] + else: + slidervals = params.slider + slidervals = sorted(slidervals) + + if params.bin_option is MatrixBinOption.BINNED: + colorscale = [] + colors = get_color(scale, np.linspace(0, 1, len(slidervals) - 1)) + minval = min(slidervals) + maxval = max(slidervals) + normed_vals = [(x - minval) / (maxval - minval) for x in slidervals] + for i, _ in enumerate(normed_vals[:-1]): + colorscale.append([normed_vals[i], colors[i]]) + colorscale.append([normed_vals[i + 1], colors[i]]) + else: + colorscale = params.color_scale + + ava_hm = go.Heatmap( + x=feature_df.columns, + y=feature_df.index, + z=feature_df, + colorscale=colorscale, + zmin=slidervals[0], + zmax=slidervals[-1], + # colorbar=colorbar, + ) + # if type(meta_df) != type(None): + # meta_hm = go.Heatmap( + # x=meta_df.columns, + # y=meta_df.index, + # z=meta_df, + # colorscale=colorscale, + # zmin=slidervals[0], + # zmax=slidervals[-1], + # showscale=False, + # ) + # f1 = go.Figure(meta_hm) + # for data in f1.data: + # fig.add_trace(data) + # + # f2 = go.Figure(ava_hm) + # for i in range(len(f2["data"])): + # f2["data"][i]["xaxis"] = "x2" + # + # for data in f2.data: + # fig.add_trace(data) + # + # fig.update_layout({"height": 800}) + # fig.update_layout( + # xaxis={ + # "domain": [0.0, 0.20], + # "mirror": False, + # "showgrid": False, + # "showline": False, + # "zeroline": False, + # # 'ticks':"", + # # 'showticklabels': False + # } + # ) + # # Edit xaxis2 + # fig.update_layout( + # xaxis2={ + # "domain": [0.25, 1.0], + # "mirror": False, + # "showgrid": False, + # "showline": False, + # "zeroline": False, + # # 'showticklabels': False, + # # 'ticks':"" + # } + # ) + # else: + f = go.Figure(ava_hm) + for data in f.data: + fig.add_trace(data) + fig.update_layout( + xaxis={ + "mirror": False, + "showgrid": False, + "showline": False, + "zeroline": False, + "tickmode": "array", + "ticktext": feature_df.columns.str.slice().to_list(), + }, + ) + return dict( + fig=fig + ) diff --git a/indizio/components/matrix/parameters/__init__.py b/indizio/components/matrix/parameters/__init__.py new file mode 100644 index 0000000..a50fa9b --- /dev/null +++ b/indizio/components/matrix/parameters/__init__.py @@ -0,0 +1,32 @@ +import dash_bootstrap_components as dbc +from dash import html + + +from indizio.components.matrix.parameters.binning_option import MatrixParamsBinningOption +from indizio.components.matrix.parameters.color_scale import MatrixParamsColorScale +from indizio.components.matrix.parameters.color_slider import MatrixParamsColorSlider +from indizio.components.matrix.parameters.metric import MatrixParamsMetric +from indizio.components.matrix.parameters.update_button import MatrixParamsUpdateButton + + +class MatrixParametersCanvas(dbc.Card): + """ + This component shows the values that are selected in the NetworkForm component. + """ + ID = "matrix-parameters-canvas" + + def __init__(self): + super().__init__( + children=[ + dbc.CardHeader("Matrix Parameters"), + dbc.CardBody( + children=[ + dbc.Row(MatrixParamsMetric()), + dbc.Row(MatrixParamsColorScale(), className="mt-2"), + dbc.Row(MatrixParamsBinningOption(), className="mt-2"), + dbc.Row(MatrixParamsColorSlider(), className="mt-2"), + dbc.Row(MatrixParamsUpdateButton(), className="mt-2") + ] + ) + ] + ) diff --git a/indizio/components/matrix/parameters/binning_option.py b/indizio/components/matrix/parameters/binning_option.py new file mode 100644 index 0000000..1bafb34 --- /dev/null +++ b/indizio/components/matrix/parameters/binning_option.py @@ -0,0 +1,56 @@ +import dash_bootstrap_components as dbc + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.matrix_parameters import MatrixBinOption, MatrixParameters + + +class MatrixParamsBinningOption(dbc.Row): + ID = "matrix-params-binning-option" + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Aggregation", + html_for=self.ID, + style={'font-weight': 'bold'} + ), + width=3 + ), + dbc.Col( + dbc.RadioItems( + options=MatrixBinOption.to_options(), + value=MatrixParameters().bin_option.value, + id=self.ID, + inline=True, + persistence=True, + persistence_type=PERSISTENCE_TYPE + + ) + ) + ] + ) + + # @callback( + # output=dict( + # options=Output(self.ID, "options"), + # ), + # inputs=dict( + # ts=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), + # state=State(DistanceMatrixGraphStore.ID, "data"), + # ) + # ) + # def update_options_on_file_upload(ts, state): + # log = logging.getLogger() + # log.debug(f'{self.ID} - Updating the nodes of interest selection from user file update.') + # + # if ts is None or state is None: + # log.debug(f'{self.ID} - No data to update from.') + # raise PreventUpdate + # + # # De-serialize the graph and return the nodes + # graph = DmGraph.deserialize(state) + # return dict( + # options=[x for x in graph.graph.nodes] + # ) diff --git a/indizio/components/matrix/parameters/color_scale.py b/indizio/components/matrix/parameters/color_scale.py new file mode 100644 index 0000000..cbd72b1 --- /dev/null +++ b/indizio/components/matrix/parameters/color_scale.py @@ -0,0 +1,34 @@ +import dash_bootstrap_components as dbc +import plotly.express as px +from dash import dcc + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.matrix_parameters import MatrixParameters + + +class MatrixParamsColorScale(dbc.Row): + ID = "matrix-params-color-scale" + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Color scale", + html_for=self.ID, + style={'font-weight': 'bold'} + ), + width=3, + ), + dbc.Col( + dcc.Dropdown( + id=self.ID, + options=px.colors.named_colorscales(), + value=MatrixParameters().color_scale, + className="bg-light text-dark", + persistence=True, + persistence_type=PERSISTENCE_TYPE + ) + ) + ] + ) diff --git a/indizio/components/matrix/parameters/color_slider.py b/indizio/components/matrix/parameters/color_slider.py new file mode 100644 index 0000000..07b20ba --- /dev/null +++ b/indizio/components/matrix/parameters/color_slider.py @@ -0,0 +1,113 @@ +import logging + +import dash_bootstrap_components as dbc +import numpy as np +from dash import Output, Input, callback +from dash import dcc, State, ctx +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.matrix_parameters import MatrixParameters + + +class MatrixParamsColorSlider(dbc.Row): + ID = "matrix-params-color-slider" + + ID_BTN_MINUS = "matrix-params-color-slider-btn-minus" + ID_BTN_PLUS = "matrix-params-color-slider-btn-plus" + ID_RANGE = "matrix-params-color-slider-range" + + def __init__(self): + slider_min = MatrixParameters().slider[0] + slider_max = MatrixParameters().slider[1] + super().__init__( + [ + dbc.Col( + "Scale", + style={'font-weight': 'bold'}, + width=3 + ), + + dbc.Col( + [ + dbc.Button( + id=self.ID_BTN_MINUS, + className='fas fa-minus-circle ma-2' + ), + dbc.Button( + id=self.ID_BTN_PLUS, + className='fas fa-plus-circle ma-2' + ), + ], + width=2, + className='d-flex' + ), + + dbc.Col( + dcc.RangeSlider( + id=self.ID_RANGE, + min=slider_min, + max=slider_max, + value=[slider_min, slider_max], + marks={ + slider_min: {'label': f'{slider_min:.2f}'}, + slider_max: {'label': f'{slider_max:.2f}'} + }, + step=(slider_max - slider_max) / 100, + tooltip={"placement": "bottom", "always_visible": False}, + persistence=True, + persistence_type=PERSISTENCE_TYPE + ) + ) + ] + + ) + + @callback( + output=dict( + value=Output(self.ID_RANGE, "value"), + ), + inputs=dict( + minus_clicks=Input(self.ID_BTN_MINUS, "n_clicks"), + plus_clicks=Input(self.ID_BTN_PLUS, "n_clicks"), + prev_value=State(self.ID_RANGE, "value"), + ), + ) + def toggle_slider_nodes(minus_clicks, plus_clicks, prev_value): + log = logging.getLogger() + log.debug(f'{self.ID} - Adjusting matrix slider nodes.') + + if not minus_clicks and plus_clicks is None: + log.debug(f'{self.ID} - Nothing to do.') + raise PreventUpdate + + triggered_id = ctx.triggered_id + + print(prev_value) + min_value = min(prev_value) + max_value = max(prev_value) + n_values = len(prev_value) + + # Removing a value + if triggered_id == self.ID_BTN_MINUS: + log.debug(f'{self.ID} - Adding node to slider.') + + if n_values <= 2: + log.debug(f'{self.ID} - Cannot remove more nodes.') + raise PreventUpdate + + return dict( + value=list(np.linspace(min_value, max_value, n_values - 1)) + ) + + # Adding a value + elif triggered_id == self.ID_BTN_PLUS: + log.debug(f'{self.ID} - Removing node from slider.') + return dict( + value=list(np.linspace(min_value, max_value, n_values + 1)) + ) + + # Catch-all + else: + log.error(f'{self.ID} - Unknown trigger: {triggered_id}.') + raise PreventUpdate diff --git a/indizio/components/matrix/parameters/metric.py b/indizio/components/matrix/parameters/metric.py new file mode 100644 index 0000000..da51490 --- /dev/null +++ b/indizio/components/matrix/parameters/metric.py @@ -0,0 +1,62 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash import dcc +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.distance_matrix import DistanceMatrixFileStore + + +class MatrixParamsMetric(dbc.Row): + ID = "matrix-params-metric" + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Metric", + html_for=self.ID, + style={'font-weight': 'bold'} + ), + width=3 + ), + dbc.Col( + dcc.Dropdown( + id=self.ID, + options=[], + value=None, + className="bg-light text-dark", + persistence=True, + persistence_type=PERSISTENCE_TYPE + ), + ), + ] + ) + + @callback( + output=dict( + options=Output(self.ID, "options"), + value=Output(self.ID, "value"), + ), + inputs=dict( + ts=Input(DistanceMatrixFileStore.ID, "modified_timestamp"), + state=State(DistanceMatrixFileStore.ID, "data"), + ) + ) + def update_values_on_dm_load(ts, state): + log = logging.getLogger() + log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') + + if ts is None or state is None: + log.debug(f'{self.ID} - No data to update from.') + raise PreventUpdate + + # No need to de-serialize as the key values are the file names + options = [x for x in state.keys()] + return dict( + options=options, + value=options[0] if options else None + ) diff --git a/indizio/components/matrix/parameters/update_button.py b/indizio/components/matrix/parameters/update_button.py new file mode 100644 index 0000000..39438da --- /dev/null +++ b/indizio/components/matrix/parameters/update_button.py @@ -0,0 +1,50 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, ctx +from dash.exceptions import PreventUpdate + +from indizio.components.matrix.parameters import MatrixParamsMetric, MatrixParamsColorScale, MatrixParamsBinningOption, \ + MatrixParamsColorSlider +from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption + + +class MatrixParamsUpdateButton(dbc.Button): + ID = "matrix-params-update-button" + + def __init__(self): + super().__init__( + "Update Heatmap", + id=self.ID, + color="success", + n_clicks=0, + ) + + @callback( + output=dict( + params=Output(MatrixParametersStore.ID, "data"), + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + metric=Input(MatrixParamsMetric.ID, "value"), + color_scale=Input(MatrixParamsColorScale.ID, 'value'), + bin_option=Input(MatrixParamsBinningOption.ID, 'value'), + slider=Input(MatrixParamsColorSlider.ID_RANGE, 'value'), + ) + ) + def update_options_on_file_upload(n_clicks, metric, color_scale, bin_option, slider): + log = logging.getLogger() + log.debug(f'{self.ID} - Updating matrix visualization parameters.') + + if not n_clicks or ctx.triggered_id != self.ID: + log.debug(f'{self.ID} - No data to update from.') + raise PreventUpdate + + return dict( + params=MatrixParameters( + metric=metric, + color_scale=color_scale, + bin_option=MatrixBinOption(bin_option), + slider=slider + ).model_dump(mode='json') + ) diff --git a/indizio/components/navbar.py b/indizio/components/navbar.py new file mode 100644 index 0000000..9ebf746 --- /dev/null +++ b/indizio/components/navbar.py @@ -0,0 +1,34 @@ +import dash_bootstrap_components as dbc + +from indizio.components.console import ConsoleContainer + +NAVBAR = dbc.NavbarSimple( + children=[ + dbc.NavItem(dbc.NavLink("Matrices", href="/matrix")), + dbc.NavItem(dbc.NavLink("Network Visualization", href="/network")), + dbc.NavItem(dbc.NavLink("Network Statistics", href="/stats")), + ], + brand="Indizio", + brand_href="/", + color="primary", + dark=True, +) + + +class NavBar(dbc.NavbarSimple): + + def __init__(self): + # Define the component's layout + super().__init__( + brand='Indizio', + brand_href='/', + color="primary", + dark=True, + children=[ + dbc.NavItem(dbc.NavLink("Matrices", href="/matrix")), + dbc.NavItem(dbc.NavLink("Network Visualization", href="/network")), + dbc.NavItem(dbc.NavLink("Network Statistics", href="/stats")), + ConsoleContainer() + ]) + + pass diff --git a/indizio/components/network_form/__init__.py b/indizio/components/network_form/__init__.py new file mode 100644 index 0000000..c390bf1 --- /dev/null +++ b/indizio/components/network_form/__init__.py @@ -0,0 +1,74 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, State, html, callback + +from indizio.components.network_form.btn_dl_graphml import DownloadGraphMlButton +from indizio.components.network_form.btn_update import NetworkFormBtnUpdate +from indizio.components.network_form.layout import NetworkFormLayout +from indizio.components.network_form.node_of_interest import NetworkFormNodeOfInterest +from indizio.components.network_form.thresh_corr import NetworkThreshCorrAIO +from indizio.components.network_form.thresh_degree import NetworkThreshDegreeAIO +from indizio.components.network_properties import NetworkPropertiesCard + + +class NetworkFormAIO(html.Div): + """ + This class wraps the network form. + """ + ID = 'network-form' + ID_TOGGLE_BTN = f'{ID}-toggle-btn' + ID_CANVAS = f'{ID}-canvas' + + def __init__(self): + super().__init__( + children=[ + dbc.Button( + "Network Parameters", + id=self.ID_TOGGLE_BTN, + n_clicks=0, + ), + dbc.Offcanvas( + id=self.ID_CANVAS, + className="network-properties-container", + scrollable=True, + title="Network Parameters", + is_open=False, + children=[ + # Network layout + dbc.Row(NetworkFormLayout()), + + # Node of interest + dbc.Row(NetworkFormNodeOfInterest()), + + # Thresholds + dbc.Row(NetworkThreshDegreeAIO()), + dbc.Row(NetworkThreshCorrAIO()), + + # Update button + dbc.Row(NetworkFormBtnUpdate()), + + # Download button + dbc.Row(DownloadGraphMlButton()), + + # Network properties + dbc.Row(NetworkPropertiesCard()), + + ] + ), + ]) + + @callback( + output=dict( + is_open=Output(self.ID_CANVAS, "is_open"), + ), + inputs=dict( + n1=Input(self.ID_TOGGLE_BTN, "n_clicks"), + is_open=State(self.ID_CANVAS, "is_open"), + ), + ) + def toggle_network_form(n1, is_open): + open_form = False + if n1: + open_form = not is_open + return dict( + is_open=open_form + ) diff --git a/indizio/components/network_form/btn_dl_graphml.py b/indizio/components/network_form/btn_dl_graphml.py new file mode 100644 index 0000000..b272cdc --- /dev/null +++ b/indizio/components/network_form/btn_dl_graphml.py @@ -0,0 +1,16 @@ +import dash_bootstrap_components as dbc + + +class DownloadGraphMlButton(dbc.Button): + """ + This component is the "Download as GraphML" button. + """ + + ID = "download-graphml-button" + + def __init__(self): + super().__init__( + "Download as GraphML", + id=self.ID, + color="success" + ) diff --git a/indizio/components/network_form/btn_update.py b/indizio/components/network_form/btn_update.py new file mode 100644 index 0000000..3ecdb13 --- /dev/null +++ b/indizio/components/network_form/btn_update.py @@ -0,0 +1,71 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash.exceptions import PreventUpdate + +from indizio.components.network_form.layout import NetworkFormLayout +from indizio.components.network_form.node_of_interest import NetworkFormNodeOfInterest +from indizio.components.network_form.thresh_corr import NetworkThreshCorrAIO +from indizio.components.network_form.thresh_degree import NetworkThreshDegreeAIO +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkFormLayoutOption, \ + NetworkThreshCorrOption + + +class NetworkFormBtnUpdate(dbc.Button): + """ + This component is the "Update Network" button. + + On submission, this will update the store with the users selected parameters. + """ + ID = "network-form-update-button" + + def __init__(self): + super().__init__( + "Update Network", + id=self.ID, + color="success" + ) + + # When the update button is pressed, then update the network parameters + @callback( + output=dict( + network_store=Output(NetworkFormStore.ID, "data") + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + layout=State(NetworkFormLayout.ID, "value"), + node_of_interest=State(NetworkFormNodeOfInterest.ID, "value"), + thresh_degree=State(NetworkThreshDegreeAIO.ID, "value"), + corr_select=State(NetworkThreshCorrAIO.ID_SELECT, "value"), + corr_input=State(NetworkThreshCorrAIO.ID_INPUT, "value"), + state=State(NetworkFormStore.ID, "data"), + ), + ) + def on_submit(n_clicks, layout, node_of_interest, thresh_degree, corr_select, corr_input, state): + log = logging.getLogger() + dbg_msg = { + 'n_clicks': n_clicks, + 'layout': layout, + 'node_of_interest': node_of_interest, + 'thresh_degree': thresh_degree, + 'corr_select': corr_select, + 'corr_input': corr_input, + 'state': state + } + log.debug(f'{self.ID} - {dbg_msg}') + if n_clicks is None: + raise PreventUpdate + + # Serialise the network form state data + network_form_state = NetworkFormStoreData(**state) + network_form_state.layout = NetworkFormLayoutOption(layout) + network_form_state.node_of_interest = node_of_interest or list() + network_form_state.thresh_degree = thresh_degree or 0 + network_form_state.thresh_corr_select = NetworkThreshCorrOption(corr_select) + network_form_state.corr_input = corr_input or 0 + network_form_state.is_set = True + + return dict( + network_store=network_form_state.model_dump(mode='json') + ) diff --git a/indizio/components/network_form/layout.py b/indizio/components/network_form/layout.py new file mode 100644 index 0000000..9cc0d88 --- /dev/null +++ b/indizio/components/network_form/layout.py @@ -0,0 +1,26 @@ +import dash_bootstrap_components as dbc +from dash import dcc, html + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.network_form_store import NetworkFormLayoutOption, NetworkFormStoreData + + +class NetworkFormLayout(html.Div): + """ + This component is the drop-down menu selector for the network layout. + """ + ID = "network-form-layout" + + def __init__(self): + super().__init__( + [ + dbc.Label("Change network layout", html_for=self.ID), + dcc.Dropdown( + id=self.ID, + options=NetworkFormLayoutOption.to_options(), + persistence=True, + persistence_type=PERSISTENCE_TYPE, + value=NetworkFormStoreData().layout.value, + ), + ] + ) diff --git a/indizio/components/network_form/node_of_interest.py b/indizio/components/network_form/node_of_interest.py new file mode 100644 index 0000000..b4f763f --- /dev/null +++ b/indizio/components/network_form/node_of_interest.py @@ -0,0 +1,60 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash import html, dcc +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph + + +class NetworkFormNodeOfInterest(html.Div): + """ + Dropdown menu option in the network form, that allows users to + select nodes of interest. + """ + ID = "network-form-node-of-interest" + + def __init__(self): + super().__init__( + [ + dbc.Label( + "Select a node of interest", + html_for=self.ID + ), + dcc.Dropdown( + id=self.ID, + options=[], + value=[], + className="bg-light text-dark", + multi=True, + persistence=True, + persistence_type=PERSISTENCE_TYPE + ), + ] + + ) + + @callback( + output=dict( + options=Output(self.ID, "options"), + ), + inputs=dict( + ts=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), + state=State(DistanceMatrixGraphStore.ID, "data"), + ) + ) + def update_options_on_file_upload(ts, state): + log = logging.getLogger() + log.debug(f'{self.ID} - Updating the nodes of interest selection from user file update.') + + if ts is None or state is None: + log.debug(f'{self.ID} - No data to update from.') + raise PreventUpdate + + # De-serialize the graph and return the nodes + graph = DmGraph.deserialize(state) + return dict( + options=[x for x in graph.graph.nodes] + ) diff --git a/indizio/components/network_form/thresh_corr.py b/indizio/components/network_form/thresh_corr.py new file mode 100644 index 0000000..cc3fece --- /dev/null +++ b/indizio/components/network_form/thresh_corr.py @@ -0,0 +1,38 @@ +import dash_bootstrap_components as dbc + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.network_form_store import NetworkThreshCorrOption, NetworkFormStoreData + + +class NetworkThreshCorrAIO(dbc.InputGroup): + ID = "network-thresh-corr" + ID_SELECT = f"{ID}-select" + ID_INPUT = f"{ID}-input" + ID_CORR = f"{ID}-corr" + + def __init__(self): + super().__init__( + [ + dbc.InputGroupText( + "TODO thresh", + style={"minWidth": "70%"}, + id=self.ID_CORR + ), + dbc.Select( + id=self.ID_SELECT, + options=NetworkThreshCorrOption.to_options(), + style={"maxWidth": "15%"}, + persistence=True, + persistence_type=PERSISTENCE_TYPE, + value=NetworkFormStoreData().thresh_corr_select.value + ), + dbc.Input( + id=self.ID_INPUT, + type="number", + value=0, + style={"maxWidth": "15%"}, + persistence=True, + persistence_type=PERSISTENCE_TYPE + ), + ] + ) diff --git a/indizio/components/network_form/thresh_degree.py b/indizio/components/network_form/thresh_degree.py new file mode 100644 index 0000000..f161d71 --- /dev/null +++ b/indizio/components/network_form/thresh_degree.py @@ -0,0 +1,23 @@ +import dash_bootstrap_components as dbc + +from indizio.config import PERSISTENCE_TYPE + + +class NetworkThreshDegreeAIO(dbc.InputGroup): + ID = "network-thresh-degree" + + def __init__(self): + super().__init__( + [ + dbc.InputGroupText("Degree (depth of neighborhood)"), + dbc.Input( + id=self.ID, + type="number", + min=0, + step=1, + value=0, + persistence=True, + persistence_type=PERSISTENCE_TYPE + ), + ] + ) diff --git a/indizio/components/network_properties/__init__.py b/indizio/components/network_properties/__init__.py new file mode 100644 index 0000000..c883be7 --- /dev/null +++ b/indizio/components/network_properties/__init__.py @@ -0,0 +1,86 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, html, callback, State +from dash.exceptions import PreventUpdate + +from indizio.config import CORR_METHOD +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData + + +class NetworkPropertiesCard(dbc.Card): + """ + This component shows the values that are selected in the NetworkForm component. + """ + ID = "network-properties-card" + + ID_FOCAL_NODE = f"{ID}-focal-node" + ID_DEGREE = f"{ID}-degree" + ID_CORR = f"{ID}-corr" + ID_N_NODES = f"{ID}-n-nodes" + ID_N_EDGES = f"{ID}-n-edges" + + def __init__(self): + super().__init__( + [ + dbc.CardHeader( + html.H5("Network Properties") + ), + dbc.CardBody( + [ + dbc.Table([ + html.Thead(html.Tr([html.Th("Property"), html.Th("Value")])), + html.Tbody([ + html.Tr([html.Td("Focal node"), html.Td(id=self.ID_FOCAL_NODE)]), + html.Tr([html.Td("Degree"), html.Td(id=self.ID_DEGREE)]), + html.Tr([html.Td("TODO (abs) thresh"), html.Td(id=self.ID_CORR)]), + html.Tr([html.Td("Num nodes"), html.Td(id=self.ID_N_NODES)]), + html.Tr([html.Td("Num edges"), html.Td(id=self.ID_N_EDGES)]), + ]) + ], + hover=True, + responsive=True, + ) + ] + ) + ] + ) + + # When the update button is pressed, then update the network parameters + @callback( + output=dict( + focal_node=Output(self.ID_FOCAL_NODE, "children"), + degree=Output(self.ID_DEGREE, "children"), + corr=Output(self.ID_CORR, "children"), + ), + inputs=dict( + ts=Input(NetworkFormStore.ID, "modified_timestamp"), + state=State(NetworkFormStore.ID, "data"), + ) + ) + def update_values(ts, state): + # Output debugging information + log = logging.getLogger() + log.debug(f'{self.ID} - {{ts: {ts}, state: {state}}}') + + # Check if an update should happen + if ts is None or state is None: + raise PreventUpdate + + network_form_state = NetworkFormStoreData(**state) + + # Obtain the values + focal_node = network_form_state.node_of_interest or ['All'] + focal_node = ', '.join(focal_node) + + degree = network_form_state.thresh_degree or 0 + corr_operator = network_form_state.thresh_corr_select.value + corr_value = network_form_state.corr_input + corr = f"{CORR_METHOD}: {corr_operator} {corr_value}" + + # Return the output values + return dict( + focal_node=focal_node, + degree=degree, + corr=corr, + ) diff --git a/indizio/components/network_viz/__init__.py b/indizio/components/network_viz/__init__.py new file mode 100644 index 0000000..638d489 --- /dev/null +++ b/indizio/components/network_viz/__init__.py @@ -0,0 +1,18 @@ + +from dash import html, dcc +import dash_bootstrap_components as dbc +import dash_cytoscape as cyto + +from indizio.components.network_viz.network_graph import NetworkVizGraph + + +class NetworkVizContainer(dbc.Row): + ID = 'network-viz-container' + + def __init__(self): + super().__init__( + [ + NetworkVizGraph() + ] + ) + diff --git a/indizio/components/network_viz/network_graph.py b/indizio/components/network_viz/network_graph.py new file mode 100644 index 0000000..f98a773 --- /dev/null +++ b/indizio/components/network_viz/network_graph.py @@ -0,0 +1,223 @@ +import logging +from functools import lru_cache + +import dash_cytoscape as cyto +from dash import Output, Input, callback, State +from dash.exceptions import PreventUpdate + +from indizio.components.network_properties import NetworkPropertiesCard +from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +from indizio.util.cache import freezeargs, from_hashable +from indizio.util.graph import filter_graph + + +class NetworkVizGraph(cyto.Cytoscape): + """ + The cytoscape network graph component. + """ + + ID = 'network-viz-graph' + + def __init__(self): + super().__init__( + id=self.ID, + elements=[], + # stylesheet=stylesheet, + layout={"name": "grid", 'animate': True}, + style={'width': '100%', 'height': 'calc(100vh - 150px)'}, + responsive=True, + ) + + @callback( + output=dict( + elements=Output(self.ID, 'elements'), + layout=Output(self.ID, "layout"), + n_nodes=Output(NetworkPropertiesCard.ID_N_NODES, "children"), + n_edges=Output(NetworkPropertiesCard.ID_N_EDGES, "children"), + ), + inputs=dict( + ts_graph=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), + ts_param=Input(NetworkFormStore.ID, "modified_timestamp"), + state_graph=State(DistanceMatrixGraphStore.ID, "data"), + state_params=State(NetworkFormStore.ID, "data"), + ), + ) + @freezeargs + @lru_cache + def draw_graph(ts_graph, ts_param, state_graph, state_params): + # Output debugging information + log = logging.getLogger() + log.debug(f'{self.ID} - Drawing graph.') + if ts_graph is None or state_graph is None: + log.debug(f'{self.ID} - No data to draw graph.') + raise PreventUpdate + + # Networkx mutates the state so it must be de-serialized + state_graph = from_hashable(state_graph) + + # De-serialize the states + graph = DmGraph.deserialize(state_graph) + params = NetworkFormStoreData(**state_params) + + # Filter the graph based on the parameters + out_graph = filter_graph( + G=graph.graph, + node_subset=params.node_of_interest, + degree=params.thresh_degree, + thresh=params.corr_input, + thresh_op=params.thresh_corr_select + )['elements'] + + # There is a formatting quirk with cytoscape that requires a reformat + # to display the label correctly + for node in out_graph['nodes']: + node['data']['label'] = node['data']['name'] + del node['data']['name'] + + return dict( + elements=out_graph, + layout={'name': params.layout.name, 'animate': True}, + n_nodes=len(out_graph['nodes']), + n_edges=len(out_graph['edges']) + ) + + @callback( + output=dict( + stylesheet=Output(self.ID, 'stylesheet'), + ), + inputs=dict( + node=Input(self.ID, "tapNode"), + prev_stylesheet=State(self.ID, 'stylesheet'), + ), + ) + def highlight_on_node_select(node, prev_stylesheet): + # Output debugging information + log = logging.getLogger() + log.debug(f'{self.ID} - Node clicked.') + + stylesheet = [ + { + "selector": "edge", + "style": { + # 'width': 'mapData(lr, 50, 200, 0.75, 5)', + "opacity": 0.4, + }, + }, + { + "selector": "node", + "style": { + # 'color': '#317b75', + "background-color": "#317b75", + "content": "data(label)", + }, + }, + { + "selector": ".focal", + "style": { + # 'color': '#E65340', + "background-color": "#E65340", + "content": "data(label)", + }, + }, + { + "selector": ".other", + "style": { + # 'color': '#317b75', + "background-color": "#317b75", + "content": "data(label)", + }, + }, + ] + if node is None: + return dict( + stylesheet=stylesheet + ) + + # Check the previous stylesheet to see if the user is clicking + # the same node again (i.e. deselecting) + if prev_stylesheet is not None: + for style in prev_stylesheet: + if style.get('selector') == 'node[id = "{}"]'.format(node['data']['id']): + return dict( + stylesheet=stylesheet + ) + + # Otherwise, update the stylesheet with the new node + stylesheet = [ + { + "selector": "edge", + "style": { + "opacity": 0.4, + # 'width': 'mapData(lr, 50, 200, 0.75, 5)', + }, + }, + { + "selector": "node", + "style": { + # 'color': '#317b75', + "background-color": "#317b75", + "content": "data(label)", + "width": "mapData(degree, 1, 100, 25, 200)", + }, + }, + { + "selector": ".focal", + "style": { + # 'color': '#E65340', + "background-color": "#E65340", + "content": "data(label)", + }, + }, + { + "selector": ".other", + "style": { + # 'color': '#317b75', + "background-color": "#317b75", + "content": "data(label)", + }, + }, + { + "selector": 'node[id = "{}"]'.format(node["data"]["id"]), + "style": { + "background-color": "#B10DC9", + "border-color": "purple", + "border-width": 2, + "border-opacity": 1, + "opacity": 1, + "label": "data(label)", + "color": "#B10DC9", + "text-opacity": 1, + "font-size": 12, + "z-index": 9999, + }, + }, + ] + for edge in node["edgesData"]: + stylesheet.append( + { + "selector": 'node[id= "{}"]'.format(edge["target"]), + "style": { + "background-color": "blue", + "opacity": 0.9, + }, + } + ) + stylesheet.append( + { + "selector": 'node[id= "{}"]'.format(edge["source"]), + "style": { + "background-color": "blue", + "opacity": 0.9, + }, + } + ) + stylesheet.append( + { + "selector": 'edge[id= "{}"]'.format(edge["id"]), + "style": {"line-color": "green", "opacity": 0.9, "z-index": 5000}, + } + ) + return dict( + stylesheet=stylesheet + ) diff --git a/indizio/components/upload_form/__init__.py b/indizio/components/upload_form/__init__.py new file mode 100644 index 0000000..6a8583f --- /dev/null +++ b/indizio/components/upload_form/__init__.py @@ -0,0 +1,23 @@ +from dash import html + +from indizio.components.upload_form.btn_clear import UploadFormBtnClear +from indizio.components.upload_form.btn_upload import UploadFormBtnUpload +from indizio.components.upload_form.file_selector import UploadFormFileSelector +from indizio.components.upload_form.file_selector_container import UploadFormFileSelectorContainer +from indizio.components.upload_form.file_upload_form import UploadFormFileUploadForm +from indizio.components.upload_form.file_uploaded_container import UploadFormFileUploadedContainer + + +class UploadFormContainer(html.Div): + + def __init__(self): + super().__init__( + [ + UploadFormFileUploadForm(), + UploadFormFileSelectorContainer(), + UploadFormFileUploadedContainer(), + UploadFormBtnUpload(), + UploadFormBtnClear() + ] + + ) diff --git a/indizio/components/upload_form/btn_clear.py b/indizio/components/upload_form/btn_clear.py new file mode 100644 index 0000000..722b0d4 --- /dev/null +++ b/indizio/components/upload_form/btn_clear.py @@ -0,0 +1,70 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback +from dash.exceptions import PreventUpdate + +from indizio.config import RELOAD_ID +from indizio.store.distance_matrix import DistanceMatrixFileStore +from indizio.store.dm_graph import DistanceMatrixGraphStore +from indizio.store.metadata_file import MetadataFileStore +from indizio.store.network_form_store import NetworkFormStore +from indizio.store.presence_absence import PresenceAbsenceFileStore +from indizio.store.tree_file import TreeFileStore +from indizio.store.upload_form_store import UploadFormStore + + +class UploadFormBtnClear(dbc.Button): + """ + This component is the button that triggers the upload and processing of files. + """ + + ID = "upload-form-upload-button-clear" + + def __init__(self): + super().__init__( + children=[ + "Reset", + + ], + id=self.ID, + color="warning" + ) + + @callback( + output=dict( + network_store=Output(NetworkFormStore.ID, "clear_data"), + upload_store=Output(UploadFormStore.ID, "clear_data"), + presence_absence_store=Output(PresenceAbsenceFileStore.ID, "clear_data"), + distance_matrix_store=Output(DistanceMatrixFileStore.ID, "clear_data"), + metadata_store=Output(MetadataFileStore.ID, "clear_data"), + tree_store=Output(TreeFileStore.ID, "clear_data"), + dm_graph_store=Output(DistanceMatrixGraphStore.ID, "clear_data"), + reload=Output(RELOAD_ID, "href", allow_duplicate=True), + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + ), + prevent_initial_call=True + ) + def reset_state(n_clicks): + """ + Removes all uploaded files and resets the program. + """ + + # Output debugging information + log = logging.getLogger() + if n_clicks is None: + log.debug(f'{self.ID} - No click was made, updated prevented.') + raise PreventUpdate + log.debug(f'{self.ID} - Resetting program to default state.') + return dict( + network_store=True, + upload_store=True, + presence_absence_store=True, + distance_matrix_store=True, + metadata_store=True, + tree_store=True, + dm_graph_store=True, + reload="/" + ) diff --git a/indizio/components/upload_form/btn_upload.py b/indizio/components/upload_form/btn_upload.py new file mode 100644 index 0000000..0096f4d --- /dev/null +++ b/indizio/components/upload_form/btn_upload.py @@ -0,0 +1,196 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, ALL, ctx +from dash.exceptions import PreventUpdate + +from indizio.components.upload_form.file_selector import UploadFormFileSelector +from indizio.config import RELOAD_ID +from indizio.interfaces.file_type import UserFileType +from indizio.store.distance_matrix import DistanceMatrixFileStore, DistanceMatrixFile +from indizio.store.dm_graph import DmGraph, DistanceMatrixGraphStore +from indizio.store.metadata_file import MetadataFile, MetadataFileStore +from indizio.store.presence_absence import PresenceAbsenceFileStore, PresenceAbsenceFile +from indizio.store.tree_file import TreeFile, TreeFileStore +from indizio.store.upload_form_store import UploadFormStore, UploadFormStoreData + + +class UploadFormBtnUpload(dbc.Button): + """ + This component is the button that triggers the upload and processing of files. + """ + + ID = "upload-form-upload-button" + + def __init__(self): + super().__init__( + "Upload Files", + id=self.ID, + color="success", + disabled=False + ) + + @callback( + output=dict( + pa=Output(PresenceAbsenceFileStore.ID, 'data'), + dm=Output(DistanceMatrixFileStore.ID, 'data'), + meta=Output(MetadataFileStore.ID, 'data'), + tree=Output(TreeFileStore.ID, 'data'), + graph=Output(DistanceMatrixGraphStore.ID, 'data'), + upload_store_clear=Output(UploadFormStore.ID, 'clear_data', allow_duplicate=True), + reload=Output(RELOAD_ID, "href", allow_duplicate=True), + ), + inputs=dict( + n_clicks=Input(self.ID, 'n_clicks'), + values=State({'type': UploadFormFileSelector.ID_TYPE, 'name': ALL}, 'value'), + state_upload=State(UploadFormStore.ID, 'data'), + ), + prevent_initial_call=True, + ) + def upload_content(n_clicks, values, state_upload): + """ + Processess each of the uploaded files as per their file type. + + Afterwards, the store that holds this information is cleared to save + browser memory. + """ + + # Validate the input to see if data needs to be processed. + log = logging.getLogger() + if n_clicks is None or not values: + log.debug(f'{self.ID} - Nothing to do, updated prevented.') + raise PreventUpdate + log.debug(f'{self.ID} - Processing files: {values}') + + # This extracts the content from the pattern matching state input + d_file_types = dict() + for cur_state in ctx.states_list[0]: + cur_type_str = cur_state['value'] + if cur_type_str is None: + d_file_types[cur_state['id']['name']] = None + else: + d_file_types[cur_state['id']['name']] = UserFileType(cur_type_str) + log.debug(f'{self.ID} - Found the following files: {d_file_types}') + + # Convert each of the uploaded files into objects + lst_files_pa = list() + lst_files_dm = list() + lst_files_meta = list() + lst_files_tree = list() + for file_json in state_upload: + file_obj = UploadFormStoreData(**file_json) + file_type = d_file_types[file_obj.file_name] + if file_type is UserFileType.PA: + lst_files_pa.append(file_obj) + elif file_type is UserFileType.DM: + lst_files_dm.append(file_obj) + elif file_type is UserFileType.META: + lst_files_meta.append(file_obj) + elif file_type is UserFileType.TREE: + lst_files_tree.append(file_obj) + else: + log.warning(f'{self.ID} - Skipping file: {file_obj.file_name} of unknown type {file_type}') + continue + + # TODO: Validate that the correct number of input files were provided. + if len(lst_files_pa) > 1: + log.warning(f'{self.ID} - Only one P/A table is allowed.') + raise PreventUpdate + if len(lst_files_meta) > 1: + log.warning(f'{self.ID} - Only one metadata file is allowed.') + raise PreventUpdate + if len(lst_files_tree) > 1: + log.warning(f'{self.ID} - Only one tree file is allowed.') + raise PreventUpdate + + # Now that we've validated the file are correct, insert them + # into a dictionary for further processing + d_files = dict() + if len(lst_files_pa) > 0: + d_files[lst_files_pa[0].file_name] = lst_files_pa[0] + if len(lst_files_dm) > 0: + for cur_file in lst_files_dm: + d_files[cur_file.file_name] = cur_file + if len(lst_files_meta) > 0: + d_files[lst_files_meta[0].file_name] = lst_files_meta[0] + if len(lst_files_tree) > 0: + d_files[lst_files_tree[0].file_name] = lst_files_tree[0] + + """ + Determine what needs to be done based on the files that were uploaded. + + 1. Only one P/A table is allowed. + 2. Multiple distance matricies are allowed. + 3. Only one metadata file is allowed. + 4. Only one tree file is allowed. + + - If no DMs are provided, then calc Pearson corr from P/A. + - If a P/A table exists, and a tree is provided, then subset tree to P/A values (pa.index). + """ + + # TODO: Verify that the above rules are met based on the files given + out_pa_file = None + out_distance_matrices = dict() + out_meta_file = None + out_tree_file = None + + # Process each file depending on the type + for file_name, file_obj in d_files.items(): + file_type = d_file_types[file_name] + log.debug(f'{self.ID} - Processing file: {file_name} of type {file_type}') + + # Presence/absence file + if file_type is UserFileType.PA: + log.debug(f'{self.ID} - Processing presence/absence file: {file_name}') + out_pa_file = PresenceAbsenceFile.from_upload_data(file_obj) + + # Distance matrix file + elif file_type is UserFileType.DM: + log.debug(f'{self.ID} - Processing distance matrix file: {file_name}') + out_distance_matrices[file_name] = DistanceMatrixFile.from_upload_data(file_obj) + + # Metadata file + elif file_type is UserFileType.META: + log.debug(f'{self.ID} - Processing metadata file: {file_name}') + out_meta_file = MetadataFile.from_upload_data(file_obj) + + # Tree file + elif file_type is UserFileType.TREE: + log.debug(f'{self.ID} - Processing tree file: {file_name}') + out_tree_file = TreeFile.from_upload_data(file_obj) + + # Unknown file type + else: + log.warning(f'{self.ID} - Skipping file: {file_name} of type {file_type}') + + # If no distance matrices were provided, then create and calculate + # one from the presence/absence file. + if len(out_distance_matrices) == 0: + log.info(f'{self.ID} - No distance matrices provided, creating one from presence/absence file.') + if out_pa_file is None: + log.warning(f'{self.ID} - No presence/absence file provided.') + raise PreventUpdate + else: + out_distance_matrices[out_pa_file.file_name] = out_pa_file.as_distance_matrix() + + # Create the graph + graph = DmGraph.from_distance_matricies(list(out_distance_matrices.values())) + + # Now that we've calculated everything, we need to serialize the content + # into JSON so that it can be stored in the browser + out_pa_file = out_pa_file.serialize() if out_pa_file else None + out_distance_matrices = {k: v.serialize() for k, v in out_distance_matrices.items()} + out_meta_file = out_meta_file.serialize() if out_meta_file else None + out_tree_file = out_tree_file.serialize() if out_tree_file else None + out_graph = graph.serialize() if graph else None + + log.debug(f'{self.ID} - Finished processing files, returning data to stores.') + return dict( + pa=out_pa_file, + dm=out_distance_matrices, + meta=out_meta_file, + tree=out_tree_file, + graph=out_graph, + upload_store_clear=True, + reload=None, + ) diff --git a/indizio/components/upload_form/file_selector.py b/indizio/components/upload_form/file_selector.py new file mode 100644 index 0000000..e592510 --- /dev/null +++ b/indizio/components/upload_form/file_selector.py @@ -0,0 +1,38 @@ +import dash_bootstrap_components as dbc +from dash import html, dcc + +from indizio.interfaces.file_type import UserFileType + + +class UploadFormFileSelector(dbc.Card): + """ + This is the card that is used to display each file that the user has + uploaded. A drop-down menu option allows the user to select the + file type. + """ + ID_TYPE = 'upload-form-file-selector-type' + + def __init__(self, file_name: str, file_type=None): + self.FILE_NAME = file_name + super().__init__( + className="d-flex m-1", + style={ + 'minWidth': '250px', + }, + children= + [ + dbc.CardHeader(html.H5(self.FILE_NAME)), + dbc.CardBody( + [ + dcc.Dropdown( + id={ + 'type': self.ID_TYPE, + 'name': self.FILE_NAME, + }, + options=UserFileType.to_options(), + value=file_type, + ), + ] + ), + ] + ) diff --git a/indizio/components/upload_form/file_selector_container.py b/indizio/components/upload_form/file_selector_container.py new file mode 100644 index 0000000..cdadd29 --- /dev/null +++ b/indizio/components/upload_form/file_selector_container.py @@ -0,0 +1,50 @@ +import logging + +from dash import Output, Input, html, callback +from dash.exceptions import PreventUpdate + +from indizio.components.upload_form.file_selector import UploadFormFileSelector +from indizio.store.upload_form_store import UploadFormStore, UploadFormStoreData + + +class UploadFormFileSelectorContainer(html.Div): + """ + This component wraps each of the files that are prepared for upload. + """ + + ID = 'upload-form-file-selector-container' + + def __init__(self): + super().__init__( + id=self.ID, + children=list(), + className='d-flex flex-wrap' + ) + + @callback( + output=dict( + children=Output(self.ID, 'children'), + ), + inputs=dict( + ts=Input(UploadFormStore.ID, "modified_timestamp"), + state=Input(UploadFormStore.ID, "data"), + ), + ) + def refresh_uploaded(ts, state): + # Output debugging information + log = logging.getLogger() + + # Check if an update should happen + if ts is None or state is None: + log.debug(f'{self.ID} - No action to take.') + raise PreventUpdate + + log.debug(f'{self.ID} - Refreshing uploaded files.') + children = list() + for file_data in state: + file_obj = UploadFormStoreData(**file_data) + children.append(UploadFormFileSelector(file_obj.file_name)) + + return dict( + children=children + ) diff --git a/indizio/components/upload_form/file_upload_form.py b/indizio/components/upload_form/file_upload_form.py new file mode 100644 index 0000000..a36905a --- /dev/null +++ b/indizio/components/upload_form/file_upload_form.py @@ -0,0 +1,76 @@ +import base64 +import logging + +from dash import Output, Input, html, callback, State +from dash import dcc +from dash.exceptions import PreventUpdate + +from indizio.store.upload_form_store import UploadFormStore, UploadFormStoreData + + +class UploadFormFileUploadForm(html.Div): + """ + This is the main component for selecting files for upload. + """ + + ID = "upload-form-file-upload-form" + ID_FEEDBACK = "upload-form-feedback" + + def __init__(self): + super().__init__( + [ + dcc.Upload( + id=self.ID, + children=html.Div([ + 'Drag and Drop or ', + html.A('Select Files') + ]), + style={ + 'width': '100%', + 'height': '60px', + 'lineHeight': '60px', + 'borderWidth': '1px', + 'borderStyle': 'dashed', + 'borderRadius': '5px', + 'textAlign': 'center', + 'margin': '10px' + }, + multiple=True + ), + html.Div(id=self.ID_FEEDBACK), + ] + + ) + + @callback( + output=dict( + data=Output(UploadFormStore.ID, 'data'), + ), + inputs=dict( + list_of_contents=Input(self.ID, 'contents'), + list_of_names=Input(self.ID, 'filename'), + list_of_dates=State(self.ID, 'last_modified'), + state=State(UploadFormStore.ID, 'data'), + ), + ) + def store_upload(list_of_contents, list_of_names, list_of_dates, state): + """ + After a user has input a file, this will convert the base64 content + into a byte string. This is then stored in the store to be processed + on file upload. + """ + log = logging.getLogger() + log.debug(f'{self.ID} - {list_of_names}') + + # Do not update if no files are uploaded + if list_of_contents is None: + raise PreventUpdate + + output = [UploadFormStoreData(**x) for x in state] + for c, n, d in zip(list_of_contents, list_of_names, list_of_dates): + content_type, content_string = c.split(',', 1) + data_decoded = base64.b64decode(content_string) + output.append(UploadFormStoreData(data=data_decoded, file_name=n)) + return dict( + data=[x.model_dump(mode='json') for x in output] + ) diff --git a/indizio/components/upload_form/file_uploaded.py b/indizio/components/upload_form/file_uploaded.py new file mode 100644 index 0000000..3082641 --- /dev/null +++ b/indizio/components/upload_form/file_uploaded.py @@ -0,0 +1,36 @@ +import logging + +from dash import Output, Input, html, callback, State +from dash.exceptions import PreventUpdate + +from indizio.components.upload_form.file_selector import UploadFormFileSelector +from indizio.store.upload_form_store import UploadFormStore, UploadFormStoreData +import dash_bootstrap_components as dbc +from dash import html, dcc + +from indizio.interfaces.file_type import UserFileType + + +class UploadFormFileUploaded(dbc.Card): + + + ID = 'upload-form-file-uploaded' + + def __init__(self, file_name: str, description: str, file_type: UserFileType): + super().__init__( + className="d-flex m-1", + style={ + 'minWidth': '250px', + }, + children= + [ + dbc.CardHeader(html.H5(file_name)), + dbc.CardBody( + [ + file_type.value, + html.Br(), + description, + ] + ), + ] + ) diff --git a/indizio/components/upload_form/file_uploaded_container.py b/indizio/components/upload_form/file_uploaded_container.py new file mode 100644 index 0000000..0aa2b78 --- /dev/null +++ b/indizio/components/upload_form/file_uploaded_container.py @@ -0,0 +1,81 @@ +import logging + +from dash import Output, Input, html, callback, State + +from indizio.components.upload_form.file_uploaded import UploadFormFileUploaded +from indizio.interfaces.file_type import UserFileType +from indizio.store.distance_matrix import DistanceMatrixFileStore, DistanceMatrixFile +from indizio.store.metadata_file import MetadataFileStore, MetadataFile +from indizio.store.presence_absence import PresenceAbsenceFileStore, PresenceAbsenceFile +from indizio.store.tree_file import TreeFileStore, TreeFile + + +class UploadFormFileUploadedContainer(html.Div): + """ + This component wraps each of the files that have been processed. + """ + + ID = 'upload-form-file-uploaded-container' + + def __init__(self): + super().__init__( + id=self.ID, + children=list(), + className='d-flex flex-wrap' + ) + + @callback( + output=dict( + children=Output(self.ID, 'children'), + ), + inputs=dict( + pa_ts=Input(PresenceAbsenceFileStore.ID, "modified_timestamp"), + dm_ts=Input(DistanceMatrixFileStore.ID, "modified_timestamp"), + meta_ts=Input(MetadataFileStore.ID, "modified_timestamp"), + tree_ts=Input(TreeFileStore.ID, "modified_timestamp"), + pa_store=State(PresenceAbsenceFileStore.ID, "data"), + dm_store=State(DistanceMatrixFileStore.ID, "data"), + meta_store=State(MetadataFileStore.ID, "data"), + tree_store=State(TreeFileStore.ID, "data"), + ), + ) + def refresh_uploaded(pa_ts, dm_ts, meta_ts, tree_ts, pa_store, dm_store, meta_store, tree_store): + log = logging.getLogger() + log.debug(f'{self.ID} - Refreshing uploaded & processed files.') + + # Deserialize the data and create a html element for each type + children = list() + if pa_store is not None: + pa_file = PresenceAbsenceFile.deserialize(pa_store) + + children.append(UploadFormFileUploaded( + file_name=pa_file.file_name, + description=f'Shape: {pa_file.df.shape[0]:,} x {pa_file.df.shape[1]:,}', + file_type=UserFileType.PA + )) + if dm_store is not None: + for dm_value in dm_store.values(): + dm_file = DistanceMatrixFile.deserialize(dm_value) + children.append(UploadFormFileUploaded( + file_name=dm_file.file_name, + description=f'Shape: {dm_file.df.shape[0]:,} x {dm_file.df.shape[1]:,}', + file_type=UserFileType.DM + )) + if meta_store is not None: + meta_file = MetadataFile.deserialize(meta_store) + children.append(UploadFormFileUploaded( + file_name=meta_file.file_name, + description=f'Shape: {meta_file.df.shape[0]:,} x {meta_file.df.shape[1]:,}', + file_type=UserFileType.META + )) + if tree_store is not None: + tree_file = TreeFile.deserialize(tree_store) + children.append(UploadFormFileUploaded( + file_name=tree_file.file_name, + description=f'Leaf nodes: {len(tree_file.taxon_namespace):,}', + file_type=UserFileType.TREE + )) + + return dict( + children=children + ) diff --git a/indizio/config.py b/indizio/config.py new file mode 100644 index 0000000..1b5b9ab --- /dev/null +++ b/indizio/config.py @@ -0,0 +1,11 @@ +PAGE_TITLE = 'Indizio' + +# PERSISTENCE_TYPE = 'memory' +PERSISTENCE_TYPE = 'session' + +CORR_METHOD = '(abs) pearson' + + +RELOAD_ID = 'reload-loc' + +CONSOLE_REFRESH_MS = 1000 diff --git a/filter_graphml.py b/indizio/filter_graphml.py similarity index 100% rename from filter_graphml.py rename to indizio/filter_graphml.py diff --git a/indizio/interfaces/__init__.py b/indizio/interfaces/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/interfaces/file_type.py b/indizio/interfaces/file_type.py new file mode 100644 index 0000000..683a89e --- /dev/null +++ b/indizio/interfaces/file_type.py @@ -0,0 +1,11 @@ +from indizio.interfaces.html_option import HtmlOption + + +class UserFileType(HtmlOption): + """ + These are the select options provided when a user uploads a file. + """ + PA = 'Presence/Absence' + DM = 'Distance Matrix' + META = 'Metadata' + TREE = 'Tree' diff --git a/indizio/interfaces/html_option.py b/indizio/interfaces/html_option.py new file mode 100644 index 0000000..2e67aad --- /dev/null +++ b/indizio/interfaces/html_option.py @@ -0,0 +1,11 @@ +from enum import Enum + + +class HtmlOption(Enum): + """ + This superclass wraps all HTML select options and provides helpful methods. + """ + + @classmethod + def to_options(cls): + return [{'label': x.value, 'value': x.value} for x in cls] diff --git a/indizio/layouts/__init__.py b/indizio/layouts/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/layouts/heatmap_layout.py b/indizio/layouts/heatmap_layout.py similarity index 100% rename from layouts/heatmap_layout.py rename to indizio/layouts/heatmap_layout.py diff --git a/layouts/landing_page_layout.py b/indizio/layouts/landing_page_layout.py similarity index 98% rename from layouts/landing_page_layout.py rename to indizio/layouts/landing_page_layout.py index 335158a..7e91de2 100644 --- a/layouts/landing_page_layout.py +++ b/indizio/layouts/landing_page_layout.py @@ -40,7 +40,7 @@ html.H2("Heatmap viewer.", className="display-5"), html.P( children=[ - "View connected data as heatmaps. Explroe heatmaps for each distance metric you uploaded. Click 'Matrices'.", + "View connected data as heatmaps. Explore heatmaps for each distance metric you uploaded. Click 'Matrices'.", ], className="lead", ), diff --git a/indizio/layouts/navbar.py b/indizio/layouts/navbar.py new file mode 100644 index 0000000..e69de29 diff --git a/layouts/network_layout.py b/indizio/layouts/network_layout.py similarity index 100% rename from layouts/network_layout.py rename to indizio/layouts/network_layout.py diff --git a/indizio/logger.py b/indizio/logger.py new file mode 100644 index 0000000..058efd2 --- /dev/null +++ b/indizio/logger.py @@ -0,0 +1,19 @@ +import logging +from datetime import datetime + + +class DashLoggerHandler(logging.StreamHandler): + def __init__(self): + logging.StreamHandler.__init__(self) + self.queue = [] + + def emit(self, record): + # msg = self.format(record) + ts = datetime.fromtimestamp(record.created).strftime('[%Y-%m-%d %H:%M:%S]') + self.queue.append((ts, record.levelname, record.msg)) + + +LOG = logging.getLogger() +LOG.setLevel(logging.DEBUG) +DASH_LOG_HANDLER = DashLoggerHandler() +# LOG.addHandler(DASH_LOG_HANDLER) diff --git a/make_input_sheet.py b/indizio/make_input_sheet.py similarity index 98% rename from make_input_sheet.py rename to indizio/make_input_sheet.py index ff8b6c2..08d42f7 100644 --- a/make_input_sheet.py +++ b/indizio/make_input_sheet.py @@ -18,7 +18,7 @@ def complete_path(text, state): elif incomplete_path.exists(): completions = [incomplete_path] else: - exists_parts = pathlib.Path('.') + exists_parts = pathlib.Path('..') for part in incomplete_path.parts: test_next_part = exists_parts / part if test_next_part.exists(): diff --git a/indizio/pages/__init__.py b/indizio/pages/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/pages/index.py b/indizio/pages/index.py new file mode 100644 index 0000000..a5a4481 --- /dev/null +++ b/indizio/pages/index.py @@ -0,0 +1,13 @@ +import dash +from dash import html + +from indizio import config +from indizio.components.upload_form import UploadFormContainer + +dash.register_page(__name__, path='/', name=config.PAGE_TITLE) + +layout = html.Div([ + html.H1('INDEX'), + html.Div('This is our Home page content.'), + UploadFormContainer(), +]) diff --git a/indizio/pages/matrix.py b/indizio/pages/matrix.py new file mode 100644 index 0000000..88c5579 --- /dev/null +++ b/indizio/pages/matrix.py @@ -0,0 +1,26 @@ +import dash +import dash_bootstrap_components as dbc +from dash import html + +from indizio import config +from indizio.components.matrix import MatrixContainer, MatrixParametersCanvas + +dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Matrix') + +layout = html.Div( + className='pt-3', + children=[ + dbc.Row( + [ + dbc.Col( + MatrixParametersCanvas(), + width=4 + + ), + dbc.Col( + MatrixContainer() + + ) + ] + ) + ]) diff --git a/indizio/pages/network.py b/indizio/pages/network.py new file mode 100644 index 0000000..fc25229 --- /dev/null +++ b/indizio/pages/network.py @@ -0,0 +1,16 @@ +import dash +import dash_bootstrap_components as dbc + +from indizio import config +from indizio.components.network_form import NetworkFormAIO +from indizio.components.network_viz import NetworkVizContainer + +dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Network') + +layout = dbc.Container( + fluid=True, + children=[ + NetworkFormAIO(), + NetworkVizContainer(), + ] +) diff --git a/indizio/pages/stats.py b/indizio/pages/stats.py new file mode 100644 index 0000000..361dda6 --- /dev/null +++ b/indizio/pages/stats.py @@ -0,0 +1,12 @@ +import dash +from dash import html + +from indizio import config + +dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Statistics') + +layout = html.Div([ + html.H1('STATS'), + html.Div('This is our Home page content.'), +]) + diff --git a/indizio/store/__init__.py b/indizio/store/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/store/distance_matrix.py b/indizio/store/distance_matrix.py new file mode 100644 index 0000000..2954b69 --- /dev/null +++ b/indizio/store/distance_matrix.py @@ -0,0 +1,41 @@ +import io +import json + +import pandas as pd +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.upload_form_store import UploadFormStoreData + + +class DistanceMatrixFile(BaseModel): + file_name: str + df: pd.DataFrame + + class Config: + arbitrary_types_allowed = True + + @classmethod + def from_upload_data(cls, data: UploadFormStoreData): + decoded_str = io.StringIO(data.data.decode('utf-8')) + df = pd.read_table(decoded_str, sep=',', index_col=0) + return cls(file_name=data.file_name, df=df) + + def serialize(self): + return {'file_name': self.file_name, 'df': self.df.to_json()} + + @classmethod + def deserialize(cls, data): + return cls(file_name=data['file_name'], df=pd.read_json(io.StringIO(data['df']))) + + +class DistanceMatrixFileStore(dcc.Store): + ID = 'distance-matrix-file-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=dict() + ) diff --git a/indizio/store/dm_graph.py b/indizio/store/dm_graph.py new file mode 100644 index 0000000..6ea4fdc --- /dev/null +++ b/indizio/store/dm_graph.py @@ -0,0 +1,74 @@ +import logging +from typing import List + +import networkx as nx +import numpy as np +from dash import dcc +from pydantic import BaseModel +from tqdm import tqdm + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.distance_matrix import DistanceMatrixFile + + +class DmGraph(BaseModel): + graph: nx.Graph + + class Config: + arbitrary_types_allowed = True + + @classmethod + def from_distance_matricies(cls, matrices: List[DistanceMatrixFile]): + log = logging.getLogger() + + G = nx.Graph() + # add edges first + edge_dfs = [] + edge_attrs = [] + for dm in matrices: + edge_attrs.append(dm.file_name) + edge_dfs.append(dm.df) + + # Make sure the dfs are all same shapes + assert len(list(set([df.shape[0] for df in edge_dfs]))) == 1 + assert len(list(set([df.shape[1] for df in edge_dfs]))) == 1 + + stacked = [frame.where(np.triu(np.ones(frame.shape)).astype(bool)).stack() for frame in edge_dfs] + pairs = stacked[0].index + log.debug("Constructing nodes. . .") + nodes = list(edge_dfs[0].columns) + + for node in tqdm(nodes): + G.add_node(node) + + log.debug("Constructing edges. . .") + # edges = [] + data = list(zip(edge_attrs, stacked)) + edge_dict = {k: dict() for k in pairs} + for tup in tqdm(pairs): + for attribute, df in data: + edge_dict[tup][attribute] = df.loc[tup] + + edges = [(*k, v) for k, v in edge_dict.items()] + G.add_edges_from(edges) + # Need to add the metadata... + + return cls(graph=G) + + def serialize(self): + return {'graph': nx.cytoscape_data(self.graph)} + + @classmethod + def deserialize(cls, data): + return cls(graph=nx.cytoscape_graph(data['graph'])) + + +class DistanceMatrixGraphStore(dcc.Store): + ID = 'distance-matrix-graph-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=None + ) diff --git a/indizio/store/matrix_parameters.py b/indizio/store/matrix_parameters.py new file mode 100644 index 0000000..433d73c --- /dev/null +++ b/indizio/store/matrix_parameters.py @@ -0,0 +1,37 @@ +import io +import json +from typing import Optional, Tuple, List + +import pandas as pd +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.upload_form_store import UploadFormStoreData + +from indizio.interfaces.html_option import HtmlOption + + +class MatrixBinOption(HtmlOption): + """ + These are the select options provided when a user uploads a file. + """ + CONTINUOUS = 'Continuous' + BINNED = 'Binned' + +class MatrixParameters(BaseModel): + metric: Optional[str] = None + color_scale: str = 'inferno' + bin_option: MatrixBinOption = MatrixBinOption.CONTINUOUS + slider: List[float] = [0.0, 1.0] + + +class MatrixParametersStore(dcc.Store): + ID = 'matrix-parameters-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=MatrixParameters().model_dump(mode='json') + ) diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py new file mode 100644 index 0000000..940e82e --- /dev/null +++ b/indizio/store/metadata_file.py @@ -0,0 +1,41 @@ +import io +import json + +import pandas as pd +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.upload_form_store import UploadFormStoreData + + +class MetadataFile(BaseModel): + file_name: str + df: pd.DataFrame + + class Config: + arbitrary_types_allowed = True + + @classmethod + def from_upload_data(cls, data: UploadFormStoreData): + decoded_str = io.StringIO(data.data.decode('utf-8')) + df = pd.read_table(decoded_str, sep=',', index_col=0) + return cls(file_name=data.file_name, data=df) + + def serialize(self): + return {'file_name': self.file_name, 'df': self.df.to_json()} + + @classmethod + def deserialize(cls, data): + return cls(file_name=data['file_name'], df=pd.read_json(io.StringIO(data['df']))) + + +class MetadataFileStore(dcc.Store): + ID = 'metadata-file-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=None + ) diff --git a/indizio/store/network_form_store.py b/indizio/store/network_form_store.py new file mode 100644 index 0000000..26f5c33 --- /dev/null +++ b/indizio/store/network_form_store.py @@ -0,0 +1,61 @@ +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE +from indizio.interfaces.html_option import HtmlOption + + +class NetworkThreshCorrOption(HtmlOption): + """This class represents the different threshold correlation options.""" + LT = '<' + LEQ = '<=' + EQ = '=' + GT = '>' + GEQ = '>=' + + +class NetworkFormLayoutOption(HtmlOption): + """ + This class represents the different layout options for the network graph. + """ + grid = 'Grid' + random = 'Random' + circle = 'Circle' + concentric = 'Concentric' + breadthfirst = 'Breadthfirst' + cose = 'Cose' + cose_bilkent = 'Cose-bilkent' + cola = 'Cola' + klay = 'Klay' + spread = 'Spread' + euler = 'Euler' + + +class NetworkFormStoreData(BaseModel): + """ + This class represents the data that is stored in the network form store. + """ + + layout: NetworkFormLayoutOption = NetworkFormLayoutOption.grid + node_of_interest: list[str] = list() + thresh_degree: int = 0 + thresh_corr_select: NetworkThreshCorrOption = NetworkThreshCorrOption.GEQ + corr_input: float = 0.0 + is_set: bool = False + + +class NetworkFormStore(dcc.Store): + """ + This class stores the options that have been selected in the network form, + i.e. the parameters that control how the d3 network graph appears. + """ + + # Unique identifier that represents this component. + ID = 'network-form-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=NetworkFormStoreData().model_dump(mode='json') + ) diff --git a/indizio/store/presence_absence.py b/indizio/store/presence_absence.py new file mode 100644 index 0000000..2b6ec99 --- /dev/null +++ b/indizio/store/presence_absence.py @@ -0,0 +1,46 @@ +import io + +import pandas as pd +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.distance_matrix import DistanceMatrixFile +from indizio.store.upload_form_store import UploadFormStoreData + + +class PresenceAbsenceFile(BaseModel): + file_name: str + df: pd.DataFrame + + class Config: + arbitrary_types_allowed = True + + @classmethod + def from_upload_data(cls, data: UploadFormStoreData): + decoded_str = io.StringIO(data.data.decode('utf-8')) + df = pd.read_table(decoded_str, sep=',', dtype=str) + df.set_index(df.columns[0], inplace=True) + df = df.astype(float) + return cls(file_name=data.file_name, df=df) + + def as_distance_matrix(self) -> DistanceMatrixFile: + return DistanceMatrixFile(file_name=self.file_name, df=self.df.corr().abs()) + + def serialize(self): + return {'file_name': self.file_name, 'df': self.df.to_json()} + + @classmethod + def deserialize(cls, data): + return cls(file_name=data['file_name'], df=pd.read_json(io.StringIO(data['df']))) + + +class PresenceAbsenceFileStore(dcc.Store): + ID = 'presence-absence-file-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=None + ) diff --git a/indizio/store/tree_file.py b/indizio/store/tree_file.py new file mode 100644 index 0000000..4623be6 --- /dev/null +++ b/indizio/store/tree_file.py @@ -0,0 +1,44 @@ +import io +import json + +import dendropy +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.upload_form_store import UploadFormStoreData + + +class TreeFile(BaseModel): + file_name: str + tree: dendropy.Tree + newick: str + + class Config: + arbitrary_types_allowed = True + + @classmethod + def from_upload_data(cls, data: UploadFormStoreData): + decoded_str = io.StringIO(data.data.decode('utf-8')) + tree = dendropy.Tree.get(data=decoded_str, schema='newick') + return cls(file_name=data.file_name, newick=decoded_str, tree=tree) + + def serialize(self): + return {'file_name': self.file_name, 'newick': self.newick} + + @classmethod + def deserialize(cls, data): + newick = data['newick'] + tree = dendropy.Tree.get(data=newick, schema='newick') + return cls(file_name=data['file_name'], newick=newick, tree=tree) + + +class TreeFileStore(dcc.Store): + ID = 'tree-file-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=None + ) diff --git a/indizio/store/upload_form_store.py b/indizio/store/upload_form_store.py new file mode 100644 index 0000000..648cab0 --- /dev/null +++ b/indizio/store/upload_form_store.py @@ -0,0 +1,24 @@ + +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE + + +class UploadFormStoreData(BaseModel): + """ + This class represents the data that is stored in the network form store. + """ + file_name: str + data: bytes + + +class UploadFormStore(dcc.Store): + ID = 'upload-form-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=list() + ) diff --git a/indizio/util/__init__.py b/indizio/util/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/util/cache.py b/indizio/util/cache.py new file mode 100644 index 0000000..046fa95 --- /dev/null +++ b/indizio/util/cache.py @@ -0,0 +1,41 @@ +import functools + +from frozendict import frozendict + + +def to_hashable(obj): + """ + Serializes a nested dictionary to a frozendict for memoization. + """ + if isinstance(obj, dict): + return frozendict((k, to_hashable(v)) for k, v in obj.items()) + if isinstance(obj, list) or isinstance(obj, tuple): + return tuple(to_hashable(x) for x in obj) + return obj + + +def from_hashable(obj): + """ + De-serializes a frozendict to a dictionary. + """ + if isinstance(obj, frozendict): + return {k: from_hashable(v) for k, v in obj.items()} + if isinstance(obj, tuple): + return [from_hashable(x) for x in obj] + return obj + + +def freezeargs(func): + """ + Wrapper to transform a function's arguments to a hashable type. + """ + + @functools.wraps(func) + def wrapped(*args, **kwargs): + print(args) + print(kwargs) + args_frozen = to_hashable(args) + kwargs_frozen = to_hashable(kwargs) + return func(*args_frozen, **kwargs_frozen) + + return wrapped diff --git a/indizio/util/graph.py b/indizio/util/graph.py new file mode 100644 index 0000000..5ab575b --- /dev/null +++ b/indizio/util/graph.py @@ -0,0 +1,58 @@ +import networkx as nx + +from indizio.store.network_form_store import NetworkThreshCorrOption + + +def filter_graph(G: nx.Graph, node_subset, degree, thresh, thresh_op: NetworkThreshCorrOption): + subgraphs = list() + + # Filter the nodes if specified + nodes_to_keep = node_subset if node_subset else list(G.nodes) + + for node in nodes_to_keep: + node_list = list() + if degree == 0: + node_list.append(node) + edges = list() + for edge in G.edges(node_list, data=True): + for file_name in set(edge[2]) - {'target', 'source'}: + keep_edge = False + corr = edge[2][file_name] + if thresh_op is NetworkThreshCorrOption.GT: + if corr > thresh: + keep_edge = True + elif thresh_op is NetworkThreshCorrOption.GEQ: + if corr >= thresh: + keep_edge = True + elif thresh_op is NetworkThreshCorrOption.EQ: + if corr == thresh: + keep_edge = True + elif thresh_op is NetworkThreshCorrOption.LEQ: + if corr <= thresh: + keep_edge = True + elif thresh_op is NetworkThreshCorrOption.LT: + if corr < thresh: + keep_edge = True + else: + raise ValueError(f'Unknown thresh_op: {thresh_op}') + + if keep_edge: + edges.append((edge[0], edge[1])) + + H = G.edge_subgraph(edges) + if node in set(H.nodes): + if degree == 0: + subgraphs.append(H) + else: + subgraphs.append(H.subgraph(neighborhood(H, node, degree))) + else: + subgraphs.append(G.subgraph([node])) + + composed = nx.compose_all(subgraphs) + return nx.cytoscape_data(composed) + + +def neighborhood(G, node, n): + path_lengths = nx.single_source_dijkstra_path_length(G, node) + return [node for node, length in path_lengths.items() + if length <= n] diff --git a/indizio/util/log.py b/indizio/util/log.py new file mode 100644 index 0000000..5c4f7a0 --- /dev/null +++ b/indizio/util/log.py @@ -0,0 +1,5 @@ +import logging + +def setup_logger(): + logging.basicConfig(level=logging.DEBUG) + logging.warning('TODO: setup_logger()') diff --git a/utils.py b/indizio/utils.py similarity index 99% rename from utils.py rename to indizio/utils.py index a2dfe76..abca8fc 100644 --- a/utils.py +++ b/indizio/utils.py @@ -90,7 +90,7 @@ def parse_samplesheet(path): no_file = 'File not found: {}' valid_codes = set(['M', 'DM', 'T', 'P']) - + print(path) df = pd.read_table(path, sep=',') #print(df.columns) #Sheet must have exactly three columns. diff --git a/pa.csv b/pa.csv new file mode 100644 index 0000000..53e741f --- /dev/null +++ b/pa.csv @@ -0,0 +1,6 @@ +x,a,b,c,d,e +a,1,0,0,0,0 +b,0,1,0,0,0 +c,0,0,1,0,0 +d,0,0,0,1,0 +e,0,0,0,0,1 diff --git a/pa2.csv b/pa2.csv new file mode 100644 index 0000000..065dfe6 --- /dev/null +++ b/pa2.csv @@ -0,0 +1,6 @@ +x,a,b,c,d,e +a,1,0.1,0.2,0.3,0.4 +b,0.2,1,0,0,0 +c,0,0,1,0,0.4 +d,0,0,1.2,1,0 +e,0,0,0,0,1 diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..92dbe1b --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,156 @@ +[project] +# This is the name of your project. The first time you publish this +# package, this name will be registered for you. It will determine how +# users can install this project, e.g.: +# +# $ pip install sampleproject +# +# And where it will live on PyPI: https://pypi.org/project/sampleproject/ +# +# There are some restrictions on what makes a valid project name +# specification here: +# https://packaging.python.org/specifications/core-metadata/#name +name = "sampleproject" # Required + +# Versions should comply with PEP 440: +# https://www.python.org/dev/peps/pep-0440/ +# +# For a discussion on single-sourcing the version, see +# https://packaging.python.org/guides/single-sourcing-package-version/ +version = "3.0.0" # Required + +# This is a one-line description or tagline of what your project does. This +# corresponds to the "Summary" metadata field: +# https://packaging.python.org/specifications/core-metadata/#summary +description = "A sample Python project" # Optional + +# This is an optional longer description of your project that represents +# the body of text which users will see when they visit PyPI. +# +# Often, this is the same as your README, so you can just read it in from +# that file directly (as we have already done above) +# +# This field corresponds to the "Description" metadata field: +# https://packaging.python.org/specifications/core-metadata/#description-optional +readme = {file = "README.md", content-type = "text/markdown"} + +# Specify which Python versions you support. In contrast to the +# 'Programming Language' classifiers above, 'pip install' will check this +# and refuse to install the project if the version does not match. See +# https://packaging.python.org/guides/distributing-packages-using-setuptools/#python-requires +requires-python = ">=3.7" + +# This is either text indicating the license for the distribution, or a file +# that contains the license +# https://packaging.python.org/en/latest/specifications/core-metadata/#license +license = {file = "LICENSE.txt"} + +# This field adds keywords for your project which will appear on the +# project page. What does your project relate to? +# +# Note that this is a list of additional keywords, separated +# by commas, to be used to assist searching for the distribution in a +# larger catalog. +keywords = ["sample", "setuptools", "development"] # Optional + +# This should be your name or the name of the organization who originally +# authored the project, and a valid email address corresponding to the name +# listed. +authors = [ + {name = "A. Random Developer", email = "author@example.com" } # Optional +] + +# This should be your name or the names of the organization who currently +# maintains the project, and a valid email address corresponding to the name +# listed. +maintainers = [ + {name = "A. Great Maintainer", email = "maintainer@example.com" } # Optional +] + +# Classifiers help users find your project by categorizing it. +# +# For a list of valid classifiers, see https://pypi.org/classifiers/ +classifiers = [ # Optional + # How mature is this project? Common values are + # 3 - Alpha + # 4 - Beta + # 5 - Production/Stable + "Development Status :: 3 - Alpha", + + # Indicate who your project is intended for + "Intended Audience :: Developers", + "Topic :: Software Development :: Build Tools", + + # Pick your license as you wish + "License :: OSI Approved :: MIT License", + + # Specify the Python versions you support here. In particular, ensure + # that you indicate you support Python 3. These classifiers are *not* + # checked by "pip install". See instead "python_requires" below. + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.7", + "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3 :: Only", +] + +# This field lists other packages that your project depends on to run. +# Any package you put here will be installed by pip when your project is +# installed, so they must be valid existing projects. +# +# For an analysis of this field vs pip's requirements files see: +# https://packaging.python.org/discussions/install-requires-vs-requirements/ +dependencies = [ # Optional + "tqdm", + "dash >=2.9.0", # 2.5.0 is the minimum for matching support + "dash-bootstrap-components", +] + +# List additional groups of dependencies here (e.g. development +# dependencies). Users will be able to install these using the "extras" +# syntax, for example: +# +# $ pip install sampleproject[dev] +# +# Similar to `dependencies` above, these must be valid existing +# projects. +[project.optional-dependencies] # Optional +dev = ["check-manifest"] +test = ["coverage"] + +# List URLs that are relevant to your project +# +# This field corresponds to the "Project-URL" and "Home-Page" metadata fields: +# https://packaging.python.org/specifications/core-metadata/#project-url-multiple-use +# https://packaging.python.org/specifications/core-metadata/#home-page-optional +# +# Examples listed include a pattern for specifying where the package tracks +# issues, where the source is hosted, where to say thanks to the package +# maintainers, and where to support the project financially. The key is +# what's used to render the link text on PyPI. +[project.urls] # Optional +"Homepage" = "https://github.com/pypa/sampleproject" +"Bug Reports" = "https://github.com/pypa/sampleproject/issues" +"Funding" = "https://donate.pypi.org" +"Say Thanks!" = "http://saythanks.io/to/example" +"Source" = "https://github.com/pypa/sampleproject/" + +# The following would provide a command line executable called `sample` +# which executes the function `main` from this package when invoked. +[project.scripts] # Optional +sample = "sample:main" + +# This is configuration specific to the `setuptools` build backend. +# If you are using a different build backend, you will need to change this. +[tool.setuptools] +# If there are data files included in your packages that need to be +# installed, specify them here. +package-data = {"sample" = ["*.dat"]} + +[build-system] +# These are the assumed default build requirements from pip: +# https://pip.pypa.io/en/stable/reference/pip/#pep-517-and-518-support +requires = ["setuptools>=43.0.0", "wheel"] +build-backend = "setuptools.build_meta" diff --git a/test/EvolCCMSal.csv b/test/EvolCCMSal.csv new file mode 100644 index 0000000..6e30f77 --- /dev/null +++ b/test/EvolCCMSal.csv @@ -0,0 +1,10010 @@ +pltA pltB 2.021173 2.021173 -1.994 -1.994 1.814638 5.031285 4.872037e-07 +pltA allS 1.551075 2.606567 -1.310571 -0.01190928 -0.3200839 -0.8725932 0.3828848 +pltA wbtL 1.275265 3.143402 -1.252213 1.812335 -0.5659074 -2.157428 0.03097235 +pltA aslA 1.468237 1.006244 -1.349636 -1.216827 -0.2345852 -0.5606148 0.5750602 +pltA ssaI 0.955043 0.2211657 -0.9156377 -0.2214968 -1.496367 -2.304734 0.02118148 +pltA vgr.tssI 1.49977 1.026387 -1.331631 -1.162606 -0.1119272 -0.2772414 0.7815948 +pltA fimF 0.955043 0.2211657 -0.9156377 -0.2214968 -1.496367 -2.304734 0.02118148 +pltA steC 1.408908 0.8618221 -1.2778 -0.8990621 -0.2535467 -0.5283044 0.5972881 +pltA iroC 0.8972482 0.3059878 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0.4211163 +pltA ssaR 1.190529 0.7345512 -1.103178 -0.7407631 -0.7887567 -1.420978 0.1553233 +pltA iroE 0.8972482 0.3059878 -0.8541255 -0.3146055 -1.42481 -2.133021 0.03292296 +pltA ssaT 1.235457 0.5389827 -1.153478 -0.5775166 -0.6544705 -1.157796 0.2469473 +pltA tssA.1 1.633126 1.216634 -1.481815 1.024286 -0.3459276 -0.8044861 0.4211163 +pltA sseB 1.235363 0.5512645 -1.146758 -0.5587262 -0.6633864 -1.168643 0.2425473 +pltA STM0266 1.46194 2.290356 -1.32838 -1.339824 0.2026224 0.6212098 0.5344616 +pltA sptP 1.36159 1.051522 -1.268285 -0.8694118 -0.5035053 -1.115481 0.2646445 +pltA STM0283 1.406513 2.438581 -1.310711 -1.579026 0.4195474 1.393265 0.1635396 +pltA rck 1.253561 4.335768 -1.157573 -1.977235 0.5081346 0.9346351 0.3499764 +pltA fimB 1.522876 1.785637 -1.518789 1.538368 -0.4750041 -1.526419 0.1269057 +pltA impE 1.381238 2.261275 -1.283888 -1.334654 0.469262 1.309473 0.190374 +pltA allA 1.306254 1.377755 -1.24335 -1.314871 -0.8878018 -2.096209 0.03606368 +pltA STM0273 1.381238 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galU 1.483115 3.810359 -1.348745 -0.6659695 0.132917 0.5126616 0.608188 +pltB fliH 1.80679 0.9270894 -1.682018 0.8963154 -0.7185408 -1.377062 0.168493 +pltB clpV1 1.326486 3.069651 -1.270934 -1.850262 0.5444944 2.195224 0.0281475 +pltB tviA 1.237766 1.331833 -1.120314 -0.8429468 0.5480167 0.7899469 0.4295588 +pltB tviB 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 +pltB tviC 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 +pltB tviD 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 +pltB tviE 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 +pltB vexA 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 +pltB vexB 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 +pltB vexC 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 +pltB flgM 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 +pltB vexD 0.9833951 0.08027073 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0.4198403 +allS fha 2.532169 1.163343 -0.08742622 0.9892876 -0.05189236 -0.1214016 0.9033729 +allS sifB 2.509729 0.8883776 0.01985002 -0.9561173 -0.2117198 -0.4732613 0.6360268 +allS vasK.icmF 2.532169 1.163343 -0.08742622 0.9892876 -0.05189236 -0.1214016 0.9033729 +allS fimW 2.493874 0.8664736 0.006125945 -0.8555012 -0.2437487 -0.5071147 0.6120743 +allS ssaQ 2.533186 0.6542262 0.0007190494 -0.7074236 -0.1222747 -0.2448264 0.8065908 +allS steA 2.387382 0.8076399 -0.002845184 0.9930911 -0.250474 -0.4693195 0.6388413 +allS spvB 2.547649 4.27343 -0.2238097 -0.7169695 -0.5800196 -1.991753 0.04639821 +allS tssJ 2.532169 1.163343 -0.08742622 0.9892876 -0.05189236 -0.1214016 0.9033729 +allS ssaR 2.520595 0.9051134 -0.1181783 -0.9322818 0.1106879 0.2467455 0.8051052 +allS iroE 2.532346 0.6664061 -0.001934182 -0.6974375 -0.1186106 -0.2379663 0.8119072 +allS ssaT 2.44992 0.5529711 0.2401363 -0.5941439 -0.7153048 -1.144012 0.2526186 +allS tssA.1 2.532169 1.163343 -0.08742622 0.9892876 -0.05189236 -0.1214016 0.9033729 +allS sseB 2.453283 0.5588156 0.2465204 -0.5921491 -0.6981053 -1.134183 0.2567176 +allS STM0266 1.650501 1.460414 -0.1546431 -1.009079 -1.161533 -1.898455 0.05763618 +allS sptP 1.915983 0.735568 0.1153862 0.1280896 -1.087149 -1.880913 0.05998379 +allS STM0283 2.401705 2.379601 -0.07154218 -1.454998 -0.2349386 -0.5472207 0.5842271 +allS rck 2.499086 4.323596 -0.4990172 -1.895165 -0.6937969 -1.475483 0.1400826 +allS fimB 2.526322 1.992623 -0.04710809 1.247093 0.02748172 0.07915284 0.9369111 +allS impE 1.651157 1.461702 -0.1560578 -1.009886 -1.162503 -1.899558 0.05749121 +allS allA 2.580499 1.585015 -0.1414119 -1.530722 0.5437836 1.588446 0.1121855 +allS STM0273 1.651157 1.461702 -0.1560578 -1.009886 -1.162503 -1.899558 0.05749121 +allS KP1_RS17225 2.338762 2.215677 0.04872854 -1.949807 -0.6171917 -2.250794 0.0243986 +allS spvC 2.54064 4.684202 -0.3172315 -0.9471406 -0.6012457 -1.761899 0.07808637 +allS STM0282 2.401705 2.379601 -0.07154218 -1.454998 -0.2349386 -0.5472207 0.5842271 +allS STM0284 2.558249 1.661625 0.4557233 1.353681 0.7918135 2.06564 0.03886244 +allS STM0275 1.592966 1.720466 -0.2527857 -1.35385 -1.3532 -2.203131 0.02758548 +allS spvD 2.524755 4.929836 -0.1604473 -1.347461 -0.1680281 -0.446419 0.6552946 +allS allR 2.580499 1.585015 -0.1414119 -1.530722 0.5437836 1.588446 0.1121855 +allS entD 1.916301 0.7065563 -0.09707884 -0.1007834 -0.7737594 -1.221657 0.2218373 +allS tide1 2.375162 2.436944 -0.0727301 -1.511769 -0.2856887 -0.7044728 0.4811384 +allS pefB 2.521057 4.81016 -0.2257705 -1.460736 -0.2739155 -0.7116065 0.4767085 +allS gtrA 2.308599 1.821332 -0.03960471 -0.6055673 -0.3332548 -0.4856134 0.6272413 +allS pefA 2.521057 4.81016 -0.2257705 -1.460736 -0.2739155 -0.7116065 0.4767085 +allS orgA.sctK 0.9839707 0.4310184 -0.7809344 -0.4451823 -1.50863 -2.257453 0.02397981 +allS STM0281 2.401705 2.379601 -0.07154218 -1.454998 -0.2349386 -0.5472207 0.5842271 +allS STM0276 1.623573 1.546329 -0.1732326 -1.121224 -1.217108 -1.992108 0.04635919 +allS pefC 2.522342 5.172031 -0.2645953 -1.541079 -0.32823 -0.8381657 0.4019376 +allS ratB 2.543082 2.441694 -0.06135657 -1.59609 0.03294604 0.1018889 0.9188448 +allS pipB 1.837724 0.6784978 0.007909984 1.096198 -0.9949792 -1.725656 0.08440935 +allS STM0285 2.345645 2.485473 -0.07674494 -1.566123 -0.344233 -0.880327 0.3786822 +allS shdA 1.805896 0.9924167 -0.1116748 -0.4492245 -0.921956 -1.490779 0.1360196 +allS pefD 2.522342 5.172031 -0.2645953 -1.541079 -0.32823 -0.8381657 0.4019376 +allS rfbD 2.518784 1.696671 0.04096725 1.320849 0.1976237 0.5464915 0.5847281 +allS STM0280 1.623573 1.546329 -0.1732326 -1.121224 -1.217108 -1.992108 0.04635919 +allS rfbF 2.146881 1.914451 -0.05453806 -1.116563 -0.5130801 -0.6279681 0.5300248 +allS STM0290 2.528464 1.415177 -0.06381502 1.170137 -0.004057727 -0.01011074 0.9919329 +allS tae4 1.588186 1.68286 -0.1798057 -1.270939 -1.269859 -2.052446 0.04012635 +allS STM0287 2.375162 2.436944 -0.0727301 -1.511769 -0.2856887 -0.7044728 0.4811384 +allS csgB 2.184399 1.889256 -0.03498053 -1.042203 -0.4395465 -0.5298246 0.5962335 +allS sciB 1.685309 1.358668 -0.1439636 -0.8822076 -1.106268 -1.805688 0.07096706 +allS ssaG 1.025075 0.2714047 -0.8168391 -0.2872315 -1.411071 -2.106315 0.03517702 +allS STM0286 2.373169 2.427496 -0.07350729 -1.522214 -0.2902161 -0.7132304 0.4757032 +allS STM0268 1.651157 1.461702 -0.1560578 -1.009886 -1.162503 -1.899558 0.05749121 +allS STM0289 2.401705 2.379601 -0.07154218 -1.454998 -0.2349386 -0.5472207 0.5842271 +allS rfbG 2.146881 1.914451 -0.05453806 -1.116563 -0.5130801 -0.6279681 0.5300248 +allS gogB 2.519595 1.274132 0.005703739 1.115859 0.1062232 0.259435 0.7952996 +allS sopD2 0.9848982 0.4319901 -0.7831062 -0.4470574 -1.51807 -2.277225 0.02277278 +allS STM0278 1.587843 1.686553 -0.1974492 -1.289404 -1.291571 -2.098456 0.03586486 +allS STM0269 1.651157 1.461702 -0.1560578 -1.009886 -1.162503 -1.899558 0.05749121 +allS STM0271 1.632185 1.506255 -0.1471429 -1.061306 -1.17477 -1.915265 0.05545873 +allS traJ 2.527276 3.856728 -0.4026854 -1.665947 -0.5325335 -1.223346 0.2211991 +allS pipB2 2.102172 1.667772 0.009034636 -0.3709037 -0.5676378 -0.8887935 0.3741141 +allS hcp1.tssD1 2.516218 0.8938107 0.0851935 0.8423641 0.2112442 0.4295429 0.6675282 +allS ssaO 2.503785 1.038294 0.1165166 -1.078294 -0.4599119 -1.035488 0.3004412 +allS allD 2.633642 1.862719 -0.1705001 -1.776804 0.4281184 1.416428 0.1566503 +allS allB 2.634994 1.849613 -0.1719158 -1.788836 0.428975 1.418937 0.1559175 +allS allC 2.621573 1.76844 -0.1722316 -1.717894 0.5204685 1.668067 0.09530251 +allS iucA 2.640793 1.110747 -0.4350094 1.035453 -0.6745118 -1.465256 0.142851 +allS iucB 2.640793 1.110747 -0.4350094 1.035453 -0.6745118 -1.465256 0.142851 +allS cdtB 2.585103 0.6270599 -0.5434079 0.6013684 -0.8061729 -1.420126 0.1555709 +allS iucC 2.619151 0.8391963 -0.6388548 0.8082556 -1.022153 -1.888014 0.05902407 +allS sinH 2.39514 1.701146 -0.02711803 0.4987601 -0.1772453 -0.3020606 0.7626058 +allS tssF 2.55065 0.6179223 -0.5450512 0.5837328 -0.7356345 -1.276119 0.2019135 +allS iucD 2.619151 0.8391963 -0.6388548 0.8082556 -1.022153 -1.888014 0.05902407 +allS iutA 2.619151 0.8391963 -0.6388548 0.8082556 -1.022153 -1.888014 0.05902407 +allS hcp.tssD 2.604549 1.538859 -0.1325042 -1.689678 -0.1543663 -0.3223486 0.7471886 +allS icsP.sopA 2.587558 0.6255881 -0.5744797 0.5815836 -0.7747852 -1.350502 0.176855 +allS fyuA 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 +allS ybtT 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 +allS ybtU 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 +allS nleC 2.557161 0.302381 -0.3945887 0.2983365 -0.5004032 -0.8108468 0.4174536 +allS irp1 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 +allS irp2 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 +allS ybtQ 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 +allS ybtX 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 +allS ybtS 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 +allS ybtA 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 +allS cesT 2.530812 0.7075982 -0.09440408 0.5953171 -0.04595636 -0.08243287 0.9343025 +allS vipA.tssB 2.531649 0.3029556 -0.3659207 0.2823291 -0.4138182 -0.6450201 0.5189141 +allS wbtL.1 2.342305 2.29401 0.05478906 -2.045773 -0.4551542 -1.760247 0.07836598 +allS galU 2.578355 5.076258 -0.03818448 -0.1569624 0.3708634 1.636393 0.1017574 +allS fliH 2.512018 0.7605098 0.5813757 0.7179981 0.8636938 1.529359 0.1261754 +allS clpV1 2.447051 1.779419 0.7222797 1.243097 1.157445 2.928502 0.003405998 +allS tviA 2.528204 1.423899 -0.0305794 -0.7440954 0.04225425 0.06833592 0.9455182 +allS tviB 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS tviC 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS tviD 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS tviE 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS vexA 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS vexB 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS vexC 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS flgM 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS vexD 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS vexE 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 +allS clpV.tssH 2.488147 2.273541 -0.01303912 1.998851 0.1288776 0.5086348 0.6110083 +allS ipfE 2.65413 1.793506 0.05268324 0.1844423 0.4986798 1.166747 0.2433126 +allS sopA 2.538305 2.112573 -0.07381531 -1.12813 0.06723252 0.1914724 0.8481555 +allS PA2367 2.362114 2.778438 -0.04613649 -0.435995 -0.2695464 -0.4341068 0.6642109 +allS lpfD 2.618335 2.901534 0.03311677 -0.7620692 0.3413131 0.8468381 0.3970854 +allS avrA 2.480068 2.890495 -0.02271079 -0.3206044 -0.1734704 -0.4902666 0.6239453 +allS slrP 2.53471 0.9151124 0.1763573 -0.8523436 -0.3360909 -0.675839 0.4991429 +allS lpfB 2.65413 1.793506 0.05268324 0.1844423 0.4986798 1.166747 0.2433126 +allS lpfA 2.65413 1.793506 0.05268324 0.1844423 0.4986798 1.166747 0.2433126 +allS flgL 2.509789 0.8880556 0.02010297 0.9572829 0.2148093 0.4803294 0.6309932 +allS PA2366 2.09935 2.637387 -0.009609623 -0.1597499 -0.6640875 -1.030266 0.3028851 +allS cdtB.1 2.572393 1.373996 -0.03993156 -1.236658 -0.1558713 -0.407938 0.6833192 +wbtL aslA 2.799397 0.8668644 1.824661 -1.133634 -0.5509302 -1.501407 0.1332502 +wbtL ssaI 3.400922 0.6002681 1.524825 -0.4607135 0.2133934 0.286612 0.7744094 +wbtL vgr.tssI 2.871256 0.831662 1.759032 -1.064722 -0.540216 -1.326485 0.1846792 +wbtL fimF 3.400922 0.6002681 1.524825 -0.4607135 0.2133934 0.286612 0.7744094 +wbtL steC 2.925319 0.8513599 1.32891 -0.9730897 0.9230809 1.816736 0.0692576 +wbtL iroC 3.571925 0.668795 1.574536 -0.7045534 -0.0009533321 -0.00161829 0.9987088 +wbtL sseK1 3.43765 1.500505 1.515258 -1.353567 0.2423964 0.7466224 0.4552915 +wbtL tssA 6.401169 1.352182 0.1513348 1.161918 -0.3321766 -1.3115 0.189689 +wbtL mig.5 3.682235 3.83364 2.525149 -1.915105 1.42008 5.194096 2.057171e-07 +wbtL sifA 6.406959 0.7864165 0.9107152 -0.8282905 -0.6406465 -1.437699 0.1505195 +wbtL fimZ 3.400922 0.6002681 1.524825 -0.4607135 0.2133934 0.286612 0.7744094 +wbtL iroB 3.571925 0.668795 1.574536 -0.7045534 -0.0009533321 -0.00161829 0.9987088 +wbtL iroD 3.571925 0.668795 1.574536 -0.7045534 -0.0009533321 -0.00161829 0.9987088 +wbtL sseL 2.800777 1.643166 1.684486 0.4861468 0.6895932 1.23782 0.2157827 +wbtL fimY 3.400922 0.6002681 1.524825 -0.4607135 0.2133934 0.286612 0.7744094 +wbtL fimC 3.528946 0.6656656 1.547648 -0.7298892 0.06835556 0.1235505 0.9016712 +wbtL sseJ 3.621035 0.67888 1.595118 -0.7395981 -0.06965514 -0.1277277 0.8983645 +wbtL misL 3.683748 0.9355319 1.617992 -0.821911 -0.1509408 -0.2680971 0.7886245 +wbtL vipB 2.84418 0.8714795 1.779051 -1.162314 -0.5514084 -1.429931 0.1527368 +wbtL sspH2 3.037107 3.039409 1.82898 0.1875974 0.5561538 2.010963 0.04432933 +wbtL gtrB 3.076293 1.986084 1.697434 -0.09211216 0.390483 0.8660204 0.386479 +wbtL sodC1 3.408169 2.300862 1.715584 -0.9543916 0.4779467 1.986601 0.04696666 +wbtL fha 2.6576 1.577381 1.714282 -0.6607972 -0.8561952 -1.264671 0.2059894 +wbtL sifB 3.262475 0.9189007 1.490042 -1.019337 0.4010717 0.8547345 0.3926981 +wbtL vasK.icmF 2.6576 1.577381 1.714282 -0.6607972 -0.8561952 -1.264671 0.2059894 +wbtL fimW 3.682612 0.864613 1.631947 -0.8821645 -0.164301 -0.2846826 0.7758873 +wbtL ssaQ 3.569484 0.6581516 1.572802 -0.7144123 0.003146261 0.005368035 0.9957169 +wbtL steA 3.040879 0.7019134 1.639537 0.9166946 0.4675043 0.8985528 0.3688909 +wbtL spvB 3.741061 3.785493 2.517461 -1.574543 1.543455 5.960681 2.51189e-09 +wbtL tssJ 2.6576 1.577381 1.714282 -0.6607972 -0.8561952 -1.264671 0.2059894 +wbtL ssaR 3.691532 0.8731237 1.66427 -0.8890898 -0.207193 -0.3726421 0.7094148 +wbtL iroE 3.571925 0.668795 1.574536 -0.7045534 -0.0009533321 -0.00161829 0.9987088 +wbtL ssaT 3.071439 0.6480068 1.361816 -0.7605748 0.7322982 1.371068 0.1703538 +wbtL tssA.1 2.6576 1.577381 1.714282 -0.6607972 -0.8561952 -1.264671 0.2059894 +wbtL sseB 3.570963 0.6642911 1.57387 -0.708271 0.0006432435 0.001092679 0.9991282 +wbtL STM0266 6.408318 2.257426 0.4952015 -1.270584 -0.4178849 -1.893287 0.05831975 +wbtL sptP 2.933679 0.9220047 1.591787 -0.07458139 0.6284718 1.078389 0.28086 +wbtL STM0283 3.782818 2.328477 1.562956 -1.632958 -0.3315134 -1.312161 0.1894657 +wbtL rck 3.707136 3.852657 2.426609 -2.378235 1.242633 4.293738 1.756898e-05 +wbtL fimB 6.257715 1.900411 0.41842 1.270928 0.1923663 0.9492676 0.3424845 +wbtL impE 3.808807 2.14177 1.614804 -1.486908 -0.4184039 -1.525274 0.1271907 +wbtL allA 2.974779 1.740135 1.751401 -0.3709942 0.5113991 1.36465 0.172363 +wbtL STM0273 3.808807 2.14177 1.614804 -1.486908 -0.4184039 -1.525274 0.1271907 +wbtL KP1_RS17225 6.271882 4.270238 0.4383739 -0.3069008 0.1893813 0.9317409 0.3514705 +wbtL spvC 3.729922 4.179414 2.462349 -1.785554 1.358288 5.013775 5.337233e-07 +wbtL STM0282 3.782818 2.328477 1.562956 -1.632958 -0.3315134 -1.312161 0.1894657 +wbtL STM0284 3.591151 1.936798 1.41418 1.338092 -0.3589434 -1.394968 0.1630254 +wbtL STM0275 3.592794 3.02544 1.534242 -0.5557563 -0.2139377 -0.9370873 0.3487136 +wbtL spvD 3.727013 4.136983 2.402222 -2.119401 1.231401 4.301596 1.695721e-05 +wbtL allR 2.974779 1.740135 1.751401 -0.3709942 0.5113991 1.36465 0.172363 +wbtL entD 6.496427 1.117531 0.8078929 0.06920945 -0.7033416 -2.005529 0.04490657 +wbtL tide1 3.466148 2.541315 1.611182 -1.568241 0.09780048 0.3728629 0.7092505 +wbtL pefB 3.727204 4.130236 2.4096 -2.13304 1.240996 4.372871 1.226234e-05 +wbtL gtrA 2.9639 1.803438 1.739848 -0.6493362 0.4987572 1.273228 0.202937 +wbtL pefA 3.727204 4.130236 2.4096 -2.13304 1.240996 4.372871 1.226234e-05 +wbtL orgA.sctK 3.327352 0.9211105 1.486975 -1.006518 0.3248478 0.6442407 0.5194194 +wbtL STM0281 3.782818 2.328477 1.562956 -1.632958 -0.3315134 -1.312161 0.1894657 +wbtL STM0276 3.82282 2.17043 1.632153 -1.623051 -0.4864012 -1.812136 0.06996523 +wbtL pefC 3.733411 4.269285 2.45745 -2.232426 1.302268 4.680129 2.866944e-06 +wbtL ratB 3.050755 2.360943 1.783999 -1.49191 0.474186 1.640157 0.1009724 +wbtL pipB 2.871252 0.831657 1.759035 1.06472 0.5402165 1.326494 0.1846761 +wbtL STM0285 3.711625 2.578985 1.556109 -1.666192 -0.2390226 -0.9960148 0.3192429 +wbtL shdA 6.511371 1.566264 0.8393622 -0.3058001 -0.7721898 -2.13003 0.03316913 +wbtL pefD 3.733411 4.269285 2.45745 -2.232426 1.302268 4.680129 2.866944e-06 +wbtL rfbD 6.270429 1.668963 0.4250099 1.307131 0.1445461 0.7020962 0.4826192 +wbtL STM0280 3.82282 2.17043 1.632153 -1.623051 -0.4864012 -1.812136 0.06996523 +wbtL rfbF 6.456425 2.316458 0.5517848 -1.215034 -0.6959837 -2.748234 0.005991722 +wbtL STM0290 3.618349 1.3677 1.639708 1.146432 0.1487379 0.4493699 0.6531648 +wbtL tae4 3.774021 2.293808 1.705059 -1.738991 -0.5730606 -2.13232 0.03298058 +wbtL STM0287 3.466148 2.541315 1.611182 -1.568241 0.09780048 0.3728629 0.7092505 +wbtL csgB 3.53229 2.237064 1.590556 -1.200996 0.03020998 0.09065109 0.9277698 +wbtL sciB 6.362507 2.170583 0.4962506 -1.08208 -0.3590693 -1.627347 0.1036634 +wbtL ssaG 3.578844 0.667713 1.577947 -0.7325595 -0.01094174 -0.01871069 0.9850719 +wbtL STM0286 3.685007 2.475471 1.557395 -1.640484 -0.1785503 -0.7333128 0.4633677 +wbtL STM0268 3.808807 2.14177 1.614804 -1.486908 -0.4184039 -1.525274 0.1271907 +wbtL STM0289 3.782818 2.328477 1.562956 -1.632958 -0.3315134 -1.312161 0.1894657 +wbtL rfbG 6.456425 2.316458 0.5517848 -1.215034 -0.6959837 -2.748234 0.005991722 +wbtL gogB 3.594322 1.259433 1.616116 1.1073 0.08387522 0.2483535 0.8038609 +wbtL sopD2 3.25324 0.9219182 1.468281 -1.016983 0.4372021 0.9458051 0.344248 +wbtL STM0278 3.79748 2.309963 1.683476 -1.764112 -0.5877859 -2.176756 0.02949876 +wbtL STM0269 3.808807 2.14177 1.614804 -1.486908 -0.4184039 -1.525274 0.1271907 +wbtL STM0271 3.961516 1.953486 1.806488 -1.596717 -0.806676 -2.535455 0.01123015 +wbtL traJ 5.943603 3.88022 0.8222785 -1.869744 0.4419622 0.9432415 0.3455574 +wbtL pipB2 2.96259 1.716456 1.778012 -0.4271725 0.6166464 1.961434 0.04982846 +wbtL hcp1.tssD1 6.351329 0.9249427 -0.3250516 0.8964886 -0.8567652 -2.11244 0.0346487 +wbtL ssaO 6.350759 0.9535779 0.9309386 -0.9905831 -0.6178965 -1.280302 0.200439 +wbtL allD 3.654604 1.804823 1.576887 -1.731212 -0.1064258 -0.3771383 0.7060708 +wbtL allB 3.527888 1.821182 1.572499 -1.737983 0.05546323 0.1954495 0.8450411 +wbtL allC 3.602497 1.742973 1.575067 -1.664817 -0.03907244 -0.1343088 0.8931584 +wbtL iucA 6.377646 0.9538143 0.9428784 0.9065101 0.6958791 1.537653 0.1241335 +wbtL iucB 6.377646 0.9538143 0.9428784 0.9065101 0.6958791 1.537653 0.1241335 +wbtL cdtB 3.564583 0.6942783 1.571922 0.6534761 -0.008579174 -0.01411911 0.988735 +wbtL iucC 3.764235 0.8932728 1.620973 0.8523147 0.2260711 0.3983671 0.6903596 +wbtL sinH 3.065677 1.629469 1.74013 0.4680107 0.3366917 0.8008921 0.4231941 +wbtL tssF 3.534178 0.6942196 1.550354 0.6422403 -0.05947764 -0.09876658 0.9213236 +wbtL iucD 3.764235 0.8932728 1.620973 0.8523147 0.2260711 0.3983671 0.6903596 +wbtL iutA 3.764235 0.8932728 1.620973 0.8523147 0.2260711 0.3983671 0.6903596 +wbtL hcp.tssD 2.868905 1.239159 1.631493 -1.523457 -0.6605036 -1.366704 0.171718 +wbtL icsP.sopA 3.55904 0.6995411 1.569923 0.6190005 -0.01580272 -0.02565839 0.9795298 +wbtL fyuA 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 +wbtL ybtT 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 +wbtL ybtU 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 +wbtL nleC 3.327801 0.3404023 1.465778 0.3506665 -0.3402895 -0.5044991 0.6139107 +wbtL irp1 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 +wbtL irp2 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 +wbtL ybtQ 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 +wbtL ybtX 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 +wbtL ybtS 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 +wbtL ybtA 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 +wbtL cesT 3.538314 0.7178853 1.549876 0.5998339 -0.0563001 -0.09140792 0.9271685 +wbtL vipA.tssB 3.351101 0.3525686 1.376844 0.3270631 -0.4123951 -0.6036646 0.5460666 +wbtL wbtL.1 4.144047 5.106324 2.704859 1.432496 -2.199574 -8.536795 0 +wbtL fliH 3.599861 0.9015713 1.59201 0.8407352 0.04682383 0.09075721 0.9276855 +wbtL clpV1 0.637548 0.873231 0.3448459 0.592621 0.5369943 471.8351 0 +wbtL tviA 3.066794 1.445742 1.219543 -0.7440167 -0.8526107 -1.250496 0.2111184 +wbtL tviB 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL tviC 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL tviD 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL tviE 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL vexA 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL vexB 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL vexC 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL flgM 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL vexD 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL vexE 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 +wbtL clpV.tssH 6.402119 2.220671 0.4338467 1.99807 0.4385256 1.946305 0.05161807 +wbtL ipfE 3.005153 1.574141 1.958361 0.0808264 0.6339112 2.440004 0.0146871 +wbtL sopA 6.477435 1.715128 0.628901 -1.294225 -0.598523 -2.210534 0.0270681 +wbtL PA2367 3.254793 2.849788 1.67954 -0.509719 0.2378303 0.6499891 0.5156993 +wbtL lpfD 3.018543 2.363962 1.93937 -0.7702083 0.6076929 2.379429 0.01733948 +wbtL avrA 3.603514 2.984178 1.566061 -0.2685825 -0.02837514 -0.09071326 0.9277204 +wbtL slrP 3.917957 0.645774 2.085216 -0.6167741 -0.9799919 -2.223807 0.02616145 +wbtL lpfB 3.005153 1.574141 1.958361 0.0808264 0.6339112 2.440004 0.0146871 +wbtL lpfA 3.005153 1.574141 1.958361 0.0808264 0.6339112 2.440004 0.0146871 +wbtL flgL 3.24799 0.9184543 1.486336 1.022429 -0.4245012 -0.9182907 0.3584667 +wbtL PA2366 3.65633 3.398776 1.582467 0.1346479 -0.1863686 -0.7873862 0.4310558 +wbtL cdtB.1 3.160605 1.146034 1.816039 -1.153312 -0.5348971 -2.049 0.0404621 +aslA ssaI 0.9279901 0.5446792 -1.105369 -0.6158673 -0.5228899 -0.8906527 0.3731155 +aslA vgr.tssI 1.092028 1.08336 -1.283011 -1.203251 0.1241049 0.235842 0.8135552 +aslA fimF 0.9279901 0.5446792 -1.105369 -0.6158673 -0.5228899 -0.8906527 0.3731155 +aslA steC 1.167358 0.8735444 -1.437142 -0.9063757 0.4277252 0.8200348 0.4121963 +aslA iroC 0.9038978 0.6105766 -1.079458 -0.6810915 -0.4663298 -0.7898401 0.4296211 +aslA sseK1 1.184785 1.415415 -1.453518 -1.338423 0.5345248 1.3177 0.1876041 +aslA tssA 0.9350551 1.259195 -1.057799 1.105667 0.6386339 1.39548 0.1628712 +aslA mig.5 0.7690984 3.08961 -0.9813988 -1.602101 0.9994433 2.338171 0.01937837 +aslA sifA 1.118535 0.8880041 -1.388785 -0.9507911 0.3356507 0.6779564 0.4977993 +aslA fimZ 0.9279901 0.5446792 -1.105369 -0.6158673 -0.5228899 -0.8906527 0.3731155 +aslA iroB 0.9038978 0.6105766 -1.079458 -0.6810915 -0.4663298 -0.7898401 0.4296211 +aslA iroD 0.9038978 0.6105766 -1.079458 -0.6810915 -0.4663298 -0.7898401 0.4296211 +aslA sseL 1.061564 1.100256 -1.273603 -1.1307 0.03212342 0.07185437 0.9427178 +aslA fimY 0.9279901 0.5446792 -1.105369 -0.6158673 -0.5228899 -0.8906527 0.3731155 +aslA fimC 1.112391 0.6579855 -1.343203 -0.709483 0.1991631 0.3509478 0.7256275 +aslA sseJ 1.125946 0.6903619 -1.357769 -0.7441463 0.2410281 0.4245821 0.6711413 +aslA misL 0.8624926 0.8608768 -0.9680634 -0.8102137 -0.842444 -1.507576 0.131663 +aslA vipB 1.298209 1.382987 -1.372228 -1.498056 0.9441111 1.71521 0.08630668 +aslA sspH2 1.089896 1.6213 -1.41824 -1.61979 0.6556921 1.901059 0.0572943 +aslA gtrB 0.779485 1.64033 -1.153354 0.08797352 0.7200501 1.174684 0.240121 +aslA sodC1 1.074986 2.400486 -1.250161 -0.7925377 0.5078467 1.283534 0.1993051 +aslA fha 0.8268037 1.013946 -0.9136232 0.9186693 0.9981404 1.851559 0.06408919 +aslA sifB 1.117898 0.8881472 -1.388397 -0.9482632 0.3336339 0.6737424 0.5004751 +aslA vasK.icmF 0.8268037 1.013946 -0.9136232 0.9186693 0.9981404 1.851559 0.06408919 +aslA fimW 1.018357 0.8705566 -1.207708 -0.920861 -0.1863006 -0.3710111 0.7106293 +aslA ssaQ 1.110107 0.6560961 -1.341529 -0.7045767 0.1933294 0.3406702 0.7333519 +aslA steA 0.9080947 0.705678 -1.228675 0.9857022 0.5308707 0.9354543 0.3495542 +aslA spvB 0.9919925 4.023234 -1.15767 -0.7406767 0.7821254 1.738443 0.08213278 +aslA tssJ 0.8268037 1.013946 -0.9136232 0.9186693 0.9981404 1.851559 0.06408919 +aslA ssaR 1.026223 0.9020737 -1.222331 -0.9311947 -0.1018681 -0.2000748 0.8414221 +aslA iroE 0.9038978 0.6105766 -1.079458 -0.6810915 -0.4663298 -0.7898401 0.4296211 +aslA ssaT 1.112124 0.65802 -1.342993 -0.7087288 0.1984604 0.3497011 0.726563 +aslA tssA.1 0.8268037 1.013946 -0.9136232 0.9186693 0.9981404 1.851559 0.06408919 +aslA sseB 1.109875 0.6616497 -1.34099 -0.6999568 0.1921913 0.3384304 0.7350389 +aslA STM0266 1.054536 2.294722 -1.26163 -1.314997 0.004454955 0.00826363 0.9934067 +aslA sptP 0.9827551 1.084965 -1.157702 -1.075789 -0.4555645 -0.94558 0.3443629 +aslA STM0283 1.019446 2.405472 -1.241677 -1.500307 0.1177184 0.2753644 0.7830363 +aslA rck 0.8617955 4.387978 -0.9827913 -1.792839 0.6800211 1.435814 0.1510552 +aslA fimB 1.142287 1.736365 -1.472362 1.389386 -0.7849366 -2.07674 0.03782554 +aslA impE 1.054794 2.299696 -1.261771 -1.311697 0.003661234 0.006816188 0.9945615 +aslA allA 1.057648 1.580138 -1.227978 -1.530538 -0.297071 -0.7722506 0.439966 +aslA STM0273 1.054794 2.299696 -1.261771 -1.311697 0.003661234 0.006816188 0.9945615 +aslA KP1_RS17225 1.08335 3.815087 -1.357047 -0.1718982 -0.4872959 -1.295773 0.1950535 +aslA spvC 0.9748536 4.886167 -1.109005 -0.8389128 0.677922 2.140704 0.03229793 +aslA STM0282 1.019446 2.405472 -1.241677 -1.500307 0.1177184 0.2753644 0.7830363 +aslA STM0284 0.9757289 2.522201 -1.206083 -1.533668 0.2395859 0.5270621 0.5981504 +aslA STM0275 1.127485 3.07705 -1.339331 -0.6492876 -0.3356262 -0.8740729 0.3820786 +aslA spvD 1.000852 4.934326 -1.177642 -1.299761 0.2147281 0.5493986 0.5827319 +aslA allR 1.057648 1.580138 -1.227978 -1.530538 -0.297071 -0.7722506 0.439966 +aslA entD 0.9864283 0.9875943 -1.221379 -0.1320592 0.1451957 0.2172369 0.8280237 +aslA tide1 1.002518 2.460192 -1.231573 -1.550536 0.171014 0.4190049 0.6752126 +aslA pefB 0.9741004 4.8235 -1.138479 -1.400911 0.3103277 0.7830662 0.4335882 +aslA gtrA 0.8259855 1.626236 -1.150174 -0.5394888 0.5475297 0.8325168 0.4051173 +aslA pefA 0.9741004 4.8235 -1.138479 -1.400911 0.3103277 0.7830662 0.4335882 +aslA orgA.sctK 1.008005 0.8969847 -1.19509 -0.9707538 -0.20465 -0.4125315 0.6799499 +aslA STM0281 1.019446 2.405472 -1.241677 -1.500307 0.1177184 0.2753644 0.7830363 +aslA STM0276 1.036777 2.355682 -1.251571 -1.427704 0.06176468 0.1343686 0.8931111 +aslA pefC 0.9588459 5.193408 -1.114987 -1.463757 0.3624187 0.8902663 0.3733229 +aslA ratB 1.013488 2.391671 -1.238231 -1.540553 0.1373587 0.3251041 0.7451023 +aslA pipB 1.092029 1.08336 -1.283011 1.203251 -0.1241048 -0.235847 0.8135514 +aslA STM0285 0.9844557 2.506311 -1.219919 -1.601893 0.2271619 0.5753593 0.5650483 +aslA shdA 0.9101495 1.342252 -1.177097 -0.5130321 0.3029915 0.454031 0.6498065 +aslA pefD 0.9588459 5.193408 -1.114987 -1.463757 0.3624187 0.8902663 0.3733229 +aslA rfbD 1.215366 1.465222 -1.618865 1.353674 -1.081072 -2.571617 0.01012249 +aslA STM0280 1.036777 2.355682 -1.251571 -1.427704 0.06176468 0.1343686 0.8931111 +aslA rfbF 0.8397599 1.940173 -1.113328 -1.12347 0.4819378 0.5420355 0.587794 +aslA STM0290 1.287088 1.196217 -1.690955 1.093435 -0.932117 -1.885179 0.05940565 +aslA tae4 1.005868 2.469877 -1.234338 -1.527771 0.1586343 0.387088 0.698691 +aslA STM0287 1.002518 2.460192 -1.231573 -1.550536 0.171014 0.4190049 0.6752126 +aslA csgB 0.8422775 1.867915 -1.122142 -1.037158 0.4637791 0.5828327 0.5600059 +aslA sciB 0.8839024 1.88213 -1.158234 -0.9661634 0.3713948 0.3922876 0.6948457 +aslA ssaG 0.899528 0.6059807 -1.072739 -0.7105442 -0.5568561 -0.9649467 0.3345715 +aslA STM0286 1.001446 2.449138 -1.230878 -1.562838 0.1748698 0.4287313 0.6681188 +aslA STM0268 1.054794 2.299696 -1.261771 -1.311697 0.003661234 0.006816188 0.9945615 +aslA STM0289 1.019446 2.405472 -1.241677 -1.500307 0.1177184 0.2753644 0.7830363 +aslA rfbG 0.8397599 1.940173 -1.113328 -1.12347 0.4819378 0.5420355 0.587794 +aslA gogB 1.097522 1.256882 -1.343343 1.115756 -0.226511 -0.5241557 0.6001703 +aslA sopD2 1.008727 0.8977096 -1.197689 -0.97619 -0.1990789 -0.4014024 0.6881239 +aslA STM0278 1.001537 2.466127 -1.230495 -1.551994 0.1748877 0.4291374 0.6678232 +aslA STM0269 1.054794 2.299696 -1.261771 -1.311697 0.003661234 0.006816188 0.9945615 +aslA STM0271 1.047083 2.313495 -1.257729 -1.378678 0.02766696 0.05613582 0.9552336 +aslA traJ 1.174194 1.481291 -1.475227 0.3928553 -0.4504624 -0.5340674 0.5932949 +aslA pipB2 0.7962072 1.633247 -1.11115 -0.396491 0.609701 0.9778055 0.3281705 +aslA hcp1.tssD1 1.022904 0.9100322 -1.209973 0.8547836 0.1218047 0.2338575 0.8150956 +aslA ssaO 1.061386 1.083539 -1.270945 -1.142259 0.02702835 0.06059047 0.9516854 +aslA allD 1.054113 1.821826 -1.263959 -1.726271 0.02210095 0.06601753 0.9473639 +aslA allB 1.054131 1.81205 -1.263962 -1.734708 0.02188273 0.06539354 0.9478607 +aslA allC 1.060047 1.749401 -1.257038 -1.67974 -0.06511247 -0.1878726 0.8509766 +aslA iucA 0.9848596 1.122131 -1.074079 1.024958 0.5198346 1.085773 0.2775795 +aslA iucB 0.9848596 1.122131 -1.074079 1.024958 0.5198346 1.085773 0.2775795 +aslA cdtB 0.9306484 0.6472562 -0.9991458 0.6219056 0.623014 1.045971 0.2955745 +aslA iucC 0.9000354 0.8580126 -0.9131082 0.8163061 0.8830207 1.563205 0.1180044 +aslA sinH 1.145808 2.03007 -1.288629 0.3417377 -0.2871073 -0.4309586 0.6664985 +aslA tssF 0.9085431 0.6488915 -1.032793 0.5983249 0.5581388 0.9359857 0.3492806 +aslA iucD 0.9000354 0.8580126 -0.9131082 0.8163061 0.8830207 1.563205 0.1180044 +aslA iutA 0.9000354 0.8580126 -0.9131082 0.8163061 0.8830207 1.563205 0.1180044 +aslA hcp.tssD 1.081745 1.645602 -1.212744 -1.741479 0.3640404 0.7021976 0.482556 +aslA icsP.sopA 0.9267228 0.644485 -1.007679 0.6014231 0.564171 0.933806 0.350404 +aslA fyuA 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 +aslA ybtT 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 +aslA ybtU 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 +aslA nleC 1.003491 0.3140855 -1.159471 0.3150855 0.2178318 0.3314113 0.7403338 +aslA irp1 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 +aslA irp2 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 +aslA ybtQ 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 +aslA ybtX 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 +aslA ybtS 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 +aslA ybtA 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 +aslA cesT 1.140181 0.6938895 -1.40251 0.5748593 -0.2878245 -0.4713195 0.6374126 +aslA vipA.tssB 1.016662 0.3176929 -1.201088 0.2937775 0.1289793 0.1897385 0.8495141 +aslA wbtL.1 0.9476742 2.1912 -1.249187 -2.046509 0.5569294 1.935066 0.05298217 +aslA galU 1.003625 3.414107 -1.245324 -0.8307724 0.2384851 0.6603777 0.5090115 +aslA fliH 1.196816 0.8576098 -1.502154 0.8069294 -0.5088865 -0.918112 0.3585602 +aslA clpV1 1.357491 1.517462 -1.860922 1.333415 -1.352866 -2.984153 0.002843645 +aslA tviA 0.8701158 1.345088 -0.9987699 -0.7561162 0.5735736 0.8363274 0.4029707 +aslA tviB 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA tviC 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA tviD 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA tviE 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA vexA 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA vexB 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA vexC 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA flgM 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA vexD 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA vexE 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 +aslA clpV.tssH 1.011526 2.188691 -1.262926 1.987443 -0.3249623 -1.171738 0.2413022 +aslA ipfE 1.181702 1.823364 -1.3845 0.2277321 -0.3697672 -0.7225209 0.4699743 +aslA sopA 1.061763 2.099679 -1.246121 -1.157172 -0.1494655 -0.3951473 0.6927342 +aslA PA2367 1.100506 3.130244 -1.280153 -0.4727233 -0.1895588 -0.5095448 0.6103704 +aslA lpfD 1.119115 2.859392 -1.324519 -0.7219262 -0.2002438 -0.3989491 0.6899307 +aslA avrA 1.059744 3.086748 -1.257428 -0.1736046 -0.1222071 -0.2867536 0.774301 +aslA slrP 1.210411 0.8879706 -1.51821 -0.8363093 0.5507783 0.9960018 0.3192493 +aslA lpfB 1.181702 1.823364 -1.3845 0.2277321 -0.3697672 -0.7225209 0.4699743 +aslA lpfA 1.181702 1.823364 -1.3845 0.2277321 -0.3697672 -0.7225209 0.4699743 +aslA flgL 1.118302 0.8882926 -1.388632 0.9496869 -0.3348898 -0.6763589 0.4988128 +aslA PA2366 1.10907 1.969983 -1.378763 1.760718 -1.034386 -2.988635 0.00280227 +aslA cdtB.1 0.9268716 1.26281 -1.149692 -1.233611 -0.5010984 -1.069727 0.2847424 +ssaI vgr.tssI 0.5519192 0.9379997 -0.5891343 -1.027245 -0.6298668 -1.089607 0.2758863 +ssaI fimF 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 +ssaI steC 0.6087059 0.8988332 -0.5241674 -0.94458 0.0009709241 0.001511197 0.9987942 +ssaI iroC 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +ssaI sseK1 0.459415 1.265992 -0.4725083 -1.242063 -0.4052982 -0.7062404 0.4800387 +ssaI tssA 0.211988 0.811195 -0.2051322 0.7571215 1.252199 1.875891 0.06067023 +ssaI mig.5 0.6162046 4.606997 -0.5276845 -1.177572 -0.04300017 -0.08457724 0.9325975 +ssaI sifA 0.58814 0.8865352 -0.5256399 -0.9600439 -0.05927211 -0.09373592 0.9253189 +ssaI fimZ 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 +ssaI iroB 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +ssaI iroD 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +ssaI sseL 0.5389811 1.025466 -0.5155895 -1.076723 -0.2004671 -0.3321462 0.7397789 +ssaI fimY 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 +ssaI fimC 0.6107143 0.7431986 0.5919187 -0.7709862 0.6754283 1.019233 0.3080924 +ssaI sseJ 0.6663264 0.7284371 -0.4893236 -0.7863562 0.1686209 0.2287369 0.8190734 +ssaI misL 0.5660277 0.9284368 -0.5088484 -0.8122376 -0.1382438 -0.2217438 0.8245133 +ssaI vipB 0.5495922 0.9235368 -0.6304565 -1.12951 -0.5700228 -0.9735174 0.3302962 +ssaI sspH2 0.6125544 3.448657 -0.5305121 -0.03777819 0.06272533 0.1320358 0.894956 +ssaI gtrB 0.5911409 2.324148 -0.5351648 -0.4762608 0.8660217 1.48334 0.1379841 +ssaI sodC1 0.5472738 2.129434 -0.5818463 -0.7224675 -0.4351741 -0.8725389 0.3829144 +ssaI fha 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +ssaI sifB 0.5893135 0.8883598 -0.5254744 -0.9582571 -0.05556573 -0.08778856 0.9300447 +ssaI vasK.icmF 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +ssaI fimW 0.7245341 1.090575 0.6697107 -1.050359 1.26016 1.973043 0.0484907 +ssaI ssaQ 0.6138642 0.7455426 0.5875688 -0.7647206 0.6830105 1.030834 0.3026189 +ssaI steA 0.4883769 0.6608988 -0.4974825 0.6684788 1.549206 2.280465 0.0225801 +ssaI spvB 0.638398 3.950957 -0.5340724 -0.3004946 -0.322882 -0.7675527 0.442753 +ssaI tssJ 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +ssaI ssaR 0.6130244 0.9122351 -0.524249 -0.9339602 0.01246982 0.01933922 0.9845705 +ssaI iroE 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +ssaI ssaT 0.6110002 0.7440084 0.5915064 -0.7697608 0.6764874 1.020805 0.307347 +ssaI tssA.1 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +ssaI sseB 0.6125893 0.7586139 0.5888569 -0.7520467 0.6883143 1.037235 0.2996266 +ssaI STM0266 0.614706 2.355853 -0.5438661 -1.356032 0.1231996 0.1995586 0.8418258 +ssaI sptP 0.6561547 1.294446 -0.612861 -0.3643924 1.05441 1.627179 0.1036991 +ssaI STM0283 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +ssaI rck 0.5849968 4.532394 0.3320065 -1.613886 -0.668405 -1.165255 0.2439157 +ssaI fimB 0.1253329 1.102342 -0.111581 1.015587 1.53391 2.415766 0.01570214 +ssaI impE 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +ssaI allA 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 +ssaI STM0273 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +ssaI KP1_RS17225 0.5596381 4.235869 -0.4374964 -0.5986153 0.4776243 0.9927632 0.3208254 +ssaI spvC 0.6842886 5.103999 -0.4748881 -0.5800017 -0.5528143 -1.478421 0.1392951 +ssaI STM0282 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +ssaI STM0284 0.1130851 1.056558 -0.09478645 0.9762699 1.455113 2.277075 0.02278176 +ssaI STM0275 0.5585335 2.976851 -0.4860249 -0.8096991 0.3753912 0.6995444 0.4842119 +ssaI spvD 0.6364241 4.9911 -0.5312292 -1.282181 -0.134596 -0.2584675 0.7960461 +ssaI allR 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 +ssaI entD 0.5334504 1.082995 -0.5437256 -0.405389 0.6961963 1.078687 0.2807271 +ssaI tide1 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 +ssaI pefB 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 +ssaI gtrA 0.6177584 2.193197 -0.5768838 -0.9732082 0.4977805 0.8173808 0.4137108 +ssaI pefA 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 +ssaI orgA.sctK 0.5895528 0.8883075 -0.525502 -0.9563832 -0.05467399 -0.08604127 0.9314336 +ssaI STM0281 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +ssaI STM0276 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 +ssaI pefC 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 +ssaI ratB 0.5988352 2.387605 -0.5091748 -1.568435 -0.07265372 -0.113111 0.9099426 +ssaI pipB 0.5519196 0.9380001 -0.5891342 1.027245 0.6298662 1.089625 0.2758782 +ssaI STM0285 0.589802 2.535247 -0.4926365 -1.594426 -0.1356136 -0.2030585 0.8390893 +ssaI shdA 0.5679973 1.618216 -0.569808 -0.7969251 0.4888357 0.7928634 0.4278574 +ssaI pefD 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 +ssaI rfbD 0.1461358 1.031104 -0.1343939 0.9584009 1.46882 2.286563 0.02222133 +ssaI STM0280 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 +ssaI rfbF 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 +ssaI STM0290 0.1701113 0.8683916 -0.1551908 0.8048981 1.257365 1.898836 0.05758608 +ssaI tae4 0.6005275 2.503249 -0.5110056 -1.543255 -0.061064 -0.09277211 0.9260846 +ssaI STM0287 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 +ssaI csgB 0.6047349 2.297922 -0.5441156 -1.27062 0.1415849 0.2344909 0.8146039 +ssaI sciB 0.6069538 2.271283 -0.5563004 -1.217424 0.2295881 0.3776985 0.7056546 +ssaI ssaG 0.6642179 0.7126686 -0.4839904 -0.7663768 0.1680324 0.2227856 0.8237023 +ssaI STM0286 0.5951671 2.457173 -0.5029815 -1.578516 -0.09771365 -0.1493889 0.8812468 +ssaI STM0268 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +ssaI STM0289 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +ssaI rfbG 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 +ssaI gogB 0.4777648 1.133373 -0.4455694 1.038392 0.3683616 0.6455742 0.5185551 +ssaI sopD2 0.5864249 0.8865272 -0.5260455 -0.9590685 -0.06474521 -0.1021634 0.918627 +ssaI STM0278 0.1033251 1.105439 -0.0844022 1.009466 1.500031 2.363022 0.0181266 +ssaI STM0269 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +ssaI STM0271 0.6151727 2.365269 -0.5393767 -1.419402 0.08369708 0.1344695 0.8930313 +ssaI traJ 0.270141 0.9247211 -0.2546912 0.4471904 0.964861 1.272278 0.2032742 +ssaI pipB2 0.5588357 2.155989 -0.5467285 -0.7515237 0.541368 0.9033612 0.3663342 +ssaI hcp1.tssD1 0.2703203 0.5717853 -0.2614469 0.5443308 1.013033 1.456618 0.1452218 +ssaI ssaO 0.538728 1.013164 -0.5146763 -1.084995 -0.1977046 -0.3271197 0.7435774 +ssaI allD 0.6126678 1.831327 -0.5252254 -1.735358 0.0146918 0.02486708 0.980161 +ssaI allB 0.6119215 1.819747 -0.5250444 -1.743333 0.01209282 0.02053484 0.9836167 +ssaI allC 0.6278479 1.789813 -0.5271718 -1.680444 0.06953003 0.1174488 0.9065044 +ssaI iucA 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 +ssaI iucB 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 +ssaI cdtB 0.6355244 0.7153677 -0.5231201 0.6658471 -0.08958865 -0.1326177 0.8944957 +ssaI iucC 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 +ssaI sinH 0.5975097 1.777193 -0.5921827 0.4205232 0.1885327 0.3363506 0.7366065 +ssaI tssF 0.6583213 0.7206158 -0.5275981 0.6589961 -0.1495626 -0.2187206 0.8268677 +ssaI iucD 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 +ssaI iutA 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 +ssaI hcp.tssD 0.5449304 1.258295 -0.6925637 -1.436356 -0.9590233 -1.701062 0.08893142 +ssaI icsP.sopA 0.3248745 0.4212101 -0.318477 0.3913085 0.8977716 1.258754 0.2081192 +ssaI fyuA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +ssaI ybtT 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +ssaI ybtU 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +ssaI nleC 0.3914402 0.165563 -0.3813235 0.1624156 0.6904355 0.9282473 0.3532793 +ssaI irp1 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +ssaI irp2 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +ssaI ybtQ 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +ssaI ybtX 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +ssaI ybtS 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +ssaI ybtA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +ssaI cesT 0.3210539 0.4312061 -0.3105443 0.3764284 0.8541405 1.186013 0.2356173 +ssaI vipA.tssB 0.392013 0.1690397 -0.3775868 0.152507 0.6504205 0.8628818 0.3882025 +ssaI wbtL.1 0.5767815 6.371885 -0.5217226 -0.5025023 0.6062206 1.278618 0.2010317 +ssaI galU 0.5859022 4.909924 -0.5018012 -0.5520009 0.5778732 1.206425 0.2276535 +ssaI fliH 0.2693066 0.5716087 -0.2596994 0.5411932 1.004854 1.442694 0.1491066 +ssaI clpV1 0.06270128 1.181956 -0.03419274 1.030008 1.501321 2.381619 0.0172367 +ssaI tviA 0.5855391 1.402921 -0.5160149 -0.7491824 0.07304119 0.09624482 0.9233261 +ssaI tviB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI tviC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI tviD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI tviE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI vexA 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI vexB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI vexC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI flgM 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI vexD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI vexE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +ssaI clpV.tssH 0.5123984 2.09954 -0.4679339 1.947557 0.2723915 0.4439252 0.6570967 +ssaI ipfE 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 +ssaI sopA 0.3699391 1.409378 -0.3673452 -1.255538 -0.7874921 -1.483606 0.1379135 +ssaI PA2367 0.5397306 2.641869 -0.1430718 -0.4261152 -0.5030643 -0.6057469 0.5446829 +ssaI lpfD 0.4311554 2.250139 0.6524392 -0.5367121 -1.080231 -1.769202 0.0768601 +ssaI avrA 0.3738693 1.419555 -0.3699156 -1.208924 -0.7010419 -1.314127 0.1888033 +ssaI slrP 0.2653923 0.5925516 -0.2567677 -0.5619783 -1.032745 -1.488902 0.1365131 +ssaI lpfB 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 +ssaI lpfA 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 +ssaI flgL 0.5885909 0.8875069 -0.5255849 0.959166 0.05785484 0.09146452 0.9271235 +ssaI PA2366 0.5355042 2.907927 0.6148911 0.2782169 -0.984271 -1.713468 0.0866264 +ssaI cdtB.1 0.2472531 0.8634748 -0.2489262 -0.8325032 -1.413224 -2.148066 0.03170851 +vgr.tssI fimF 0.9379997 0.5519192 -1.027245 -0.5891343 -0.6298668 -1.089606 0.2758867 +vgr.tssI steC 0.9996647 0.9009622 -1.105029 -0.9325093 -0.2798925 -0.5636653 0.5729819 +vgr.tssI iroC 0.9058657 0.6437075 -0.9743292 -0.6300396 -0.6484248 -1.11322 0.2656141 +vgr.tssI sseK1 0.8695473 1.14907 0.9258726 -1.170039 0.6677451 1.197574 0.2310828 +vgr.tssI tssA 0.9628152 1.292033 -0.9924868 1.058767 0.5190035 1.159376 0.246303 +vgr.tssI mig.5 0.7210669 3.136519 -0.9092192 -1.523326 1.026295 2.160218 0.03075577 +vgr.tssI sifA 0.9995639 0.9011697 -1.116609 -0.9671494 -0.2677925 -0.5423834 0.5875544 +vgr.tssI fimZ 0.9379997 0.5519192 -1.027245 -0.5891343 -0.6298668 -1.089606 0.2758867 +vgr.tssI iroB 0.9058657 0.6437075 -0.9743292 -0.6300396 -0.6484248 -1.11322 0.2656141 +vgr.tssI iroD 0.9058657 0.6437075 -0.9743292 -0.6300396 -0.6484248 -1.11322 0.2656141 +vgr.tssI sseL 0.96976 1.076784 -1.058364 -1.111691 -0.4903098 -1.047148 0.2950312 +vgr.tssI fimY 0.9379997 0.5519192 -1.027245 -0.5891343 -0.6298668 -1.089606 0.2758867 +vgr.tssI fimC 0.9069053 0.6218998 -0.9809945 -0.6576778 -0.6360935 -1.098995 0.2717703 +vgr.tssI sseJ 0.9071765 0.6362829 -1.002313 -0.6849004 -0.6025839 -1.039513 0.298566 +vgr.tssI misL 1.023166 0.9687782 -1.154648 -0.8359082 -0.102299 -0.203841 0.8384777 +vgr.tssI vipB 1.088882 1.101281 -1.201277 -1.328582 0.1446083 0.2726571 0.7851168 +vgr.tssI sspH2 1.038816 3.371763 -1.1957 0.2289272 -0.2646404 -0.5715291 0.567641 +vgr.tssI gtrB 0.8163402 1.737221 -1.099423 0.03104052 0.5855309 0.924482 0.3552354 +vgr.tssI sodC1 1.045439 2.247974 -1.193792 -0.8718692 -0.04378485 -0.1082426 0.9138032 +vgr.tssI fha 0.8518624 1.033001 -0.8461197 0.8734612 0.8721311 1.642524 0.1004814 +vgr.tssI sifB 0.9994677 0.9026156 -1.115603 -0.9637898 -0.2699578 -0.5465931 0.5846583 +vgr.tssI vasK.icmF 0.8518624 1.033001 -0.8461197 0.8734612 0.8721311 1.642524 0.1004814 +vgr.tssI fimW 1.010543 0.8743108 -1.12185 -0.9152195 -0.28907 -0.5832007 0.5597582 +vgr.tssI ssaQ 0.9085985 0.6234267 -0.9754301 -0.6511313 -0.6422128 -1.107975 0.2678725 +vgr.tssI steA 0.9246679 0.7237596 -1.152755 0.9574098 0.4011557 0.7119578 0.4764909 +vgr.tssI spvB 1.033097 3.912251 -1.168858 -0.4743223 0.1275515 0.3091606 0.7571994 +vgr.tssI tssJ 0.8518624 1.033001 -0.8461197 0.8734612 0.8721311 1.642524 0.1004814 +vgr.tssI ssaR 0.9989916 0.9150956 -1.101827 -0.91464 -0.2873717 -0.5771712 0.5638238 +vgr.tssI iroE 0.9058657 0.6437075 -0.9743292 -0.6300396 -0.6484248 -1.11322 0.2656141 +vgr.tssI ssaT 0.907025 0.6225615 -0.9803449 -0.6564252 -0.6369265 -1.100144 0.2712693 +vgr.tssI tssA.1 0.8518624 1.033001 -0.8461197 0.8734612 0.8721311 1.642524 0.1004814 +vgr.tssI sseB 0.907139 0.6350654 -0.9744268 -0.6386185 -0.6459862 -1.111341 0.2664215 +vgr.tssI STM0266 1.056988 2.304929 -1.198605 -1.335671 -0.03085478 -0.05714659 0.9544284 +vgr.tssI sptP 1.003824 1.101414 -1.081187 -1.069727 -0.5592331 -1.164389 0.2442664 +vgr.tssI STM0283 1.011739 2.419005 -1.177489 -1.499088 0.0957258 0.212871 0.8314276 +vgr.tssI rck 0.838821 4.433738 -0.9251101 -1.766393 0.66618 1.444468 0.1486073 +vgr.tssI fimB 1.195936 1.644498 -1.529375 1.460469 -0.8928069 -2.433755 0.01494309 +vgr.tssI impE 1.057182 2.310104 -1.198729 -1.331859 -0.03145739 -0.05841488 0.9534182 +vgr.tssI allA 1.061303 1.586281 -1.169099 -1.53648 -0.3268359 -0.8415579 0.4000355 +vgr.tssI STM0273 1.057182 2.310104 -1.198729 -1.331859 -0.03145739 -0.05841488 0.9534182 +vgr.tssI KP1_RS17225 1.101312 3.728595 -1.364008 -0.2396355 -0.6676141 -1.607228 0.1080043 +vgr.tssI spvC 0.9788922 5.098653 -1.09779 -0.8078353 0.3615709 1.247143 0.2123449 +vgr.tssI STM0282 1.011739 2.419005 -1.177489 -1.499088 0.0957258 0.212871 0.8314276 +vgr.tssI STM0284 0.9581452 2.538992 -1.141065 -1.5163 0.2312963 0.4733036 0.6359966 +vgr.tssI STM0275 1.124784 3.065607 -1.278436 -0.667424 -0.3577162 -0.9052299 0.3653436 +vgr.tssI spvD 0.9794261 4.94256 -1.103686 -1.280427 0.2366275 0.61421 0.5390766 +vgr.tssI allR 1.061303 1.586281 -1.169099 -1.53648 -0.3268359 -0.8415579 0.4000355 +vgr.tssI entD 1.008826 1.017632 -1.174249 -0.1413672 0.07156097 0.1063784 0.9152821 +vgr.tssI tide1 0.9905997 2.479277 -1.166937 -1.539584 0.1526469 0.3524758 0.7244815 +vgr.tssI pefB 0.9519227 4.839243 -1.068003 -1.381042 0.3254994 0.8332833 0.404685 +vgr.tssI gtrA 0.8432822 1.685689 -1.101211 -0.5757417 0.4578592 0.6710976 0.5021584 +vgr.tssI pefA 0.9519227 4.839243 -1.068003 -1.381042 0.3254994 0.8332833 0.404685 +vgr.tssI orgA.sctK 0.8862321 0.8436232 -0.9187363 -0.8641844 -0.9239868 -1.669562 0.09500599 +vgr.tssI STM0281 1.011739 2.419005 -1.177489 -1.499088 0.0957258 0.212871 0.8314276 +vgr.tssI STM0276 1.033566 2.365552 -1.187805 -1.436367 0.03500062 0.07337871 0.9415048 +vgr.tssI pefC 0.9348769 5.202512 -1.043981 -1.43968 0.3807059 0.9463372 0.3439766 +vgr.tssI ratB 1.004287 2.405074 -1.173898 -1.537666 0.1165356 0.2610188 0.794078 +vgr.tssI pipB 1.434389 1.434389 -1.431437 1.431437 -1.183976 -2.207577 0.02727374 +vgr.tssI STM0285 0.9681577 2.531667 -1.154676 -1.581363 0.2119429 0.5019713 0.6156877 +vgr.tssI shdA 0.9241398 1.378314 -1.1299 -0.5322979 0.2361365 0.3532855 0.7238744 +vgr.tssI pefD 0.9348769 5.202512 -1.043981 -1.43968 0.3807059 0.9463372 0.3439766 +vgr.tssI rfbD 1.324219 1.414263 -1.738273 1.356199 -1.225909 -2.790709 0.00525927 +vgr.tssI STM0280 1.033566 2.365552 -1.187805 -1.436367 0.03500062 0.07337871 0.9415048 +vgr.tssI rfbF 0.8736823 2.039862 -1.085994 -1.157524 0.372667 0.3551769 0.7224571 +vgr.tssI STM0290 1.280132 1.178779 -1.689811 1.115368 -0.971626 -2.007111 0.04473783 +vgr.tssI tae4 0.9949359 2.489045 -1.169808 -1.517904 0.1395116 0.3216846 0.7476917 +vgr.tssI STM0287 0.9905997 2.479277 -1.166937 -1.539584 0.1526469 0.3524758 0.7244815 +vgr.tssI csgB 0.8639146 1.943689 -1.085603 -1.061858 0.3782864 0.4486036 0.6537176 +vgr.tssI sciB 1.060521 2.208052 -1.200714 -1.161315 -0.03714059 -0.0371128 0.9703951 +vgr.tssI ssaG 0.6829875 0.4548279 -0.6987828 -0.4739974 -1.503081 -2.256055 0.02406716 +vgr.tssI STM0286 0.9891995 2.467798 -1.166192 -1.551942 0.1567404 0.3617468 0.7175413 +vgr.tssI STM0268 1.057182 2.310104 -1.198729 -1.331859 -0.03145739 -0.05841488 0.9534182 +vgr.tssI STM0289 1.011739 2.419005 -1.177489 -1.499088 0.0957258 0.212871 0.8314276 +vgr.tssI rfbG 0.8736823 2.039862 -1.085994 -1.157524 0.372667 0.3551769 0.7224571 +vgr.tssI gogB 1.228045 1.133209 -1.566118 1.072848 -0.8100716 -1.71083 0.08711241 +vgr.tssI sopD2 0.88304 0.8405035 -0.9260336 -0.8726088 -0.917268 -1.660761 0.09676144 +vgr.tssI STM0278 0.9893426 2.485823 -1.165842 -1.540085 0.1567095 0.3622079 0.7171966 +vgr.tssI STM0269 1.057182 2.310104 -1.198729 -1.331859 -0.03145739 -0.05841488 0.9534182 +vgr.tssI STM0271 1.047147 2.322203 -1.194086 -1.394985 -0.003387035 -0.006727716 0.9946321 +vgr.tssI traJ 1.197966 1.279737 -1.490756 0.6084355 -0.5876056 -0.9383737 0.3480524 +vgr.tssI pipB2 0.8093161 1.685434 -1.06298 -0.4310771 0.5282573 0.8507962 0.3948826 +vgr.tssI hcp1.tssD1 1.03429 0.9099084 -1.174276 0.8543792 0.04221374 0.08222463 0.9344681 +vgr.tssI ssaO 0.9812047 1.083548 -1.041522 -1.110601 -0.565188 -1.199832 0.2302044 +vgr.tssI allD 1.046766 1.823179 -1.193297 -1.73288 -0.005988255 -0.01752382 0.9860187 +vgr.tssI allB 1.04679 1.813259 -1.193284 -1.741452 -0.006146583 -0.01799546 0.9856425 +vgr.tssI allC 1.05672 1.75123 -1.188516 -1.687775 -0.09382564 -0.2661177 0.7901486 +vgr.tssI iucA 1.078878 1.126787 -1.25386 1.046689 -0.1552025 -0.3470324 0.728567 +vgr.tssI iucB 1.078878 1.126787 -1.25386 1.046689 -0.1552025 -0.3470324 0.728567 +vgr.tssI cdtB 1.127273 0.7020137 -1.31433 0.6317276 -0.2877032 -0.5073018 0.6119431 +vgr.tssI iucC 1.027789 0.9374374 -1.165887 0.8894402 0.07106975 0.1425653 0.8866335 +vgr.tssI sinH 0.792242 1.396288 -1.122244 0.5313155 0.6863842 1.184567 0.2361885 +vgr.tssI tssF 1.127527 0.6779897 -1.322444 0.6273827 -0.2860109 -0.4980309 0.6184623 +vgr.tssI iucD 1.027789 0.9374374 -1.165887 0.8894402 0.07106975 0.1425653 0.8866335 +vgr.tssI iutA 1.027789 0.9374374 -1.165887 0.8894402 0.07106975 0.1425653 0.8866335 +vgr.tssI hcp.tssD 1.00747 1.347796 -1.247358 -1.649898 -0.4998254 -0.9976709 0.318439 +vgr.tssI icsP.sopA 0.9185025 0.6406809 -1.018857 0.5999434 0.4053395 0.6772244 0.4982636 +vgr.tssI fyuA 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 +vgr.tssI ybtT 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 +vgr.tssI ybtU 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 +vgr.tssI nleC 1.024721 0.313723 -1.164469 0.3175587 0.06428471 0.09661126 0.9230351 +vgr.tssI irp1 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 +vgr.tssI irp2 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 +vgr.tssI ybtQ 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 +vgr.tssI ybtX 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 +vgr.tssI ybtS 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 +vgr.tssI ybtA 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 +vgr.tssI cesT 1.141288 0.6836942 -1.348495 0.598758 -0.3181609 -0.5326488 0.5942767 +vgr.tssI vipA.tssB 1.024842 0.3171249 -1.162382 0.29316 0.0651822 0.09626239 0.9233122 +vgr.tssI wbtL.1 0.9050675 2.225131 -1.17185 -2.008543 0.5408317 1.800397 0.07179805 +vgr.tssI galU 0.991326 3.516364 -1.177825 -0.7586536 0.2126786 0.576261 0.5644388 +vgr.tssI fliH 1.206995 0.856654 -1.475838 0.8174563 -0.5718305 -1.045779 0.2956632 +vgr.tssI clpV1 0.4926058 1.087316 0.4576493 0.9406674 -1.706106 -2.632143 0.008484807 +vgr.tssI tviA 0.8706772 1.364463 -0.9562036 -0.7766362 0.5160645 0.7570708 0.4490074 +vgr.tssI tviB 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI tviC 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI tviD 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI tviE 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI vexA 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI vexB 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI vexC 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI flgM 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI vexD 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI vexE 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 +vgr.tssI clpV.tssH 1.155425 4.9559 -1.300572 0.4015622 0.4954338 1.537042 0.124283 +vgr.tssI ipfE 0.9114017 1.673317 -1.089009 0.1589633 0.4610972 0.7696594 0.4415019 +vgr.tssI sopA 0.7479802 2.150284 -1.093607 -0.3551737 0.8645832 1.221638 0.2218445 +vgr.tssI PA2367 0.9712721 2.778078 -1.179042 -0.452367 0.2561963 0.4739196 0.6355573 +vgr.tssI lpfD 0.6479462 2.012634 -0.9493826 -0.7555842 1.051403 1.751253 0.07990242 +vgr.tssI avrA 1.088455 1.752335 -1.326435 -1.3188 0.4053043 1.141054 0.2538475 +vgr.tssI slrP 0.6232482 0.506769 0.6188008 -0.4777787 1.263316 1.832895 0.06681818 +vgr.tssI lpfB 0.9114017 1.673317 -1.089009 0.1589633 0.4610972 0.7696594 0.4415019 +vgr.tssI lpfA 0.9114017 1.673317 -1.089009 0.1589633 0.4610972 0.7696594 0.4415019 +vgr.tssI flgL 0.9995067 0.9020725 -1.11623 0.9655726 0.2686492 0.5440296 0.5864211 +vgr.tssI PA2366 1.019787 1.993967 -1.274196 1.672626 -0.9259821 -2.484555 0.01297133 +vgr.tssI cdtB.1 0.9589593 1.298957 -1.087795 -1.203982 -0.3672276 -0.8064837 0.419964 +fimF steC 0.6087059 0.8988332 -0.5241674 -0.94458 0.0009709241 0.001511197 0.9987942 +fimF iroC 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +fimF sseK1 0.459415 1.265992 -0.4725083 -1.242063 -0.4052982 -0.7062404 0.4800387 +fimF tssA 0.211988 0.811195 -0.2051322 0.7571215 1.252199 1.875891 0.06067023 +fimF mig.5 0.6162046 4.606997 -0.5276845 -1.177572 -0.04300017 -0.08457724 0.9325975 +fimF sifA 0.58814 0.8865352 -0.5256399 -0.9600439 -0.05927211 -0.09373592 0.9253189 +fimF fimZ 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 +fimF iroB 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +fimF iroD 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +fimF sseL 0.5389811 1.025466 -0.5155895 -1.076723 -0.2004671 -0.3321462 0.7397789 +fimF fimY 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 +fimF fimC 0.6107143 0.7431986 0.5919187 -0.7709862 0.6754283 1.019233 0.3080924 +fimF sseJ 0.6663264 0.7284371 -0.4893236 -0.7863562 0.1686209 0.2287369 0.8190734 +fimF misL 0.5660277 0.9284368 -0.5088484 -0.8122376 -0.1382438 -0.2217438 0.8245133 +fimF vipB 0.5495922 0.9235368 -0.6304565 -1.12951 -0.5700228 -0.9735174 0.3302962 +fimF sspH2 0.6125544 3.448657 -0.5305121 -0.03777819 0.06272533 0.1320358 0.894956 +fimF gtrB 0.5911409 2.324148 -0.5351648 -0.4762608 0.8660217 1.48334 0.1379841 +fimF sodC1 0.5472738 2.129434 -0.5818463 -0.7224675 -0.4351741 -0.8725389 0.3829144 +fimF fha 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimF sifB 0.5893135 0.8883598 -0.5254744 -0.9582571 -0.05556573 -0.08778856 0.9300447 +fimF vasK.icmF 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimF fimW 0.7245341 1.090575 0.6697107 -1.050359 1.26016 1.973043 0.0484907 +fimF ssaQ 0.6138642 0.7455426 0.5875688 -0.7647206 0.6830105 1.030834 0.3026189 +fimF steA 0.4883769 0.6608988 -0.4974825 0.6684788 1.549206 2.280465 0.0225801 +fimF spvB 0.638398 3.950957 -0.5340724 -0.3004946 -0.322882 -0.7675527 0.442753 +fimF tssJ 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimF ssaR 0.6130244 0.9122351 -0.524249 -0.9339602 0.01246982 0.01933922 0.9845705 +fimF iroE 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +fimF ssaT 0.6110002 0.7440084 0.5915064 -0.7697608 0.6764874 1.020805 0.307347 +fimF tssA.1 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimF sseB 0.6125893 0.7586139 0.5888569 -0.7520467 0.6883143 1.037235 0.2996266 +fimF STM0266 0.614706 2.355853 -0.5438661 -1.356032 0.1231996 0.1995586 0.8418258 +fimF sptP 0.6561547 1.294446 -0.612861 -0.3643924 1.05441 1.627179 0.1036991 +fimF STM0283 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimF rck 0.5849968 4.532394 0.3320065 -1.613886 -0.668405 -1.165255 0.2439157 +fimF fimB 0.1253329 1.102342 -0.111581 1.015587 1.53391 2.415766 0.01570214 +fimF impE 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimF allA 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 +fimF STM0273 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimF KP1_RS17225 0.5596381 4.235869 -0.4374964 -0.5986153 0.4776243 0.9927632 0.3208254 +fimF spvC 0.6842886 5.103999 -0.4748881 -0.5800017 -0.5528143 -1.478421 0.1392951 +fimF STM0282 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimF STM0284 0.1130851 1.056558 -0.09478645 0.9762699 1.455113 2.277075 0.02278176 +fimF STM0275 0.5585335 2.976851 -0.4860249 -0.8096991 0.3753912 0.6995444 0.4842119 +fimF spvD 0.6364241 4.9911 -0.5312292 -1.282181 -0.134596 -0.2584675 0.7960461 +fimF allR 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 +fimF entD 0.5334504 1.082995 -0.5437256 -0.405389 0.6961963 1.078687 0.2807271 +fimF tide1 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 +fimF pefB 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 +fimF gtrA 0.6177584 2.193197 -0.5768838 -0.9732082 0.4977805 0.8173808 0.4137108 +fimF pefA 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 +fimF orgA.sctK 0.5895528 0.8883075 -0.525502 -0.9563832 -0.05467399 -0.08604127 0.9314336 +fimF STM0281 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimF STM0276 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 +fimF pefC 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 +fimF ratB 0.5988352 2.387605 -0.5091748 -1.568435 -0.07265372 -0.113111 0.9099426 +fimF pipB 0.5519196 0.9380001 -0.5891342 1.027245 0.6298662 1.089625 0.2758782 +fimF STM0285 0.589802 2.535247 -0.4926365 -1.594426 -0.1356136 -0.2030585 0.8390893 +fimF shdA 0.5679973 1.618216 -0.569808 -0.7969251 0.4888357 0.7928634 0.4278574 +fimF pefD 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 +fimF rfbD 0.1461358 1.031104 -0.1343939 0.9584009 1.46882 2.286563 0.02222133 +fimF STM0280 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 +fimF rfbF 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 +fimF STM0290 0.1701113 0.8683916 -0.1551908 0.8048981 1.257365 1.898836 0.05758608 +fimF tae4 0.6005275 2.503249 -0.5110056 -1.543255 -0.061064 -0.09277211 0.9260846 +fimF STM0287 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 +fimF csgB 0.6047349 2.297922 -0.5441156 -1.27062 0.1415849 0.2344909 0.8146039 +fimF sciB 0.6069538 2.271283 -0.5563004 -1.217424 0.2295881 0.3776985 0.7056546 +fimF ssaG 0.6642179 0.7126686 -0.4839904 -0.7663768 0.1680324 0.2227856 0.8237023 +fimF STM0286 0.5951671 2.457173 -0.5029815 -1.578516 -0.09771365 -0.1493889 0.8812468 +fimF STM0268 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimF STM0289 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimF rfbG 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 +fimF gogB 0.4777648 1.133373 -0.4455694 1.038392 0.3683616 0.6455742 0.5185551 +fimF sopD2 0.5864249 0.8865272 -0.5260455 -0.9590685 -0.06474521 -0.1021634 0.918627 +fimF STM0278 0.1033251 1.105439 -0.0844022 1.009466 1.500031 2.363022 0.0181266 +fimF STM0269 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimF STM0271 0.6151727 2.365269 -0.5393767 -1.419402 0.08369708 0.1344695 0.8930313 +fimF traJ 0.270141 0.9247211 -0.2546912 0.4471904 0.964861 1.272278 0.2032742 +fimF pipB2 0.5588357 2.155989 -0.5467285 -0.7515237 0.541368 0.9033612 0.3663342 +fimF hcp1.tssD1 0.2703203 0.5717853 -0.2614469 0.5443308 1.013033 1.456618 0.1452218 +fimF ssaO 0.538728 1.013164 -0.5146763 -1.084995 -0.1977046 -0.3271197 0.7435774 +fimF allD 0.6126678 1.831327 -0.5252254 -1.735358 0.0146918 0.02486708 0.980161 +fimF allB 0.6119215 1.819747 -0.5250444 -1.743333 0.01209282 0.02053484 0.9836167 +fimF allC 0.6278479 1.789813 -0.5271718 -1.680444 0.06953003 0.1174488 0.9065044 +fimF iucA 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 +fimF iucB 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 +fimF cdtB 0.6355244 0.7153677 -0.5231201 0.6658471 -0.08958865 -0.1326177 0.8944957 +fimF iucC 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 +fimF sinH 0.5975097 1.777193 -0.5921827 0.4205232 0.1885327 0.3363506 0.7366065 +fimF tssF 0.6583213 0.7206158 -0.5275981 0.6589961 -0.1495626 -0.2187206 0.8268677 +fimF iucD 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 +fimF iutA 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 +fimF hcp.tssD 0.5449304 1.258295 -0.6925637 -1.436356 -0.9590233 -1.701062 0.08893142 +fimF icsP.sopA 0.3248745 0.4212101 -0.318477 0.3913085 0.8977716 1.258754 0.2081192 +fimF fyuA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimF ybtT 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimF ybtU 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimF nleC 0.3914402 0.165563 -0.3813235 0.1624156 0.6904355 0.9282473 0.3532793 +fimF irp1 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimF irp2 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimF ybtQ 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimF ybtX 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimF ybtS 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimF ybtA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimF cesT 0.3210539 0.4312061 -0.3105443 0.3764284 0.8541405 1.186013 0.2356173 +fimF vipA.tssB 0.392013 0.1690397 -0.3775868 0.152507 0.6504205 0.8628818 0.3882025 +fimF wbtL.1 0.5767815 6.371885 -0.5217226 -0.5025023 0.6062206 1.278618 0.2010317 +fimF galU 0.5859022 4.909924 -0.5018012 -0.5520009 0.5778732 1.206425 0.2276535 +fimF fliH 0.2693066 0.5716087 -0.2596994 0.5411932 1.004854 1.442694 0.1491066 +fimF clpV1 0.06270128 1.181956 -0.03419274 1.030008 1.501321 2.381619 0.0172367 +fimF tviA 0.5855391 1.402921 -0.5160149 -0.7491824 0.07304119 0.09624482 0.9233261 +fimF tviB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF tviC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF tviD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF tviE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF vexA 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF vexB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF vexC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF flgM 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF vexD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF vexE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimF clpV.tssH 0.5123984 2.09954 -0.4679339 1.947557 0.2723915 0.4439252 0.6570967 +fimF ipfE 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 +fimF sopA 0.3699391 1.409378 -0.3673452 -1.255538 -0.7874921 -1.483606 0.1379135 +fimF PA2367 0.5397306 2.641869 -0.1430718 -0.4261152 -0.5030643 -0.6057469 0.5446829 +fimF lpfD 0.4311554 2.250139 0.6524392 -0.5367121 -1.080231 -1.769202 0.0768601 +fimF avrA 0.3738693 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0.9058656 -0.6300395 0.9743293 0.6484248 1.113227 0.265611 +iroC STM0285 0.6668371 2.666853 -0.6995987 -1.656446 0.06791161 0.1150004 0.9084448 +iroC shdA 0.6108626 1.586715 -0.6299668 -0.8255486 0.4862338 0.8148289 0.4151703 +iroC pefD 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 +iroC rfbD 0.5227263 1.355089 -0.5167929 1.178023 0.6400746 1.125297 0.2604632 +iroC STM0280 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 +iroC rfbF 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 +iroC STM0290 0.2523781 0.8347248 -0.2645625 0.7676767 1.208461 1.760336 0.07835085 +iroC tae4 0.6664949 2.604488 -0.6972931 -1.605835 0.1124958 0.1905295 0.8488942 +iroC STM0287 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 +iroC csgB 0.6518604 2.305553 -0.6799838 -1.316468 0.1926782 0.3372426 0.735934 +iroC sciB 0.6511947 2.269399 -0.6766322 -1.267019 0.2662413 0.4631337 0.6432685 +iroC ssaG 0.7119482 0.715836 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0.2992574 0.7647437 +iroC hcp.tssD 0.6299199 1.187362 -0.7379614 -1.356445 -0.8033605 -1.381405 0.1671545 +iroC icsP.sopA 0.6864098 0.7164462 -0.7270246 0.6314655 -0.06485839 -0.099311 0.9208913 +iroC fyuA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroC ybtT 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroC ybtU 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroC nleC 0.7590478 0.3778017 -0.8213118 0.3859415 -0.3281722 -0.4782244 0.6324905 +iroC irp1 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroC irp2 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroC ybtQ 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroC ybtX 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroC ybtS 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroC ybtA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroC cesT 0.3741632 0.4036832 -0.3888203 0.3481118 0.8352817 1.148706 0.2506774 +iroC vipA.tssB 0.4376484 0.144501 -0.4557068 0.1282335 0.6510468 0.8688774 0.3849142 +iroC wbtL.1 0.6248295 6.387762 -0.6452252 -0.5519452 0.6511809 1.316829 0.187896 +iroC galU 0.6249908 4.902195 -0.6440638 -0.6233611 0.6271785 1.18647 0.2354366 +iroC fliH 0.3284062 0.5412646 -0.3419822 0.5109393 0.9752176 1.374902 0.1691618 +iroC clpV1 0.1899563 1.155604 -0.2018308 0.9717255 1.431961 2.141378 0.0322436 +iroC tviA 0.6391616 1.393105 -0.6720486 -0.7556597 0.08799134 0.1191269 0.9051748 +iroC tviB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroC tviC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroC tviD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroC tviE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroC vexA 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroC vexB 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-0.2433663 -0.3816886 0.7026923 +sseK1 steA 1.48029 0.8721452 -1.329176 0.9641185 0.07463317 0.1800799 0.8570898 +sseK1 spvB 1.331735 3.648074 -1.257582 -0.7145867 0.4933749 1.219763 0.2225547 +sseK1 tssJ 0.812254 0.5756305 -0.7816581 0.519036 1.502614 2.228806 0.02582683 +sseK1 ssaR 1.635754 1.000144 -1.421143 -1.00017 0.3076817 0.5508998 0.5817023 +sseK1 iroE 1.777667 0.7920515 -1.478404 -0.7938682 0.5355717 0.8530017 0.3936584 +sseK1 ssaT 1.770221 0.7788888 -1.471325 -0.8103684 0.5220302 0.840806 0.4004566 +sseK1 tssA.1 0.812254 0.5756305 -0.7816581 0.519036 1.502614 2.228806 0.02582683 +sseK1 sseB 1.32819 0.5854866 -1.259599 -0.6478634 -0.2438466 -0.3828693 0.7018167 +sseK1 STM0266 1.416885 2.165603 -1.374858 -1.07885 -0.4728249 -1.27035 0.2039599 +sseK1 sptP 1.167477 0.884899 -1.196226 -0.7821901 -0.6594717 -1.194917 0.2321196 +sseK1 STM0283 1.406479 2.320833 -1.373168 -1.244088 -0.5693028 -1.557357 0.1193858 +sseK1 rck 1.442052 4.746436 -1.31876 -1.940377 0.04341242 0.08077806 0.9356185 +sseK1 fimB 1.4624 1.98868 -1.333566 1.249687 0.001869849 0.004413027 0.9964789 +sseK1 impE 1.356648 2.04033 -1.360978 -0.942476 -0.7969077 -1.996171 0.04591533 +sseK1 allA 1.453043 1.620376 -1.332286 -1.404103 -0.03348449 -0.08401503 0.9330445 +sseK1 STM0273 1.356648 2.04033 -1.360978 -0.942476 -0.7969077 -1.996171 0.04591533 +sseK1 KP1_RS17225 1.491737 4.298633 -1.362181 -0.1208774 -0.372172 -1.274683 0.2024216 +sseK1 spvC 1.245409 5.228931 -1.167481 -1.348247 0.5585203 1.194604 0.2322418 +sseK1 STM0282 1.406479 2.320833 -1.373168 -1.244088 -0.5693028 -1.557357 0.1193858 +sseK1 STM0284 1.458829 2.58914 -1.37985 -1.40299 -0.3083181 -0.8614756 0.3889761 +sseK1 STM0275 1.487666 2.960238 -1.396916 -0.4827466 -0.2376228 -0.6742972 0.5001224 +sseK1 spvD 1.311596 5.086584 -1.218417 -1.580268 0.3448836 0.7054372 0.4805382 +sseK1 allR 1.453043 1.620376 -1.332286 -1.404103 -0.03348449 -0.08401503 0.9330445 +sseK1 entD 1.451579 1.035033 -1.378196 -0.07688969 -0.2220135 -0.5562181 0.5780617 +sseK1 tide1 1.442897 2.489157 -1.368379 -1.399635 -0.3274647 -0.9464628 0.3439126 +sseK1 pefB 1.342855 4.988525 -1.243164 -1.678665 0.266252 0.5365594 0.591572 +sseK1 gtrA 1.4856 1.963255 -1.326011 -1.095749 0.1247993 0.343739 0.7310426 +sseK1 pefA 1.342855 4.988525 -1.243164 -1.678665 0.266252 0.5365594 0.591572 +sseK1 orgA.sctK 1.209321 0.7261661 -1.196811 -0.8240558 -0.4989035 -0.8549775 0.3925636 +sseK1 STM0281 1.406479 2.320833 -1.373168 -1.244088 -0.5693028 -1.557357 0.1193858 +sseK1 STM0276 1.346512 2.122676 -1.356738 -1.052674 -0.845299 -2.122404 0.03380382 +sseK1 pefC 1.360578 5.401365 -1.256835 -1.721269 0.2215605 0.4445991 0.6566095 +sseK1 ratB 1.461687 2.429179 -1.33832 -1.568671 -0.03319758 -0.09861976 0.9214402 +sseK1 pipB 1.398927 1.069789 -1.356702 1.280489 -0.3370723 -0.8463807 0.3973404 +sseK1 STM0285 1.445438 2.581459 -1.375079 -1.413697 -0.3773079 -1.10001 0.2713278 +sseK1 shdA 1.44518 1.469695 -1.388275 -0.4500686 -0.3143166 -0.8096936 0.4181163 +sseK1 pefD 1.360578 5.401365 -1.256835 -1.721269 0.2215605 0.4445991 0.6566095 +sseK1 rfbD 1.485362 1.76001 -1.363572 1.323515 -0.0881271 -0.2134035 0.8310122 +sseK1 STM0280 1.346512 2.122676 -1.356738 -1.052674 -0.845299 -2.122404 0.03380382 +sseK1 rfbF 1.459687 2.249546 -1.371105 -1.224833 -0.1998118 -0.5410899 0.5884456 +sseK1 STM0290 1.586319 1.504175 -1.414982 1.218631 -0.2673816 -0.6101039 0.541793 +sseK1 tae4 1.405274 2.406893 -1.368553 -1.26976 -0.5808265 -1.602532 0.1090379 +sseK1 STM0287 1.442897 2.489157 -1.368379 -1.399635 -0.3274647 -0.9464628 0.3439126 +sseK1 csgB 1.459533 2.208813 -1.359403 -1.138805 -0.1326043 -0.3563808 0.7215554 +sseK1 sciB 1.371378 1.920876 -1.374256 -0.7952079 -0.7592859 -1.90287 0.05705745 +sseK1 ssaG 1.265307 0.5457122 -1.229865 -0.6367968 -0.3877167 -0.6552292 0.5123202 +sseK1 STM0286 1.406768 2.397861 -1.376276 -1.286171 -0.6135373 -1.691979 0.09064998 +sseK1 STM0268 1.356648 2.04033 -1.360978 -0.942476 -0.7969077 -1.996171 0.04591533 +sseK1 STM0289 1.406479 2.320833 -1.373168 -1.244088 -0.5693028 -1.557357 0.1193858 +sseK1 rfbG 1.459687 2.249546 -1.371105 -1.224833 -0.1998118 -0.5410899 0.5884456 +sseK1 gogB 0.7762825 0.6561729 -0.7483313 0.6051432 1.537801 2.28002 0.02260652 +sseK1 sopD2 1.505489 0.9329578 -1.353052 -0.9981864 0.08521249 0.169101 0.8657172 +sseK1 STM0278 1.408327 2.42122 -1.377563 -1.265727 -0.6133605 -1.687096 0.09158497 +sseK1 STM0269 1.356648 2.04033 -1.360978 -0.942476 -0.7969077 -1.996171 0.04591533 +sseK1 STM0271 1.409626 2.19978 -1.366555 -1.14455 -0.4766234 -1.288417 0.1976009 +sseK1 traJ 0.8272548 0.693909 -0.790996 0.3959964 1.318737 1.801554 0.07161554 +sseK1 pipB2 1.472731 2.117565 -1.307848 -0.7118659 0.1300513 0.3442264 0.730676 +sseK1 hcp1.tssD1 0.834037 0.4362275 -0.7984488 0.4105286 1.344156 1.935991 0.05286881 +sseK1 ssaO 1.457478 1.080137 -1.331623 -1.140114 -0.01080198 -0.02192758 0.9825057 +sseK1 allD 1.419629 1.761301 -1.320691 -1.680054 -0.1464335 -0.3734539 0.7088106 +sseK1 allB 1.419622 1.752824 -1.320583 -1.687543 -0.145888 -0.371961 0.7099219 +sseK1 allC 1.429593 1.705714 -1.32462 -1.622937 -0.1115716 -0.2828914 0.7772601 +sseK1 iucA 1.175583 0.8854073 -1.071847 0.821069 0.7599264 1.345536 0.1784522 +sseK1 iucB 1.175583 0.8854073 -1.071847 0.821069 0.7599264 1.345536 0.1784522 +sseK1 cdtB 1.268798 0.5696865 -1.164348 0.5351105 0.4839535 0.8231225 0.4104383 +sseK1 iucC 1.209999 0.7481142 -1.107083 0.7044182 0.6673676 1.170689 0.2417238 +sseK1 sinH 1.436534 1.839207 -1.347349 0.6056643 -0.3094135 -0.8047105 0.4209868 +sseK1 tssF 0.8836715 0.2884265 -0.8479482 0.2620653 1.249645 1.786227 0.07406245 +sseK1 iucD 1.209999 0.7481142 -1.107083 0.7044182 0.6673676 1.170689 0.2417238 +sseK1 iutA 1.209999 0.7481142 -1.107083 0.7044182 0.6673676 1.170689 0.2417238 +sseK1 hcp.tssD 1.436759 1.515961 -1.32435 -1.718067 0.1206406 0.2870526 0.774072 +sseK1 icsP.sopA 1.290799 0.5879637 -1.182262 0.5262996 0.4092108 0.6780781 0.4977221 +sseK1 fyuA 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 +sseK1 ybtT 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 +sseK1 ybtU 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 +sseK1 nleC 1.389559 0.287503 -1.271661 0.2876199 0.1665387 0.2633154 0.7923075 +sseK1 irp1 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 +sseK1 irp2 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 +sseK1 ybtQ 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 +sseK1 ybtX 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 +sseK1 ybtS 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 +sseK1 ybtA 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 +sseK1 cesT 0.8858736 0.3007256 -0.845278 0.253696 1.19913 1.678369 0.09327511 +sseK1 vipA.tssB 0.9609143 0.05772504 -0.9146549 0.04289305 1.02447 1.390404 0.1644063 +sseK1 wbtL.1 1.462798 6.292934 -1.334138 0.02772845 -0.001412638 -0.006715724 0.9946417 +sseK1 galU 1.435644 3.837357 -1.335158 -0.4111967 -0.3669621 -1.215726 0.2240891 +sseK1 fliH 0.8327749 0.4364641 -0.7979612 0.4086328 1.332857 1.91208 0.0558659 +sseK1 clpV1 1.479487 3.050092 -1.417538 -1.457635 -0.6435169 -2.014744 0.04393148 +sseK1 tviA 1.235007 1.283002 -1.159955 -0.8114555 0.4496713 0.6209927 0.5346044 +sseK1 tviB 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 tviC 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 tviD 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 tviE 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 vexA 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 vexB 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 vexC 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 flgM 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 vexD 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 vexE 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 +sseK1 clpV.tssH 1.32168 2.061133 -1.288179 1.841313 0.5098269 1.371741 0.1701441 +sseK1 ipfE 1.291145 1.595076 -1.255335 0.1472436 0.4398192 0.9260174 0.3544369 +sseK1 sopA 1.420942 1.873479 -1.274975 -1.189263 -0.2433438 -0.6057717 0.5446664 +sseK1 PA2367 1.187408 2.816863 -1.150255 0.374134 -1.321921 -2.690603 0.007132292 +sseK1 lpfD 1.443905 2.732358 -1.326335 -0.7077599 0.06383304 0.1679951 0.8665871 +sseK1 avrA 1.159572 1.291145 -0.9056283 -1.083206 -1.001602 -1.774446 0.07598939 +sseK1 slrP 1.334896 0.8541888 -1.238471 -0.8080789 -0.2482884 -0.3790402 0.704658 +sseK1 lpfB 1.291145 1.595076 -1.255335 0.1472436 0.4398192 0.9260174 0.3544369 +sseK1 lpfA 1.291145 1.595076 -1.255335 0.1472436 0.4398192 0.9260174 0.3544369 +sseK1 flgL 1.501344 0.9305849 -1.355613 0.9966486 -0.08240432 -0.1652581 0.8687409 +sseK1 PA2366 1.340277 3.247104 -1.271089 0.3943173 -0.7958269 -1.987157 0.04690504 +sseK1 cdtB.1 1.137409 1.011739 -1.086009 -0.9418499 -1.06839 -2.027738 0.04258698 +tssA mig.5 1.445874 4.646347 1.186286 -1.056863 0.2891227 0.8333652 0.4046388 +tssA sifA 0.7383098 0.4439007 0.6828032 -0.4637697 1.358275 2.016162 0.04378301 +tssA fimZ 0.811195 0.211988 0.7571215 -0.2051322 1.252199 1.875891 0.06067018 +tssA iroB 0.7750439 0.2858872 0.7168048 -0.2975603 1.203411 1.752747 0.07964544 +tssA iroD 0.7750439 0.2858872 0.7168048 -0.2975603 1.203411 1.752747 0.07964544 +tssA sseL 1.279393 1.071489 1.095238 -1.102595 0.09484342 0.1967872 0.8439941 +tssA fimY 0.811195 0.211988 0.7571215 -0.2051322 1.252199 1.875891 0.06067018 +tssA fimC 0.7746184 0.2813759 0.7165269 -0.3019146 1.211722 1.769472 0.07681516 +tssA sseJ 0.7720229 0.302183 0.7143611 -0.3232248 1.247382 1.834211 0.06662261 +tssA misL 1.165978 0.8566367 1.018558 -0.7383394 0.3176331 0.5315297 0.5950517 +tssA vipB 1.273774 0.9326325 1.11678 -1.079824 0.7068408 1.539765 0.1236175 +tssA sspH2 0.9636755 1.325484 0.872684 -1.304462 0.9861709 1.814567 0.06959041 +tssA gtrB 1.012422 1.057589 0.9232671 -1.070477 0.8721054 1.585265 0.1129061 +tssA sodC1 1.329028 2.22958 1.100444 -0.79512 0.1607011 0.3985214 0.6902459 +tssA fha 1.803806 1.477031 1.522018 1.357334 1.314083 2.892937 0.003816578 +tssA sifB 0.7380075 0.4440705 0.6825031 -0.4628802 1.355563 2.010775 0.04434921 +tssA vasK.icmF 1.803806 1.477031 1.522018 1.357334 1.314083 2.892937 0.003816578 +tssA fimW 0.7575504 0.404025 0.7063153 -0.4145727 1.367326 2.048725 0.04048903 +tssA ssaQ 0.7740281 0.2810428 0.715872 -0.3005151 1.203061 1.751953 0.07978189 +tssA steA 0.7675715 0.4130964 0.7140697 -0.4223837 1.413117 2.135177 0.03274653 +tssA spvB 1.205293 3.519762 1.055582 -0.558633 -0.3500897 -0.8248955 0.4094309 +tssA tssJ 1.803806 1.477031 1.522018 1.357334 1.314083 2.892937 0.003816578 +tssA ssaR 0.7326769 0.4439186 0.6769209 -0.4494438 1.30602 1.911966 0.05588061 +tssA iroE 0.7750439 0.2858872 0.7168048 -0.2975603 1.203411 1.752747 0.07964544 +tssA ssaT 0.7745729 0.2814555 0.7164716 -0.3016786 1.210732 1.767477 0.07714839 +tssA tssA.1 1.803806 1.477031 1.522018 1.357334 1.314083 2.892937 0.003816578 +tssA sseB 0.7745388 0.2835842 0.7163356 -0.2988943 1.202855 1.751514 0.07985749 +tssA STM0266 1.60788 1.515466 -0.3029143 -0.9431062 1.13829 1.810067 0.07028539 +tssA sptP 1.072035 0.9181593 0.9940945 -0.7556385 0.6387129 1.142327 0.253318 +tssA STM0283 1.306854 2.476164 1.114735 -1.561191 -0.06402459 -0.1598154 0.8730265 +tssA rck 1.438299 4.785747 1.176465 -1.84369 0.221209 0.4811419 0.6304157 +tssA fimB 1.10354 1.672213 0.8361199 0.9538629 -0.8053588 -1.532001 0.1255222 +tssA impE 1.296765 2.364539 1.110181 -1.38269 -0.1618974 -0.3941007 0.6935067 +tssA allA 1.205413 1.456644 1.074392 -1.298195 0.4117145 0.8987015 0.3688117 +tssA STM0273 1.296765 2.364539 1.110181 -1.38269 -0.1618974 -0.3941007 0.6935067 +tssA KP1_RS17225 1.088464 4.24315 0.9847354 -0.8343557 -0.8297481 -1.737637 0.08227485 +tssA spvC 1.423229 5.299637 1.170952 -0.7947779 0.2619929 0.829406 0.4068747 +tssA STM0282 1.306854 2.476164 1.114735 -1.561191 -0.06402459 -0.1598154 0.8730265 +tssA STM0284 1.322801 2.639957 1.114727 -1.545191 0.04706936 0.116847 0.9069813 +tssA STM0275 1.261825 3.008429 1.08195 -0.7238892 -0.225143 -0.5416016 0.588093 +tssA spvD 1.22778 4.90699 1.062449 -1.525853 -0.1756477 -0.2990983 0.7648651 +tssA allR 1.205413 1.456644 1.074392 -1.298195 0.4117145 0.8987015 0.3688117 +tssA entD 1.310312 1.051586 1.113146 -0.1559258 -0.0271503 -0.06186336 0.9506716 +tssA tide1 2.367713 2.4679 -0.2027324 -1.529527 0.1787357 0.4293553 0.6676647 +tssA pefB 1.309205 4.93269 1.111252 -1.52505 -0.009513212 -0.02267791 0.9819072 +tssA gtrA 1.244246 1.736539 1.06787 -0.9840786 0.4033758 0.8949991 0.3707876 +tssA pefA 1.309205 4.93269 1.111252 -1.52505 -0.009513212 -0.02267791 0.9819072 +tssA orgA.sctK 1.096844 0.7431134 0.9972267 -0.8078956 0.4820557 0.8283492 0.4074728 +tssA STM0281 1.306854 2.476164 1.114735 -1.561191 -0.06402459 -0.1598154 0.8730265 +tssA STM0276 1.302854 2.419186 1.113606 -1.494558 -0.104854 -0.2593347 0.795377 +tssA pefC 1.201153 5.246977 1.044634 -1.723093 -0.2228451 -0.5159367 0.6058986 +tssA ratB 2.381357 2.395849 -0.1659588 -1.537002 0.1256133 0.291078 0.7709917 +tssA pipB 1.292041 0.9628156 1.058759 0.9924835 -0.5190045 -1.15938 0.2463012 +tssA STM0285 1.223658 2.864842 1.087862 -1.766112 -0.4124403 -0.9116859 0.3619341 +tssA shdA 1.322652 1.512232 1.114401 -0.5362075 0.06737002 0.1564448 0.8756824 +tssA pefD 1.201153 5.246977 1.044634 -1.723093 -0.2228451 -0.5159367 0.6058986 +tssA rfbD 0.7225603 0.9955451 0.5560378 0.7483631 -1.532993 -2.282913 0.02243547 +tssA STM0280 1.302854 2.419186 1.113606 -1.494558 -0.104854 -0.2593347 0.795377 +tssA rfbF 1.358409 2.192655 1.102565 -1.172909 0.3187508 0.7540679 0.4508084 +tssA STM0290 0.6781775 0.7764945 0.5754728 0.6641499 -1.368417 -1.969344 0.04891365 +tssA tae4 1.308536 2.570488 1.115049 -1.57129 -0.04606192 -0.1152816 0.9082219 +tssA STM0287 2.367713 2.4679 -0.2027324 -1.529527 0.1787357 0.4293553 0.6676647 +tssA csgB 1.625434 1.431266 -0.2695921 -0.8885709 1.148955 1.864796 0.06221001 +tssA sciB 1.327873 2.123619 1.10758 -1.050253 0.1757068 0.4178718 0.6760408 +tssA ssaG 1.141564 0.5565887 1.027898 -0.6228232 0.3764582 0.6413322 0.5213069 +tssA STM0286 1.224006 2.752776 1.087507 -1.763061 -0.44187 -0.9817757 0.3262103 +tssA STM0268 1.296765 2.364539 1.110181 -1.38269 -0.1618974 -0.3941007 0.6935067 +tssA STM0289 1.306854 2.476164 1.114735 -1.561191 -0.06402459 -0.1598154 0.8730265 +tssA rfbG 1.358409 2.192655 1.102565 -1.172909 0.3187508 0.7540679 0.4508084 +tssA gogB 1.096833 1.092104 0.9302475 0.9298259 -0.5160484 -0.8889419 0.3740343 +tssA sopD2 1.093676 0.7408742 0.9957541 -0.8082729 0.4950425 0.8545239 0.3928148 +tssA STM0278 1.311335 2.557461 1.114428 -1.591354 -0.02062248 -0.05167009 0.9587916 +tssA STM0269 1.296765 2.364539 1.110181 -1.38269 -0.1618974 -0.3941007 0.6935067 +tssA STM0271 1.300067 2.382252 1.113237 -1.457561 -0.1511923 -0.372557 0.7094781 +tssA traJ 1.6194 3.901543 1.249047 -1.483405 0.5526052 1.083798 0.2784542 +tssA pipB2 1.326265 1.970978 1.076388 -0.4484613 0.447797 1.03787 0.2993308 +tssA hcp1.tssD1 1.806446 1.110681 1.497621 1.078215 1.081452 2.126814 0.03343552 +tssA ssaO 1.062213 0.8763965 0.971761 -0.9375342 0.5719266 0.9930053 0.3207074 +tssA allD 1.176898 1.587631 1.044868 -1.551209 0.5334738 1.18115 0.237543 +tssA allB 1.176452 1.581813 1.044588 -1.555731 0.5332456 1.180579 0.2377699 +tssA allC 1.183342 1.538159 1.053722 -1.494334 0.497578 1.096049 0.2730573 +tssA iucA 1.110081 0.9595464 0.9663424 0.8738172 -0.4715531 -0.8117479 0.4169363 +tssA iucB 1.110081 0.9595464 0.9663424 0.8738172 -0.4715531 -0.8117479 0.4169363 +tssA cdtB 0.7920805 0.310807 0.7075691 0.2758231 -1.131504 -1.619392 0.1053628 +tssA iucC 1.141698 0.8104208 0.9973372 0.7598261 -0.3885048 -0.6615527 0.5082579 +tssA sinH 1.316539 1.802442 1.118477 0.4412219 -0.06657757 -0.1573259 0.874988 +tssA tssF 0.7914404 0.3119787 0.707966 0.2706732 -1.08868 -1.53144 0.1256607 +tssA iucD 1.141698 0.8104208 0.9973372 0.7598261 -0.3885048 -0.6615527 0.5082579 +tssA iutA 1.141698 0.8104208 0.9973372 0.7598261 -0.3885048 -0.6615527 0.5082579 +tssA hcp.tssD 1.198016 1.576559 1.059924 -1.821431 -0.3943396 -0.8042232 0.4212681 +tssA icsP.sopA 1.236501 0.6461447 1.062804 0.5760513 -0.1596404 -0.2557498 0.7981441 +tssA fyuA 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 +tssA ybtT 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 +tssA ybtU 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 +tssA nleC 0.8589129 0.06618318 0.7708108 0.05848684 -0.9296888 -1.282071 0.1998178 +tssA irp1 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 +tssA irp2 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 +tssA ybtQ 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 +tssA ybtX 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 +tssA ybtS 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 +tssA ybtA 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 +tssA cesT 0.7935595 0.3218691 0.7094131 0.2655318 -1.044722 -1.438688 0.1502389 +tssA vipA.tssB 0.8661183 0.07366758 0.7769283 0.05559615 -0.8775365 -1.176059 0.2395714 +tssA wbtL.1 1.275776 6.327928 1.113825 0.287687 0.3590276 1.305271 0.1918007 +tssA galU 1.31268 3.473149 1.059313 -0.611806 0.3705642 0.8859538 0.3756424 +tssA fliH 0.7444454 0.4607292 0.6601698 0.4200068 -1.171407 -1.649428 0.09906008 +tssA clpV1 1.361333 3.136948 1.103583 -1.628108 0.1694971 0.419928 0.674538 +tssA tviA 1.139212 1.330275 0.993597 -0.8192045 -0.3370461 -0.4658881 0.6412956 +tssA tviB 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA tviC 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA tviD 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA tviE 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA vexA 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA vexB 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA vexC 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA flgM 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA vexD 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA vexE 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 +tssA clpV.tssH 1.292713 2.096605 1.042816 1.923867 -0.3347478 -0.8501707 0.3952302 +tssA ipfE 1.160245 1.654505 1.032715 0.06076966 -0.5003051 -1.000741 0.3169521 +tssA sopA 1.269063 2.150909 1.060133 -0.9037645 0.2616002 0.6075013 0.5435183 +tssA PA2367 1.276239 3.097834 1.14558 -0.7558052 -0.499753 -1.279494 0.2007233 +tssA lpfD 1.25268 2.73462 1.094452 -0.7800437 -0.2063219 -0.4645568 0.6422489 +tssA avrA 1.263509 1.980846 1.047893 -1.004322 0.2254811 0.5072062 0.6120101 +tssA slrP 1.177798 0.8399068 1.011961 -0.7808139 0.2870128 0.464944 0.6419715 +tssA lpfB 1.160245 1.654505 1.032715 0.06076966 -0.5003051 -1.000741 0.3169521 +tssA lpfA 1.160245 1.654505 1.032715 0.06076966 -0.5003051 -1.000741 0.3169521 +tssA flgL 1.086338 0.7352221 0.9711041 0.7810633 -0.5626142 -0.9838654 0.3251817 +tssA PA2366 1.124193 2.17173 0.9825204 0.6937801 -1.124987 -2.237553 0.02525025 +tssA cdtB.1 1.38612 1.551671 1.185361 -1.482821 -0.6181196 -1.557661 0.1193137 +mig.5 sifA 4.663004 0.8417567 -1.369116 -0.900498 0.2146208 0.4328637 0.6651138 +mig.5 fimZ 4.606997 0.6162047 -1.177572 -0.5276845 -0.04300012 -0.08457737 0.9325974 +mig.5 iroB 4.613713 0.669728 -1.208166 -0.7056269 -0.003067908 -0.00566923 0.9954766 +mig.5 iroD 4.613713 0.669728 -1.208166 -0.7056269 -0.003067908 -0.00566923 0.9954766 +mig.5 sseL 4.67112 1.003534 -1.423604 -1.030932 0.2877978 NaN NaN +mig.5 fimY 4.606997 0.6162047 -1.177572 -0.5276845 -0.04300012 -0.08457737 0.9325974 +mig.5 fimC 4.569373 0.7964043 -0.7987775 -0.8752441 -0.6008895 -1.443752 0.1488086 +mig.5 sseJ 4.631468 0.6585863 -1.290076 -0.7180223 0.1056304 0.2133222 0.8310757 +mig.5 misL 4.406339 1.276985 -0.8955659 -0.7999249 -0.560843 -1.442956 0.1490329 +mig.5 vipB 3.112933 0.770944 -1.556635 -1.002005 1.020462 2.211397 0.02700839 +mig.5 sspH2 4.72052 1.502139 -1.58587 -1.443044 0.6103562 1.287932 0.1977698 +mig.5 gtrB 4.701151 1.2364 -1.505127 -1.233173 0.417159 0.8508985 0.3948257 +mig.5 sodC1 4.846381 2.135776 -1.29211 -0.5507845 0.6901283 1.680032 0.09295115 +mig.5 fha 4.476021 1.351565 -0.9535059 1.078896 0.4552861 1.226904 0.2198586 +mig.5 sifB 4.665852 0.8446334 -1.363147 -0.9007128 0.2065569 0.4159681 0.6774334 +mig.5 vasK.icmF 4.476021 1.351565 -0.9535059 1.078896 0.4552861 1.226904 0.2198586 +mig.5 fimW 4.625894 0.8568964 -1.28424 -0.8768434 0.09351812 0.1799901 0.8571603 +mig.5 ssaQ 4.547372 0.7724637 -0.8299139 -0.8467879 -0.5028356 -1.109592 0.2671748 +mig.5 steA 4.661872 0.8612251 -1.344825 -0.8460878 0.1846801 0.3741823 0.7082687 +mig.5 spvB 4.481761 3.831888 -1.616876 1.029506 1.775144 3.713607 0.0002043259 +mig.5 tssJ 4.476021 1.351565 -0.9535059 1.078896 0.4552861 1.226904 0.2198586 +mig.5 ssaR 4.564865 1.013667 -0.9282355 -1.044934 -0.3798635 -0.8507631 0.3949009 +mig.5 iroE 4.613713 0.669728 -1.208166 -0.7056269 -0.003067908 -0.00566923 0.9954766 +mig.5 ssaT 4.613184 0.6605052 -1.206471 -0.7197568 -0.005274071 -0.01003691 0.9919918 +mig.5 tssA.1 4.476021 1.351565 -0.9535059 1.078896 0.4552861 1.226904 0.2198586 +mig.5 sseB 4.613099 0.6666952 -1.202976 -0.7109997 -0.009385919 -0.0172639 0.9862261 +mig.5 STM0266 4.615148 2.295697 -1.211077 -1.316815 0.001781949 0.005478252 0.995629 +mig.5 sptP 4.380085 1.159443 -0.9736886 -0.2205517 -0.5447684 -1.481504 0.1384724 +mig.5 STM0283 4.637335 2.40089 -1.226923 -1.505114 0.1073218 0.3497687 0.7265123 +mig.5 rck 4.823455 4.793906 0.119002 -1.988392 1.335429 2.153556 0.03127499 +mig.5 fimB 4.150525 1.370316 -1.572731 1.166562 -0.8988562 -1.725711 0.08439933 +mig.5 impE 4.617681 2.295881 -1.213479 -1.308084 0.01607874 0.0519393 0.9585771 +mig.5 allA 4.554136 1.68898 -1.164999 -1.427084 -0.1169993 -0.3375773 0.7356817 +mig.5 STM0273 4.617681 2.295881 -1.213479 -1.308084 0.01607874 0.0519393 0.9585771 +mig.5 KP1_RS17225 4.573315 4.237937 -1.340822 -0.4569146 -0.3149335 -0.953829 0.3401702 +mig.5 spvC 4.828367 5.341631 -1.139239 0.09324673 1.315803 2.234503 0.02544998 +mig.5 STM0282 4.637335 2.40089 -1.226923 -1.505114 0.1073218 0.3497687 0.7265123 +mig.5 STM0284 4.671514 2.593787 -1.216119 -1.484276 0.2021041 0.6703371 0.5026429 +mig.5 STM0275 4.613672 2.968795 -1.206128 -0.5852868 0.01513902 0.04718924 0.9623624 +mig.5 spvD 4.712884 5.084732 0.2437774 -1.235676 1.835334 3.792127 0.0001493625 +mig.5 allR 4.554136 1.68898 -1.164999 -1.427084 -0.1169993 -0.3375773 0.7356817 +mig.5 entD 4.341626 1.029645 -1.167105 -0.2564163 -0.3162314 -0.8355011 0.4034356 +mig.5 tide1 4.70321 2.473388 -1.241893 -1.541681 0.1512037 0.472012 0.6369182 +mig.5 pefB 4.90203 5.047222 0.1155228 -1.613988 1.503664 2.964649 0.003030289 +mig.5 gtrA 4.496152 2.029044 -1.14726 -0.9639631 -0.1975652 -0.5693831 0.5690962 +mig.5 pefA 4.90203 5.047222 0.1155228 -1.613988 1.503664 2.964649 0.003030289 +mig.5 orgA.sctK 4.52406 1.060183 -0.8407398 -1.137791 -0.5677156 -1.504711 0.1323983 +mig.5 STM0281 4.637335 2.40089 -1.226923 -1.505114 0.1073218 0.3497687 0.7265123 +mig.5 STM0276 4.630158 2.347381 -1.221893 -1.431091 0.07003304 0.2274215 0.820096 +mig.5 pefC 4.959954 5.493841 -0.1478972 -1.567895 1.226741 2.52469 0.01158005 +mig.5 ratB 4.570065 2.457973 -1.201213 -1.61389 -0.07331159 -0.2329883 0.8157705 +mig.5 pipB 3.136518 0.7210661 -1.523326 0.9092199 -1.026295 -2.160163 0.03076009 +mig.5 STM0285 4.6513 2.549391 -1.230689 -1.57475 0.1771571 0.5842276 0.5590672 +mig.5 shdA 3.239584 1.337463 -1.631122 -0.8068929 -0.8943418 -2.158155 0.03091581 +mig.5 pefD 4.959954 5.493841 -0.1478972 -1.567895 1.226741 2.52469 0.01158005 +mig.5 rfbD 4.224901 1.277447 -1.568392 1.125084 -0.8256206 -1.628801 0.1033552 +mig.5 STM0280 4.630158 2.347381 -1.221893 -1.431091 0.07003304 0.2274215 0.820096 +mig.5 rfbF 4.416614 2.338608 -1.231731 -1.439012 -0.2531253 -0.7753748 0.4381182 +mig.5 STM0290 4.322673 1.089096 -1.717778 0.9724965 -0.6695614 -1.473741 0.1405512 +mig.5 tae4 4.57661 2.631896 -1.217972 -1.623514 -0.197241 -0.6462021 0.5181485 +mig.5 STM0287 4.70321 2.473388 -1.241893 -1.541681 0.1512037 0.472012 0.6369182 +mig.5 csgB 4.636457 2.245832 -1.216665 -1.194005 0.03315429 0.1010959 0.9194743 +mig.5 sciB 4.575026 2.198573 -1.198129 -1.156906 -0.06003969 -0.1827452 0.8549979 +mig.5 ssaG 4.476046 0.8226304 -0.7887548 -0.8859373 -0.6509145 -1.683435 0.09229091 +mig.5 STM0286 4.64407 2.458561 -1.22984 -1.560604 0.1429335 0.4682533 0.6396035 +mig.5 STM0268 4.617681 2.295881 -1.213479 -1.308084 0.01607874 0.0519393 0.9585771 +mig.5 STM0289 4.637335 2.40089 -1.226923 -1.505114 0.1073218 0.3497687 0.7265123 +mig.5 rfbG 4.416614 2.338608 -1.231731 -1.439012 -0.2531253 -0.7753748 0.4381182 +mig.5 gogB 4.691237 1.370634 -1.033935 1.181471 0.2090913 0.3054211 0.7600455 +mig.5 sopD2 4.458818 1.052546 -0.8779608 -1.136898 -0.5447061 -1.451074 0.1467592 +mig.5 STM0278 4.572208 2.620908 -1.221631 -1.644561 -0.1743326 -0.5725321 0.5669616 +mig.5 STM0269 4.617681 2.295881 -1.213479 -1.308084 0.01607874 0.0519393 0.9585771 +mig.5 STM0271 4.618954 2.311887 -1.216838 -1.383145 0.02798092 0.09066652 0.9277576 +mig.5 traJ 4.692324 1.464044 0.3800094 1.425425 2.342615 3.979031 6.919666e-05 +mig.5 pipB2 4.477468 2.080439 -1.188969 -0.6423901 -0.1555923 -0.4278406 0.6687672 +mig.5 hcp1.tssD1 4.57134 0.8570337 -1.318272 0.8090406 -0.1506219 -0.337498 0.7357415 +mig.5 ssaO 4.449294 1.297714 -0.7931065 -1.374503 -0.7500349 -2.037296 0.04162038 +mig.5 allD 4.389761 2.010262 -1.122258 -1.867638 -0.4566182 -1.340461 0.1800955 +mig.5 allB 4.277633 2.101153 -1.155453 -1.968045 -0.714112 -1.908099 0.05637847 +mig.5 allC 4.347919 1.948099 -1.115482 -1.799915 -0.4923674 -1.444171 0.1486909 +mig.5 iucA 4.668756 1.028283 -1.401455 0.9623113 -0.2608442 -0.5304052 0.595831 +mig.5 iucB 4.668756 1.028283 -1.401455 0.9623113 -0.2608442 -0.5304052 0.595831 +mig.5 cdtB 4.635268 0.6660126 -1.272849 0.6314874 -0.08295682 -0.1655101 0.8685425 +mig.5 iucC 4.65955 0.8723543 -1.352927 0.8334514 -0.1936354 -0.3964031 0.6918077 +mig.5 sinH 4.039317 1.704992 -1.187775 0.3031481 -0.5277269 -0.7694835 0.4416064 +mig.5 tssF 4.609881 0.6946634 -1.18346 0.6433432 0.03343446 0.06137641 0.9510594 +mig.5 iucD 4.65955 0.8723543 -1.352927 0.8334514 -0.1936354 -0.3964031 0.6918077 +mig.5 iutA 4.65955 0.8723543 -1.352927 0.8334514 -0.1936354 -0.3964031 0.6918077 +mig.5 hcp.tssD 4.456249 1.399382 -1.042368 -1.563443 0.3211421 0.8501199 0.3952584 +mig.5 icsP.sopA 4.63316 0.6711802 -1.268501 0.5993934 -0.07711876 -0.152937 0.878448 +mig.5 fyuA 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 +mig.5 ybtT 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 +mig.5 ybtU 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 +mig.5 nleC 4.59358 0.3333455 -1.151931 0.3370815 0.0765588 0.1447408 0.8849156 +mig.5 irp1 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 +mig.5 irp2 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 +mig.5 ybtQ 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 +mig.5 ybtX 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 +mig.5 ybtS 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 +mig.5 ybtA 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 +mig.5 cesT 4.609732 0.71474 -1.19131 0.5994173 0.02400062 0.04134482 0.967021 +mig.5 vipA.tssB 4.584992 0.3836184 -0.9537491 0.3576735 0.3006928 0.4701566 0.6382431 +mig.5 wbtL.1 3.76648 3.553379 -1.824231 -2.37283 -1.661204 -5.922511 3.170636e-09 +mig.5 galU 4.434963 4.131007 -1.666315 -1.442187 -1.162602 -2.665601 0.007685074 +mig.5 fliH 4.636684 0.869784 -1.300927 0.8125509 -0.117568 -0.2215095 0.8246957 +mig.5 clpV1 4.459643 3.633126 -1.694242 -2.114317 -0.9089203 -2.292576 0.0218724 +mig.5 tviA 4.509273 1.545153 -0.7466303 -0.6354403 0.5769071 1.015465 0.3098843 +mig.5 tviB 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 tviC 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 tviD 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 tviE 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 vexA 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 vexB 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 vexC 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 flgM 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 vexD 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 vexE 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 +mig.5 clpV.tssH 4.300206 3.43103 -1.449689 1.787757 0.9587015 2.696882 0.006999216 +mig.5 ipfE 4.593467 1.741534 -1.214605 0.2559982 -0.01629841 -0.04108091 0.9672314 +mig.5 sopA 4.566671 2.299217 -1.190569 -1.00001 -0.07527731 -0.2148358 0.8298954 +mig.5 PA2367 4.529881 2.994181 -1.172017 -0.5615616 -0.1428625 -0.4417004 0.658706 +mig.5 lpfD 4.482455 2.707136 -1.241201 -0.7363549 -0.114826 -0.3028681 0.7619903 +mig.5 avrA 4.574267 3.016891 -1.187709 -0.3014997 -0.09700734 -0.3061546 0.7594869 +mig.5 slrP 4.564534 0.8659824 -1.34261 -0.8133148 0.1971578 0.45056 0.6523067 +mig.5 lpfB 4.593467 1.741534 -1.214605 0.2559982 -0.01629841 -0.04108091 0.9672314 +mig.5 lpfA 4.593467 1.741534 -1.214605 0.2559982 -0.01629841 -0.04108091 0.9672314 +mig.5 flgL 4.662686 0.8419475 -1.370223 0.8990185 -0.2154642 -0.4338453 0.6644008 +mig.5 PA2366 4.59413 2.514809 -1.240633 0.8083448 -0.3867634 -1.062775 0.2878841 +mig.5 cdtB.1 4.816055 1.47385 -1.227637 -1.343288 -0.2690273 -0.7679952 0.44249 +sifA fimZ 0.8865352 0.58814 -0.9600439 -0.5256399 -0.05927211 -0.09373589 0.925319 +sifA iroB 1.173513 0.8444573 -1.241252 -0.863006 0.7610149 1.264786 0.2059481 +sifA iroD 1.173513 0.8444573 -1.241252 -0.863006 0.7610149 1.264786 0.2059481 +sifA sseL 1.054173 1.283411 -1.098439 -1.263882 0.4421852 0.8094918 0.4182323 +sifA fimY 0.8865352 0.58814 -0.9600439 -0.5256399 -0.05927211 -0.09373589 0.925319 +sifA fimC 0.8960532 0.6513742 -0.9677676 -0.7124781 -0.02412537 -0.03769016 0.9699347 +sifA sseJ 0.8746931 0.6597061 -0.9484114 -0.7284997 -0.08413388 -0.1346152 0.8929161 +sifA misL 0.4978849 0.5184709 -0.5205857 -0.4922349 -1.195818 -1.739497 0.08194742 +sifA vipB 0.8853778 1.145167 -0.9363746 -1.44934 0.3769008 0.7354875 0.4620426 +sifA sspH2 0.9106145 3.484257 -0.9688741 -0.1689977 0.4612199 1.117733 0.2636812 +sifA gtrB 0.9554462 1.495322 -1.012689 -1.415377 0.1820981 0.3451528 0.7299795 +sifA sodC1 0.9014471 2.214995 -0.976837 -0.8105723 -0.1386638 -0.3125534 0.7546199 +sifA fha 0.4677643 0.6455416 -0.4886579 0.5925386 1.276748 1.874654 0.06084035 +sifA sifB 1.112309 1.112463 -1.151022 -1.144584 0.5902126 1.044892 0.2960729 +sifA vasK.icmF 0.4677643 0.6455416 -0.4886579 0.5925386 1.276748 1.874654 0.06084035 +sifA fimW 0.8282506 0.7966867 -0.9100415 -0.8467318 -0.2253697 -0.3721655 0.7097696 +sifA ssaQ 0.9029068 0.6558945 -0.9740516 -0.712277 -0.006033127 -0.009337424 0.9925499 +sifA steA 0.9010249 0.755035 -0.9264888 0.7985256 0.9456925 1.694395 0.09019016 +sifA spvB 0.9858457 4.454659 -1.057717 -0.4686519 -0.3725599 -0.9761672 0.3289816 +sifA tssJ 0.4677643 0.6455416 -0.4886579 0.5925386 1.276748 1.874654 0.06084035 +sifA ssaR 1.099823 1.070807 -1.162769 -1.077238 0.5465918 0.97905 0.3275553 +sifA iroE 1.173513 0.8444573 -1.241252 -0.863006 0.7610149 1.264786 0.2059481 +sifA ssaT 0.8968088 0.6521568 -0.9684588 -0.7122134 -0.02210206 -0.0344954 0.9724821 +sifA tssA.1 0.4677643 0.6455416 -0.4886579 0.5925386 1.276748 1.874654 0.06084035 +sifA sseB 0.9033106 0.6625989 -0.9744228 -0.7068675 -0.005002306 -0.007742554 0.9938224 +sifA STM0266 0.8972503 2.233058 -0.9788419 -1.272744 -0.1309441 -0.2697441 0.7873571 +sifA sptP 0.8006058 1.010812 -0.8898866 -0.8779545 -0.3457891 -0.5725802 0.566929 +sifA STM0283 0.8854337 2.310105 -0.9768102 -1.466978 -0.2337055 -0.4777757 0.6328098 +sifA rck 0.9617688 4.683994 -1.044523 -1.830427 -0.1681867 -0.3043714 0.760845 +sifA fimB 0.6614986 1.374594 -0.7352714 1.216966 0.8135209 1.492128 0.1356656 +sifA impE 0.8973859 2.23715 -0.9790015 -1.269543 -0.1313871 -0.2705426 0.7867428 +sifA allA 0.9066355 1.636733 -0.9770113 -1.417449 0.007121403 0.01370263 0.9890672 +sifA STM0273 0.8973859 2.23715 -0.9790015 -1.269543 -0.1313871 -0.2705426 0.7867428 +sifA KP1_RS17225 0.9124145 4.285164 -0.9837843 -0.2119222 -0.07834703 -0.2363103 0.8131919 +sifA spvC 0.8069303 5.261128 -0.8595356 -1.230634 0.3485043 0.7465124 0.4553579 +sifA STM0282 0.8854337 2.310105 -0.9768102 -1.466978 -0.2337055 -0.4777757 0.6328098 +sifA STM0284 0.65623 1.347112 -0.7011499 1.166459 0.793838 1.451464 0.1466508 +sifA STM0275 0.9024691 2.971863 -0.9720806 -0.6084479 0.02481647 0.05741073 0.954218 +sifA spvD 0.860754 5.050551 -0.9232403 -1.470723 0.1406585 0.2834689 0.7768174 +sifA allR 0.9066355 1.636733 -0.9770113 -1.417449 0.007121403 0.01370263 0.9890672 +sifA entD 0.8910814 1.066969 -0.9459877 -0.2347587 0.2434891 0.4610893 0.6447345 +sifA tide1 0.8827884 2.371509 -0.9773637 -1.509415 -0.2665798 -0.5443086 0.5862291 +sifA pefB 0.8844976 4.95221 -0.9514198 -1.56247 0.06435009 0.1274658 0.8985718 +sifA gtrA 0.918406 2.032875 -0.9798096 -0.9768794 0.1326635 0.2543741 0.7992065 +sifA pefA 0.8844976 4.95221 -0.9514198 -1.56247 0.06435009 0.1274658 0.8985718 +sifA orgA.sctK 0.8213801 0.821273 -0.9019609 -0.8990315 -0.2337284 -0.3848627 0.7003392 +sifA STM0281 0.8854337 2.310105 -0.9768102 -1.466978 -0.2337055 -0.4777757 0.6328098 +sifA STM0276 0.8904336 2.269261 -0.9778035 -1.392479 -0.1929967 -0.3956861 0.6923366 +sifA pefC 0.8943203 5.353453 -0.9631717 -1.61521 0.03307075 0.06630766 0.9471329 +sifA ratB 0.8934235 2.591386 -0.9408912 -1.733871 0.3282631 0.6305392 0.5283419 +sifA pipB 0.9011695 0.9995639 -0.9671496 1.11661 0.2677923 0.5423855 0.5875529 +sifA STM0285 0.8818504 2.438429 -0.9797449 -1.541599 -0.3015953 -0.6166653 0.5374555 +sifA shdA 0.9014041 1.546825 -0.9648433 -0.6173473 0.1078602 0.2128139 0.8314721 +sifA pefD 0.8943203 5.353453 -0.9631717 -1.61521 0.03307075 0.06630766 0.9471329 +sifA rfbD 0.6775749 1.296711 -0.7492754 1.175429 0.7395093 1.339274 0.1804814 +sifA STM0280 0.8904336 2.269261 -0.9778035 -1.392479 -0.1929967 -0.3956861 0.6923366 +sifA rfbF 0.8718657 2.411603 -0.9205459 -1.508448 0.3293107 0.6392681 0.5226485 +sifA STM0290 0.4065254 0.7960885 -0.427084 0.7331261 1.354579 2.00682 0.04476883 +sifA tae4 0.883601 2.387339 -0.9764338 -1.49009 -0.2486374 -0.5070033 0.6121525 +sifA STM0287 0.8827884 2.371509 -0.9773637 -1.509415 -0.2665798 -0.5443086 0.5862291 +sifA csgB 0.8637957 2.370002 -0.9091512 -1.417223 0.3912591 0.7556641 0.4498506 +sifA sciB 0.9033372 2.16132 -0.9795388 -1.109881 -0.0686441 -0.1414358 0.8875257 +sifA ssaG 0.8697 0.6365711 -0.9440793 -0.7083474 -0.1013754 -0.1632736 0.870303 +sifA STM0286 0.8819822 2.356968 -0.9771782 -1.521973 -0.2724429 -0.5565018 0.5778678 +sifA STM0268 0.8973859 2.23715 -0.9790015 -1.269543 -0.1313871 -0.2705426 0.7867428 +sifA STM0289 0.8854337 2.310105 -0.9768102 -1.466978 -0.2337055 -0.4777757 0.6328098 +sifA rfbG 0.8718657 2.411603 -0.9205459 -1.508448 0.3293107 0.6392681 0.5226485 +sifA gogB 0.4346014 0.7269148 -0.4564282 0.6759315 1.32552 1.958195 0.05020715 +sifA sopD2 0.818276 0.8187157 -0.8994076 -0.9003465 -0.2457491 -0.4064464 0.6844147 +sifA STM0278 0.8831602 2.376906 -0.9782048 -1.508588 -0.2718909 -0.5549747 0.578912 +sifA STM0269 0.8973859 2.23715 -0.9790015 -1.269543 -0.1313871 -0.2705426 0.7867428 +sifA STM0271 0.8935236 2.246364 -0.976822 -1.341827 -0.1481048 -0.3048402 0.7604878 +sifA traJ 0.4899042 0.828157 -0.516051 0.4079647 1.086644 1.442989 0.1490235 +sifA pipB2 0.9023586 2.116036 -0.9643446 -0.6503396 0.1405811 0.2842691 0.7762041 +sifA hcp1.tssD1 0.4865436 0.5046735 -0.510234 0.4781546 1.131326 1.624895 0.1041848 +sifA ssaO 0.7828639 0.9509109 -0.8698568 -1.030267 -0.3394724 -0.5694598 0.5690441 +sifA allD 0.8750639 1.747453 -0.9584068 -1.689789 -0.1352178 -0.2642571 0.7915818 +sifA allB 0.8746902 1.738596 -0.9581392 -1.696406 -0.1361915 -0.2663505 0.7899692 +sifA allC 0.8835696 1.696452 -0.9633155 -1.633819 -0.09858363 -0.1926845 0.8472061 +sifA iucA 0.7699948 0.973618 -0.837378 0.9315877 0.4069625 0.6909397 0.4896034 +sifA iucB 0.7699948 0.973618 -0.837378 0.9315877 0.4069625 0.6909397 0.4896034 +sifA cdtB 0.8724657 0.6629699 -0.941399 0.632293 0.09616666 0.1526578 0.8786681 +sifA iucC 0.8080918 0.838689 -0.8749277 0.8138877 0.2963648 0.493087 0.6219511 +sifA sinH 0.9044308 1.807356 -0.9748749 0.4782745 -0.03202126 -0.06769715 0.9460267 +sifA tssF 0.865774 0.6530648 -0.9296209 0.606066 0.119739 0.1903512 0.849034 +sifA iucD 0.8080918 0.838689 -0.8749277 0.8138877 0.2963648 0.493087 0.6219511 +sifA iutA 0.8080918 0.838689 -0.8749277 0.8138877 0.2963648 0.493087 0.6219511 +sifA hcp.tssD 0.9207301 1.457615 -0.9954986 -1.634108 -0.1122855 -0.2331512 0.815644 +sifA icsP.sopA 0.8938459 0.6862285 -0.9640492 0.611981 0.03164356 0.04886651 0.9610257 +sifA fyuA 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 +sifA ybtT 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 +sifA ybtU 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 +sifA nleC 1.000158 0.3674077 -1.079672 0.3634726 -0.254512 -0.3636364 0.7161295 +sifA irp1 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 +sifA irp2 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 +sifA ybtQ 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 +sifA ybtX 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 +sifA ybtS 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 +sifA ybtA 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 +sifA cesT 0.8970271 0.7012413 -0.966872 0.5876036 0.02213463 0.03324935 0.9734757 +sifA vipA.tssB 0.9955978 0.3619171 -1.084302 0.3377735 -0.2489195 -0.3508728 0.7256838 +sifA wbtL.1 0.8539897 6.543303 -0.8906652 -0.6441091 0.8785576 1.969583 0.04888614 +sifA galU 0.9003303 5.015966 -0.9598425 -0.2990006 0.3486535 1.081184 0.2796154 +sifA fliH 0.4854938 0.5046913 -0.5094942 0.4755354 1.122508 1.608451 0.1077364 +sifA clpV1 0.6264025 1.584345 -0.6712734 1.135216 0.8374643 1.510151 0.1310048 +sifA tviA 0.8074344 1.342145 -0.862679 -0.7858192 0.2673213 0.3722205 0.7097287 +sifA tviB 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA tviC 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA tviD 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA tviE 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA vexA 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA vexB 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA vexC 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA flgM 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA vexD 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA vexE 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 +sifA clpV.tssH 0.7867359 1.958027 -0.898467 1.862744 0.5705013 1.244132 0.2134511 +sifA ipfE 0.9662053 1.843254 -1.03394 0.3697824 -0.4064658 -0.8455319 0.3978139 +sifA sopA 0.8410455 1.696534 -0.9155733 -1.285126 -0.3079459 -0.6248238 0.5320867 +sifA PA2367 0.8810025 2.906545 -0.9564539 -0.317098 -0.2871622 -0.6744689 0.5000133 +sifA lpfD 0.9355273 2.626172 -1.023108 -0.4718315 -0.7321461 -1.605751 0.1083286 +sifA avrA 0.407316 0.9937235 -0.4271236 -0.8800655 -1.579272 -2.404768 0.01618275 +sifA slrP 0.8078277 0.8496356 -0.863273 -0.7955421 -0.2865184 -0.4709026 0.6377103 +sifA lpfB 0.9662053 1.843254 -1.03394 0.3697824 -0.4064658 -0.8455319 0.3978139 +sifA lpfA 0.9662053 1.843254 -1.03394 0.3697824 -0.4064658 -0.8455319 0.3978139 +sifA flgL 1.109044 1.109663 -1.14806 1.145307 -0.5842675 -1.03705 0.2997125 +sifA PA2366 0.8258558 3.096264 -0.8987966 0.1688679 -0.540697 -1.189955 0.2340641 +sifA cdtB.1 0.7419236 1.091585 -0.7808752 -1.031021 -0.7733676 -1.402649 0.1607215 +fimZ iroB 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +fimZ iroD 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +fimZ sseL 0.5389811 1.025466 -0.5155895 -1.076723 -0.2004671 -0.3321462 0.7397789 +fimZ fimY 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 +fimZ fimC 0.6107143 0.7431986 0.5919187 -0.7709862 0.6754283 1.019233 0.3080924 +fimZ sseJ 0.6663264 0.7284371 -0.4893236 -0.7863562 0.1686209 0.2287369 0.8190734 +fimZ misL 0.5660277 0.9284368 -0.5088484 -0.8122376 -0.1382438 -0.2217438 0.8245133 +fimZ vipB 0.5495922 0.9235368 -0.6304565 -1.12951 -0.5700228 -0.9735174 0.3302962 +fimZ sspH2 0.6125544 3.448657 -0.5305121 -0.03777819 0.06272533 0.1320358 0.894956 +fimZ gtrB 0.5911409 2.324148 -0.5351648 -0.4762608 0.8660217 1.48334 0.1379841 +fimZ sodC1 0.5472738 2.129434 -0.5818463 -0.7224675 -0.4351741 -0.8725389 0.3829144 +fimZ fha 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimZ sifB 0.5893135 0.8883598 -0.5254744 -0.9582571 -0.05556573 -0.08778856 0.9300447 +fimZ vasK.icmF 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimZ fimW 0.7245341 1.090575 0.6697107 -1.050359 1.26016 1.973043 0.0484907 +fimZ ssaQ 0.6138642 0.7455426 0.5875688 -0.7647206 0.6830105 1.030834 0.3026189 +fimZ steA 0.4883769 0.6608988 -0.4974825 0.6684788 1.549206 2.280465 0.0225801 +fimZ spvB 0.638398 3.950957 -0.5340724 -0.3004946 -0.322882 -0.7675527 0.442753 +fimZ tssJ 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimZ ssaR 0.6130244 0.9122351 -0.524249 -0.9339602 0.01246982 0.01933922 0.9845705 +fimZ iroE 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +fimZ ssaT 0.6110002 0.7440084 0.5915064 -0.7697608 0.6764874 1.020805 0.307347 +fimZ tssA.1 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimZ sseB 0.6125893 0.7586139 0.5888569 -0.7520467 0.6883143 1.037235 0.2996266 +fimZ STM0266 0.614706 2.355853 -0.5438661 -1.356032 0.1231996 0.1995586 0.8418258 +fimZ sptP 0.6561547 1.294446 -0.612861 -0.3643924 1.05441 1.627179 0.1036991 +fimZ STM0283 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimZ rck 0.5849968 4.532394 0.3320065 -1.613886 -0.668405 -1.165255 0.2439157 +fimZ fimB 0.1253329 1.102342 -0.111581 1.015587 1.53391 2.415766 0.01570214 +fimZ impE 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimZ allA 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 +fimZ STM0273 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimZ KP1_RS17225 0.5596381 4.235869 -0.4374964 -0.5986153 0.4776243 0.9927632 0.3208254 +fimZ spvC 0.6842886 5.103999 -0.4748881 -0.5800017 -0.5528143 -1.478421 0.1392951 +fimZ STM0282 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimZ STM0284 0.1130851 1.056558 -0.09478645 0.9762699 1.455113 2.277075 0.02278176 +fimZ STM0275 0.5585335 2.976851 -0.4860249 -0.8096991 0.3753912 0.6995444 0.4842119 +fimZ spvD 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0.5519196 0.9380001 -0.5891342 1.027245 0.6298662 1.089625 0.2758782 +fimZ STM0285 0.589802 2.535247 -0.4926365 -1.594426 -0.1356136 -0.2030585 0.8390893 +fimZ shdA 0.5679973 1.618216 -0.569808 -0.7969251 0.4888357 0.7928634 0.4278574 +fimZ pefD 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 +fimZ rfbD 0.1461358 1.031104 -0.1343939 0.9584009 1.46882 2.286563 0.02222133 +fimZ STM0280 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 +fimZ rfbF 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 +fimZ STM0290 0.1701113 0.8683916 -0.1551908 0.8048981 1.257365 1.898836 0.05758608 +fimZ tae4 0.6005275 2.503249 -0.5110056 -1.543255 -0.061064 -0.09277211 0.9260846 +fimZ STM0287 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 +fimZ csgB 0.6047349 2.297922 -0.5441156 -1.27062 0.1415849 0.2344909 0.8146039 +fimZ sciB 0.6069538 2.271283 -0.5563004 -1.217424 0.2295881 0.3776985 0.7056546 +fimZ ssaG 0.6642179 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0.5476046 1.023173 1.473792 0.1405377 +fimZ cesT 0.3210539 0.4312061 -0.3105443 0.3764284 0.8541405 1.186013 0.2356173 +fimZ vipA.tssB 0.392013 0.1690397 -0.3775868 0.152507 0.6504205 0.8628818 0.3882025 +fimZ wbtL.1 0.5767815 6.371885 -0.5217226 -0.5025023 0.6062206 1.278618 0.2010317 +fimZ galU 0.5859022 4.909924 -0.5018012 -0.5520009 0.5778732 1.206425 0.2276535 +fimZ fliH 0.2693066 0.5716087 -0.2596994 0.5411932 1.004854 1.442694 0.1491066 +fimZ clpV1 0.06270128 1.181956 -0.03419274 1.030008 1.501321 2.381619 0.0172367 +fimZ tviA 0.5855391 1.402921 -0.5160149 -0.7491824 0.07304119 0.09624482 0.9233261 +fimZ tviB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimZ tviC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimZ tviD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimZ tviE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimZ vexA 0.3918211 0.1683346 -0.3780893 0.1540655 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0.796194 +iroB sspH2 0.6324643 3.468769 -0.6548416 -0.4693515 0.7187647 1.334048 0.1821882 +iroB gtrB 0.6338436 2.271354 -0.6497274 -0.5702436 0.775155 1.307431 0.1910663 +iroB sodC1 0.6436766 2.139873 -0.6991111 -0.7318376 -0.2910511 -0.5437225 0.5866325 +iroB fha 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 +iroB sifB 0.8478493 1.178601 -0.8662127 -1.238806 0.7679461 1.273732 0.2027585 +iroB vasK.icmF 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 +iroB fimW 0.6755537 0.8908065 -0.7096761 -0.9119287 0.0215178 0.03299966 0.9736749 +iroB ssaQ 0.7473771 0.7333381 -0.7688437 -0.7799269 0.2193912 0.3214466 0.7478719 +iroB steA 0.5070526 0.5597535 -0.5080666 0.58041 1.440291 2.141279 0.03225156 +iroB spvB 0.6863775 3.78998 -0.7248674 -0.3413107 -0.1272957 -0.2813844 0.7784156 +iroB tssJ 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 +iroB ssaR 0.9498729 1.256645 -0.9296167 -1.21703 0.9176288 1.449164 0.1472918 +iroB iroE 1.006139 1.006141 -0.9765162 -0.9765185 1.106214 1.695708 0.08994112 +iroB ssaT 0.7407753 0.7292145 -0.7632284 -0.7800718 0.2044362 0.3017704 0.7628271 +iroB tssA.1 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 +iroB sseB 0.7479656 0.7420665 -0.7693094 -0.7732969 0.2216026 0.3245026 0.7455575 +iroB STM0266 0.6610681 2.376408 -0.6883575 -1.415694 0.2034317 0.3521735 0.7247081 +iroB sptP 0.6594978 1.168135 -0.6983039 -0.8391837 -0.03741395 -0.05129229 0.9590926 +iroB STM0283 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroB rck 0.7923185 4.646201 -0.8451456 -1.667626 -0.4037554 -0.6812294 0.4957264 +iroB fimB 0.5111114 1.439822 -0.5003697 1.211843 0.7154023 1.271506 0.2035486 +iroB impE 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroB allA 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 +iroB STM0273 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroB KP1_RS17225 0.6688157 4.269537 -0.7045986 -0.2550226 0.001162386 0.00274831 0.9978072 +iroB spvC 0.6371374 5.199754 -0.6690891 -1.067966 0.1247604 0.2365788 0.8129836 +iroB STM0282 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroB STM0284 0.2222929 1.011879 -0.2332587 0.9234441 1.390548 2.078022 0.03770733 +iroB STM0275 0.6097733 2.985973 -0.6352317 -0.8470546 0.3546814 0.6483584 0.5167532 +iroB spvD 0.6958336 5.002716 -0.734994 -1.306969 -0.09372576 -0.1702329 0.864827 +iroB allR 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 +iroB entD 0.5706744 1.045861 -0.5846471 -0.4357745 0.6815506 1.080193 0.2800562 +iroB tide1 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 +iroB pefB 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 +iroB gtrA 0.6546574 2.154062 -0.6736918 -1.046632 0.4803333 0.8168121 0.4140358 +iroB pefA 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 +iroB orgA.sctK 0.6686091 0.9054783 -0.7044777 -0.9704833 -0.0009179153 -0.001416241 0.99887 +iroB STM0281 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroB STM0276 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 +iroB pefC 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 +iroB ratB 0.6672703 2.477692 -0.6987467 -1.634199 0.09561347 0.1628377 0.8706462 +iroB pipB 0.6437075 0.9058656 -0.6300395 0.9743293 0.6484248 1.113227 0.265611 +iroB STM0285 0.6668371 2.666853 -0.6995987 -1.656446 0.06791161 0.1150004 0.9084448 +iroB shdA 0.6108626 1.586715 -0.6299668 -0.8255486 0.4862338 0.8148289 0.4151703 +iroB pefD 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 +iroB rfbD 0.5227263 1.355089 -0.5167929 1.178023 0.6400746 1.125297 0.2604632 +iroB STM0280 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 +iroB rfbF 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 +iroB STM0290 0.2523781 0.8347248 -0.2645625 0.7676767 1.208461 1.760336 0.07835085 +iroB tae4 0.6664949 2.604488 -0.6972931 -1.605835 0.1124958 0.1905295 0.8488942 +iroB STM0287 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 +iroB csgB 0.6518604 2.305553 -0.6799838 -1.316468 0.1926782 0.3372426 0.735934 +iroB sciB 0.6511947 2.269399 -0.6766322 -1.267019 0.2662413 0.4631337 0.6432685 +iroB ssaG 0.7119482 0.715836 -0.7388756 -0.7718884 0.1347696 0.2037352 0.8385604 +iroB STM0286 0.6670181 2.565459 -0.6989372 -1.642422 0.08622247 0.1462633 0.8837135 +iroB STM0268 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroB STM0289 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroB rfbG 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 +iroB gogB 0.2782068 0.7636374 -0.2912151 0.711131 1.175336 1.705762 0.08805245 +iroB sopD2 0.6648991 0.9023113 -0.7015708 -0.9719989 -0.01239984 -0.01921287 0.9846713 +iroB STM0278 0.2197699 1.0621 -0.2304083 0.9516264 1.431661 2.146515 0.03183189 +iroB STM0269 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroB STM0271 0.6646836 2.399254 -0.6924848 -1.483545 0.1856231 0.3203432 0.7487082 +iroB traJ 0.3516499 0.9648558 -0.367697 0.367408 0.8906082 1.086432 0.2772879 +iroB pipB2 0.6084674 2.123459 -0.6286856 -0.7994343 0.5096992 0.8641596 0.3875002 +iroB hcp1.tssD1 0.3291627 0.5409932 -0.3425676 0.5137036 0.983135 1.388813 0.1648897 +iroB ssaO 0.6343976 1.039614 -0.6779581 -1.104442 -0.1046245 -0.1636257 0.8700258 +iroB allD 0.6893226 1.923716 -0.7166312 -1.795517 0.1791558 0.2907534 0.7712399 +iroB allB 0.6892491 1.909579 -0.7166884 -1.805232 0.1758908 0.2861843 0.774737 +iroB allC 0.6920109 1.865369 -0.7181977 -1.734859 0.2082782 0.340747 0.733294 +iroB iucA 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 +iroB iucB 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 +iroB cdtB 0.6724587 0.6970119 -0.7092807 0.6557795 -0.0140547 -0.02186412 0.9825563 +iroB iucC 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 +iroB sinH 0.6618555 1.768909 -0.7061805 0.40842 0.1478132 0.2706097 0.7866912 +iroB tssF 0.3739326 0.3881009 -0.3889642 0.3638037 0.8702162 1.210163 0.2262165 +iroB iucD 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 +iroB iutA 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 +iroB hcp.tssD 0.6299199 1.187362 -0.7379614 -1.356445 -0.8033605 -1.381405 0.1671545 +iroB icsP.sopA 0.6864098 0.7164462 -0.7270246 0.6314655 -0.06485839 -0.099311 0.9208913 +iroB fyuA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroB ybtT 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroB ybtU 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroB nleC 0.7590478 0.3778017 -0.8213118 0.3859415 -0.3281722 -0.4782244 0.6324905 +iroB irp1 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroB irp2 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroB ybtQ 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroB ybtX 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroB ybtS 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroB ybtA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroB cesT 0.3741632 0.4036832 -0.3888203 0.3481118 0.8352817 1.148706 0.2506774 +iroB vipA.tssB 0.4376484 0.144501 -0.4557068 0.1282335 0.6510468 0.8688774 0.3849142 +iroB wbtL.1 0.6248295 6.387762 -0.6452252 -0.5519452 0.6511809 1.316829 0.187896 +iroB galU 0.6249908 4.902195 -0.6440638 -0.6233611 0.6271785 1.18647 0.2354366 +iroB fliH 0.3284062 0.5412646 -0.3419822 0.5109393 0.9752176 1.374902 0.1691618 +iroB clpV1 0.1899563 1.155604 -0.2018308 0.9717255 1.431961 2.141378 0.0322436 +iroB tviA 0.6391616 1.393105 -0.6720486 -0.7556597 0.08799134 0.1191269 0.9051748 +iroB tviB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB tviC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB tviD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB tviE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB vexA 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB vexB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB vexC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB flgM 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB vexD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB vexE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroB clpV.tssH 0.4841829 1.798982 -0.5964651 1.782658 0.7461856 1.212631 0.2252709 +iroB ipfE 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 +iroB sopA 0.5255509 1.410896 -0.5159922 -1.214406 -0.7420542 -1.311005 0.1898562 +iroB PA2367 0.2341453 1.130394 -0.2472688 -0.9901031 -1.512987 -2.28066 0.02256855 +iroB lpfD 0.7202213 2.726267 -0.7416074 -0.4189793 -0.5947131 -1.202252 0.2292658 +iroB avrA 0.2480663 1.028377 -0.2609945 -0.9090615 -1.418081 -2.116996 0.03426018 +iroB slrP 0.3255111 0.559932 -0.3386904 -0.5295878 -1.000483 -1.416119 0.1567408 +iroB lpfB 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 +iroB lpfA 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 +iroB flgL 0.845648 1.175979 -0.8641305 1.239857 -0.7636274 -1.26819 0.2047301 +iroB PA2366 0.6347344 2.471685 -0.6903931 0.856592 0.2773854 0.4894778 0.6245034 +iroB cdtB.1 0.3200976 0.8112825 -0.3289387 -0.7778396 -1.349969 -2.005142 0.04494786 +iroD sseL 0.8142749 1.37621 -0.8319776 -1.357085 0.65024 1.076535 0.2816883 +iroD fimY 0.7672403 0.6112593 -0.7442482 0.5903937 0.6908518 1.040207 0.2982438 +iroD fimC 0.7399514 0.7282922 -0.7625309 -0.7804175 0.2025002 0.2991797 0.7648029 +iroD sseJ 0.7175625 0.735598 -0.7437703 -0.7960976 0.1464003 0.2208431 0.8252146 +iroD misL 0.3381743 0.5541175 -0.3513506 -0.5272367 -1.038665 -1.480757 0.1386713 +iroD vipB 0.664109 1.092938 -0.6966516 -1.365586 0.1468438 0.2582759 0.796194 +iroD sspH2 0.6324643 3.468769 -0.6548416 -0.4693515 0.7187647 1.334048 0.1821882 +iroD gtrB 0.6338436 2.271354 -0.6497274 -0.5702436 0.775155 1.307431 0.1910663 +iroD sodC1 0.6436766 2.139873 -0.6991111 -0.7318376 -0.2910511 -0.5437225 0.5866325 +iroD fha 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 +iroD sifB 0.8478493 1.178601 -0.8662127 -1.238806 0.7679461 1.273732 0.2027585 +iroD vasK.icmF 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 +iroD fimW 0.6755537 0.8908065 -0.7096761 -0.9119287 0.0215178 0.03299966 0.9736749 +iroD ssaQ 0.7473771 0.7333381 -0.7688437 -0.7799269 0.2193912 0.3214466 0.7478719 +iroD steA 0.5070526 0.5597535 -0.5080666 0.58041 1.440291 2.141279 0.03225156 +iroD spvB 0.6863775 3.78998 -0.7248674 -0.3413107 -0.1272957 -0.2813844 0.7784156 +iroD tssJ 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 +iroD ssaR 0.9498729 1.256645 -0.9296167 -1.21703 0.9176288 1.449164 0.1472918 +iroD iroE 1.006139 1.006141 -0.9765162 -0.9765185 1.106214 1.695708 0.08994112 +iroD ssaT 0.7407753 0.7292145 -0.7632284 -0.7800718 0.2044362 0.3017704 0.7628271 +iroD tssA.1 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 +iroD sseB 0.7479656 0.7420665 -0.7693094 -0.7732969 0.2216026 0.3245026 0.7455575 +iroD STM0266 0.6610681 2.376408 -0.6883575 -1.415694 0.2034317 0.3521735 0.7247081 +iroD sptP 0.6594978 1.168135 -0.6983039 -0.8391837 -0.03741395 -0.05129229 0.9590926 +iroD STM0283 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroD rck 0.7923185 4.646201 -0.8451456 -1.667626 -0.4037554 -0.6812294 0.4957264 +iroD fimB 0.5111114 1.439822 -0.5003697 1.211843 0.7154023 1.271506 0.2035486 +iroD impE 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroD allA 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 +iroD STM0273 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroD KP1_RS17225 0.6688157 4.269537 -0.7045986 -0.2550226 0.001162386 0.00274831 0.9978072 +iroD spvC 0.6371374 5.199754 -0.6690891 -1.067966 0.1247604 0.2365788 0.8129836 +iroD STM0282 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroD STM0284 0.2222929 1.011879 -0.2332587 0.9234441 1.390548 2.078022 0.03770733 +iroD STM0275 0.6097733 2.985973 -0.6352317 -0.8470546 0.3546814 0.6483584 0.5167532 +iroD spvD 0.6958336 5.002716 -0.734994 -1.306969 -0.09372576 -0.1702329 0.864827 +iroD allR 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 +iroD entD 0.5706744 1.045861 -0.5846471 -0.4357745 0.6815506 1.080193 0.2800562 +iroD tide1 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 +iroD pefB 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 +iroD gtrA 0.6546574 2.154062 -0.6736918 -1.046632 0.4803333 0.8168121 0.4140358 +iroD pefA 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 +iroD orgA.sctK 0.6686091 0.9054783 -0.7044777 -0.9704833 -0.0009179153 -0.001416241 0.99887 +iroD STM0281 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroD STM0276 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 +iroD pefC 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 +iroD ratB 0.6672703 2.477692 -0.6987467 -1.634199 0.09561347 0.1628377 0.8706462 +iroD pipB 0.6437075 0.9058656 -0.6300395 0.9743293 0.6484248 1.113227 0.265611 +iroD STM0285 0.6668371 2.666853 -0.6995987 -1.656446 0.06791161 0.1150004 0.9084448 +iroD shdA 0.6108626 1.586715 -0.6299668 -0.8255486 0.4862338 0.8148289 0.4151703 +iroD pefD 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 +iroD rfbD 0.5227263 1.355089 -0.5167929 1.178023 0.6400746 1.125297 0.2604632 +iroD STM0280 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 +iroD rfbF 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 +iroD STM0290 0.2523781 0.8347248 -0.2645625 0.7676767 1.208461 1.760336 0.07835085 +iroD tae4 0.6664949 2.604488 -0.6972931 -1.605835 0.1124958 0.1905295 0.8488942 +iroD STM0287 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 +iroD csgB 0.6518604 2.305553 -0.6799838 -1.316468 0.1926782 0.3372426 0.735934 +iroD sciB 0.6511947 2.269399 -0.6766322 -1.267019 0.2662413 0.4631337 0.6432685 +iroD ssaG 0.7119482 0.715836 -0.7388756 -0.7718884 0.1347696 0.2037352 0.8385604 +iroD STM0286 0.6670181 2.565459 -0.6989372 -1.642422 0.08622247 0.1462633 0.8837135 +iroD STM0268 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroD STM0289 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroD rfbG 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 +iroD gogB 0.2782068 0.7636374 -0.2912151 0.711131 1.175336 1.705762 0.08805245 +iroD sopD2 0.6648991 0.9023113 -0.7015708 -0.9719989 -0.01239984 -0.01921287 0.9846713 +iroD STM0278 0.2197699 1.0621 -0.2304083 0.9516264 1.431661 2.146515 0.03183189 +iroD STM0269 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroD STM0271 0.6646836 2.399254 -0.6924848 -1.483545 0.1856231 0.3203432 0.7487082 +iroD traJ 0.3516499 0.9648558 -0.367697 0.367408 0.8906082 1.086432 0.2772879 +iroD pipB2 0.6084674 2.123459 -0.6286856 -0.7994343 0.5096992 0.8641596 0.3875002 +iroD hcp1.tssD1 0.3291627 0.5409932 -0.3425676 0.5137036 0.983135 1.388813 0.1648897 +iroD ssaO 0.6343976 1.039614 -0.6779581 -1.104442 -0.1046245 -0.1636257 0.8700258 +iroD allD 0.6893226 1.923716 -0.7166312 -1.795517 0.1791558 0.2907534 0.7712399 +iroD allB 0.6892491 1.909579 -0.7166884 -1.805232 0.1758908 0.2861843 0.774737 +iroD allC 0.6920109 1.865369 -0.7181977 -1.734859 0.2082782 0.340747 0.733294 +iroD iucA 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 +iroD iucB 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 +iroD cdtB 0.6724587 0.6970119 -0.7092807 0.6557795 -0.0140547 -0.02186412 0.9825563 +iroD iucC 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 +iroD sinH 0.6618555 1.768909 -0.7061805 0.40842 0.1478132 0.2706097 0.7866912 +iroD tssF 0.3739326 0.3881009 -0.3889642 0.3638037 0.8702162 1.210163 0.2262165 +iroD iucD 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 +iroD iutA 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 +iroD hcp.tssD 0.6299199 1.187362 -0.7379614 -1.356445 -0.8033605 -1.381405 0.1671545 +iroD icsP.sopA 0.6864098 0.7164462 -0.7270246 0.6314655 -0.06485839 -0.099311 0.9208913 +iroD fyuA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroD ybtT 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroD ybtU 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroD nleC 0.7590478 0.3778017 -0.8213118 0.3859415 -0.3281722 -0.4782244 0.6324905 +iroD irp1 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroD irp2 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroD ybtQ 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroD ybtX 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroD ybtS 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroD ybtA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroD cesT 0.3741632 0.4036832 -0.3888203 0.3481118 0.8352817 1.148706 0.2506774 +iroD vipA.tssB 0.4376484 0.144501 -0.4557068 0.1282335 0.6510468 0.8688774 0.3849142 +iroD wbtL.1 0.6248295 6.387762 -0.6452252 -0.5519452 0.6511809 1.316829 0.187896 +iroD galU 0.6249908 4.902195 -0.6440638 -0.6233611 0.6271785 1.18647 0.2354366 +iroD fliH 0.3284062 0.5412646 -0.3419822 0.5109393 0.9752176 1.374902 0.1691618 +iroD clpV1 0.1899563 1.155604 -0.2018308 0.9717255 1.431961 2.141378 0.0322436 +iroD tviA 0.6391616 1.393105 -0.6720486 -0.7556597 0.08799134 0.1191269 0.9051748 +iroD tviB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD tviC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD tviD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD tviE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD vexA 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD vexB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD vexC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD flgM 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD vexD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD vexE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroD clpV.tssH 0.4841829 1.798982 -0.5964651 1.782658 0.7461856 1.212631 0.2252709 +iroD ipfE 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 +iroD sopA 0.5255509 1.410896 -0.5159922 -1.214406 -0.7420542 -1.311005 0.1898562 +iroD PA2367 0.2341453 1.130394 -0.2472688 -0.9901031 -1.512987 -2.28066 0.02256855 +iroD lpfD 0.7202213 2.726267 -0.7416074 -0.4189793 -0.5947131 -1.202252 0.2292658 +iroD avrA 0.2480663 1.028377 -0.2609945 -0.9090615 -1.418081 -2.116996 0.03426018 +iroD slrP 0.3255111 0.559932 -0.3386904 -0.5295878 -1.000483 -1.416119 0.1567408 +iroD lpfB 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 +iroD lpfA 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 +iroD flgL 0.845648 1.175979 -0.8641305 1.239857 -0.7636274 -1.26819 0.2047301 +iroD PA2366 0.6347344 2.471685 -0.6903931 0.856592 0.2773854 0.4894778 0.6245034 +iroD cdtB.1 0.3200976 0.8112825 -0.3289387 -0.7778396 -1.349969 -2.005142 0.04494786 +sseL fimY 1.025466 0.5389811 -1.076723 -0.5155895 -0.2004671 -0.332234 0.7397126 +sseL fimC 1.044979 0.6189097 -1.087624 -0.6855614 -0.1274842 -0.2017599 0.8401044 +sseL sseJ 1.020047 0.6255389 -1.067941 -0.7000524 -0.1936845 -0.3157157 0.7522183 +sseL misL 0.6235351 0.492464 -0.6330559 -0.4650923 -1.286447 -1.883296 0.05966031 +sseL vipB 1.100706 1.06492 -1.128369 -1.321207 0.04930419 0.1090975 0.9131252 +sseL sspH2 1.116486 3.49217 -1.143361 -0.094781 0.2671504 0.7311023 0.4647166 +sseL gtrB 1.154748 2.361032 -1.141009 -0.5926339 0.6752682 1.435112 0.1512551 +sseL sodC1 1.082104 2.16346 -1.121672 -0.7540382 -0.2925516 -0.6947207 0.4872304 +sseL fha 0.9128398 0.9592074 -0.9410615 0.8565912 0.536558 0.9266887 0.3540882 +sseL sifB 1.289174 1.059152 -1.268414 -1.097157 0.4526681 0.8248868 0.4094358 +sseL vasK.icmF 0.9128398 0.9592074 -0.9410615 0.8565912 0.536558 0.9266887 0.3540882 +sseL fimW 0.9667637 0.7520479 -1.030515 -0.8150533 -0.3425546 -0.5796028 0.5621825 +sseL ssaQ 1.053207 0.6241406 -1.094208 -0.6861959 -0.1066925 -0.1668108 0.8675189 +sseL steA 1.14778 0.8306593 -1.13302 0.8863504 0.6060007 1.253287 0.2101013 +sseL spvB 1.127391 3.909057 -1.155914 -0.413905 -0.1203189 -0.2685531 0.7882736 +sseL tssJ 0.9128398 0.9592074 -0.9410615 0.8565912 0.536558 0.9266887 0.3540882 +sseL ssaR 1.279993 1.034281 -1.284095 -1.041987 0.4346059 0.7863313 0.4316734 +sseL iroE 1.37621 0.814275 -1.357085 -0.8319776 0.6502398 1.076476 0.2817143 +sseL ssaT 1.045877 0.6197363 -1.08834 -0.6854052 -0.1251927 -0.1978996 0.8431236 +sseL tssA.1 0.9128398 0.9592074 -0.9410615 0.8565912 0.536558 0.9266887 0.3540882 +sseL sseB 1.053489 0.6300698 -1.094447 -0.6812338 -0.1062327 -0.1662599 0.8679524 +sseL STM0266 1.10069 2.364384 -1.125002 -1.379721 0.1484239 0.3238418 0.7460578 +sseL sptP 0.9346831 0.9559224 -1.01037 -0.8552745 -0.4740068 -0.8172411 0.4137907 +sseL STM0283 1.055446 2.700429 -1.071222 -1.761725 0.5182697 1.036465 0.2999851 +sseL rck 1.136707 4.707354 -1.171195 -1.868862 -0.09621963 -0.1589078 0.8737415 +sseL fimB 0.994051 1.649675 -1.036516 1.300758 0.3665721 0.7870326 0.4312628 +sseL impE 0.8079263 2.243515 -0.8179596 -0.2381677 1.123817 1.391967 0.1639324 +sseL allA 1.054022 1.532557 -1.10688 -1.385775 -0.1808592 -0.3751546 0.7075455 +sseL STM0273 0.8079263 2.243515 -0.8179596 -0.2381677 1.123817 1.391967 0.1639324 +sseL KP1_RS17225 1.097439 4.264428 -1.13009 -0.2648724 0.02054221 0.06535946 0.9478878 +sseL spvC 1.14737 5.147093 -1.180235 -0.8645793 -0.1588802 -0.4057826 0.6849024 +sseL STM0282 1.055446 2.700429 -1.071222 -1.761725 0.5182697 1.036465 0.2999851 +sseL STM0284 0.5020212 0.9499402 -0.5050932 0.8677687 1.621035 2.468621 0.01356347 +sseL STM0275 0.5260768 0.8821435 -0.5301936 0.8032661 1.572073 2.3749 0.0175537 +sseL spvD 1.026056 5.061452 -1.054241 -1.513649 0.207576 0.3686599 0.7123812 +sseL allR 1.054022 1.532557 -1.10688 -1.385775 -0.1808592 -0.3751546 0.7075455 +sseL entD 1.056861 1.085636 -1.07135 -0.3138743 0.451327 0.8985474 0.3688938 +sseL tide1 1.100406 2.560477 -1.130975 -1.599966 0.04120838 0.08940311 0.9287616 +sseL pefB 1.052118 4.963731 -1.081895 -1.606091 0.1313809 0.2345232 0.8145789 +sseL gtrA 1.122293 2.15806 -1.12648 -1.041624 0.4055793 0.8785675 0.3796358 +sseL pefA 1.052118 4.963731 -1.081895 -1.606091 0.1313809 0.2345232 0.8145789 +sseL orgA.sctK 0.9619924 0.7833301 -1.02276 -0.8683648 -0.3411459 -0.5720041 0.5673192 +sseL STM0281 1.055446 2.700429 -1.071222 -1.761725 0.5182697 1.036465 0.2999851 +sseL STM0276 1.051881 2.62265 -1.065144 -1.701017 0.5488483 1.099214 0.2716745 +sseL pefC 1.064744 5.367936 -1.09531 -1.653363 0.094409 0.1774786 0.8591324 +sseL ratB 1.100927 2.458786 -1.130874 -1.608249 0.04964939 0.1082362 0.9138083 +sseL pipB 1.076784 0.9697597 -1.111691 1.058364 0.4903098 1.047166 0.295023 +sseL STM0285 1.052171 2.890866 -1.072087 -1.813169 0.4680942 0.9247595 0.355091 +sseL shdA 1.074481 1.597474 -1.093748 -0.7230748 0.3292298 0.6832236 0.4944656 +sseL pefD 1.064744 5.367936 -1.09531 -1.653363 0.094409 0.1774786 0.8591324 +sseL rfbD 0.8180685 1.261181 -0.8698958 1.153537 0.8310795 1.52273 0.1278262 +sseL STM0280 1.051881 2.62265 -1.065144 -1.701017 0.5488483 1.099214 0.2716745 +sseL rfbF 1.097179 2.324897 -1.127142 -1.360153 0.05246303 0.1143509 0.9089597 +sseL STM0290 0.530622 0.7687145 -0.5379404 0.7081417 1.433456 2.125573 0.03353884 +sseL tae4 1.053654 2.832965 -1.070673 -1.758404 0.5191474 1.026281 0.304759 +sseL STM0287 1.100406 2.560477 -1.130975 -1.599966 0.04120838 0.08940311 0.9287616 +sseL csgB 1.093953 2.292238 -1.121412 -1.263499 0.1083348 0.235362 0.8139278 +sseL sciB 1.095685 2.264946 -1.118317 -1.221652 0.1919447 0.416889 0.6767596 +sseL ssaG 1.013065 0.6002349 -1.0632 -0.6794929 -0.2170255 -0.3569883 0.7211005 +sseL STM0286 1.055926 2.775441 -1.074025 -1.807621 0.4878843 0.9721868 0.3309576 +sseL STM0268 0.8079263 2.243515 -0.8179596 -0.2381677 1.123817 1.391967 0.1639324 +sseL STM0289 1.055446 2.700429 -1.071222 -1.761725 0.5182697 1.036465 0.2999851 +sseL rfbG 1.097179 2.324897 -1.127142 -1.360153 0.05246303 0.1143509 0.9089597 +sseL gogB 0.5590117 0.7001726 -0.5684238 0.6498987 1.408517 2.086636 0.03692102 +sseL sopD2 0.9583703 0.7804758 -1.020265 -0.8691963 -0.354488 -0.5977086 0.5500344 +sseL STM0278 1.05307 2.810188 -1.071227 -1.781519 0.4907339 0.9734108 0.3303492 +sseL STM0269 0.8079263 2.243515 -0.8179596 -0.2381677 1.123817 1.391967 0.1639324 +sseL STM0271 1.053485 2.571473 -1.06423 -1.674811 0.5897953 1.183665 0.2365458 +sseL traJ 0.6108989 0.7704889 -0.6219236 0.4081999 1.181452 1.596463 0.1103854 +sseL pipB2 1.078383 2.172061 -1.093258 -0.747709 0.3618379 0.7776501 0.4367753 +sseL hcp1.tssD1 1.225563 0.9898054 -1.263028 0.9296171 -0.3378629 -0.6289123 0.5294065 +sseL ssaO 0.9213364 0.9118835 -0.9913795 -0.999424 -0.4428813 -0.7555275 0.4499326 +sseL allD 1.015674 1.657296 -1.083222 -1.636508 -0.3121409 -0.6533768 0.5135134 +sseL allB 1.015294 1.650377 -1.082922 -1.641796 -0.312402 -0.6540229 0.513097 +sseL allC 1.025841 1.607769 -1.08959 -1.581168 -0.2754802 -0.5757349 0.5647944 +sseL iucA 0.9126176 0.9406696 -0.9576498 0.9041735 0.5059302 0.8702243 0.3841779 +sseL iucB 0.9126176 0.9406696 -0.9576498 0.9041735 0.5059302 0.8702243 0.3841779 +sseL cdtB 1.021319 0.6317179 -1.058449 0.6082385 0.2038555 0.3293776 0.7418703 +sseL iucC 0.9521217 0.8059102 -0.9940459 0.7859011 0.4013328 0.6786636 0.497351 +sseL sinH 1.089288 1.81867 -1.111685 0.5328543 -0.2059625 -0.4688994 0.6391415 +sseL tssF 1.017555 0.6276297 -1.045407 0.5813069 0.2219159 0.3572608 0.7208966 +sseL iucD 0.9521217 0.8059102 -0.9940459 0.7859011 0.4013328 0.6786636 0.497351 +sseL iutA 0.9521217 0.8059102 -0.9940459 0.7859011 0.4013328 0.6786636 0.497351 +sseL hcp.tssD 1.094236 1.487655 -1.126278 -1.676271 0.03129989 0.06927409 0.9447714 +sseL icsP.sopA 1.376082 0.8658791 -1.374829 0.680686 -0.6843548 -1.165275 0.2439076 +sseL fyuA 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 +sseL ybtT 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 +sseL ybtU 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 +sseL nleC 1.166483 0.3475956 -1.195293 0.346321 -0.1567325 -0.2251424 0.8218685 +sseL irp1 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 +sseL irp2 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 +sseL ybtQ 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 +sseL ybtX 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 +sseL ybtS 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 +sseL ybtA 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 +sseL cesT 1.054382 0.6800188 -1.085772 0.5644107 0.1100439 0.1655053 0.8685462 +sseL vipA.tssB 1.164561 0.3457807 -1.200496 0.3221298 -0.15743 -0.2220843 0.8242483 +sseL wbtL.1 1.09861 6.454036 -1.128484 -0.1867945 0.3328673 1.277148 0.20155 +sseL galU 1.098041 3.893771 -1.131637 -0.5658607 -0.03294862 -0.111383 0.9113127 +sseL fliH 0.6113094 0.4785573 -0.6214317 0.4501434 1.205284 1.731048 0.08344323 +sseL clpV1 0.4663169 1.079924 -0.4679848 0.9245197 1.657353 2.526139 0.01153239 +sseL tviA 0.9532377 1.317268 -0.9778191 -0.8034383 0.360945 0.5055616 0.6131644 +sseL tviB 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL tviC 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL tviD 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL tviE 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL vexA 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL vexB 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL vexC 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL flgM 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL vexD 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL vexE 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 +sseL clpV.tssH 1.057759 2.134365 -1.094431 1.941507 0.2763917 0.6892154 0.4906878 +sseL ipfE 1.142028 1.79233 -1.163883 0.3158835 -0.2013949 -0.4480825 0.6540936 +sseL sopA 0.8158283 1.31056 -0.8768128 -1.193684 -0.9522113 -1.768681 0.0769472 +sseL PA2367 1.182227 1.912817 0.6434198 -0.248638 -1.299635 -2.215471 0.02672777 +sseL lpfD 1.156253 2.663373 -1.175988 -0.5300308 -0.4796711 -1.172734 0.2409024 +sseL avrA 0.8185975 1.344797 -0.8484636 -1.113197 -0.910658 -1.681739 0.0926195 +sseL slrP 1.185219 0.9920332 -1.225632 -0.930079 0.2481281 0.4771569 0.6332504 +sseL lpfB 1.142028 1.79233 -1.163883 0.3158835 -0.2013949 -0.4480825 0.6540936 +sseL lpfA 1.142028 1.79233 -1.163883 0.3158835 -0.2013949 -0.4480825 0.6540936 +sseL flgL 1.285432 1.056405 -1.265478 1.09756 -0.4459293 -0.8146594 0.4152673 +sseL PA2366 1.05811 2.470829 -1.105967 0.8524664 0.3699527 0.8865729 0.3753089 +sseL cdtB.1 1.032796 1.245855 -1.058344 -1.159673 -0.3723547 -0.8074512 0.4194066 +fimY fimC 0.6107143 0.7431986 0.5919187 -0.7709862 0.6754283 1.019233 0.3080924 +fimY sseJ 0.6663264 0.7284371 -0.4893236 -0.7863562 0.1686209 0.2287369 0.8190734 +fimY misL 0.5660277 0.9284368 -0.5088484 -0.8122376 -0.1382438 -0.2217438 0.8245133 +fimY vipB 0.5495922 0.9235368 -0.6304565 -1.12951 -0.5700228 -0.9735174 0.3302962 +fimY sspH2 0.6125544 3.448657 -0.5305121 -0.03777819 0.06272533 0.1320358 0.894956 +fimY gtrB 0.5911409 2.324148 -0.5351648 -0.4762608 0.8660217 1.48334 0.1379841 +fimY sodC1 0.5472738 2.129434 -0.5818463 -0.7224675 -0.4351741 -0.8725389 0.3829144 +fimY fha 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimY sifB 0.5893135 0.8883598 -0.5254744 -0.9582571 -0.05556573 -0.08778856 0.9300447 +fimY vasK.icmF 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimY fimW 0.7245341 1.090575 0.6697107 -1.050359 1.26016 1.973043 0.0484907 +fimY ssaQ 0.6138642 0.7455426 0.5875688 -0.7647206 0.6830105 1.030834 0.3026189 +fimY steA 0.4883769 0.6608988 -0.4974825 0.6684788 1.549206 2.280465 0.0225801 +fimY spvB 0.638398 3.950957 -0.5340724 -0.3004946 -0.322882 -0.7675527 0.442753 +fimY tssJ 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimY ssaR 0.6130244 0.9122351 -0.524249 -0.9339602 0.01246982 0.01933922 0.9845705 +fimY iroE 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 +fimY ssaT 0.6110002 0.7440084 0.5915064 -0.7697608 0.6764874 1.020805 0.307347 +fimY tssA.1 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 +fimY sseB 0.6125893 0.7586139 0.5888569 -0.7520467 0.6883143 1.037235 0.2996266 +fimY STM0266 0.614706 2.355853 -0.5438661 -1.356032 0.1231996 0.1995586 0.8418258 +fimY sptP 0.6561547 1.294446 -0.612861 -0.3643924 1.05441 1.627179 0.1036991 +fimY STM0283 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimY rck 0.5849968 4.532394 0.3320065 -1.613886 -0.668405 -1.165255 0.2439157 +fimY fimB 0.1253329 1.102342 -0.111581 1.015587 1.53391 2.415766 0.01570214 +fimY impE 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimY allA 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 +fimY STM0273 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimY KP1_RS17225 0.5596381 4.235869 -0.4374964 -0.5986153 0.4776243 0.9927632 0.3208254 +fimY spvC 0.6842886 5.103999 -0.4748881 -0.5800017 -0.5528143 -1.478421 0.1392951 +fimY STM0282 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimY STM0284 0.1130851 1.056558 -0.09478645 0.9762699 1.455113 2.277075 0.02278176 +fimY STM0275 0.5585335 2.976851 -0.4860249 -0.8096991 0.3753912 0.6995444 0.4842119 +fimY spvD 0.6364241 4.9911 -0.5312292 -1.282181 -0.134596 -0.2584675 0.7960461 +fimY allR 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 +fimY entD 0.5334504 1.082995 -0.5437256 -0.405389 0.6961963 1.078687 0.2807271 +fimY tide1 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 +fimY pefB 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 +fimY gtrA 0.6177584 2.193197 -0.5768838 -0.9732082 0.4977805 0.8173808 0.4137108 +fimY pefA 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 +fimY orgA.sctK 0.5895528 0.8883075 -0.525502 -0.9563832 -0.05467399 -0.08604127 0.9314336 +fimY STM0281 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimY STM0276 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 +fimY pefC 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 +fimY ratB 0.5988352 2.387605 -0.5091748 -1.568435 -0.07265372 -0.113111 0.9099426 +fimY pipB 0.5519196 0.9380001 -0.5891342 1.027245 0.6298662 1.089625 0.2758782 +fimY STM0285 0.589802 2.535247 -0.4926365 -1.594426 -0.1356136 -0.2030585 0.8390893 +fimY shdA 0.5679973 1.618216 -0.569808 -0.7969251 0.4888357 0.7928634 0.4278574 +fimY pefD 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 +fimY rfbD 0.1461358 1.031104 -0.1343939 0.9584009 1.46882 2.286563 0.02222133 +fimY STM0280 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 +fimY rfbF 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 +fimY STM0290 0.1701113 0.8683916 -0.1551908 0.8048981 1.257365 1.898836 0.05758608 +fimY tae4 0.6005275 2.503249 -0.5110056 -1.543255 -0.061064 -0.09277211 0.9260846 +fimY STM0287 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 +fimY csgB 0.6047349 2.297922 -0.5441156 -1.27062 0.1415849 0.2344909 0.8146039 +fimY sciB 0.6069538 2.271283 -0.5563004 -1.217424 0.2295881 0.3776985 0.7056546 +fimY ssaG 0.6642179 0.7126686 -0.4839904 -0.7663768 0.1680324 0.2227856 0.8237023 +fimY STM0286 0.5951671 2.457173 -0.5029815 -1.578516 -0.09771365 -0.1493889 0.8812468 +fimY STM0268 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimY STM0289 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 +fimY rfbG 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 +fimY gogB 0.4777648 1.133373 -0.4455694 1.038392 0.3683616 0.6455742 0.5185551 +fimY sopD2 0.5864249 0.8865272 -0.5260455 -0.9590685 -0.06474521 -0.1021634 0.918627 +fimY STM0278 0.1033251 1.105439 -0.0844022 1.009466 1.500031 2.363022 0.0181266 +fimY STM0269 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 +fimY STM0271 0.6151727 2.365269 -0.5393767 -1.419402 0.08369708 0.1344695 0.8930313 +fimY traJ 0.270141 0.9247211 -0.2546912 0.4471904 0.964861 1.272278 0.2032742 +fimY pipB2 0.5588357 2.155989 -0.5467285 -0.7515237 0.541368 0.9033612 0.3663342 +fimY hcp1.tssD1 0.2703203 0.5717853 -0.2614469 0.5443308 1.013033 1.456618 0.1452218 +fimY ssaO 0.538728 1.013164 -0.5146763 -1.084995 -0.1977046 -0.3271197 0.7435774 +fimY allD 0.6126678 1.831327 -0.5252254 -1.735358 0.0146918 0.02486708 0.980161 +fimY allB 0.6119215 1.819747 -0.5250444 -1.743333 0.01209282 0.02053484 0.9836167 +fimY allC 0.6278479 1.789813 -0.5271718 -1.680444 0.06953003 0.1174488 0.9065044 +fimY iucA 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 +fimY iucB 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 +fimY cdtB 0.6355244 0.7153677 -0.5231201 0.6658471 -0.08958865 -0.1326177 0.8944957 +fimY iucC 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 +fimY sinH 0.5975097 1.777193 -0.5921827 0.4205232 0.1885327 0.3363506 0.7366065 +fimY tssF 0.6583213 0.7206158 -0.5275981 0.6589961 -0.1495626 -0.2187206 0.8268677 +fimY iucD 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 +fimY iutA 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 +fimY hcp.tssD 0.5449304 1.258295 -0.6925637 -1.436356 -0.9590233 -1.701062 0.08893142 +fimY icsP.sopA 0.3248745 0.4212101 -0.318477 0.3913085 0.8977716 1.258754 0.2081192 +fimY fyuA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimY ybtT 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimY ybtU 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimY nleC 0.3914402 0.165563 -0.3813235 0.1624156 0.6904355 0.9282473 0.3532793 +fimY irp1 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimY irp2 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimY ybtQ 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimY ybtX 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimY ybtS 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimY ybtA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 +fimY cesT 0.3210539 0.4312061 -0.3105443 0.3764284 0.8541405 1.186013 0.2356173 +fimY vipA.tssB 0.392013 0.1690397 -0.3775868 0.152507 0.6504205 0.8628818 0.3882025 +fimY wbtL.1 0.5767815 6.371885 -0.5217226 -0.5025023 0.6062206 1.278618 0.2010317 +fimY galU 0.5859022 4.909924 -0.5018012 -0.5520009 0.5778732 1.206425 0.2276535 +fimY fliH 0.2693066 0.5716087 -0.2596994 0.5411932 1.004854 1.442694 0.1491066 +fimY clpV1 0.06270128 1.181956 -0.03419274 1.030008 1.501321 2.381619 0.0172367 +fimY tviA 0.5855391 1.402921 -0.5160149 -0.7491824 0.07304119 0.09624482 0.9233261 +fimY tviB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY tviC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY tviD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY tviE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY vexA 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY vexB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY vexC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY flgM 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY vexD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY vexE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 +fimY clpV.tssH 0.5123984 2.09954 -0.4679339 1.947557 0.2723915 0.4439252 0.6570967 +fimY ipfE 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 +fimY sopA 0.3699391 1.409378 -0.3673452 -1.255538 -0.7874921 -1.483606 0.1379135 +fimY PA2367 0.5397306 2.641869 -0.1430718 -0.4261152 -0.5030643 -0.6057469 0.5446829 +fimY lpfD 0.4311554 2.250139 0.6524392 -0.5367121 -1.080231 -1.769202 0.0768601 +fimY avrA 0.3738693 1.419555 -0.3699156 -1.208924 -0.7010419 -1.314127 0.1888033 +fimY slrP 0.2653923 0.5925516 -0.2567677 -0.5619783 -1.032745 -1.488902 0.1365131 +fimY lpfB 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 +fimY lpfA 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 +fimY flgL 0.5885909 0.8875069 -0.5255849 0.959166 0.05785484 0.09146452 0.9271235 +fimY PA2366 0.5355042 2.907927 0.6148911 0.2782169 -0.984271 -1.713468 0.0866264 +fimY cdtB.1 0.2472531 0.8634748 -0.2489262 -0.8325032 -1.413224 -2.148066 0.03170851 +fimC sseJ 0.7004333 0.7293003 -0.7552063 -0.7902991 0.1295197 0.1966627 0.8440915 +fimC misL 0.3332621 0.5537113 -0.3562172 -0.5269462 -1.046463 -1.495354 0.134822 +fimC vipB 0.6557604 1.095208 -0.7090399 -1.368293 0.1541636 0.271505 0.7860026 +fimC sspH2 0.6679581 3.458693 -0.7252588 -0.1125301 0.1732426 0.3837412 0.7011703 +fimC gtrB 0.5694022 1.23541 -0.6506394 -1.267293 -0.3179792 -0.5144951 0.6069059 +fimC sodC1 0.6338659 2.134406 -0.7100438 -0.7245132 -0.3127505 -0.59107 0.5544735 +fimC fha 0.3046363 0.682407 -0.3259811 0.6263729 1.129536 1.630764 0.1029402 +fimC sifB 0.6526386 0.8983338 -0.7135484 -0.9663391 -0.02002132 -0.03123502 0.9750821 +fimC vasK.icmF 0.3046363 0.682407 -0.3259811 0.6263729 1.129536 1.630764 0.1029402 +fimC fimW 0.6600992 0.8835438 -0.7198675 -0.9068135 0.003736499 0.005773903 0.9953931 +fimC ssaQ 0.7282556 0.7261375 -0.7804075 -0.7734636 0.2009924 0.2967761 0.7666375 +fimC steA 0.6652103 0.7729345 -0.6978067 0.8407705 0.635552 1.071213 0.2840736 +fimC spvB 0.6793899 3.80757 -0.7416671 -0.3363918 -0.1452486 -0.3252086 0.7450232 +fimC tssJ 0.3046363 0.682407 -0.3259811 0.6263729 1.129536 1.630764 0.1029402 +fimC ssaR 0.6792698 0.9315864 -0.7365835 -0.949865 0.05819926 0.08809851 0.9297984 +fimC iroE 0.7282922 0.7399514 -0.7804175 -0.7625309 0.2025002 0.2991799 0.7648028 +fimC ssaT 0.7221535 0.7222756 -0.7748313 -0.7737737 0.1865073 0.2773397 0.7815193 +fimC tssA.1 0.3046363 0.682407 -0.3259811 0.6263729 1.129536 1.630764 0.1029402 +fimC sseB 0.72881 0.734689 -0.7809002 -0.7669447 0.2031347 0.2997796 0.7643453 +fimC STM0266 0.6016498 2.035875 -0.69791 -1.170266 -0.493221 -0.8493003 0.3957142 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vexB 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 +sseJ vexC 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 +sseJ flgM 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 +sseJ vexD 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 +sseJ vexE 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 +sseJ clpV.tssH 0.4618663 1.736544 -0.6117922 1.753096 0.8908217 1.584341 0.1131162 +sseJ ipfE 0.7011763 1.770513 -0.7642627 0.2893005 -0.0835492 -0.1520772 0.8791261 +sseJ sopA 0.5184939 1.413417 -0.5791061 -1.247773 -0.6868942 -1.212512 0.2253163 +sseJ PA2367 0.2522821 1.128962 -0.2752513 -0.9898549 -1.56512 -2.387249 0.01697497 +sseJ lpfD 0.7201319 2.697369 -0.7920797 -0.4953628 -0.5088945 -1.055677 0.2911158 +sseJ avrA 0.5205287 1.457418 -0.5805764 -1.182977 -0.5965809 -1.037106 0.2996865 +sseJ slrP 0.7100053 0.9615146 -0.7765587 -0.8946832 0.06627534 0.09905851 0.9210918 +sseJ 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fimW 0.8692497 0.783251 -0.7853243 -0.816063 -0.2848813 -0.4700463 0.638322 +misL ssaQ 0.5530587 0.3328354 -0.5262303 -0.3545043 -1.038834 -1.481229 0.1385455 +misL steA 0.9725446 0.8528158 -0.8492253 0.9490472 0.1171975 0.2230786 0.8234743 +misL spvB 1.109782 4.078192 -0.9196133 -0.173056 -0.6772465 -1.80774 0.070647 +misL tssJ 0.8876773 1.064384 -0.7699673 0.9215418 0.223235 0.3652113 0.7149537 +misL ssaR 0.5127787 0.497943 -0.4866233 -0.5045554 -1.149105 -1.653516 0.0982258 +misL iroE 0.5541175 0.3381743 -0.5272367 -0.3513506 -1.038665 -1.480754 0.138672 +misL ssaT 0.553661 0.3333471 -0.5268873 -0.3559393 -1.045582 -1.493722 0.1352483 +misL tssA.1 0.8876773 1.064384 -0.7699673 0.9215418 0.223235 0.3652113 0.7149537 +misL sseB 0.9133543 0.6250882 -0.8029654 -0.6598581 -0.155844 -0.24807 0.8040803 +misL STM0266 1.19165 1.773624 0.4062725 -0.9392517 -0.8745736 -1.247539 0.2122 +misL sptP 1.012893 1.254424 -0.8474426 -0.3439913 0.4607304 0.8392458 0.4013314 +misL STM0283 0.9439473 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0.09804252 0.7330955 0.974801 0.329659 +misL wbtL.1 0.9808283 6.244775 -0.8276042 -0.02749058 0.07174813 0.2575997 0.7967159 +misL galU 0.9790889 3.960111 -0.8293925 -0.5717524 0.02972868 0.07516655 0.9400822 +misL fliH 0.9447784 0.8836232 -0.8038368 0.8244107 0.0787781 0.1231691 0.9019732 +misL clpV1 0.5564227 1.396885 -0.2538776 0.8154758 1.356761 1.915074 0.05548311 +misL tviA 0.8951161 1.371829 -0.7811094 -0.7769462 0.1720528 0.2313159 0.8170694 +misL tviB 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL tviC 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL tviD 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL tviE 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL vexA 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL vexB 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL vexC 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL flgM 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL vexD 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL vexE 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 +misL clpV.tssH 0.8955665 3.966079 -0.8226573 1.072992 -0.5256784 -0.9053954 0.365256 +misL ipfE 0.6838184 1.552765 -0.6471906 -0.1651496 0.9382245 1.508794 0.1313514 +misL sopA 0.9273946 2.729283 -0.8639521 -1.112615 0.7120144 1.356613 0.1749041 +misL PA2367 0.8910389 3.134928 -0.8361699 -0.9276109 0.7102125 1.433176 0.1518075 +misL lpfD 0.822622 2.729065 -0.7636155 -0.9742257 0.5204795 0.9375392 0.3484813 +misL avrA 0.9825844 3.084351 -0.8567373 -0.3042576 0.2124947 0.4863266 0.6267356 +misL slrP 0.5155083 0.5277757 -0.4652987 -0.4895772 -1.062636 -1.496296 0.1345764 +misL lpfB 0.6838184 1.552765 -0.6471906 -0.1651496 0.9382245 1.508794 0.1313514 +misL lpfA 0.6838184 1.552765 -0.6471906 -0.1651496 0.9382245 1.508794 0.1313514 +misL flgL 0.5183936 0.4980926 -0.4921535 0.5201473 1.194913 1.737871 0.08223353 +misL PA2366 0.9799871 3.276199 -0.7949212 0.03467945 -0.1753421 -0.4008209 0.688552 +misL cdtB.1 0.8270477 1.139517 -0.7208832 -1.061289 -0.5339343 -0.9431877 0.3455849 +vipB sspH2 1.121638 1.624788 -1.469831 -1.601118 0.6649629 1.894799 0.05811905 +vipB gtrB 0.7715246 1.627061 -1.179345 0.1226824 0.7800878 1.303591 0.192373 +vipB sodC1 1.063865 2.369826 -1.301061 -0.7711532 0.4237311 1.053472 0.2921249 +vipB fha 0.8288258 1.030937 -0.9350166 0.9335057 1.061194 1.970164 0.04881962 +vipB sifB 1.144375 0.8854899 -1.448908 -0.9339214 0.3748222 0.7313506 0.464565 +vipB vasK.icmF 0.8288258 1.030937 -0.9350166 0.9335057 1.061194 1.970164 0.04881962 +vipB fimW 1.00942 0.872268 -1.232982 -0.9294301 -0.2384993 -0.4744669 0.635167 +vipB ssaQ 1.09327 0.6541478 -1.366487 -0.7042663 0.1486092 0.2616955 0.7935562 +vipB steA 0.9040042 0.7050908 -1.261219 1.009303 0.5982203 1.057307 0.2903714 +vipB spvB 1.008535 4.12066 -1.21021 -0.6176648 0.5861824 1.719048 0.08560566 +vipB tssJ 0.8288258 1.030937 -0.9350166 0.9335057 1.061194 1.970164 0.04881962 +vipB ssaR 1.145108 0.8760308 -1.460463 -0.8944145 0.3734149 0.7138542 0.4753173 +vipB iroE 1.092938 0.664109 -1.365586 -0.6966516 0.1468438 0.2582758 0.796194 +vipB ssaT 1.094979 0.6558348 -1.368068 -0.7082923 0.1534886 0.2703062 0.7869247 +vipB tssA.1 0.8288258 1.030937 -0.9350166 0.9335057 1.061194 1.970164 0.04881962 +vipB sseB 1.093006 0.6599082 -1.365918 -0.6994419 0.1473737 0.2593417 0.7953716 +vipB STM0266 1.046281 2.288832 -1.299215 -1.301412 0.02516947 0.04079927 0.9674559 +vipB sptP 0.9777272 1.086743 -1.182856 -1.102692 -0.5238578 -1.091008 0.2752693 +vipB STM0283 1.017747 2.411355 -1.279371 -1.485701 0.1260722 0.279135 0.7801413 +vipB rck 0.8664678 4.408032 -1.014925 -1.77233 0.6921941 1.504676 0.1324073 +vipB fimB 1.184925 1.743523 -1.535218 1.358484 -0.8079322 -2.081644 0.03737503 +vipB impE 1.046586 2.29368 -1.2994 -1.298517 0.02421842 0.03953583 0.9684632 +vipB allA 1.042207 1.574589 -1.276305 -1.54356 -0.3016357 -0.7830645 0.4335892 +vipB STM0273 1.046586 2.29368 -1.2994 -1.298517 0.02421842 0.03953583 0.9684632 +vipB KP1_RS17225 1.112362 3.860025 -1.43397 -0.2644506 -0.5754801 -1.547357 0.1217771 +vipB spvC 0.9882325 4.971777 -1.152984 -0.7934017 0.7027793 2.288142 0.02212923 +vipB STM0282 1.017747 2.411355 -1.279371 -1.485701 0.1260722 0.279135 0.7801413 +vipB STM0284 0.9728699 2.526804 -1.238767 -1.512046 0.2555354 0.5246438 0.5998309 +vipB STM0275 1.110689 3.058121 -1.376426 -0.6622683 -0.3024468 -0.783826 0.4331422 +vipB spvD 0.9929873 4.934662 -1.203782 -1.276234 0.2539314 0.664788 0.5061861 +vipB allR 1.042207 1.574589 -1.276305 -1.54356 -0.3016357 -0.7830645 0.4335892 +vipB entD 0.9677794 0.9725039 -1.247176 -0.124104 0.1894827 0.286572 0.7744401 +vipB tide1 1.002172 2.47057 -1.268278 -1.532016 0.1781253 0.4156624 0.6776571 +vipB pefB 0.9691027 4.829995 -1.166394 -1.377402 0.343005 0.8859399 0.3756499 +vipB gtrA 0.8167168 1.611557 -1.173796 -0.5123593 0.5946068 0.9281542 0.3533276 +vipB pefA 0.9691027 4.829995 -1.166394 -1.377402 0.343005 0.8859399 0.3756499 +vipB orgA.sctK 0.9977732 0.899697 -1.218692 -0.9759114 -0.2562843 -0.5158234 0.6059777 +vipB STM0281 1.017747 2.411355 -1.279371 -1.485701 0.1260722 0.279135 0.7801413 +vipB STM0276 1.033047 2.356856 -1.289965 -1.416213 0.07276144 0.1478027 0.8824985 +vipB pefC 0.9537767 5.194128 -1.141318 -1.436304 0.3985197 0.998957 0.3178155 +vipB ratB 1.012339 2.399089 -1.27557 -1.524546 0.1451593 0.3248361 0.7453051 +vipB pipB 1.101283 1.088883 -1.328582 1.201277 -0.1446087 -0.2726647 0.785111 +vipB STM0285 0.9851609 2.521494 -1.255438 -1.578913 0.2334516 0.564442 0.5724533 +vipB shdA 0.896234 1.325861 -1.201474 -0.4989808 0.3438828 0.5215464 0.6019862 +vipB pefD 0.9537767 5.194128 -1.141318 -1.436304 0.3985197 0.998957 0.3178155 +vipB rfbD 1.31032 1.441277 -1.742224 1.310894 -1.159549 -2.545719 0.0109053 +vipB STM0280 1.033047 2.356856 -1.289965 -1.416213 0.07276144 0.1478027 0.8824985 +vipB rfbF 0.8191754 1.903585 -1.127989 -1.09657 0.5423248 0.6840368 0.4939519 +vipB STM0290 1.260016 1.191818 -1.713037 1.087355 -0.8785151 -1.770094 0.07671143 +vipB tae4 1.005279 2.479424 -1.271306 -1.510177 0.1659117 0.3861385 0.6993941 +vipB STM0287 1.002172 2.47057 -1.268278 -1.532016 0.1781253 0.4156624 0.6776571 +vipB csgB 0.8261568 1.839809 -1.140643 -1.014776 0.5145003 0.6876098 0.4916985 +vipB sciB 0.856796 1.835502 -1.172399 -0.9401136 0.4412836 0.5437571 0.5866086 +vipB ssaG 0.8941486 0.6113282 -1.095466 -0.7197153 -0.6025791 -1.046157 0.2954885 +vipB STM0286 1.001167 2.459722 -1.2675 -1.544051 0.181931 0.4242894 0.6713548 +vipB STM0268 1.046586 2.29368 -1.2994 -1.298517 0.02421842 0.03953583 0.9684632 +vipB STM0289 1.017747 2.411355 -1.279371 -1.485701 0.1260722 0.279135 0.7801413 +vipB rfbG 0.8191754 1.903585 -1.127989 -1.09657 0.5423248 0.6840368 0.4939519 +vipB gogB 1.082871 1.258916 -1.366157 1.114792 -0.1715278 -0.3945927 0.6931435 +vipB sopD2 0.9982563 0.9001209 -1.221405 -0.9812791 -0.2509199 -0.5051886 0.6134264 +vipB STM0278 1.001259 2.47686 -1.267131 -1.533119 0.1819409 0.4254099 0.6705379 +vipB STM0269 1.046586 2.29368 -1.2994 -1.298517 0.02421842 0.03953583 0.9684632 +vipB STM0271 1.041415 2.311592 -1.296252 -1.367445 0.04197917 0.07768858 0.9380758 +vipB traJ 1.12199 1.831721 -1.431459 0.03241394 -0.26995 -0.2964981 0.7668497 +vipB pipB2 0.7889513 1.622314 -1.134232 -0.3716056 0.6528689 1.06002 0.2891354 +vipB hcp1.tssD1 1.009829 0.9128859 -1.229837 0.8567006 0.1707376 0.327472 0.7433109 +vipB ssaO 1.048716 1.084575 -1.295513 -1.14477 -0.02778263 -0.06201761 0.9505488 +vipB allD 1.053235 1.822501 -1.305091 -1.727594 0.01399361 0.04154144 0.9668643 +vipB allB 1.053247 1.812663 -1.305089 -1.736106 0.01374681 0.04082722 0.9674336 +vipB allC 1.055402 1.747898 -1.299807 -1.684387 -0.07249676 -0.2081448 0.8351159 +vipB iucA 0.9568312 1.118453 -1.137 1.039138 0.5053875 1.061593 0.2884205 +vipB iucB 0.9568312 1.118453 -1.137 1.039138 0.5053875 1.061593 0.2884205 +vipB cdtB 0.9016219 0.6461684 -1.073466 0.6396142 0.5909617 1.001196 0.3167319 +vipB iucC 0.8506249 0.8554301 -1.003526 0.8422628 0.8540456 1.539926 0.1235783 +vipB sinH 1.1061 1.921791 -1.327323 0.3994045 -0.1668335 -0.279494 0.7798658 +vipB tssF 0.9030996 0.6567339 -1.053105 0.6042236 0.6032637 1.01225 0.3114187 +vipB iucD 0.8506249 0.8554301 -1.003526 0.8422628 0.8540456 1.539926 0.1235783 +vipB iutA 0.8506249 0.8554301 -1.003526 0.8422628 0.8540456 1.539926 0.1235783 +vipB hcp.tssD 1.066278 1.545386 -1.285819 -1.681465 0.1761765 0.3676409 0.713141 +vipB icsP.sopA 0.9021025 0.6436361 -1.07959 0.6181576 0.5306037 0.8832226 0.377116 +vipB fyuA 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 +vipB ybtT 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 +vipB ybtU 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 +vipB nleC 1.00448 0.314128 -1.227681 0.3205716 0.1671042 0.250484 0.8022131 +vipB irp1 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 +vipB irp2 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 +vipB ybtQ 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 +vipB ybtX 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 +vipB ybtS 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 +vipB ybtA 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 +vipB cesT 1.11043 0.6853343 -1.403905 0.5890258 -0.2060862 -0.3413798 0.7328176 +vipB vipA.tssB 1.005072 0.3195128 -1.223426 0.2952364 0.167229 0.2463437 0.8054162 +vipB wbtL.1 0.9615041 2.219109 -1.283069 -2.018418 0.5480075 1.878753 0.06027819 +vipB galU 1.007259 3.463373 -1.283348 -0.7870401 0.2393712 0.6787226 0.4973137 +vipB fliH 1.175205 0.8552564 -1.524845 0.8044719 -0.4609108 -0.8298972 0.4065969 +vipB clpV1 1.326842 1.513669 -1.878064 1.318876 -1.295572 -2.836876 0.004555724 +vipB tviA 0.8640522 1.349793 -1.018905 -0.7502445 0.6100481 0.8922948 0.372235 +vipB tviB 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB tviC 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB tviD 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB tviE 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB vexA 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB vexB 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB vexC 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB flgM 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB vexD 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB vexE 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 +vipB clpV.tssH 1.020476 2.21866 -1.298926 1.983008 -0.2231686 -0.7706306 0.4409259 +vipB ipfE 1.15278 1.80279 -1.410377 0.2269407 -0.3085186 -0.6027417 0.5466806 +vipB sopA 1.053076 2.075713 -1.290522 -1.181462 -0.1522545 -0.3990766 0.6898367 +vipB PA2367 1.138553 3.249077 -1.350039 -0.4865364 -0.3890081 -1.060603 0.2888703 +vipB lpfD 1.096652 2.821787 -1.35081 -0.7180252 -0.1427085 -0.2729834 0.784866 +vipB avrA 1.064586 3.141534 -1.297319 -0.1373584 -0.219568 -0.5215965 0.6019513 +vipB slrP 1.18737 0.8839058 -1.540676 -0.8324769 0.5005898 0.9033532 0.3663385 +vipB lpfB 1.15278 1.80279 -1.410377 0.2269407 -0.3085186 -0.6027417 0.5466806 +vipB lpfA 1.15278 1.80279 -1.410377 0.2269407 -0.3085186 -0.6027417 0.5466806 +vipB flgL 1.144879 0.8856539 -1.449165 0.9353032 -0.3761161 -0.73392 0.4629975 +vipB PA2366 1.099507 2.003616 -1.407507 1.675928 -0.9370228 -2.572016 0.01011083 +vipB cdtB.1 0.91693 1.267877 -1.174279 -1.243187 -0.5763832 -1.22807 0.2194206 +sspH2 gtrB 3.480766 1.411188 -0.02667138 -1.383823 0.1907979 0.5953994 0.5515765 +sspH2 sodC1 1.65406 2.290035 -1.634335 -1.142839 0.6240549 1.977153 0.04802431 +sspH2 fha 1.35968 0.867769 -1.334089 0.773338 0.8929179 1.618837 0.1054823 +sspH2 sifB 3.493842 0.9134781 -0.191782 -0.9666083 0.4635913 1.132849 0.2572777 +sspH2 vasK.icmF 1.35968 0.867769 -1.334089 0.773338 0.8929179 1.618837 0.1054823 +sspH2 fimW 1.368145 0.5865264 -1.424901 -0.7025861 -0.7695143 -1.415826 0.1568263 +sspH2 ssaQ 3.469311 0.6684391 -0.1483692 -0.7197474 0.2229613 0.4793403 0.6316966 +sspH2 steA 3.238878 0.8568296 0.1994456 0.9936135 0.4832389 1.077283 0.2813538 +sspH2 spvB 1.617143 3.382297 -1.585905 -0.5374046 0.4597556 1.377387 0.1683925 +sspH2 tssJ 1.35968 0.867769 -1.334089 0.773338 0.8929179 1.618837 0.1054823 +sspH2 ssaR 3.486296 0.914841 -0.2834576 -0.9319995 0.4171693 0.9391423 0.3476577 +sspH2 iroE 3.468769 0.6324643 -0.4693515 -0.6548416 0.7187647 1.334048 0.1821882 +sspH2 ssaT 3.453165 0.6289724 -0.4205316 -0.6675393 0.6931682 1.333622 0.1823278 +sspH2 tssA.1 1.35968 0.867769 -1.334089 0.773338 0.8929179 1.618837 0.1054823 +sspH2 sseB 3.468108 0.6759201 -0.1450189 -0.7128874 0.2191579 0.4727479 0.6363931 +sspH2 STM0266 1.616946 2.003137 -1.673878 -0.9797014 -0.7056897 -2.055629 0.03981827 +sspH2 sptP 1.34111 0.8209463 -1.427137 -0.6664806 -0.9119178 -1.749156 0.08026407 +sspH2 STM0283 1.669646 2.300716 -1.67889 -1.259958 -0.539826 -1.658649 0.09718651 +sspH2 rck 3.439933 4.671565 -0.1244211 -1.894133 -0.1382142 -0.3047679 0.760543 +sspH2 fimB 3.176769 1.672846 0.3968678 1.464487 0.6180802 1.676542 0.09363204 +sspH2 impE 1.617615 2.005552 -1.674606 -0.9774019 -0.707921 -2.062802 0.03913143 +sspH2 allA 3.464935 1.650863 0.06905919 -1.42597 0.3737168 1.186701 0.2353455 +sspH2 STM0273 1.617615 2.005552 -1.674606 -0.9774019 -0.707921 -2.062802 0.03913143 +sspH2 KP1_RS17225 3.417508 4.251769 -0.04629341 -0.2505849 0.050053 0.205739 0.8369948 +sspH2 spvC 1.478477 5.281956 -1.423612 -1.416828 0.7148571 1.558179 0.1191909 +sspH2 STM0282 1.669646 2.300716 -1.67889 -1.259958 -0.539826 -1.658649 0.09718651 +sspH2 STM0284 1.773827 2.503744 -1.660781 -1.35467 -0.4890492 -1.539225 0.1237493 +sspH2 STM0275 1.771092 2.729009 -1.757095 -0.3917861 -0.550592 -1.763601 0.07779917 +sspH2 spvD 3.388498 5.098513 0.06156057 -1.447519 0.220968 0.5698311 0.5687923 +sspH2 allR 3.464935 1.650863 0.06905919 -1.42597 0.3737168 1.186701 0.2353455 +sspH2 entD 3.392249 1.048231 0.2936036 -0.1523205 0.2299969 0.4288435 0.6680371 +sspH2 tide1 1.713238 2.464564 -1.673519 -1.4001 -0.3452755 -1.102136 0.2704026 +sspH2 pefB 3.407615 4.981847 0.02224902 -1.564523 0.1316509 0.3328763 0.7392276 +sspH2 gtrA 3.470235 1.939659 0.05495046 -1.065268 0.1387946 0.4188578 0.6753201 +sspH2 pefA 3.407615 4.981847 0.02224902 -1.564523 0.1316509 0.3328763 0.7392276 +sspH2 orgA.sctK 1.376548 0.6581702 -1.416902 -0.7793656 -0.7324098 -1.30906 0.1905139 +sspH2 STM0281 1.669646 2.300716 -1.67889 -1.259958 -0.539826 -1.658649 0.09718651 +sspH2 STM0276 1.612259 2.105664 -1.674143 -1.094129 -0.7512295 -2.186117 0.02880707 +sspH2 pefC 1.578001 5.452344 -1.501516 -1.791612 0.3890344 0.7915235 0.4286386 +sspH2 ratB 3.44702 2.438375 -0.01482554 -1.595434 0.03815016 0.1420409 0.8870477 +sspH2 pipB 3.371762 1.038817 0.2289301 1.195699 0.2646424 0.5716551 0.5675556 +sspH2 STM0285 1.670625 2.45841 -1.687632 -1.348524 -0.6199778 -1.935248 0.05295986 +sspH2 shdA 1.641136 1.340115 -1.678583 -0.3916315 -0.5714004 -1.689813 0.09106367 +sspH2 pefD 1.578001 5.452344 -1.501516 -1.791612 0.3890344 0.7915235 0.4286386 +sspH2 rfbD 3.259287 1.557784 0.330309 1.384844 0.504367 1.379542 0.1677278 +sspH2 STM0280 1.612259 2.105664 -1.674143 -1.094129 -0.7512295 -2.186117 0.02880707 +sspH2 rfbF 1.766493 2.245157 -1.659692 -1.237263 -0.1605288 -0.4929511 0.6220471 +sspH2 STM0290 3.443252 1.425802 -0.09218984 1.173162 -0.1009462 -0.2587909 0.7957966 +sspH2 tae4 1.604484 2.26846 -1.668282 -1.22242 -0.7897036 -2.313406 0.02070032 +sspH2 STM0287 1.713238 2.464564 -1.673519 -1.4001 -0.3452755 -1.102136 0.2704026 +sspH2 csgB 1.760847 2.094464 -1.659678 -1.042346 -0.3312899 -1.026844 0.3044941 +sspH2 sciB 1.625005 1.865027 -1.678352 -0.8349718 -0.6749284 -1.978885 0.0478289 +sspH2 ssaG 3.449177 0.6731142 -0.05308621 -0.7387003 0.07701421 0.1739969 0.8618679 +sspH2 STM0286 1.668312 2.37309 -1.681708 -1.317382 -0.5788562 -1.791777 0.07316874 +sspH2 STM0268 1.617615 2.005552 -1.674606 -0.9774019 -0.707921 -2.062802 0.03913143 +sspH2 STM0289 1.669646 2.300716 -1.67889 -1.259958 -0.539826 -1.658649 0.09718651 +sspH2 rfbG 1.766493 2.245157 -1.659692 -1.237263 -0.1605288 -0.4929511 0.6220471 +sspH2 gogB 0.9748392 0.6280874 -0.9516499 0.5709965 1.72498 2.591508 0.009555627 +sspH2 sopD2 3.453626 0.9124219 -0.1008195 -0.9805225 0.2568816 0.6427291 0.5203999 +sspH2 STM0278 1.609725 2.271416 -1.677968 -1.232522 -0.8238628 -2.415029 0.01573396 +sspH2 STM0269 1.617615 2.005552 -1.674606 -0.9774019 -0.707921 -2.062802 0.03913143 +sspH2 STM0271 1.674165 2.176463 -1.67141 -1.145975 -0.4525081 -1.376128 0.1687822 +sspH2 traJ 3.352671 1.076049 0.6120679 0.6253423 0.837099 1.383049 0.1666499 +sspH2 pipB2 3.438814 2.078789 0.3085 -0.5552095 0.389 1.02025 0.30761 +sspH2 hcp1.tssD1 1.03126 0.4038614 -0.9999139 0.3769952 1.524707 2.221102 0.02634408 +sspH2 ssaO 1.332768 0.7831695 -1.390156 -0.9108887 -0.8238999 -1.494416 0.1350669 +sspH2 allD 3.497054 1.843208 -0.03679897 -1.75384 0.1508483 0.5624747 0.5737926 +sspH2 allB 3.498103 1.832495 -0.03766069 -1.763651 0.152362 0.5679792 0.5700491 +sspH2 allC 3.516308 1.771624 -0.02222467 -1.693104 0.2111499 0.7769033 0.4372158 +sspH2 iucA 3.489123 1.142197 -0.04906917 1.050138 -0.1692805 -0.4309072 0.6665359 +sspH2 iucB 3.489123 1.142197 -0.04906917 1.050138 -0.1692805 -0.4309072 0.6665359 +sspH2 cdtB 3.454643 0.6963917 -0.04933716 0.6557872 -0.0673929 -0.1397207 0.8888806 +sspH2 iucC 3.477199 0.9444637 -0.07793307 0.8907536 -0.3435283 -0.8098081 0.4180505 +sspH2 sinH 3.367267 1.779242 0.2710208 0.47354 0.3389333 0.8862891 0.3754618 +sspH2 tssF 3.394544 0.6764151 -0.008622589 0.6259243 0.1087103 0.2058056 0.8369427 +sspH2 iucD 3.477199 0.9444637 -0.07793307 0.8907536 -0.3435283 -0.8098081 0.4180505 +sspH2 iutA 3.477199 0.9444637 -0.07793307 0.8907536 -0.3435283 -0.8098081 0.4180505 +sspH2 hcp.tssD 1.583768 1.516277 -1.557126 -1.812144 0.517461 1.372656 0.1698593 +sspH2 icsP.sopA 3.470925 0.7031372 -0.08207023 0.6232159 -0.1503492 -0.3102971 0.756335 +sspH2 fyuA 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 +sspH2 ybtT 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 +sspH2 ybtU 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 +sspH2 nleC 3.50816 0.3016174 -0.3515365 0.2972591 -0.5763152 -0.9999075 0.3173553 +sspH2 irp1 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 +sspH2 irp2 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 +sspH2 ybtQ 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 +sspH2 ybtX 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 +sspH2 ybtS 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 +sspH2 ybtA 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 +sspH2 cesT 3.450072 0.7118189 -0.1184253 0.5992699 -0.1194705 -0.2184798 0.8270553 +sspH2 vipA.tssB 3.467895 0.3092274 -0.3646986 0.2879229 -0.451637 -0.7078665 0.4790281 +sspH2 wbtL.1 3.226328 2.356198 0.3060819 -2.108793 -0.3965484 -1.658858 0.09714434 +sspH2 galU 3.415706 3.873604 -0.03596771 -0.5912708 -0.05144162 -0.2064672 0.836426 +sspH2 fliH 1.030364 0.4038948 -0.9992833 0.3751692 1.510909 2.189736 0.02854339 +sspH2 clpV1 3.326773 3.038374 -0.07300198 -1.73394 -0.3632992 -1.462482 0.1436092 +sspH2 tviA 3.423121 1.421273 -0.02622658 -0.7427679 0.03050372 0.04988943 0.9602105 +sspH2 tviB 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 tviC 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 tviD 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 tviE 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 vexA 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 vexB 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 vexC 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 flgM 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 vexD 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 vexE 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 +sspH2 clpV.tssH 3.406371 2.263373 0.08606788 2.002497 0.2189718 0.89419 0.3712203 +sspH2 ipfE 1.4777 1.51274 -1.477082 0.1158765 0.7026438 1.567375 0.1170271 +sspH2 sopA 1.590601 1.767822 -1.559995 -1.155887 -0.5210451 -1.419955 0.1556208 +sspH2 PA2367 1.56086 2.629415 -1.60345 -0.0713439 -0.9132084 -2.628151 0.008585052 +sspH2 lpfD 3.540264 2.863934 0.0462886 -0.7802928 0.2680415 0.77901 0.4359738 +sspH2 avrA 3.379804 2.981681 -0.03785864 -0.2134089 -0.1494847 -0.5029194 0.6150209 +sspH2 slrP 3.428923 0.939424 -0.0764763 -0.87776 0.04044333 0.09238871 0.9263892 +sspH2 lpfB 1.4777 1.51274 -1.477082 0.1158765 0.7026438 1.567375 0.1170271 +sspH2 lpfA 1.4777 1.51274 -1.477082 0.1158765 0.7026438 1.567375 0.1170271 +sspH2 flgL 3.488358 0.9116403 -0.1763426 0.9673082 -0.4652646 -1.128064 0.2592927 +sspH2 PA2366 1.599335 2.971786 -1.595855 0.1496508 -0.7339297 -2.20866 0.02719833 +sspH2 cdtB.1 1.524455 1.149428 -1.458212 -1.051984 -0.8497935 -2.037703 0.04157966 +gtrB sodC1 1.399553 2.243713 -1.374214 -0.8364955 -0.1053374 -0.3014098 0.7631021 +gtrB fha 1.093917 0.9153139 -1.10537 0.8249334 0.7662691 1.365921 0.1719638 +gtrB sifB 1.5022 0.9594929 -1.41868 -1.01153 0.1935707 0.3646232 0.7153927 +gtrB vasK.icmF 1.093917 0.9153139 -1.10537 0.8249334 0.7662691 1.365921 0.1719638 +gtrB fimW 2.315903 0.9231085 -0.4198726 -0.9230254 0.4803688 0.8966186 0.3699224 +gtrB ssaQ 1.245619 0.5749905 -1.273431 -0.6516276 -0.2934585 -0.4677969 0.6399298 +gtrB steA 2.370272 0.8753453 -0.5359274 -0.8126927 1.132291 2.046813 0.0406764 +gtrB spvB 1.552114 4.502928 -1.455496 -0.5311758 -0.4609647 -1.584851 0.1130003 +gtrB tssJ 1.093917 0.9153139 -1.10537 0.8249334 0.7662691 1.365921 0.1719638 +gtrB ssaR 1.506073 0.9568026 -1.434483 -0.9700914 0.2077456 0.3816031 0.7027557 +gtrB iroE 2.271354 0.6338435 -0.5702433 -0.6497273 0.7751549 1.307432 0.1910662 +gtrB ssaT 1.236513 0.5702215 -1.267952 -0.6505502 -0.3153075 -0.5093969 0.6104741 +gtrB tssA.1 1.093917 0.9153139 -1.10537 0.8249334 0.7662691 1.365921 0.1719638 +gtrB sseB 2.267239 0.639035 -0.5704257 -0.6416817 0.7754693 1.306741 0.1913006 +gtrB STM0266 1.527648 1.706504 -0.05290883 -1.051968 -0.7880256 -1.075927 0.2819601 +gtrB sptP 1.368789 1.158667 -1.355354 -0.8336894 -0.07125906 -0.1460706 0.8838656 +gtrB STM0283 1.323094 2.789745 -1.308597 -1.840647 0.7214339 1.598935 0.1098352 +gtrB rck 1.384117 4.743276 -1.359537 -1.93452 0.02991706 0.05469712 0.9563798 +gtrB fimB 1.392702 1.96465 -1.36401 1.26007 0.02376309 0.06246001 0.9501965 +gtrB impE 1.529313 1.709368 -0.0539275 -1.052166 -0.787484 -1.072556 0.2834705 +gtrB allA 1.486389 1.781727 -1.387895 -1.464512 0.3190927 0.8269056 0.4082906 +gtrB STM0273 1.529313 1.709368 -0.0539275 -1.052166 -0.787484 -1.072556 0.2834705 +gtrB KP1_RS17225 1.397413 4.268974 -1.370055 -0.2549775 0.002299949 0.008361233 0.9933288 +gtrB spvC 1.546856 5.009484 -1.472948 -0.8079905 -0.4013832 -1.303301 0.1924721 +gtrB STM0282 1.323094 2.789745 -1.308597 -1.840647 0.7214339 1.598935 0.1098352 +gtrB STM0284 0.6683598 0.9384071 -0.6566162 0.8678522 1.817836 2.825466 0.004721184 +gtrB STM0275 1.326863 3.028656 -1.296025 -0.7874809 0.3912996 1.009554 0.312709 +gtrB spvD 1.260984 5.093842 -1.253361 -1.581555 0.3335639 0.672441 0.501303 +gtrB allR 1.486389 1.781727 -1.387895 -1.464512 0.3190927 0.8269056 0.4082906 +gtrB entD 1.374401 1.105831 -1.35686 -0.2517265 0.3630395 0.8537502 0.3932434 +gtrB tide1 1.319669 2.890197 -1.308744 -1.866298 0.6952073 1.532748 0.1253379 +gtrB pefB 1.289693 4.990694 -1.27931 -1.677767 0.2560976 0.5078971 0.6115255 +gtrB gtrA 1.382046 2.375032 -1.26807 -1.281283 1.119884 2.416906 0.01565306 +gtrB pefA 1.289693 4.990694 -1.27931 -1.677767 0.2560976 0.5078971 0.6115255 +gtrB orgA.sctK 1.135776 0.7266786 -1.204713 -0.8316761 -0.5520681 -0.9595108 0.3373015 +gtrB STM0281 1.323094 2.789745 -1.308597 -1.840647 0.7214339 1.598935 0.1098352 +gtrB STM0276 1.389483 2.531582 -1.365801 -1.58375 0.3438655 0.8849082 0.3762062 +gtrB pefC 1.303722 5.403033 -1.292053 -1.720835 0.2164963 0.4299806 0.6672097 +gtrB ratB 1.392282 2.590808 -1.365704 -1.722153 0.330198 0.8279786 0.4076826 +gtrB pipB 1.737221 0.8163405 0.03104058 1.099423 -0.5855308 -0.9244079 0.355274 +gtrB STM0285 1.313904 2.985318 -1.30613 -1.886989 0.6630744 1.453622 0.1460511 +gtrB shdA 1.689483 1.184896 -0.02985773 -0.4948952 -0.5540228 -0.7500724 0.4532111 +gtrB pefD 1.303722 5.403033 -1.292053 -1.720835 0.2164963 0.4299806 0.6672097 +gtrB rfbD 1.327568 1.595719 -1.293214 1.30399 0.2595387 0.6597353 0.5094237 +gtrB STM0280 1.389483 2.531582 -1.365801 -1.58375 0.3438655 0.8849082 0.3762062 +gtrB rfbF 1.36916 2.436892 -1.336533 -1.50202 0.340517 0.8266788 0.4084191 +gtrB STM0290 0.6992072 0.7484164 -0.6970138 0.6947102 1.61346 2.432884 0.01497912 +gtrB tae4 1.391422 2.705817 -1.369179 -1.649343 0.291439 0.7549417 0.450284 +gtrB STM0287 1.319669 2.890197 -1.308744 -1.866298 0.6952073 1.532748 0.1253379 +gtrB csgB 1.271548 2.531736 -1.232921 -1.630872 0.8038642 1.685458 0.09190017 +gtrB sciB 1.553114 1.585709 -0.04517263 -0.9258095 -0.744202 -1.048317 0.2944924 +gtrB ssaG 1.194233 0.5480591 -1.245936 -0.6443689 -0.4268107 -0.7257781 0.4679748 +gtrB STM0286 1.321161 2.866026 -1.310401 -1.886869 0.6884372 1.520313 0.1284322 +gtrB STM0268 1.529313 1.709368 -0.0539275 -1.052166 -0.787484 -1.072556 0.2834705 +gtrB STM0289 1.323094 2.789745 -1.308597 -1.840647 0.7214339 1.598935 0.1098352 +gtrB rfbG 1.36916 2.436892 -1.336533 -1.50202 0.340517 0.8266788 0.4084191 +gtrB gogB 1.067218 1.007238 -1.096291 0.9464107 0.7384785 1.309422 0.1903914 +gtrB sopD2 1.131802 0.7239898 -1.202947 -0.8324969 -0.5671183 -0.9917072 0.3213404 +gtrB STM0278 1.386741 2.686506 -1.370189 -1.67336 0.2643748 0.6827365 0.4947734 +gtrB STM0269 1.529313 1.709368 -0.0539275 -1.052166 -0.787484 -1.072556 0.2834705 +gtrB STM0271 1.516675 1.76151 -0.04775619 -1.105994 -0.7961845 -1.056068 0.2909373 +gtrB traJ 0.7712857 0.6884912 -0.7724524 0.4367794 1.382053 1.94478 0.05180144 +gtrB pipB2 1.363166 2.277885 -1.290949 -0.9004088 0.6703672 1.570261 0.1163543 +gtrB hcp1.tssD1 1.162413 0.7691387 -1.164744 0.7331412 0.5227164 0.8719629 0.3832286 +gtrB ssaO 1.088953 0.8517841 -1.17225 -0.9631137 -0.6578691 -1.167354 0.2430673 +gtrB allD 1.483884 2.044168 -1.426044 -1.855732 0.4662545 1.242525 0.2140431 +gtrB allB 1.444022 1.89769 -1.394701 -1.787456 0.1767492 0.4627121 0.6435708 +gtrB allC 1.456516 1.85175 -1.396125 -1.718248 0.2172189 0.5680924 0.5699722 +gtrB iucA 1.367848 1.110403 -1.350361 1.03269 0.06609077 0.1348886 0.8926999 +gtrB iucB 1.367848 1.110403 -1.350361 1.03269 0.06609077 0.1348886 0.8926999 +gtrB cdtB 2.332049 0.6685997 -0.6158154 0.5966667 -0.7504524 -1.264348 0.2061051 +gtrB iucC 1.430983 0.9593974 -1.390207 0.9028922 -0.0714878 -0.1414636 0.8875037 +gtrB sinH 1.478669 1.258502 0.09787294 0.4871474 -0.9433692 -1.570911 0.1162032 +gtrB tssF 1.623754 0.739262 -1.504496 0.678294 -0.4353172 -0.73221 0.4640404 +gtrB iucD 1.430983 0.9593974 -1.390207 0.9028922 -0.0714878 -0.1414636 0.8875037 +gtrB iutA 1.430983 0.9593974 -1.390207 0.9028922 -0.0714878 -0.1414636 0.8875037 +gtrB hcp.tssD 1.453858 1.48071 -1.450276 -1.633994 -0.314034 -0.7721542 0.4400231 +gtrB icsP.sopA 2.293945 0.6831288 -0.7146978 0.584875 -0.6865833 -1.096944 0.2726659 +gtrB fyuA 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 +gtrB ybtT 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 +gtrB ybtU 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 +gtrB nleC 1.379327 0.3108082 -1.357269 0.3145237 0.03640427 0.05292963 0.957788 +gtrB irp1 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 +gtrB irp2 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 +gtrB ybtQ 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 +gtrB ybtX 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 +gtrB ybtS 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 +gtrB ybtA 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 +gtrB cesT 1.638233 0.7487364 -1.55165 0.6497175 -0.4882189 -0.7927088 0.4279475 +gtrB vipA.tssB 1.385099 0.3152444 -1.360016 0.2919373 0.02601461 0.03689276 0.9705705 +gtrB wbtL.1 1.840815 2.1991 0.09030981 -1.956847 -0.6277198 -1.944858 0.05179207 +gtrB galU 1.397147 3.909567 -1.368406 -0.570526 -0.01603943 -0.04468844 0.9643556 +gtrB fliH 1.166985 0.7684072 -1.142182 0.7184885 0.5459142 0.9100017 0.3628216 +gtrB clpV1 2.104305 1.578203 0.8103772 1.400122 1.114999 2.832421 0.004619696 +gtrB tviA 1.14836 1.28455 -1.147198 -0.8227748 0.5408078 0.7660424 0.4436511 +gtrB tviB 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB tviC 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB tviD 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB tviE 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB vexA 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB vexB 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB vexC 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB flgM 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB vexD 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB vexE 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 +gtrB clpV.tssH 1.396988 2.308998 -1.368015 1.990115 0.009562241 0.02843552 0.9773148 +gtrB ipfE 1.224498 1.599516 -1.273107 0.163851 0.4886779 1.032331 0.3019169 +gtrB sopA 1.316045 1.743962 -1.307361 -1.290653 -0.3046341 -0.7612065 0.4465338 +gtrB PA2367 1.397215 2.98314 -1.368677 -0.469462 -0.0128544 -0.03715918 0.9703581 +gtrB lpfD 1.376041 2.731792 -1.357431 -0.7043229 0.0850107 0.2212529 0.8248956 +gtrB avrA 1.33048 1.795945 -1.302161 -1.196703 -0.2427426 -0.6133332 0.539656 +gtrB slrP 1.14712 0.7867013 -1.141568 -0.7356475 -0.5851293 -0.9931262 0.3206484 +gtrB lpfB 1.224498 1.599516 -1.273107 0.163851 0.4886779 1.032331 0.3019169 +gtrB lpfA 1.224498 1.599516 -1.273107 0.163851 0.4886779 1.032331 0.3019169 +gtrB flgL 1.497736 0.9572378 -1.416533 1.011941 -0.1861526 -0.3521097 0.724756 +gtrB PA2366 1.240123 2.0072 0.161651 -0.1234698 -1.444836 -2.46347 0.01375996 +gtrB cdtB.1 1.073391 1.037228 -1.092158 -0.9883385 -1.144156 -2.183582 0.02899301 +sodC1 fha 2.263354 1.159984 -0.8886318 0.984593 -0.04554855 -0.1058317 0.9157159 +sodC1 sifB 2.048625 0.8380831 -0.6396517 -0.9315283 -0.5883096 -1.219717 0.2225722 +sodC1 vasK.icmF 2.263354 1.159984 -0.8886318 0.984593 -0.04554855 -0.1058317 0.9157159 +sodC1 fimW 2.056895 0.7947797 -0.6604179 -0.8871756 -0.6022709 -1.254127 0.2097957 +sodC1 ssaQ 2.14047 0.634785 -0.7331509 -0.7066105 -0.2863215 -0.5325338 0.5943564 +sodC1 steA 2.485044 0.9208475 -0.6703135 0.9812882 -0.5016715 -1.106628 0.2684548 +sodC1 spvB 2.226718 4.005826 -0.5732362 -0.7301545 1.223518 3.044863 0.002327864 +sodC1 tssJ 2.263354 1.159984 -0.8886318 0.984593 -0.04554855 -0.1058317 0.9157159 +sodC1 ssaR 2.060282 0.8447575 -0.6501567 -0.9028727 -0.4797872 -0.956952 0.3385915 +sodC1 iroE 2.139873 0.6436766 -0.7318376 -0.6991111 -0.2910511 -0.5437221 0.5866327 +sodC1 ssaT 2.354011 0.6497724 -1.015482 -0.6951003 0.284882 0.5173546 0.6049087 +sodC1 tssA.1 2.263354 1.159984 -0.8886318 0.984593 -0.04554855 -0.1058317 0.9157159 +sodC1 sseB 2.358751 0.6516366 -1.026614 -0.6848827 0.2984339 0.5308349 0.5955332 +sodC1 STM0266 2.321988 2.332905 -0.8709878 -1.348385 -0.27509 -0.8571535 0.3913601 +sodC1 sptP 2.033839 1.001684 -0.6372223 -1.01679 -0.8321495 -1.795232 0.0726168 +sodC1 STM0283 2.336695 2.520155 -0.8714401 -1.543267 -0.3221368 -1.073015 0.2832645 +sodC1 rck 2.218742 4.8247 -0.7776401 -1.926535 0.155467 0.3324129 0.7395775 +sodC1 fimB 2.250108 1.919805 -0.9425439 1.290646 -0.2057908 -0.6134379 0.5395868 +sodC1 impE 2.37829 2.348394 -0.8730212 -1.36059 -0.5417026 -1.636853 0.1016612 +sodC1 allA 2.239003 1.618963 -0.8308993 -1.454318 -0.2941392 -0.8644105 0.3873624 +sodC1 STM0273 2.37829 2.348394 -0.8730212 -1.36059 -0.5417026 -1.636853 0.1016612 +sodC1 KP1_RS17225 2.255508 4.268524 -0.8686256 -0.2565201 -0.007317402 -0.02892408 0.9769251 +sodC1 spvC 2.196471 5.315591 -0.6977684 -0.9420114 0.4223129 1.475228 0.1401513 +sodC1 STM0282 2.336695 2.520155 -0.8714401 -1.543267 -0.3221368 -1.073015 0.2832645 +sodC1 STM0284 2.293621 2.693379 -0.892774 -1.571834 -0.1928484 -0.6498902 0.5157631 +sodC1 STM0275 2.01408 2.57617 -0.7762742 -0.4679532 0.4158731 0.6824088 0.4949805 +sodC1 spvD 2.142823 5.299018 -0.5808746 -1.42361 0.5631119 1.405303 0.1599312 +sodC1 allR 2.239003 1.618963 -0.8308993 -1.454318 -0.2941392 -0.8644105 0.3873624 +sodC1 entD 2.375223 1.056041 -0.8684058 -0.1702812 -0.4192265 -0.9913495 0.321515 +sodC1 tide1 2.259785 2.541248 -0.8676871 -1.585823 -0.01691907 -0.05825344 0.9535468 +sodC1 pefB 2.161442 5.171002 -0.6331296 -1.5784 0.4377468 1.05764 0.2902194 +sodC1 gtrA 2.30618 1.952523 -0.8302799 -1.091847 -0.244067 -0.7157208 0.4741638 +sodC1 pefA 2.161442 5.171002 -0.6331296 -1.5784 0.4377468 1.05764 0.2902194 +sodC1 orgA.sctK 2.043353 0.8355993 -0.6413574 -0.9338425 -0.5966013 -1.232054 0.2179288 +sodC1 STM0281 2.336695 2.520155 -0.8714401 -1.543267 -0.3221368 -1.073015 0.2832645 +sodC1 STM0276 2.351038 2.442656 -0.875222 -1.471618 -0.4167399 -1.333617 0.1823294 +sodC1 pefC 2.167118 5.551346 -0.6536225 -1.642716 0.3880694 0.9282456 0.3532802 +sodC1 ratB 2.265028 2.442898 -0.8689386 -1.586556 -0.06624753 -0.2281265 0.8195479 +sodC1 pipB 2.247976 1.045442 -0.8718676 1.193792 0.04378404 0.1082405 0.9138049 +sodC1 STM0285 2.301673 2.687007 -0.870968 -1.619951 -0.1624661 -0.5689596 0.5693835 +sodC1 shdA 2.406769 1.512982 -0.8567861 -0.6272399 -0.6130076 -1.493404 0.1353315 +sodC1 pefD 2.167118 5.551346 -0.6536225 -1.642716 0.3880694 0.9282456 0.3532802 +sodC1 rfbD 2.255729 1.6967 -0.9043512 1.318759 -0.09111246 -0.2631239 0.7924551 +sodC1 STM0280 2.351038 2.442656 -0.875222 -1.471618 -0.4167399 -1.333617 0.1823294 +sodC1 rfbF 2.267531 2.307273 -0.8824051 -1.333764 -0.09558076 -0.286602 0.774417 +sodC1 STM0290 2.32791 1.323576 -1.175346 1.163123 -0.4863433 -1.161755 0.2453351 +sodC1 tae4 2.401575 2.687196 -0.8705385 -1.551643 -0.4907815 -1.658292 0.09725861 +sodC1 STM0287 2.259785 2.541248 -0.8676871 -1.585823 -0.01691907 -0.05825344 0.9535468 +sodC1 csgB 2.281864 2.257862 -0.8898977 -1.213584 -0.1664164 -0.4887295 0.6250332 +sodC1 sciB 2.354593 2.220304 -0.8739252 -1.205162 -0.3901561 -1.140594 0.2540388 +sodC1 ssaG 2.108723 0.6327859 -0.7000455 -0.7244946 -0.4332369 -0.8571594 0.3913568 +sodC1 STM0286 2.319722 2.588554 -0.8702679 -1.602636 -0.2368169 -0.8124479 0.4165347 +sodC1 STM0268 2.37829 2.348394 -0.8730212 -1.36059 -0.5417026 -1.636853 0.1016612 +sodC1 STM0289 2.336695 2.520155 -0.8714401 -1.543267 -0.3221368 -1.073015 0.2832645 +sodC1 rfbG 2.267531 2.307273 -0.8824051 -1.333764 -0.09558076 -0.286602 0.774417 +sodC1 gogB 2.192331 1.268257 -0.578045 1.093363 0.5395555 1.281398 0.2000539 +sodC1 sopD2 2.207035 0.9021053 -0.7999925 -0.9786762 -0.1715203 -0.386079 0.6994382 +sodC1 STM0278 2.382921 2.679339 -0.8828022 -1.575544 -0.4722377 -1.589856 0.1118673 +sodC1 STM0269 2.37829 2.348394 -0.8730212 -1.36059 -0.5417026 -1.636853 0.1016612 +sodC1 STM0271 2.355622 2.376051 -0.8675379 -1.395546 -0.5509904 -1.707133 0.08779735 +sodC1 traJ 1.906347 0.8950068 -0.08762721 0.6572066 1.282177 2.082172 0.0373268 +sodC1 pipB2 2.311489 2.103519 -0.88364 -0.5477977 -0.2674848 -0.6847232 0.4935186 +sodC1 hcp1.tssD1 2.251789 0.9109588 -0.8582529 0.856733 0.01551695 0.03133921 0.974999 +sodC1 ssaO 2.15836 1.06399 -0.7402399 -1.136461 -0.3242076 -0.7666045 0.4433167 +sodC1 allD 2.240732 1.833285 -0.8110587 -1.740394 -0.3743683 -1.230174 0.2186319 +sodC1 allB 2.196329 1.802779 -0.7904675 -1.739926 -0.5661188 -1.795591 0.07255954 +sodC1 allC 2.206462 1.739796 -0.803523 -1.672992 -0.485448 -1.508353 0.1314643 +sodC1 iucA 2.075994 1.051766 -0.496056 0.9665738 0.8543394 1.784332 0.07436973 +sodC1 iucB 2.075994 1.051766 -0.496056 0.9665738 0.8543394 1.784332 0.07436973 +sodC1 cdtB 2.002835 0.5338271 -0.2306733 0.4900916 1.228499 2.001274 0.04536287 +sodC1 iucC 2.110426 0.8949968 -0.5517006 0.8372813 0.7205595 1.457612 0.1449476 +sodC1 sinH 2.476454 1.791654 -0.7063373 0.4820991 -0.7032877 -1.700273 0.0890795 +sodC1 tssF 1.97383 0.5185107 -0.2270499 0.4787629 1.150193 1.841514 0.06554626 +sodC1 iucD 2.110426 0.8949968 -0.5517006 0.8372813 0.7205595 1.457612 0.1449476 +sodC1 iutA 2.110426 0.8949968 -0.5517006 0.8372813 0.7205595 1.457612 0.1449476 +sodC1 hcp.tssD 2.38187 1.659018 -0.6615267 -1.824522 0.6463224 1.559501 0.1188779 +sodC1 icsP.sopA 2.159143 0.6887675 -0.6336766 0.5846155 0.4366618 0.8097264 0.4180975 +sodC1 fyuA 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 +sodC1 ybtT 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 +sodC1 ybtU 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 +sodC1 nleC 2.028802 0.2333921 -0.3351405 0.2236911 0.9313172 1.430331 0.1526221 +sodC1 irp1 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 +sodC1 irp2 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 +sodC1 ybtQ 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 +sodC1 ybtX 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 +sodC1 ybtS 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 +sodC1 ybtA 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 +sodC1 cesT 2.173891 0.6939759 -0.6464809 0.5814041 0.3547459 0.6222457 0.5337803 +sodC1 vipA.tssB 2.014635 0.2341025 -0.3515916 0.2138551 0.842688 1.242716 0.2139725 +sodC1 wbtL.1 2.479823 3.357204 -0.7045081 -1.371054 -0.8067597 -3.180821 0.001468584 +sodC1 galU 2.437627 3.821526 -0.8358128 -0.8322391 -0.7915294 -3.058036 0.002227928 +sodC1 fliH 2.375445 0.8373553 -1.226703 0.7923899 -0.5590797 -1.048642 0.2943429 +sodC1 clpV1 2.466174 3.283973 -0.9483763 -1.83209 -0.6940622 -2.771096 0.005586804 +sodC1 tviA 2.150846 1.394338 -0.6488653 -0.7408364 0.3599495 0.5574298 0.5772338 +sodC1 tviB 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 tviC 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 tviD 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 tviE 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 vexA 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 vexB 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 vexC 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 flgM 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 vexD 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 vexE 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 +sodC1 clpV.tssH 2.327378 2.370251 -0.7626154 1.957243 0.2575306 0.9933834 0.3205232 +sodC1 ipfE 2.211865 1.641174 -1.004448 0.2654659 -0.4570009 -1.164009 0.2444203 +sodC1 sopA 2.252162 2.211895 -0.8014531 -1.052027 -0.4095424 -1.227136 0.2197715 +sodC1 PA2367 2.254934 2.987768 -0.8676139 -0.4744592 0.001899497 0.006252176 0.9950115 +sodC1 lpfD 2.150216 2.413772 -1.04345 -0.5580802 -0.6178093 -1.562863 0.1180848 +sodC1 avrA 2.284119 1.858191 -0.9760577 -1.240044 0.2990524 0.8393909 0.40125 +sodC1 slrP 2.104966 0.8875684 -0.5930284 -0.834099 -0.4984366 -0.9527086 0.3407378 +sodC1 lpfB 2.211865 1.641174 -1.004448 0.2654659 -0.4570009 -1.164009 0.2444203 +sodC1 lpfA 2.211865 1.641174 -1.004448 0.2654659 -0.4570009 -1.164009 0.2444203 +sodC1 flgL 2.2149 0.9021382 -0.8099447 0.9754287 0.1397021 0.3148343 0.7528875 +sodC1 PA2366 2.212331 2.620848 -0.8625504 0.923214 0.109265 0.3210671 0.7481595 +sodC1 cdtB.1 2.143689 1.238355 -0.9745286 -1.252097 0.437986 1.145638 0.2519448 +fha sifB 0.6452838 0.4679774 0.5922394 -0.4877346 1.274165 1.869691 0.06152679 +fha vasK.icmF 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 +fha fimW 0.6634828 0.4330507 0.6135792 -0.4444481 1.282584 1.89626 0.05792568 +fha ssaQ 0.6819038 0.3043134 0.6256567 -0.3244894 1.121342 1.614841 0.1063451 +fha steA 0.6725306 0.4419743 0.6206853 -0.4526589 1.325694 1.974544 0.04831996 +fha spvB 1.17099 3.758974 0.985888 -0.4148599 0.02306799 0.05898429 0.9529646 +fha tssJ 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 +fha ssaR 0.6406358 0.4682073 0.5865396 -0.4738345 1.22713 1.779161 0.07521339 +fha iroE 0.6829264 0.3093748 0.6266289 -0.3214331 1.121454 1.61504 0.1063021 +fha ssaT 0.6823723 0.3047243 0.6263122 -0.3257311 1.128596 1.62894 0.1033257 +fha tssA.1 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 +fha sseB 0.6824336 0.3070346 0.6261483 -0.3227656 1.121003 1.61411 0.1065036 +fha STM0266 1.373644 1.630668 -0.6749189 -0.95525 0.9709275 1.498455 0.134015 +fha sptP 0.9789479 0.9591087 0.8935911 -0.7959858 0.5230574 0.9075001 0.3641424 +fha STM0283 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +fha rck 1.266795 4.687837 1.028938 -1.814477 0.189994 0.3407918 0.7332603 +fha fimB 0.9613267 1.6164 0.7567181 1.038882 -0.7233915 -1.337106 0.1811882 +fha impE 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +fha allA 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 +fha STM0273 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +fha KP1_RS17225 0.9821172 4.246487 0.8761658 -0.780866 -0.7226124 -1.508396 0.1314533 +fha spvC 1.265811 5.176119 1.026374 -0.8035288 0.2469436 0.7460059 0.4556638 +fha STM0282 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +fha STM0284 1.203107 2.566428 0.9675259 -1.490699 0.19332 0.4361797 0.6627063 +fha STM0275 1.143159 2.984042 0.9704302 -0.6537605 -0.1024049 -0.2364847 0.8130565 +fha spvD 1.113142 5.031043 0.951967 -1.455495 -0.1127772 -0.2235537 0.8231046 +fha allR 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 +fha entD 1.100986 1.057501 0.9597505 -0.2824005 -0.3232202 -0.644005 0.5195722 +fha tide1 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 +fha pefB 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 +fha gtrA 1.130893 1.782293 0.9555617 -1.055193 0.2549537 0.5356764 0.5921822 +fha pefA 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 +fha orgA.sctK 1.004304 0.7781379 0.8989424 -0.8417811 0.3755525 0.6310573 0.5280031 +fha STM0281 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +fha STM0276 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 +fha pefC 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 +fha ratB 1.999057 2.427287 -0.8000917 -1.581791 0.01908872 0.05024895 0.959924 +fha pipB 1.033 0.8518631 0.8734633 0.8461216 -0.8721304 -1.642505 0.1004854 +fha STM0285 1.953758 2.567349 -0.7996141 -1.606411 0.125815 0.3418495 0.7324641 +fha shdA 1.127929 1.559748 0.9740522 -0.6721828 -0.2023876 -0.4191121 0.6751342 +fha pefD 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 +fha rfbD 0.602174 0.9918894 0.4768846 0.7836297 -1.471808 -2.175579 0.02958674 +fha STM0280 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 +fha rfbF 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 +fha STM0290 0.5773816 0.7948362 0.4896605 0.6898621 -1.305378 -1.871375 0.06129307 +fha tae4 1.178534 2.481686 0.9709503 -1.525956 0.1096332 0.2495265 0.8029536 +fha STM0287 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 +fha csgB 1.38453 1.543147 -0.6493805 -0.9022378 0.9790391 1.547394 0.1217683 +fha sciB 1.157337 2.211214 0.9826073 -1.165357 -0.06477499 -0.1419094 0.8871516 +fha ssaG 1.050542 0.5902098 0.928961 -0.6558502 0.2622692 0.4350639 0.6635161 +fha STM0286 1.977227 2.495244 -0.800605 -1.583825 0.0714153 0.1911659 0.8483956 +fha STM0268 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +fha STM0289 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +fha rfbG 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 +fha gogB 0.986993 1.113864 0.8376671 0.9634598 -0.4347739 -0.7391281 0.4598292 +fha sopD2 1.001034 0.7759159 0.897597 -0.8424009 0.3879173 0.6545399 0.512764 +fha STM0278 1.182929 2.469839 0.9684984 -1.545332 0.1346091 0.3065748 0.759167 +fha STM0269 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +fha STM0271 1.358632 1.675827 -0.6767395 -1.007683 0.9870859 1.515587 0.1296238 +fha traJ 0.6754445 0.8706391 0.5912415 0.3368173 -1.028831 -1.281757 0.199928 +fha pipB2 1.181565 2.022315 0.9608035 -0.5725457 0.2726023 0.5884935 0.5562011 +fha hcp1.tssD1 1.435909 1.064705 1.147651 1.011643 0.5667163 1.038463 0.2990543 +fha ssaO 0.9690258 0.9119709 0.8736006 -0.971235 0.4697897 0.7993946 0.4240616 +fha allD 1.077489 1.639639 0.9335079 -1.597086 0.4002746 0.8605069 0.3895097 +fha allB 1.07707 1.633041 0.93326 -1.602192 0.4003259 0.8606794 0.3894146 +fha allC 1.083176 1.589609 0.9426466 -1.542224 0.3616785 0.772554 0.4397864 +fha iucA 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 +fha iucB 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 +fha cdtB 0.6937576 0.3301351 0.6200015 0.3008339 -1.058384 -1.501599 0.1332008 +fha iucC 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 +fha sinH 1.161899 1.790388 0.9941475 0.355108 -0.271315 -0.5891518 0.5557594 +fha tssF 0.6936523 0.3314911 0.619408 0.2947231 -1.017859 -1.422051 0.1550114 +fha iucD 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 +fha iutA 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 +fha hcp.tssD 1.097039 1.551096 0.949938 -1.770209 -0.2633329 -0.5166523 0.6053989 +fha icsP.sopA 1.1344 0.6752577 0.9631077 0.6009877 -0.06571498 -0.1031228 0.9178655 +fha fyuA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +fha ybtT 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +fha ybtU 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +fha nleC 0.7615061 0.08534384 0.6819231 0.07900128 -0.8551785 -1.170033 0.2419875 +fha irp1 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +fha irp2 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +fha ybtQ 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +fha ybtX 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +fha ybtS 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +fha ybtA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +fha cesT 0.696161 0.3434447 0.6202342 0.2870819 -0.976281 -1.338478 0.1807406 +fha vipA.tssB 0.7684023 0.09247501 0.6864593 0.0748674 -0.8064156 -1.075655 0.2820816 +fha wbtL.1 1.811974 2.200208 -0.9017048 -1.941883 0.6978442 2.262484 0.0236675 +fha galU 1.857069 3.274512 -0.8469763 -0.8134091 0.4540862 1.346094 0.1782721 +fha fliH 0.6467469 0.4821234 0.5720292 0.4434587 -1.104728 -1.548836 0.1214211 +fha clpV1 1.557448 2.538464 -0.6620371 -1.649672 0.8556308 0.7290742 0.4659562 +fha tviA 1.036731 1.349089 0.8968428 -0.7987408 -0.2562244 -0.3499215 0.7263976 +fha tviB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha tviC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha tviD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha tviE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha vexA 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha vexB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha vexC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha flgM 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha vexD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha vexE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +fha clpV.tssH 1.168925 2.192386 0.9408806 1.965483 -0.1673166 -0.3936008 0.6938758 +fha ipfE 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 +fha sopA 1.144119 2.113589 0.9594228 -1.02768 0.1230821 0.2728707 0.7849526 +fha PA2367 1.047556 3.170576 0.9796253 -1.004389 -0.8476764 -1.769081 0.07688031 +fha lpfD 0.9617416 2.745367 0.8759452 -1.061535 -0.6512531 -1.209065 0.2266378 +fha avrA 1.165768 2.989892 0.9823492 -0.2647816 -0.002438247 -0.005716605 0.9954388 +fha slrP 0.6430757 0.4997709 0.5681378 -0.4599684 1.130209 1.594271 0.1108753 +fha lpfB 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 +fha lpfA 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 +fha flgL 0.9897872 0.7666851 0.8756948 0.8153454 -0.4561453 -0.7811457 0.4347168 +fha PA2366 1.016666 2.227107 0.8773622 0.7023565 -0.9958837 -1.950036 0.05117179 +fha cdtB.1 1.245 1.506913 1.018829 -1.406347 -0.4254215 -0.9763652 0.3288835 +sifB vasK.icmF 0.4679774 0.6452838 -0.4877346 0.5922394 1.274165 1.869691 0.06152678 +sifB fimW 0.8300681 0.7979038 -0.9087238 -0.8474308 -0.2211977 -0.3647677 0.7152848 +sifB ssaQ 0.9052866 0.6572247 -0.9726557 -0.7133933 -0.001828768 -0.002826082 0.9977451 +sifB steA 0.9051021 0.7559349 -0.92052 0.7960171 0.9488966 1.698041 0.0895 +sifB spvB 0.9904148 4.476824 -1.057765 -0.4620137 -0.3891648 -1.048374 0.2944663 +sifB tssJ 0.4679774 0.6452838 -0.4877346 0.5922394 1.274165 1.869691 0.06152678 +sifB ssaR 1.104463 1.074481 -1.161239 -1.080634 0.5543561 0.9905297 0.3219153 +sifB iroE 1.178601 0.8478493 -1.238806 -0.8662127 0.7679461 1.273732 0.2027585 +sifB ssaT 0.8991 0.6534295 -0.9670336 -0.7132878 -0.01798721 -0.02803384 0.9776352 +sifB tssA.1 0.4679774 0.6452838 -0.4877346 0.5922394 1.274165 1.869691 0.06152678 +sifB sseB 0.9056921 0.6639595 -0.9730252 -0.707961 -0.0007892191 -0.001219739 0.9990268 +sifB STM0266 0.8989466 2.239733 -0.9760333 -1.276425 -0.1167452 -0.2385928 0.8114213 +sifB sptP 0.9367471 1.185783 -0.992153 -0.2028766 0.4684801 0.8730908 0.3826136 +sifB STM0283 0.8879633 2.31973 -0.9746228 -1.470603 -0.2164121 -0.4379626 0.6614134 +sifB rck 0.9639408 4.681984 -1.042753 -1.828222 -0.171609 -0.3092858 0.7571041 +sifB fimB 0.8385775 1.713432 -0.9068142 1.303943 0.27133 0.5601869 0.575352 +sifB impE 0.8990766 2.243887 -0.976175 -1.273247 -0.1170398 -0.2390384 0.8110758 +sifB allA 0.9096219 1.643758 -0.9753541 -1.418797 0.01856392 0.03551392 0.9716699 +sifB STM0273 0.8990766 2.243887 -0.976175 -1.273247 -0.1170398 -0.2390384 0.8110758 +sifB KP1_RS17225 0.9235012 4.306183 -0.9898091 -0.07780353 -0.2805344 -0.8354489 0.403465 +sifB spvC 0.8074625 5.269474 -0.8572777 -1.230429 0.3476195 0.7431931 0.4573648 +sifB STM0282 0.8879633 2.31973 -0.9746228 -1.470603 -0.2164121 -0.4379626 0.6614134 +sifB STM0284 0.6576849 1.348034 -0.6967713 1.161971 0.7986988 1.460959 0.1440267 +sifB STM0275 0.4017954 0.9098383 -0.4185615 0.8270626 1.487127 2.238453 0.02519155 +sifB spvD 0.8620278 5.052524 -0.9213699 -1.469423 0.1383752 0.2778761 0.7811075 +sifB allR 0.9096219 1.643758 -0.9753541 -1.418797 0.01856392 0.03551392 0.9716699 +sifB entD 0.8922342 1.068041 -0.9421504 -0.2371952 0.2476206 0.4683106 0.6395625 +sifB tide1 0.8855391 2.38247 -0.9752736 -1.512949 -0.247969 -0.5008167 0.6165001 +sifB pefB 0.8860435 4.952626 -0.9496576 -1.560763 0.06160963 0.1215844 0.9032282 +sifB gtrA 0.9202347 2.039785 -0.9766749 -0.9775213 0.1443874 0.2766748 0.7820299 +sifB pefA 0.8860435 4.952626 -0.9496576 -1.560763 0.06160963 0.1215844 0.9032282 +sifB orgA.sctK 1.031177 1.032307 -1.09023 -1.082074 0.4146264 0.7794122 0.435737 +sifB STM0281 0.8879633 2.31973 -0.9746228 -1.470603 -0.2164121 -0.4379626 0.6614134 +sifB STM0276 0.8926075 2.277631 -0.9753749 -1.396021 -0.1770696 -0.3597195 0.7190569 +sifB pefC 0.8952213 5.353435 -0.9605532 -1.61484 0.03247064 0.06489837 0.9482549 +sifB ratB 0.8854745 2.298588 -0.9740854 -1.510006 -0.2356752 -0.4774978 0.6330077 +sifB pipB 0.9026154 0.9994677 -0.9637899 1.115604 0.2699577 0.5465956 0.5846566 +sifB STM0285 0.884703 2.450119 -0.977622 -1.54556 -0.2815926 -0.5688363 0.5694673 +sifB shdA 0.9021656 1.548582 -0.9610968 -0.6207206 0.1139868 0.22425 0.8225628 +sifB pefD 0.8952213 5.353435 -0.9605532 -1.61484 0.03247064 0.06489837 0.9482549 +sifB rfbD 0.8575356 1.591775 -0.9247113 1.297784 0.1872153 0.3860719 0.6994434 +sifB STM0280 0.8926075 2.277631 -0.9753749 -1.396021 -0.1770696 -0.3597195 0.7190569 +sifB rfbF 0.9052967 2.229424 -0.9886092 -1.24667 -0.1931214 -0.3995383 0.6894966 +sifB STM0290 0.4068356 0.7958977 -0.4263183 0.7329705 1.351938 2.001327 0.04535714 +sifB tae4 0.8864094 2.398681 -0.9743606 -1.493654 -0.2297822 -0.4633091 0.6431428 +sifB STM0287 0.8855391 2.38247 -0.9752736 -1.512949 -0.247969 -0.5008167 0.6165001 +sifB csgB 0.86345 2.372762 -0.9042002 -1.423392 0.3989185 0.7649618 0.4442943 +sifB sciB 0.9044216 2.165836 -0.9762113 -1.11376 -0.05657293 -0.1157918 0.9078175 +sifB ssaG 0.8716125 0.6376321 -0.9425475 -0.7091571 -0.09757997 -0.1569823 0.8752588 +sifB STM0286 0.8847457 2.367505 -0.9751087 -1.525821 -0.2538888 -0.5128979 0.6080227 +sifB STM0268 0.8990766 2.243887 -0.976175 -1.273247 -0.1170398 -0.2390384 0.8110758 +sifB STM0289 0.8879633 2.31973 -0.9746228 -1.470603 -0.2164121 -0.4379626 0.6614134 +sifB rfbG 0.9052967 2.229424 -0.9886092 -1.24667 -0.1931214 -0.3995383 0.6894966 +sifB gogB 0.4348452 0.7266455 -0.4555793 0.675723 1.322908 1.952962 0.05082408 +sifB sopD2 0.8201437 0.8198678 -0.898213 -0.9012621 -0.2414964 -0.3988298 0.6900186 +sifB STM0278 0.8858711 2.38782 -0.9760704 -1.512185 -0.2531671 -0.5110131 0.6093419 +sifB STM0269 0.8990766 2.243887 -0.976175 -1.273247 -0.1170398 -0.2390384 0.8110758 +sifB STM0271 0.8955965 2.253835 -0.9743028 -1.345942 -0.1329239 -0.2711875 0.7862469 +sifB traJ 0.490747 0.8297313 -0.5155737 0.4066155 1.083312 1.43597 0.151011 +sifB pipB2 0.9030906 2.118824 -0.9603417 -0.6546202 0.1494286 0.301305 0.763182 +sifB hcp1.tssD1 0.4869076 0.5044859 -0.5093133 0.4780013 1.129 1.62058 0.1051078 +sifB ssaO 0.7848008 0.9522227 -0.8689191 -1.031276 -0.3347823 -0.5606003 0.5750701 +sifB allD 0.8790089 1.754956 -0.9577112 -1.69373 -0.1210485 -0.234584 0.8145317 +sifB allB 0.8786348 1.74591 -0.9574508 -1.700477 -0.1220848 -0.2367748 0.8128315 +sifB allC 0.8872267 1.703386 -0.9623795 -1.637417 -0.08540138 -0.165665 0.8684206 +sifB iucA 0.7715781 0.9745733 -0.8364385 0.9322743 0.4027325 0.6828427 0.4947063 +sifB iucB 0.7715781 0.9745733 -0.8364385 0.9322743 0.4027325 0.6828427 0.4947063 +sifB cdtB 0.8743283 0.6639694 -0.9399788 0.6329599 0.09247201 0.1466448 0.8834124 +sifB iucC 0.8096933 0.83958 -0.8737678 0.8145435 0.2924427 0.486007 0.6269622 +sifB sinH 0.9052021 1.806872 -0.9721341 0.477396 -0.02901759 -0.06132327 0.9511018 +sifB tssF 0.8675087 0.6538189 -0.928248 0.6067578 0.1162298 0.1846169 0.8535295 +sifB iucD 0.8096933 0.83958 -0.8737678 0.8145435 0.2924427 0.486007 0.6269622 +sifB iutA 0.8096933 0.83958 -0.8737678 0.8145435 0.2924427 0.486007 0.6269622 +sifB hcp.tssD 0.9219563 1.457362 -0.9927417 -1.633466 -0.1139605 -0.2365654 0.812994 +sifB icsP.sopA 0.8959723 0.6874492 -0.962707 0.6126761 0.02770518 0.04273555 0.9659123 +sifB fyuA 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 +sifB ybtT 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 +sifB ybtU 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 +sifB nleC 1.002773 0.3684649 -1.077805 0.3644259 -0.2581871 -0.3685086 0.712494 +sifB irp1 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 +sifB irp2 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 +sifB ybtQ 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 +sifB ybtX 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 +sifB ybtS 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 +sifB ybtA 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 +sifB cesT 0.8992429 0.702217 -0.9656935 0.5886421 0.01811752 0.02718127 0.9783152 +sifB vipA.tssB 0.99809 0.3628347 -1.082549 0.3386644 -0.2524968 -0.3555744 0.7221593 +sifB wbtL.1 0.9025637 6.415037 -0.9592087 -0.2607544 0.4205623 1.501847 0.1331366 +sifB galU 0.8403619 5.175837 -0.8742433 -0.7005731 0.8309693 1.821135 0.06858626 +sifB fliH 0.4858678 0.5045125 -0.5085894 0.4753979 1.120192 1.604147 0.1086817 +sifB clpV1 0.341784 1.109642 -0.3590362 0.9450018 1.57872 2.404728 0.0161845 +sifB tviA 0.8088057 1.342619 -0.86129 -0.7855631 0.2645863 0.368108 0.7127927 +sifB tviB 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 +sifB tviC 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 +sifB tviD 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 +sifB tviE 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 +sifB vexA 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 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1.844691 -1.031766 0.374861 -0.4116605 -0.8569103 0.3914945 +sifB lpfA 0.9676892 1.844691 -1.031766 0.374861 -0.4116605 -0.8569103 0.3914945 +sifB flgL 1.11428 1.11475 -1.14621 1.149892 -0.5936457 -1.049545 0.2939275 +sifB PA2366 0.8266411 3.094414 -0.8971802 0.1662065 -0.5350168 -1.173168 0.2407285 +sifB cdtB.1 0.7441063 1.091145 -0.7777732 -1.031236 -0.7690317 -1.392512 0.1637675 +vasK.icmF fimW 0.6634828 0.4330507 0.6135792 -0.4444481 1.282584 1.89626 0.05792568 +vasK.icmF ssaQ 0.6819038 0.3043134 0.6256567 -0.3244894 1.121342 1.614841 0.1063451 +vasK.icmF steA 0.6725306 0.4419743 0.6206853 -0.4526589 1.325694 1.974544 0.04831996 +vasK.icmF spvB 1.17099 3.758974 0.985888 -0.4148599 0.02306799 0.05898429 0.9529646 +vasK.icmF tssJ 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 +vasK.icmF ssaR 0.6406358 0.4682073 0.5865396 -0.4738345 1.22713 1.779161 0.07521339 +vasK.icmF iroE 0.6829264 0.3093748 0.6266289 -0.3214331 1.121454 1.61504 0.1063021 +vasK.icmF ssaT 0.6823723 0.3047243 0.6263122 -0.3257311 1.128596 1.62894 0.1033257 +vasK.icmF tssA.1 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 +vasK.icmF sseB 0.6824336 0.3070346 0.6261483 -0.3227656 1.121003 1.61411 0.1065036 +vasK.icmF STM0266 1.373644 1.630668 -0.6749189 -0.95525 0.9709275 1.498455 0.134015 +vasK.icmF sptP 0.9789479 0.9591087 0.8935911 -0.7959858 0.5230574 0.9075001 0.3641424 +vasK.icmF STM0283 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +vasK.icmF rck 1.266795 4.687837 1.028938 -1.814477 0.189994 0.3407918 0.7332603 +vasK.icmF fimB 0.9613267 1.6164 0.7567181 1.038882 -0.7233915 -1.337106 0.1811882 +vasK.icmF impE 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +vasK.icmF allA 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 +vasK.icmF STM0273 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +vasK.icmF KP1_RS17225 0.9821172 4.246487 0.8761658 -0.780866 -0.7226124 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0.7781379 0.8989424 -0.8417811 0.3755525 0.6310573 0.5280031 +vasK.icmF STM0281 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +vasK.icmF STM0276 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 +vasK.icmF pefC 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 +vasK.icmF ratB 1.999057 2.427287 -0.8000917 -1.581791 0.01908872 0.05024895 0.959924 +vasK.icmF pipB 1.033 0.8518631 0.8734633 0.8461216 -0.8721304 -1.642505 0.1004854 +vasK.icmF STM0285 1.953758 2.567349 -0.7996141 -1.606411 0.125815 0.3418495 0.7324641 +vasK.icmF shdA 1.127929 1.559748 0.9740522 -0.6721828 -0.2023876 -0.4191121 0.6751342 +vasK.icmF pefD 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 +vasK.icmF rfbD 0.602174 0.9918894 0.4768846 0.7836297 -1.471808 -2.175579 0.02958674 +vasK.icmF STM0280 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 +vasK.icmF rfbF 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 +vasK.icmF STM0290 0.5773816 0.7948362 0.4896605 0.6898621 -1.305378 -1.871375 0.06129307 +vasK.icmF tae4 1.178534 2.481686 0.9709503 -1.525956 0.1096332 0.2495265 0.8029536 +vasK.icmF STM0287 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 +vasK.icmF csgB 1.38453 1.543147 -0.6493805 -0.9022378 0.9790391 1.547394 0.1217683 +vasK.icmF sciB 1.157337 2.211214 0.9826073 -1.165357 -0.06477499 -0.1419094 0.8871516 +vasK.icmF ssaG 1.050542 0.5902098 0.928961 -0.6558502 0.2622692 0.4350639 0.6635161 +vasK.icmF STM0286 1.977227 2.495244 -0.800605 -1.583825 0.0714153 0.1911659 0.8483956 +vasK.icmF STM0268 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +vasK.icmF STM0289 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +vasK.icmF rfbG 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 +vasK.icmF gogB 0.986993 1.113864 0.8376671 0.9634598 -0.4347739 -0.7391281 0.4598292 +vasK.icmF sopD2 1.001034 0.7759159 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-0.6500839 0.1601744 0.3107753 0.7559714 +fimW hcp1.tssD1 0.4565234 0.5208834 -0.467915 0.4953326 1.132728 1.63593 0.1018543 +fimW ssaO 0.7519148 0.9563644 -0.8147391 -1.03838 -0.3380493 -0.5699817 0.5686901 +fimW allD 0.8342681 1.730115 -0.8827078 -1.68401 -0.1635021 -0.3083521 0.7578144 +fimW allB 0.8337606 1.721573 -0.8823976 -1.690239 -0.1645863 -0.3107327 0.7560038 +fimW allC 0.8478398 1.683436 -0.8896684 -1.629624 -0.1205836 -0.2279825 0.8196598 +fimW iucA 0.9314995 1.180755 -0.9506365 1.075573 -0.1597463 -0.3134059 0.7539723 +fimW iucB 0.9314995 1.180755 -0.9506365 1.075573 -0.1597463 -0.3134059 0.7539723 +fimW cdtB 0.8476763 0.6653248 -0.8752734 0.6337847 0.09745755 0.1550695 0.8767665 +fimW iucC 0.776741 0.842763 -0.812141 0.8169831 0.3069944 0.5150273 0.606534 +fimW sinH 0.8819885 1.806556 -0.8984231 0.4791838 -0.04278888 -0.08709688 0.9305945 +fimW tssF 0.8744179 0.6788326 -0.8988535 0.6305187 0.01978587 0.03047496 0.9756883 +fimW iucD 0.776741 0.842763 -0.812141 0.8169831 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0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 +fimW vexB 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 +fimW vexC 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 +fimW flgM 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 +fimW vexD 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 +fimW vexE 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 +fimW clpV.tssH 0.8649694 3.828888 -0.8658363 1.212895 -0.5610991 -0.9959077 0.319295 +fimW ipfE 0.9633895 1.829973 -0.9030412 0.3522341 -0.432912 -0.8533776 0.3934499 +fimW sopA 0.6073638 1.347284 -0.6650153 -1.227327 -0.8884713 -1.663525 0.09620743 +fimW PA2367 0.5712654 1.488985 -0.6303853 -1.234511 -0.9145922 -1.719974 0.08543724 +fimW lpfD 0.9509596 2.428654 -0.5666739 -0.5371047 -0.9541362 -0.9102326 0.3626999 +fimW avrA 0.6082771 1.364998 -0.66431 -1.177376 -0.795712 -1.47586 0.1399815 +fimW slrP 0.4518316 0.5411922 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0.6256567 1.121342 1.61484 0.1063454 +ssaQ sseB 0.7338909 0.7420499 -0.7804418 -0.7733356 0.2200413 0.3220185 0.7474387 +ssaQ STM0266 0.6072088 2.057689 -0.6976973 -1.168604 -0.453423 -0.7679959 0.4424896 +ssaQ sptP 0.6491509 1.169102 -0.7074388 -0.8381961 -0.03574537 -0.04895041 0.9609588 +ssaQ STM0283 0.5791354 2.081731 -0.6827831 -1.372637 -0.5716967 -0.9415819 0.3464067 +ssaQ rck 0.9476243 4.438033 -1.064704 -1.418458 -1.050355 -1.943011 0.0520148 +ssaQ fimB 0.490311 1.445773 -0.5243006 1.211267 0.7088901 1.267066 0.2051315 +ssaQ impE 0.6076173 2.060983 -0.698098 -1.166863 -0.453627 -0.7678777 0.4425599 +ssaQ allA 0.5604347 1.384302 -0.6486233 -1.325447 -0.4220528 -0.6792933 0.496952 +ssaQ STM0273 0.6076173 2.060983 -0.698098 -1.166863 -0.453627 -0.7678777 0.4425599 +ssaQ KP1_RS17225 0.6557642 4.270072 -0.7112346 -0.2751715 0.02645788 0.06096322 0.9513885 +ssaQ spvC 0.736737 5.176354 -0.8029837 -0.6701034 -0.3607386 -0.8260674 0.4087658 +ssaQ STM0282 0.5791354 2.081731 -0.6827831 -1.372637 -0.5716967 -0.9415819 0.3464067 +ssaQ STM0284 0.4852879 1.410087 -0.5218343 1.196516 0.6234184 1.100828 0.2709713 +ssaQ STM0275 0.6707066 2.950265 -0.7339887 -0.4873141 -0.166545 -0.3438795 0.7309369 +ssaQ spvD 0.8229812 4.925466 -0.9045019 -0.9583971 -0.6335702 -1.335191 0.1818138 +ssaQ allR 0.5604347 1.384302 -0.6486233 -1.325447 -0.4220528 -0.6792933 0.496952 +ssaQ entD 0.6584228 1.047221 -0.7168828 -0.1301333 -0.03714488 -0.06433922 0.9487001 +ssaQ tide1 0.5746528 2.130146 -0.6820287 -1.41931 -0.6038488 -0.98783 0.3232359 +ssaQ pefB 0.8478484 4.83774 -0.935051 -1.04922 -0.7145434 -1.494236 0.1351138 +ssaQ gtrA 0.5860298 1.615211 -0.667337 -1.186386 -0.3425133 -0.5029971 0.6149663 +ssaQ pefA 0.8478484 4.83774 -0.935051 -1.04922 -0.7145434 -1.494236 0.1351138 +ssaQ orgA.sctK 0.6576479 0.9056371 -0.7137491 -0.9706147 -0.0005001894 -0.000770396 0.9993853 +ssaQ STM0281 0.5791354 2.081731 -0.6827831 -1.372637 -0.5716967 -0.9415819 0.3464067 +ssaQ STM0276 0.5897915 2.059926 -0.688169 -1.295436 -0.526367 -0.8751146 0.3815116 +ssaQ pefC 0.8700885 5.190252 -0.9606757 -1.109422 -0.769662 -1.595508 0.1105988 +ssaQ ratB 0.5743326 2.062852 -0.6803878 -1.40528 -0.5920748 -0.9772059 0.3284672 +ssaQ pipB 0.6234268 0.9085984 -0.6511312 0.9754302 0.6422128 1.108004 0.2678603 +ssaQ STM0285 0.5743947 2.192076 -0.6850287 -1.453256 -0.6335042 -1.033097 0.3015586 +ssaQ shdA 0.656827 1.489456 -0.7246257 -0.4826367 -0.1765848 -0.3131064 0.7541998 +ssaQ pefD 0.8700885 5.190252 -0.9606757 -1.109422 -0.769662 -1.595508 0.1105988 +ssaQ rfbD 0.5035961 1.359843 -0.5386502 1.178042 0.6341256 1.120803 0.2623719 +ssaQ STM0280 0.5897915 2.059926 -0.688169 -1.295436 -0.526367 -0.8751146 0.3815116 +ssaQ rfbF 0.6314637 2.102395 -0.7244268 -1.110744 -0.4954665 -0.8775513 0.3801873 +ssaQ STM0290 0.5389998 1.228223 -0.5810488 1.06875 0.3827846 0.6448174 0.5190455 +ssaQ tae4 0.5755423 2.141897 -0.6811477 -1.403811 -0.5874668 -0.9581978 0.337963 +ssaQ STM0287 0.5746528 2.130146 -0.6820287 -1.41931 -0.6038488 -0.98783 0.3232359 +ssaQ csgB 0.639106 2.087711 -0.7258732 -1.009116 -0.4303086 -0.7682305 0.4423502 +ssaQ sciB 0.6293371 2.033252 -0.7118925 -0.9960984 -0.3738918 -0.6506548 0.5152693 +ssaQ ssaG 0.6990404 0.7156736 -0.7491418 -0.771831 0.133459 0.2016732 0.8401722 +ssaQ STM0286 0.5732303 2.118272 -0.6813451 -1.428595 -0.6100571 -0.9997161 0.3174479 +ssaQ STM0268 0.6076173 2.060983 -0.698098 -1.166863 -0.453627 -0.7678777 0.4425599 +ssaQ STM0289 0.5791354 2.081731 -0.6827831 -1.372637 -0.5716967 -0.9415819 0.3464067 +ssaQ rfbG 0.6314637 2.102395 -0.7244268 -1.110744 -0.4954665 -0.8775513 0.3801873 +ssaQ gogB 0.5591311 1.136845 -0.602378 1.019693 0.3416384 0.5724772 0.5669987 +ssaQ sopD2 0.6540484 0.9024496 -0.7107405 -0.9721193 -0.0119781 -0.01852863 0.9852171 +ssaQ STM0278 0.5755304 2.134484 -0.6833151 -1.420008 -0.608136 -0.9946168 0.3199227 +ssaQ STM0269 0.6076173 2.060983 -0.698098 -1.166863 -0.453627 -0.7678777 0.4425599 +ssaQ STM0271 0.5962214 2.054926 -0.6896844 -1.236007 -0.4788662 -0.8041192 0.4213281 +ssaQ traJ 0.9082163 3.908965 -1.013701 -1.222525 -0.9153562 -1.716602 0.08605188 +ssaQ pipB2 0.6465355 2.02666 -0.7139002 -0.6897424 -0.1821518 -0.2242265 0.8225811 +ssaQ hcp1.tssD1 0.3236407 0.5399414 -0.3458969 0.5127241 0.98352 1.38963 0.1646413 +ssaQ ssaO 0.6247365 1.040081 -0.6866545 -1.104836 -0.1030057 -0.1606719 0.8723519 +ssaQ allD 0.6798653 1.923734 -0.7238746 -1.796165 0.1798807 0.2933322 0.7692682 +ssaQ allB 0.6797665 1.909624 -0.7239643 -1.805879 0.1766453 0.2872091 0.7739522 +ssaQ allC 0.682725 1.865253 -0.7251765 -1.735519 0.2088799 0.3414947 0.7327312 +ssaQ iucA 0.3034995 0.6715563 -0.3240197 0.6405977 1.137762 1.646413 0.09967872 +ssaQ iucB 0.3034995 0.6715563 -0.3240197 0.6405977 1.137762 1.646413 0.09967872 +ssaQ cdtB 0.3706171 0.3872157 -0.3941639 0.3729851 0.9051974 1.270805 0.203798 +ssaQ iucC 0.3333767 0.5512002 -0.3546268 0.5317598 1.048434 1.50145 0.1332392 +ssaQ sinH 0.6179437 1.876542 -0.6603806 0.6519013 -0.466439 -0.8084499 0.4188316 +ssaQ tssF 0.3678972 0.3870203 -0.3924999 0.362779 0.8710107 1.211831 0.225577 +ssaQ iucD 0.3333767 0.5512002 -0.3546268 0.5317598 1.048434 1.50145 0.1332392 +ssaQ iutA 0.3333767 0.5512002 -0.3546268 0.5317598 1.048434 1.50145 0.1332392 +ssaQ hcp.tssD 0.6700996 1.431557 -0.7344506 -1.606078 -0.1494239 -0.2616765 0.7935708 +ssaQ icsP.sopA 0.370154 0.391233 -0.3938956 0.360034 0.8781623 1.222922 0.221359 +ssaQ fyuA 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 +ssaQ ybtT 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 +ssaQ ybtU 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 +ssaQ nleC 0.4289783 0.1388492 -0.4570463 0.1360065 0.6912569 0.9373659 0.3485704 +ssaQ irp1 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 +ssaQ irp2 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 +ssaQ ybtQ 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 +ssaQ ybtX 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 +ssaQ ybtS 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 +ssaQ ybtA 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 +ssaQ cesT 0.3676974 0.4023768 -0.3928026 0.347354 0.8361254 1.150355 0.2499977 +ssaQ vipA.tssB 0.4303624 0.1434358 -0.459832 0.127203 0.6528173 0.8721468 0.3831283 +ssaQ wbtL.1 0.6158003 6.379729 -0.651897 -0.5520257 0.6448766 1.249279 0.2115631 +ssaQ galU 0.6315027 4.314127 -0.6654975 -0.8125387 0.5333728 0.6613856 0.508365 +ssaQ fliH 0.3228567 0.5402132 -0.3453361 0.5099618 0.9756293 1.375769 0.1688932 +ssaQ clpV1 0.1852982 1.154682 -0.2050096 0.9709667 1.431053 2.138451 0.03248019 +ssaQ tviA 0.627813 1.391962 -0.6793746 -0.7562926 0.09095779 0.123301 0.9018688 +ssaQ tviB 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ tviC 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ tviD 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ tviE 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ vexA 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ vexB 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ vexC 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ flgM 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ vexD 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ vexE 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 +ssaQ clpV.tssH 0.6647445 2.37144 -0.7161277 2.00225 -0.06752934 -0.1034316 0.9176204 +ssaQ ipfE 0.7189441 1.951891 -0.7529776 0.5608238 -0.8071787 -1.409904 0.1585681 +ssaQ sopA 0.257224 1.026452 -0.2770389 -0.9515442 -1.488873 -2.240924 0.025031 +ssaQ PA2367 0.228838 1.128698 -0.2507716 -0.9897354 -1.511707 -2.277528 0.02275468 +ssaQ lpfD 0.6254211 2.576713 -0.6690712 -0.179293 -1.154918 -2.002669 0.04521287 +ssaQ avrA 0.2434651 1.027244 -0.2638182 -0.9081415 -1.417102 -2.114556 0.03446778 +ssaQ slrP 0.3200617 0.5588589 -0.3419918 -0.5285945 -1.000792 -1.416796 0.1565424 +ssaQ lpfB 0.7189441 1.951891 -0.7529776 0.5608238 -0.8071787 -1.409904 0.1585681 +ssaQ lpfA 0.7189441 1.951891 -0.7529776 0.5608238 -0.8071787 -1.409904 0.1585681 +ssaQ flgL 0.6563999 0.9041003 -0.7127008 0.973308 0.004431978 0.00685563 0.99453 +ssaQ PA2366 0.5744047 3.207591 -0.6127403 0.3685484 -0.6501644 -1.200955 0.2297685 +ssaQ cdtB.1 0.5554685 1.142932 -0.5895355 -1.076114 -0.5675464 -0.9883677 0.3229726 +steA spvB 0.844291 4.410413 0.9597966 -0.5021487 -0.7987551 -2.517858 0.01180708 +steA tssJ 0.4419743 0.6725306 -0.4526589 0.6206853 1.325694 1.974545 0.04831986 +steA ssaR 0.7347582 0.8857943 0.7689392 -0.8781767 0.8713062 1.559753 0.1188182 +steA iroE 0.5597535 0.5070526 0.58041 -0.5080665 1.440291 2.141281 0.03225134 +steA ssaT 0.7730992 0.6659058 0.8401646 -0.6965724 0.6364276 1.07242 0.2835315 +steA tssA.1 0.4419743 0.6725306 -0.4526589 0.6206853 1.325694 1.974545 0.04831986 +steA sseB 0.773698 0.6788739 0.8347441 -0.6789869 0.6459662 1.084346 0.2782113 +steA STM0266 0.8714375 2.291166 0.9754796 -1.310375 -0.01259021 -0.01949728 0.9844444 +steA sptP 0.8697133 1.147479 0.9249698 -1.146988 0.6386499 1.279316 0.2007859 +steA STM0283 0.8391212 2.406355 0.9684891 -1.493582 -0.10369 -0.1988511 0.8423792 +steA rck 0.6954529 4.421227 0.7822784 -1.756319 -0.6537122 -1.343373 0.1791511 +steA fimB 0.5926278 1.362707 -0.609334 1.247461 0.949832 1.83664 0.066263 +steA impE 0.8719737 2.296403 0.9755798 -1.307499 -0.01117591 -0.01737124 0.9861405 +steA allA 0.9446297 1.662451 0.9902866 -1.629232 0.5528992 1.302276 0.1928219 +steA STM0273 0.8719737 2.296403 0.9755798 -1.307499 -0.01117591 -0.01737124 0.9861405 +steA KP1_RS17225 0.9248011 4.279598 -0.8871806 -0.2357864 -0.04023075 -0.1272299 0.8987584 +steA spvC 0.8194565 5.01083 0.9178802 -0.804173 -0.3530584 -1.144342 0.2524818 +steA STM0282 0.8391212 2.406355 0.9684891 -1.493582 -0.10369 -0.1988511 0.8423792 +steA STM0284 0.3264813 1.01352 -0.3207815 0.9371752 1.610574 2.524678 0.01158045 +steA STM0275 0.9560067 3.067926 1.029223 -0.7304888 0.3592521 0.8146918 0.4152488 +steA spvD 0.8812355 5.046835 -0.8594188 -1.450754 0.1129999 0.2274479 0.8200755 +steA allR 0.9446297 1.662451 0.9902866 -1.629232 0.5528992 1.302276 0.1928219 +steA entD 0.7624608 1.090889 -0.7851748 -0.484395 0.9391382 1.544575 0.122449 +steA tide1 0.8216896 2.468379 0.9647336 -1.53239 -0.1513923 -0.3007084 0.7636368 +steA pefB 0.7971983 4.816227 0.898782 -1.388042 -0.2979788 -0.7178071 0.4728763 +steA gtrA 0.9776733 1.8439 0.9643503 -1.531725 0.4695081 1.08791 0.2766347 +steA pefA 0.7971983 4.816227 0.898782 -1.388042 -0.2979788 -0.7178071 0.4728763 +steA orgA.sctK 0.840946 0.9270988 0.934863 -0.9850998 0.3027523 0.5873691 0.5569558 +steA STM0281 0.8391212 2.406355 0.9684891 -1.493582 -0.10369 -0.1988511 0.8423792 +steA STM0276 0.856399 2.354224 0.9721634 -1.426646 -0.05521943 -0.09946026 0.9207728 +steA pefC 0.7861577 5.198376 0.8843118 -1.459902 -0.336339 -0.7903702 0.4293116 +steA ratB 0.831892 2.390143 0.9667237 -1.53152 -0.1241279 -0.2400789 0.8102691 +steA pipB 0.7237596 0.9246686 0.9574099 1.152755 -0.4011555 -0.7119367 0.476504 +steA STM0285 0.802292 2.526096 0.9598939 -1.567182 -0.2038489 -0.413031 0.6795839 +steA shdA 0.7776699 1.417096 0.9535233 -0.5264815 -0.1972197 -0.2897262 0.7720257 +steA pefD 0.7861577 5.198376 0.8843118 -1.459902 -0.336339 -0.7903702 0.4293116 +steA rfbD 0.6156314 1.289075 -0.6377834 1.196733 0.8662007 1.644281 0.1001183 +steA STM0280 0.856399 2.354224 0.9721634 -1.426646 -0.05521943 -0.09946026 0.9207728 +steA rfbF 0.7582029 2.129367 0.9301224 -1.18306 -0.2877371 -0.2875875 0.7736625 +steA STM0290 0.3707491 0.8220523 -0.373594 0.7629959 1.407423 2.13444 0.03280677 +steA tae4 0.8260529 2.479481 0.9664953 -1.511761 -0.1378695 -0.2731834 0.7847123 +steA STM0287 0.8216896 2.468379 0.9647336 -1.53239 -0.1513923 -0.3007084 0.7636368 +steA csgB 0.7354641 2.017698 0.9261604 -1.064255 -0.3206624 -0.3684513 0.7125367 +steA sciB 0.8301399 2.118825 0.9652387 -1.071376 -0.107692 -0.08804721 0.9298392 +steA ssaG 0.7714005 0.6620246 0.8615739 -0.7293332 0.6408338 1.087138 0.2769758 +steA STM0286 0.8200033 2.455819 0.964206 -1.544527 -0.1563217 -0.3104922 0.7561867 +steA STM0268 0.8719737 2.296403 0.9755798 -1.307499 -0.01117591 -0.01737124 0.9861405 +steA STM0289 0.8391212 2.406355 0.9684891 -1.493582 -0.10369 -0.1988511 0.8423792 +steA rfbG 0.7582029 2.129367 0.9301224 -1.18306 -0.2877371 -0.2875875 0.7736625 +steA gogB 0.7065155 1.077164 -0.72331 1.000132 0.5330661 0.9426277 0.3458714 +steA sopD2 0.8404932 0.9268492 0.937231 -0.990591 0.2971201 0.5766529 0.5641739 +steA STM0278 0.9088009 2.727025 -0.8950394 -1.662187 0.2784935 0.4982313 0.618321 +steA STM0269 0.8719737 2.296403 0.9755798 -1.307499 -0.01117591 -0.01737124 0.9861405 +steA STM0271 0.8657139 2.311358 0.9745301 -1.377584 -0.02809223 -0.04735388 0.9622312 +steA traJ 0.4556238 0.8117453 -0.4626802 0.4595747 1.148959 1.58549 0.1128551 +steA pipB2 0.8043549 2.18822 -0.8092595 -0.8445702 0.7794448 1.388734 0.1649138 +steA hcp1.tssD1 0.4648077 0.5275821 -0.4752799 0.501372 1.169118 1.699724 0.08918281 +steA ssaO 0.8695512 1.094148 0.9680221 -1.150489 0.08016543 0.1697101 0.8652381 +steA allD 0.9293981 1.883059 0.97925 -1.808842 0.2523019 0.6506059 0.5153009 +steA allB 0.9292689 1.870841 0.9791905 -1.819252 0.2516249 0.6493401 0.5161186 +steA allC 0.9377082 1.812745 0.9834276 -1.770181 0.3335097 0.8425318 0.3994903 +steA iucA 0.8077743 1.156434 0.8708574 1.022102 -0.4141962 -0.8781251 0.3798758 +steA iucB 0.8077743 1.156434 0.8708574 1.022102 -0.4141962 -0.8781251 0.3798758 +steA cdtB 0.5347769 0.5101259 0.5437028 0.450668 -1.339367 -1.997071 0.04581746 +steA iucC 0.7137436 0.9067781 0.7734261 0.8257427 -0.7461117 -1.356702 0.1748758 +steA sinH 0.8065688 1.727334 0.9880922 0.4530065 -0.2059983 -0.3491941 0.7269436 +steA tssF 0.5123131 0.4899496 0.5292121 0.4353511 -1.284379 -1.908871 0.05627879 +steA iucD 0.7137436 0.9067781 0.7734261 0.8257427 -0.7461117 -1.356702 0.1748758 +steA iutA 0.7137436 0.9067781 0.7734261 0.8257427 -0.7461117 -1.356702 0.1748758 +steA hcp.tssD 0.9639737 1.695751 0.9060174 -1.728437 -0.4708382 -0.8708876 0.3838155 +steA icsP.sopA 0.7568972 0.6912543 0.8318992 0.5844227 -0.4689788 -0.7791315 0.4359023 +steA fyuA 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 +steA ybtT 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 +steA ybtU 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 +steA nleC 0.5727896 0.2129828 0.6126465 0.1989906 -1.06142 -1.496014 0.13465 +steA irp1 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 +steA irp2 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 +steA ybtQ 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 +steA ybtX 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 +steA ybtS 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 +steA ybtA 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 +steA cesT 0.7584574 0.6912945 0.8268372 0.57895 -0.4244775 -0.6981998 0.4850523 +steA vipA.tssB 0.5599268 0.2059566 0.6013803 0.1835242 -1.009507 -1.408279 0.1590484 +steA wbtL.1 0.8515317 6.533583 -0.8540243 -0.6340474 0.8711164 1.956754 0.0503764 +steA galU 0.8469407 5.145428 -0.8361092 -0.6799234 0.8134372 1.779062 0.07522963 +steA fliH 0.4635852 0.5271735 -0.4737294 0.4984103 1.159982 1.683046 0.09236618 +steA clpV1 0.282573 1.132573 -0.2607647 0.9959385 1.652661 2.617382 0.008860708 +steA tviA 0.728525 1.394724 0.80533 -0.7512839 -0.4920113 -0.715724 0.4741618 +steA tviB 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA tviC 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA tviD 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA tviE 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA vexA 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA vexB 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA vexC 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA flgM 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA vexD 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA vexE 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 +steA clpV.tssH 0.7866245 2.160559 1.008656 1.938817 0.3481866 1.070487 0.2844002 +steA ipfE 0.7616306 1.710234 0.9279155 0.2011986 -0.4816047 -0.8152383 0.4149359 +steA sopA 0.8396836 2.177456 0.9910516 -0.8940946 -0.303259 -0.4980932 0.6184183 +steA PA2367 0.527736 2.201417 0.9266687 -0.2744964 -0.9769687 -1.607176 0.1080157 +steA lpfD 0.548628 2.100918 0.8375307 -0.6786389 -1.038179 -1.721572 0.08514712 +steA avrA 0.9254731 1.559105 1.161626 -1.340541 -0.6370586 -1.585984 0.1127429 +steA slrP 0.8755348 0.9368169 0.975691 -0.8754796 0.002133589 0.004036714 0.9967792 +steA lpfB 0.7616306 1.710234 0.9279155 0.2011986 -0.4816047 -0.8152383 0.4149359 +steA lpfA 0.7616306 1.710234 0.9279155 0.2011986 -0.4816047 -0.8152383 0.4149359 +steA flgL 0.7552774 0.9032257 0.797595 0.9235509 -0.9470642 -1.695844 0.08991535 +steA PA2366 0.5342124 2.29806 1.000756 -0.006756932 -1.243201 -2.128934 0.03325975 +steA cdtB.1 0.4610404 0.8278204 -0.473014 -0.7928822 -1.596569 -2.457088 0.01400685 +spvB tssJ 3.758971 1.170984 -0.4148593 0.9858957 0.02306698 0.0589776 0.9529699 +spvB ssaR 3.946653 0.9638226 -0.2201374 -0.9880764 -0.3774036 -0.843286 0.3990685 +spvB iroE 3.78998 0.6863771 -0.3413104 -0.7248684 -0.1272959 -0.2813797 0.7784192 +spvB ssaT 3.677481 0.5869161 -0.718459 -0.6320736 0.3913554 0.7340769 0.4629019 +spvB tssA.1 3.758971 1.170984 -0.4148593 0.9858957 0.02306698 0.0589776 0.9529699 +spvB sseB 3.675423 0.5934281 -0.7078116 -0.6280531 0.3739199 0.6941337 0.4875984 +spvB STM0266 4.322993 2.423408 -0.7394824 -1.426331 -0.4251428 -1.540545 0.1234277 +spvB sptP 4.241434 1.218827 -0.4204531 -0.186536 -0.5684407 -1.694451 0.09017966 +spvB STM0283 4.35378 2.56628 -0.7200306 -1.608068 -0.2728168 -0.9068528 0.3644846 +spvB rck 3.653132 4.622763 0.8639942 -2.145707 1.28301 2.710922 0.006709639 +spvB fimB 3.583786 1.610089 -0.7854257 1.348244 -0.5950569 -1.287362 0.1979682 +spvB impE 4.442715 2.42616 -0.7529202 -1.418275 -0.3822989 -1.399013 0.1618092 +spvB allA 4.346793 2.021062 -0.6637808 -1.157376 -0.6116662 -1.818038 0.06905827 +spvB STM0273 4.442715 2.42616 -0.7529202 -1.418275 -0.3822989 -1.399013 0.1618092 +spvB KP1_RS17225 3.721158 4.280443 -0.3856815 -0.2060229 0.1099727 0.4084453 0.6829468 +spvB spvC 3.813063 5.130374 0.4516484 -0.9314692 1.171224 2.551604 0.01072283 +spvB STM0282 4.35378 2.56628 -0.7200306 -1.608068 -0.2728168 -0.9068528 0.3644846 +spvB STM0284 3.485565 2.571718 -0.2868598 -1.50816 0.1926335 0.4728616 0.6363119 +spvB STM0275 4.174794 2.991025 -0.7442916 -0.7313091 -0.2799167 -0.6191369 0.5358262 +spvB spvD 3.777209 4.903177 0.9335592 -1.631089 1.546546 3.445763 0.0005694492 +spvB allR 4.346793 2.021062 -0.6637808 -1.157376 -0.6116662 -1.818038 0.06905827 +spvB entD 4.020491 1.016134 -0.8667294 -0.2981977 -0.803182 -1.537312 0.124217 +spvB tide1 4.219544 2.653944 -0.6815669 -1.649927 -0.2639158 -0.8585957 0.3905636 +spvB pefB 3.732054 4.910691 0.8639961 -1.824679 1.372319 3.094429 0.001971922 +spvB gtrA 4.339196 2.131655 -0.692953 -0.9233722 -0.6621233 -2.296487 0.02164805 +spvB pefA 3.732054 4.910691 0.8639961 -1.824679 1.372319 3.094429 0.001971922 +spvB orgA.sctK 3.839006 0.9356294 -0.3482036 -1.000615 -0.1626659 -0.4094082 0.6822401 +spvB STM0281 4.35378 2.56628 -0.7200306 -1.608068 -0.2728168 -0.9068528 0.3644846 +spvB STM0276 4.396882 2.499524 -0.7384153 -1.538572 -0.3195796 -1.12849 0.259113 +spvB pefC 3.709888 5.316792 0.6860011 -1.801107 1.13954 2.563546 0.01036089 +spvB ratB 4.261221 2.605397 -0.759864 -1.717729 -0.4557721 -1.60586 0.1083047 +spvB pipB 3.912251 1.033096 -0.474322 1.168859 -0.1275512 -0.3091458 0.7572106 +spvB STM0285 3.565172 2.563467 -0.3427912 -1.605675 0.1168364 0.2719467 0.785663 +spvB shdA 3.285443 1.313895 -1.261218 -0.7319591 -1.21483 -2.931697 0.00337115 +spvB pefD 3.709888 5.316792 0.6860011 -1.801107 1.13954 2.563546 0.01036089 +spvB rfbD 3.68629 1.519105 -0.7292475 1.300267 -0.4583567 -0.9162513 0.3595351 +spvB STM0280 4.396882 2.499524 -0.7384153 -1.538572 -0.3195796 -1.12849 0.259113 +spvB rfbF 4.176056 2.387592 -0.9017349 -1.525515 -0.6126074 -1.97613 0.04814008 +spvB STM0290 3.524511 0.9028744 -1.637844 0.8632704 -1.339818 -3.000446 0.002695844 +spvB tae4 4.468746 2.79078 -0.8399476 -1.7066 -0.5263873 -1.813291 0.06978702 +spvB STM0287 4.219544 2.653944 -0.6815669 -1.649927 -0.2639158 -0.8585957 0.3905636 +spvB csgB 4.252925 2.315501 -0.7691697 -1.343048 -0.4097732 -1.405028 0.1600129 +spvB sciB 4.321255 2.282342 -0.7627277 -1.258593 -0.4893129 -1.747027 0.08063271 +spvB ssaG 3.885366 0.7107844 -0.2865081 -0.773784 -0.2761657 -0.6821387 0.4951512 +spvB STM0286 3.716571 2.513176 -0.4105761 -1.599455 0.01714405 0.0301755 0.9759271 +spvB STM0268 4.442715 2.42616 -0.7529202 -1.418275 -0.3822989 -1.399013 0.1618092 +spvB STM0289 4.35378 2.56628 -0.7200306 -1.608068 -0.2728168 -0.9068528 0.3644846 +spvB rfbG 4.176056 2.387592 -0.9017349 -1.525515 -0.6126074 -1.97613 0.04814008 +spvB gogB 3.72029 1.365672 0.2714806 1.256448 0.8746892 1.935766 0.05289641 +spvB sopD2 3.817348 0.9314872 -0.3622187 -1.001369 -0.1343949 -0.345327 0.7298486 +spvB STM0278 4.436544 2.770281 -0.8442974 -1.732828 -0.4994461 -1.71737 0.0859116 +spvB STM0269 4.442715 2.42616 -0.7529202 -1.418275 -0.3822989 -1.399013 0.1618092 +spvB STM0271 4.45551 2.454165 -0.7377891 -1.499285 -0.3756271 -1.389904 0.1645581 +spvB traJ 3.533186 3.217159 1.470618 -2.004292 2.041249 4.048231 5.16061e-05 +spvB pipB2 4.04449 2.023497 -0.8685058 -0.6312257 -0.6803627 -1.723546 0.08478976 +spvB hcp1.tssD1 3.402613 0.6462297 -1.053091 0.6315664 -0.9353348 -1.801429 0.07163532 +spvB ssaO 3.974707 1.148281 -0.3008555 -1.206053 -0.3383136 -0.8899216 0.373508 +spvB allD 4.375766 2.182127 -0.6897364 -1.915147 -0.8241072 -2.654985 0.007931202 +spvB allB 4.317984 2.263309 -0.7531063 -1.987143 -1.040549 -3.054656 0.002253188 +spvB allC 4.351892 2.117059 -0.6822842 -1.82698 -0.8566888 -2.729859 0.006336142 +spvB iucA 4.623915 1.302855 -0.3609504 1.194328 0.6924235 2.167794 0.03017433 +spvB iucB 4.623915 1.302855 -0.3609504 1.194328 0.6924235 2.167794 0.03017433 +spvB cdtB 4.723134 0.833024 0.0587421 0.802498 1.136932 2.431681 0.01502892 +spvB iucC 4.618774 1.105184 -0.2998485 1.039198 0.765472 2.298378 0.02154029 +spvB sinH 3.467464 1.609529 -1.03741 0.3987913 -1.150709 -2.04954 0.04040933 +spvB tssF 4.234459 0.7630634 0.2267565 0.725548 1.078371 1.941759 0.05216631 +spvB iucD 4.618774 1.105184 -0.2998485 1.039198 0.765472 2.298378 0.02154029 +spvB iutA 4.618774 1.105184 -0.2998485 1.039198 0.765472 2.298378 0.02154029 +spvB hcp.tssD 4.43214 1.538589 -0.3528917 -1.690649 0.8510979 2.534974 0.01124558 +spvB icsP.sopA 4.565787 0.8062519 -0.3197963 0.7145937 0.5951954 1.588749 0.112117 +spvB fyuA 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 +spvB ybtT 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 +spvB ybtU 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 +spvB nleC 4.74128 0.4111687 0.03642226 0.4118164 0.9928971 1.99844 0.04566896 +spvB irp1 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 +spvB irp2 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 +spvB ybtQ 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 +spvB ybtX 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 +spvB ybtS 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 +spvB ybtA 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 +spvB cesT 4.285021 0.7969347 -0.1519031 0.6779824 0.5907632 0.9372177 0.3486466 +spvB vipA.tssB 3.976769 0.3626183 0.1576017 0.3439607 0.7651758 1.151407 0.2495647 +spvB wbtL.1 3.874131 3.750202 -1.447123 -2.239615 -1.769452 -6.706102 1.998934e-11 +spvB galU 4.219288 4.559304 -1.324483 -1.322079 -1.417178 -4.13799 3.503616e-05 +spvB fliH 3.657236 0.7621728 -0.8733964 0.721645 -0.5845661 -1.050493 0.2934915 +spvB clpV1 4.000917 4.449692 -1.495082 -1.65825 -1.243887 -3.539385 0.000401061 +spvB tviA 3.77642 1.450254 -0.2611511 -0.7196664 0.2044715 0.3533724 0.7238093 +spvB tviB 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB tviC 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB tviD 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB tviE 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB vexA 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB vexB 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB vexC 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB flgM 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB vexD 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB vexE 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 +spvB clpV.tssH 4.11557 2.655784 -0.6667215 2.034037 0.5735934 2.102884 0.03547594 +spvB ipfE 2.787632 1.363379 -1.625988 0.1120444 -1.152133 -3.400799 0.0006718932 +spvB sopA 4.251585 2.645643 -0.7080239 -0.9203528 -0.5392047 -1.860061 0.06287689 +spvB PA2367 4.256993 3.05599 -0.6604073 -0.6223079 -0.3891602 -1.398883 0.161848 +spvB lpfD 3.029362 2.230457 -1.484323 -0.6677734 -1.017498 -2.61965 0.008801999 +spvB avrA 3.708066 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1.097039 1.551096 0.949938 -1.770209 -0.2633329 -0.5166523 0.6053989 +tssJ icsP.sopA 1.1344 0.6752577 0.9631077 0.6009877 -0.06571498 -0.1031228 0.9178655 +tssJ fyuA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssJ ybtT 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssJ ybtU 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssJ nleC 0.7615061 0.08534384 0.6819231 0.07900128 -0.8551785 -1.170033 0.2419875 +tssJ irp1 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssJ irp2 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssJ ybtQ 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssJ ybtX 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssJ ybtS 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssJ ybtA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssJ cesT 0.696161 0.3434447 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0.3999666 0.6891811 +ssaR tide1 0.8992984 2.428014 -0.9333525 -1.493683 -0.2116481 -0.4112643 0.6808787 +ssaR pefB 1.09815 4.847068 -1.137917 -1.1388 -0.5974759 -1.262968 0.2066006 +ssaR gtrA 0.9178877 2.019491 -0.9348061 -1.01486 0.1315756 0.252267 0.8008347 +ssaR pefA 1.09815 4.847068 -1.137917 -1.1388 -0.5974759 -1.262968 0.2066006 +ssaR orgA.sctK 0.8525839 0.8482192 -0.8876192 -0.9209217 -0.1458 -0.2318279 0.8166717 +ssaR STM0281 0.8998331 2.355156 -0.9325192 -1.454358 -0.1867598 -0.3646976 0.7153371 +ssaR STM0276 0.9019839 2.302169 -0.9328932 -1.382244 -0.1560873 -0.3070301 0.7588204 +ssaR pefC 1.121899 5.197325 -1.164359 -1.201092 -0.6507214 -1.362524 0.1730326 +ssaR ratB 0.898455 2.335645 -0.9321708 -1.494024 -0.2037192 -0.3975672 0.6909492 +ssaR pipB 0.9150956 0.9989916 -0.91464 1.101827 0.2873714 0.5771724 0.563823 +ssaR STM0285 0.9000983 2.505491 -0.9356336 -1.522324 -0.24013 -0.4656483 0.6414673 +ssaR shdA 0.9032518 1.541105 -0.9223563 -0.6111452 0.08495261 0.1652904 0.8687154 +ssaR pefD 1.121899 5.197325 -1.164359 -1.201092 -0.6507214 -1.362524 0.1730326 +ssaR rfbD 0.8651105 1.590232 -0.877048 1.285922 0.2018023 0.4142942 0.6786586 +ssaR STM0280 0.9019839 2.302169 -0.9328932 -1.382244 -0.1560873 -0.3070301 0.7588204 +ssaR rfbF 0.913063 2.236546 -0.945217 -1.228847 -0.1918384 -0.3853293 0.6999935 +ssaR STM0290 0.7364549 1.186174 -0.7510344 1.03901 0.4783725 0.8083727 0.418876 +ssaR tae4 0.899445 2.443289 -0.9325388 -1.475252 -0.1941474 -0.3768089 0.7063156 +ssaR STM0287 0.8992984 2.428014 -0.9333525 -1.493683 -0.2116481 -0.4112643 0.6808787 +ssaR csgB 0.9122236 2.202471 -0.9416002 -1.133201 -0.1384833 -0.2784437 0.7806717 +ssaR sciB 0.9080459 2.165681 -0.9338384 -1.104907 -0.06237349 -0.1246946 0.9007653 +ssaR ssaG 0.8982201 0.6596946 -0.9231626 -0.7265686 -0.02615666 -0.04107993 0.9672322 +ssaR STM0286 0.8988284 2.413017 -0.9332341 -1.506628 -0.2173372 -0.4223714 0.672754 +ssaR STM0268 0.9051993 2.25509 -0.9334347 -1.26277 -0.1083579 -0.2151412 0.8296572 +ssaR STM0289 0.8998331 2.355156 -0.9325192 -1.454358 -0.1867598 -0.3646976 0.7153371 +ssaR rfbG 0.913063 2.236546 -0.945217 -1.228847 -0.1918384 -0.3853293 0.6999935 +ssaR gogB 0.7564745 1.094227 -0.7716684 0.9843398 0.4491127 0.7591837 0.4477427 +ssaR sopD2 0.8483641 0.8446313 -0.8844942 -0.9215634 -0.1590012 -0.2542028 0.7993389 +ssaR STM0278 0.8997518 2.434736 -0.9340455 -1.491512 -0.2167276 -0.421077 0.6736989 +ssaR STM0269 0.9051993 2.25509 -0.9334347 -1.26277 -0.1083579 -0.2151412 0.8296572 +ssaR STM0271 0.9029397 2.269998 -0.931834 -1.336719 -0.1179327 -0.2330996 0.815684 +ssaR traJ 1.174151 3.935808 -1.219746 -1.290008 -0.7965949 -1.52536 0.1271693 +ssaR pipB2 0.9034018 2.112518 -0.9216386 -0.6674725 0.120515 0.2404035 0.8100175 +ssaR hcp1.tssD1 0.4891609 0.5007639 -0.4956539 0.4748893 1.086942 1.542679 0.1229088 +ssaR ssaO 0.8161436 0.9811251 -0.859996 -1.054336 -0.2416459 -0.388534 0.6976209 +ssaR allD 0.938697 2.091259 -0.9413072 -1.938974 0.5152986 0.9321173 0.3512759 +ssaR allB 0.9396092 2.072836 -0.9422284 -1.953315 0.5124687 0.9292505 0.3527593 +ssaR allC 0.9392916 2.020003 -0.941135 -1.877064 0.5350019 0.971417 0.3313406 +ssaR iucA 0.7847724 0.9723149 -0.7818498 0.9119421 0.4230594 0.7118748 0.4765423 +ssaR iucB 0.7847724 0.9723149 -0.7818498 0.9119421 0.4230594 0.7118748 0.4765423 +ssaR cdtB 0.8681764 0.6528687 -0.8824086 0.6193122 0.1329825 0.2130696 0.8312726 +ssaR iucC 0.8164444 0.8341599 -0.8192488 0.7964905 0.3187169 0.5284851 0.5971627 +ssaR sinH 0.9066813 1.822657 -0.9240492 0.5170687 -0.1149332 -0.2348406 0.8143324 +ssaR tssF 0.5356017 0.3492133 -0.5432104 0.3255515 0.9814378 1.376379 0.1687043 +ssaR iucD 0.8164444 0.8341599 -0.8192488 0.7964905 0.3187169 0.5284851 0.5971627 +ssaR iutA 0.8164444 0.8341599 -0.8192488 0.7964905 0.3187169 0.5284851 0.5971627 +ssaR hcp.tssD 0.9217618 1.32833 -0.97814 -1.484336 -0.4608172 -0.9087638 0.3634748 +ssaR icsP.sopA 0.8839974 0.6730473 -0.9018612 0.6004337 0.07570045 0.1189175 0.9053407 +ssaR fyuA 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 +ssaR ybtT 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 +ssaR ybtU 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 +ssaR nleC 0.9635917 0.3502395 -0.9984638 0.355677 -0.1708363 -0.2565296 0.7975419 +ssaR irp1 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 +ssaR irp2 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 +ssaR ybtQ 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 +ssaR ybtX 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 +ssaR ybtS 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 +ssaR ybtA 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 +ssaR cesT 0.5362921 0.363926 -0.5432356 0.3122535 0.9432774 1.304577 0.1920371 +ssaR vipA.tssB 0.6030533 0.1108917 -0.6121454 0.09546611 0.7663167 1.030644 0.302708 +ssaR wbtL.1 0.8348152 6.392708 -0.8442768 -0.6594405 0.7892024 1.598577 0.1099147 +ssaR galU 0.8296297 4.907479 -0.8358471 -0.7585686 0.7886153 1.5051 0.1322985 +ssaR fliH 0.4884575 0.5011104 -0.495128 0.4724787 1.078259 1.526418 0.1269059 +ssaR clpV1 0.3444794 1.108551 -0.3502798 0.9404814 1.520035 2.268582 0.02329375 +ssaR tviA 0.8245345 1.351499 -0.8426416 -0.7808259 0.2165121 0.2971032 0.7663878 +ssaR tviB 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR tviC 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR tviD 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR tviE 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR vexA 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR vexB 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR vexC 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR flgM 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR vexD 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR vexE 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 +ssaR clpV.tssH 0.8659916 2.143517 -0.9074217 1.93201 0.2376049 0.4299881 0.6672043 +ssaR ipfE 0.9883814 1.88554 -0.9856763 0.4431749 -0.5058191 -1.012481 0.3113079 +ssaR sopA 0.714046 1.360166 -0.6862545 -1.180139 -0.8541463 -1.527779 0.1265675 +ssaR PA2367 0.3912072 1.086298 -0.3990931 -0.9540826 -1.609294 -2.429644 0.01511368 +ssaR lpfD 0.9569924 2.675413 -0.9607525 -0.3269864 -0.7891722 -1.690477 0.09093667 +ssaR avrA 0.4052072 0.9841782 -0.4124071 -0.8714641 -1.516045 -2.269942 0.02321113 +ssaR slrP 0.4852443 0.5194158 -0.4915551 -0.4906989 -1.10422 -1.570672 0.1162587 +ssaR lpfB 0.9883814 1.88554 -0.9856763 0.4431749 -0.5058191 -1.012481 0.3113079 +ssaR lpfA 0.9883814 1.88554 -0.9856763 0.4431749 -0.5058191 -1.012481 0.3113079 +ssaR flgL 1.072105 1.101993 -1.078438 1.161783 -0.5494267 -0.9833131 0.3254534 +ssaR PA2366 0.8841805 3.261376 -0.8994078 0.1438326 -0.3033215 -0.6808035 0.4959959 +ssaR cdtB.1 0.7508282 1.09538 -0.757965 -1.029183 -0.7038307 -1.253794 0.209917 +iroE ssaT 0.7407753 0.7292145 -0.7632284 -0.7800718 0.2044362 0.3017704 0.7628271 +iroE tssA.1 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 +iroE sseB 0.7479656 0.7420665 -0.7693094 -0.7732969 0.2216026 0.3245026 0.7455575 +iroE STM0266 0.6610681 2.376408 -0.6883575 -1.415694 0.2034317 0.3521735 0.7247081 +iroE sptP 0.6594978 1.168135 -0.6983039 -0.8391837 -0.03741395 -0.05129229 0.9590926 +iroE STM0283 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroE rck 0.7923185 4.646201 -0.8451456 -1.667626 -0.4037554 -0.6812294 0.4957264 +iroE fimB 0.5111114 1.439822 -0.5003697 1.211843 0.7154023 1.271506 0.2035486 +iroE impE 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroE allA 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 +iroE STM0273 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroE KP1_RS17225 0.6688157 4.269537 -0.7045986 -0.2550226 0.001162386 0.00274831 0.9978072 +iroE spvC 0.6371374 5.199754 -0.6690891 -1.067966 0.1247604 0.2365788 0.8129836 +iroE STM0282 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroE STM0284 0.2222929 1.011879 -0.2332587 0.9234441 1.390548 2.078022 0.03770733 +iroE STM0275 0.6097733 2.985973 -0.6352317 -0.8470546 0.3546814 0.6483584 0.5167532 +iroE spvD 0.6958336 5.002716 -0.734994 -1.306969 -0.09372576 -0.1702329 0.864827 +iroE allR 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 +iroE entD 0.5706744 1.045861 -0.5846471 -0.4357745 0.6815506 1.080193 0.2800562 +iroE tide1 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 +iroE pefB 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 +iroE gtrA 0.6546574 2.154062 -0.6736918 -1.046632 0.4803333 0.8168121 0.4140358 +iroE pefA 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 +iroE orgA.sctK 0.6686091 0.9054783 -0.7044777 -0.9704833 -0.0009179153 -0.001416241 0.99887 +iroE STM0281 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroE STM0276 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 +iroE pefC 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 +iroE ratB 0.6672703 2.477692 -0.6987467 -1.634199 0.09561347 0.1628377 0.8706462 +iroE pipB 0.6437075 0.9058656 -0.6300395 0.9743293 0.6484248 1.113227 0.265611 +iroE STM0285 0.6668371 2.666853 -0.6995987 -1.656446 0.06791161 0.1150004 0.9084448 +iroE shdA 0.6108626 1.586715 -0.6299668 -0.8255486 0.4862338 0.8148289 0.4151703 +iroE pefD 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 +iroE rfbD 0.5227263 1.355089 -0.5167929 1.178023 0.6400746 1.125297 0.2604632 +iroE STM0280 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 +iroE rfbF 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 +iroE STM0290 0.2523781 0.8347248 -0.2645625 0.7676767 1.208461 1.760336 0.07835085 +iroE tae4 0.6664949 2.604488 -0.6972931 -1.605835 0.1124958 0.1905295 0.8488942 +iroE STM0287 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 +iroE csgB 0.6518604 2.305553 -0.6799838 -1.316468 0.1926782 0.3372426 0.735934 +iroE sciB 0.6511947 2.269399 -0.6766322 -1.267019 0.2662413 0.4631337 0.6432685 +iroE ssaG 0.7119482 0.715836 -0.7388756 -0.7718884 0.1347696 0.2037352 0.8385604 +iroE STM0286 0.6670181 2.565459 -0.6989372 -1.642422 0.08622247 0.1462633 0.8837135 +iroE STM0268 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroE STM0289 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 +iroE rfbG 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 +iroE gogB 0.2782068 0.7636374 -0.2912151 0.711131 1.175336 1.705762 0.08805245 +iroE sopD2 0.6648991 0.9023113 -0.7015708 -0.9719989 -0.01239984 -0.01921287 0.9846713 +iroE STM0278 0.2197699 1.0621 -0.2304083 0.9516264 1.431661 2.146515 0.03183189 +iroE STM0269 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 +iroE STM0271 0.6646836 2.399254 -0.6924848 -1.483545 0.1856231 0.3203432 0.7487082 +iroE traJ 0.3516499 0.9648558 -0.367697 0.367408 0.8906082 1.086432 0.2772879 +iroE pipB2 0.6084674 2.123459 -0.6286856 -0.7994343 0.5096992 0.8641596 0.3875002 +iroE hcp1.tssD1 0.3291627 0.5409932 -0.3425676 0.5137036 0.983135 1.388813 0.1648897 +iroE ssaO 0.6343976 1.039614 -0.6779581 -1.104442 -0.1046245 -0.1636257 0.8700258 +iroE allD 0.6893226 1.923716 -0.7166312 -1.795517 0.1791558 0.2907534 0.7712399 +iroE allB 0.6892491 1.909579 -0.7166884 -1.805232 0.1758908 0.2861843 0.774737 +iroE allC 0.6920109 1.865369 -0.7181977 -1.734859 0.2082782 0.340747 0.733294 +iroE iucA 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 +iroE iucB 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 +iroE cdtB 0.6724587 0.6970119 -0.7092807 0.6557795 -0.0140547 -0.02186412 0.9825563 +iroE iucC 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 +iroE sinH 0.6618555 1.768909 -0.7061805 0.40842 0.1478132 0.2706097 0.7866912 +iroE tssF 0.3739326 0.3881009 -0.3889642 0.3638037 0.8702162 1.210163 0.2262165 +iroE iucD 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 +iroE iutA 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 +iroE hcp.tssD 0.6299199 1.187362 -0.7379614 -1.356445 -0.8033605 -1.381405 0.1671545 +iroE icsP.sopA 0.6864098 0.7164462 -0.7270246 0.6314655 -0.06485839 -0.099311 0.9208913 +iroE fyuA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroE ybtT 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroE ybtU 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroE nleC 0.7590478 0.3778017 -0.8213118 0.3859415 -0.3281722 -0.4782244 0.6324905 +iroE irp1 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroE irp2 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroE ybtQ 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroE ybtX 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroE ybtS 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroE ybtA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 +iroE cesT 0.3741632 0.4036832 -0.3888203 0.3481118 0.8352817 1.148706 0.2506774 +iroE vipA.tssB 0.4376484 0.144501 -0.4557068 0.1282335 0.6510468 0.8688774 0.3849142 +iroE wbtL.1 0.6248295 6.387762 -0.6452252 -0.5519452 0.6511809 1.316829 0.187896 +iroE galU 0.6249908 4.902195 -0.6440638 -0.6233611 0.6271785 1.18647 0.2354366 +iroE fliH 0.3284062 0.5412646 -0.3419822 0.5109393 0.9752176 1.374902 0.1691618 +iroE clpV1 0.1899563 1.155604 -0.2018308 0.9717255 1.431961 2.141378 0.0322436 +iroE tviA 0.6391616 1.393105 -0.6720486 -0.7556597 0.08799134 0.1191269 0.9051748 +iroE tviB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE tviC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE tviD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE tviE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE vexA 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE vexB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE vexC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE flgM 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE vexD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE vexE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 +iroE clpV.tssH 0.4841829 1.798982 -0.5964651 1.782658 0.7461856 1.212631 0.2252709 +iroE ipfE 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 +iroE sopA 0.5255509 1.410896 -0.5159922 -1.214406 -0.7420542 -1.311005 0.1898562 +iroE PA2367 0.2341453 1.130394 -0.2472688 -0.9901031 -1.512987 -2.28066 0.02256855 +iroE lpfD 0.7202213 2.726267 -0.7416074 -0.4189793 -0.5947131 -1.202252 0.2292658 +iroE avrA 0.2480663 1.028377 -0.2609945 -0.9090615 -1.418081 -2.116996 0.03426018 +iroE slrP 0.3255111 0.559932 -0.3386904 -0.5295878 -1.000483 -1.416119 0.1567408 +iroE lpfB 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 +iroE lpfA 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 +iroE flgL 0.845648 1.175979 -0.8641305 1.239857 -0.7636274 -1.26819 0.2047301 +iroE PA2366 0.6347344 2.471685 -0.6903931 0.856592 0.2773854 0.4894778 0.6245034 +iroE cdtB.1 0.3200976 0.8112825 -0.3289387 -0.7778396 -1.349969 -2.005142 0.04494786 +ssaT tssA.1 0.3047243 0.6823723 -0.3257311 0.6263122 1.128596 1.62894 0.1033257 +ssaT sseB 0.7297366 0.7355057 -0.7805578 -0.7676512 0.2050728 0.3023686 0.7623711 +ssaT STM0266 0.6024655 2.038276 -0.6977137 -1.169979 -0.4889028 -0.8405445 0.4006032 +ssaT sptP 0.644685 1.155317 -0.7071807 -0.8480555 -0.0592596 -0.0829766 0.9338701 +ssaT STM0283 0.5723783 2.057088 -0.6813749 -1.372613 -0.6117454 -1.030172 0.3029294 +ssaT rck 0.7716926 4.645959 -0.8545277 -1.685731 -0.3805847 -0.6522029 0.5142703 +ssaT fimB 0.236554 1.048956 -0.2542081 0.9518343 1.469356 2.217398 0.02659593 +ssaT impE 0.6028699 2.041336 -0.6981226 -1.168457 -0.4892334 -0.8406031 0.4005703 +ssaT allA 0.5559109 1.373115 -0.64792 -1.323305 -0.446303 -0.7285761 0.466261 +ssaT STM0273 0.6028699 2.041336 -0.6981226 -1.168457 -0.4892334 -0.8406031 0.4005703 +ssaT KP1_RS17225 0.5893637 4.271881 -0.6290098 -0.6626907 0.5043744 0.9724653 0.3308191 +ssaT spvC 0.6265618 5.204103 -0.6797796 -1.07264 0.1312713 0.2581781 0.7962695 +ssaT STM0282 0.5723783 2.057088 -0.6813749 -1.372613 -0.6117454 -1.030172 0.3029294 +ssaT STM0284 0.4842499 1.407845 -0.5269076 1.201961 0.6210347 1.098145 0.2721412 +ssaT STM0275 0.6011798 2.988423 -0.6438633 -0.8515867 0.3646235 0.6686628 0.5037106 +ssaT spvD 0.6811462 5.00136 -0.7441887 -1.318957 -0.07867218 -0.1471172 0.8830395 +ssaT allR 0.5559109 1.373115 -0.64792 -1.323305 -0.446303 -0.7285761 0.466261 +ssaT entD 0.6600636 1.046851 -0.7219259 -0.1266353 -0.04691675 -0.08146237 0.9350743 +ssaT tide1 0.5674394 2.104208 -0.6804217 -1.418271 -0.646117 -1.084203 0.2782748 +ssaT pefB 0.7020421 4.911003 -0.7691305 -1.407594 -0.1506546 -0.2784784 0.7806451 +ssaT gtrA 0.6503386 2.148288 -0.6852603 -1.031968 0.4661524 0.8049161 0.4208681 +ssaT pefA 0.7020421 4.911003 -0.7691305 -1.407594 -0.1506546 -0.2784784 0.7806451 +ssaT orgA.sctK 0.6538181 0.899332 -0.7136266 -0.9651141 -0.01675736 -0.02603362 0.9792305 +ssaT STM0281 0.5723783 2.057088 -0.6813749 -1.372613 -0.6117454 -1.030172 0.3029294 +ssaT STM0276 0.5837437 2.03672 -0.6872204 -1.296591 -0.5644842 -0.9562734 0.3389341 +ssaT pefC 0.7124192 5.311914 -0.7814676 -1.462828 -0.1823012 -0.3371417 0.7360101 +ssaT ratB 0.659096 2.46404 -0.7136678 -1.619374 0.06636306 0.116714 0.9070867 +ssaT pipB 0.6225617 0.9070249 -0.6564251 0.9803451 0.6369265 1.100154 0.2712649 +ssaT STM0285 0.5670456 2.16576 -0.6835131 -1.450809 -0.6779863 -1.137642 0.2552701 +ssaT shdA 0.658482 1.488702 -0.7296473 -0.4779639 -0.1912157 -0.3411848 0.7329645 +ssaT pefD 0.7124192 5.311914 -0.7814676 -1.462828 -0.1823012 -0.3371417 0.7360101 +ssaT rfbD 0.2455583 0.9795713 -0.2635925 0.90049 1.409052 2.111039 0.03476896 +ssaT STM0280 0.5837437 2.03672 -0.6872204 -1.296591 -0.5644842 -0.9562734 0.3389341 +ssaT rfbF 0.6294987 2.092604 -0.7268608 -1.109309 -0.5277108 -0.949096 0.3425718 +ssaT STM0290 0.2476496 0.834003 -0.2684443 0.7670314 1.215764 1.775535 0.07580965 +ssaT tae4 0.5680082 2.114436 -0.6793405 -1.403368 -0.6302907 -1.054613 0.2916025 +ssaT STM0287 0.5674394 2.104208 -0.6804217 -1.418271 -0.646117 -1.084203 0.2782748 +ssaT csgB 0.6380658 2.080777 -0.7289448 -1.006399 -0.4602398 -0.8337921 0.4043982 +ssaT sciB 0.6269329 2.022 -0.7137733 -0.9965467 -0.4047906 -0.7128932 0.4759118 +ssaT ssaG 0.696086 0.7102875 -0.7500981 -0.7673403 0.1201155 0.1826016 0.8551106 +ssaT STM0286 0.566107 2.093183 -0.6797913 -1.427164 -0.6519171 -1.095673 0.2732219 +ssaT STM0268 0.6028699 2.041336 -0.6981226 -1.168457 -0.4892334 -0.8406031 0.4005703 +ssaT STM0289 0.5723783 2.057088 -0.6813749 -1.372613 -0.6117454 -1.030172 0.3029294 +ssaT rfbG 0.6294987 2.092604 -0.7268608 -1.109309 -0.5277108 -0.949096 0.3425718 +ssaT gogB 0.2735768 0.7631017 -0.2953013 0.710596 1.182532 1.720284 0.0853808 +ssaT sopD2 0.8382968 1.179756 -0.8673331 -1.217732 0.7549708 1.255887 0.2091569 +ssaT STM0278 0.5683338 2.108345 -0.6818233 -1.419207 -0.6505299 -1.09147 0.275066 +ssaT STM0269 0.6028699 2.041336 -0.6981226 -1.168457 -0.4892334 -0.8406031 0.4005703 +ssaT STM0271 0.5906402 2.033689 -0.6890093 -1.236237 -0.5155486 -0.8805364 0.3785688 +ssaT traJ 0.3440729 0.9560082 -0.3708003 0.3723895 0.9021202 1.110684 0.2667043 +ssaT pipB2 0.6043484 2.11778 -0.639967 -0.7852551 0.5001897 0.8573086 0.3912744 +ssaT hcp1.tssD1 0.3238851 0.5403504 -0.3471232 0.5130404 0.9899684 1.401591 0.1610375 +ssaT ssaO 0.6202165 1.032933 -0.6857709 -1.098669 -0.1215679 -0.1916551 0.8480124 +ssaT allD 0.5150703 1.50228 -0.6227796 -1.52929 -0.5828538 -0.9677531 0.3331677 +ssaT allB 0.5144268 1.496859 -0.6222438 -1.532515 -0.5837701 -0.9698892 0.3321017 +ssaT allC 0.5254918 1.454802 -0.6286615 -1.47868 -0.5463045 -0.9052496 0.3653331 +ssaT iucA 0.3040097 0.6723068 -0.3253521 0.6411453 1.144956 1.660405 0.09683293 +ssaT iucB 0.3040097 0.6723068 -0.3253521 0.6411453 1.144956 1.660405 0.09683293 +ssaT cdtB 0.3711547 0.3878279 -0.3957779 0.3735131 0.9112353 1.281215 0.2001183 +ssaT iucC 0.3339525 0.5519612 -0.3561174 0.5323534 1.055143 1.513834 0.130068 +ssaT sinH 0.6192388 1.882049 -0.6633016 0.6492983 -0.4757141 -0.8227388 0.4106566 +ssaT tssF 0.3682717 0.3874625 -0.3939927 0.3631888 0.8769668 1.222089 0.2216742 +ssaT iucD 0.3339525 0.5519612 -0.3561174 0.5323534 1.055143 1.513834 0.130068 +ssaT iutA 0.3339525 0.5519612 -0.3561174 0.5323534 1.055143 1.513834 0.130068 +ssaT hcp.tssD 0.6706958 1.432546 -0.7381285 -1.608408 -0.1449928 -0.2539126 0.7995631 +ssaT icsP.sopA 0.3705558 0.3916424 -0.3954028 0.3605579 0.8841843 1.233287 0.2174688 +ssaT fyuA 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 +ssaT ybtT 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 +ssaT ybtU 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 +ssaT nleC 0.4294447 0.1392474 -0.4588716 0.1363267 0.6964373 0.9454119 0.3444487 +ssaT irp1 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 +ssaT irp2 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 +ssaT ybtQ 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 +ssaT ybtX 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 +ssaT ybtS 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 +ssaT ybtA 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 +ssaT cesT 0.3678981 0.4025954 -0.3941599 0.3477042 0.8420869 1.160593 0.2458075 +ssaT vipA.tssB 0.4306598 0.1436719 -0.4615435 0.1274324 0.6579794 0.8800971 0.3788067 +ssaT wbtL.1 0.6593843 6.297688 -0.7181677 -0.02423563 0.0600523 0.1731496 0.8625338 +ssaT galU 0.6542182 3.865652 -0.7171986 -0.5165579 -0.1100159 -0.2445801 0.8067816 +ssaT fliH 0.3230616 0.5405763 -0.3465316 0.5102517 0.9820619 1.387697 0.1652294 +ssaT clpV1 0.4633492 1.722919 -0.5099054 1.116292 0.6483289 1.06946 0.2848624 +ssaT tviA 0.6268471 1.389944 -0.6807222 -0.7572971 0.0983377 0.1336325 0.8936932 +ssaT tviB 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT tviC 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT tviD 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT tviE 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT vexA 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT vexB 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT vexC 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT flgM 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT vexD 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT vexE 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 +ssaT clpV.tssH 0.4675463 1.784223 -0.6017544 1.775637 0.7768653 1.288507 0.1975694 +ssaT ipfE 0.6900053 1.799428 -0.7435882 0.3198339 -0.1638727 -0.2897306 0.7720223 +ssaT sopA 0.2582569 1.028222 -0.278607 -0.9527704 -1.498776 -2.262198 0.02368516 +ssaT PA2367 0.229601 1.129842 -0.2520507 -0.9906525 -1.521733 -2.300092 0.02144302 +ssaT lpfD 0.7033999 2.727203 -0.7630149 -0.4284609 -0.5930653 -1.207793 0.2271269 +ssaT avrA 0.2440066 1.02816 -0.2649601 -0.9090393 -1.426383 -2.134862 0.03277232 +ssaT slrP 0.3202908 0.5593784 -0.3431825 -0.5290139 -1.007382 -1.429063 0.152986 +ssaT lpfB 0.6900053 1.799428 -0.7435882 0.3198339 -0.1638727 -0.2897306 0.7720223 +ssaT lpfA 0.6900053 1.799428 -0.7435882 0.3198339 -0.1638727 -0.2897306 0.7720223 +ssaT flgL 0.6526412 0.8979644 -0.7126221 0.9677072 0.02053581 0.03203493 0.9744442 +ssaT PA2366 0.5736731 3.211241 -0.6129404 0.372103 -0.6686503 -1.243287 0.2137622 +ssaT cdtB.1 0.5552185 1.141621 -0.5949472 -1.081327 -0.5622467 -0.9798412 0.3271645 +tssA.1 sseB 0.6824336 0.3070346 0.6261483 -0.3227656 1.121003 1.61411 0.1065036 +tssA.1 STM0266 1.373644 1.630668 -0.6749189 -0.95525 0.9709275 1.498455 0.134015 +tssA.1 sptP 0.9789479 0.9591087 0.8935911 -0.7959858 0.5230574 0.9075001 0.3641424 +tssA.1 STM0283 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +tssA.1 rck 1.266795 4.687837 1.028938 -1.814477 0.189994 0.3407918 0.7332603 +tssA.1 fimB 0.9613267 1.6164 0.7567181 1.038882 -0.7233915 -1.337106 0.1811882 +tssA.1 impE 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +tssA.1 allA 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 +tssA.1 STM0273 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +tssA.1 KP1_RS17225 0.9821172 4.246487 0.8761658 -0.780866 -0.7226124 -1.508396 0.1314533 +tssA.1 spvC 1.265811 5.176119 1.026374 -0.8035288 0.2469436 0.7460059 0.4556638 +tssA.1 STM0282 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +tssA.1 STM0284 1.203107 2.566428 0.9675259 -1.490699 0.19332 0.4361797 0.6627063 +tssA.1 STM0275 1.143159 2.984042 0.9704302 -0.6537605 -0.1024049 -0.2364847 0.8130565 +tssA.1 spvD 1.113142 5.031043 0.951967 -1.455495 -0.1127772 -0.2235537 0.8231046 +tssA.1 allR 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 +tssA.1 entD 1.100986 1.057501 0.9597505 -0.2824005 -0.3232202 -0.644005 0.5195722 +tssA.1 tide1 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 +tssA.1 pefB 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 +tssA.1 gtrA 1.130893 1.782293 0.9555617 -1.055193 0.2549537 0.5356764 0.5921822 +tssA.1 pefA 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 +tssA.1 orgA.sctK 1.004304 0.7781379 0.8989424 -0.8417811 0.3755525 0.6310573 0.5280031 +tssA.1 STM0281 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +tssA.1 STM0276 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 +tssA.1 pefC 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 +tssA.1 ratB 1.999057 2.427287 -0.8000917 -1.581791 0.01908872 0.05024895 0.959924 +tssA.1 pipB 1.033 0.8518631 0.8734633 0.8461216 -0.8721304 -1.642505 0.1004854 +tssA.1 STM0285 1.953758 2.567349 -0.7996141 -1.606411 0.125815 0.3418495 0.7324641 +tssA.1 shdA 1.127929 1.559748 0.9740522 -0.6721828 -0.2023876 -0.4191121 0.6751342 +tssA.1 pefD 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 +tssA.1 rfbD 0.602174 0.9918894 0.4768846 0.7836297 -1.471808 -2.175579 0.02958674 +tssA.1 STM0280 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 +tssA.1 rfbF 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 +tssA.1 STM0290 0.5773816 0.7948362 0.4896605 0.6898621 -1.305378 -1.871375 0.06129307 +tssA.1 tae4 1.178534 2.481686 0.9709503 -1.525956 0.1096332 0.2495265 0.8029536 +tssA.1 STM0287 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 +tssA.1 csgB 1.38453 1.543147 -0.6493805 -0.9022378 0.9790391 1.547394 0.1217683 +tssA.1 sciB 1.157337 2.211214 0.9826073 -1.165357 -0.06477499 -0.1419094 0.8871516 +tssA.1 ssaG 1.050542 0.5902098 0.928961 -0.6558502 0.2622692 0.4350639 0.6635161 +tssA.1 STM0286 1.977227 2.495244 -0.800605 -1.583825 0.0714153 0.1911659 0.8483956 +tssA.1 STM0268 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +tssA.1 STM0289 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 +tssA.1 rfbG 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 +tssA.1 gogB 0.986993 1.113864 0.8376671 0.9634598 -0.4347739 -0.7391281 0.4598292 +tssA.1 sopD2 1.001034 0.7759159 0.897597 -0.8424009 0.3879173 0.6545399 0.512764 +tssA.1 STM0278 1.182929 2.469839 0.9684984 -1.545332 0.1346091 0.3065748 0.759167 +tssA.1 STM0269 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 +tssA.1 STM0271 1.358632 1.675827 -0.6767395 -1.007683 0.9870859 1.515587 0.1296238 +tssA.1 traJ 0.6754445 0.8706391 0.5912415 0.3368173 -1.028831 -1.281757 0.199928 +tssA.1 pipB2 1.181565 2.022315 0.9608035 -0.5725457 0.2726023 0.5884935 0.5562011 +tssA.1 hcp1.tssD1 1.435909 1.064705 1.147651 1.011643 0.5667163 1.038463 0.2990543 +tssA.1 ssaO 0.9690258 0.9119709 0.8736006 -0.971235 0.4697897 0.7993946 0.4240616 +tssA.1 allD 1.077489 1.639639 0.9335079 -1.597086 0.4002746 0.8605069 0.3895097 +tssA.1 allB 1.07707 1.633041 0.93326 -1.602192 0.4003259 0.8606794 0.3894146 +tssA.1 allC 1.083176 1.589609 0.9426466 -1.542224 0.3616785 0.772554 0.4397864 +tssA.1 iucA 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 +tssA.1 iucB 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 +tssA.1 cdtB 0.6937576 0.3301351 0.6200015 0.3008339 -1.058384 -1.501599 0.1332008 +tssA.1 iucC 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 +tssA.1 sinH 1.161899 1.790388 0.9941475 0.355108 -0.271315 -0.5891518 0.5557594 +tssA.1 tssF 0.6936523 0.3314911 0.619408 0.2947231 -1.017859 -1.422051 0.1550114 +tssA.1 iucD 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 +tssA.1 iutA 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 +tssA.1 hcp.tssD 1.097039 1.551096 0.949938 -1.770209 -0.2633329 -0.5166523 0.6053989 +tssA.1 icsP.sopA 1.1344 0.6752577 0.9631077 0.6009877 -0.06571498 -0.1031228 0.9178655 +tssA.1 fyuA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssA.1 ybtT 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssA.1 ybtU 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssA.1 nleC 0.7615061 0.08534384 0.6819231 0.07900128 -0.8551785 -1.170033 0.2419875 +tssA.1 irp1 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssA.1 irp2 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssA.1 ybtQ 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssA.1 ybtX 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssA.1 ybtS 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssA.1 ybtA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 +tssA.1 cesT 0.696161 0.3434447 0.6202342 0.2870819 -0.976281 -1.338478 0.1807406 +tssA.1 vipA.tssB 0.7684023 0.09247501 0.6864593 0.0748674 -0.8064156 -1.075655 0.2820816 +tssA.1 wbtL.1 1.811974 2.200208 -0.9017048 -1.941883 0.6978442 2.262484 0.0236675 +tssA.1 galU 1.857069 3.274512 -0.8469763 -0.8134091 0.4540862 1.346094 0.1782721 +tssA.1 fliH 0.6467469 0.4821234 0.5720292 0.4434587 -1.104728 -1.548836 0.1214211 +tssA.1 clpV1 1.557448 2.538464 -0.6620371 -1.649672 0.8556308 0.7290742 0.4659562 +tssA.1 tviA 1.036731 1.349089 0.8968428 -0.7987408 -0.2562244 -0.3499215 0.7263976 +tssA.1 tviB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 tviC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 tviD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 tviE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 vexA 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 vexB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 vexC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 flgM 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 vexD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 vexE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 +tssA.1 clpV.tssH 1.168925 2.192386 0.9408806 1.965483 -0.1673166 -0.3936008 0.6938758 +tssA.1 ipfE 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 +tssA.1 sopA 1.144119 2.113589 0.9594228 -1.02768 0.1230821 0.2728707 0.7849526 +tssA.1 PA2367 1.047556 3.170576 0.9796253 -1.004389 -0.8476764 -1.769081 0.07688031 +tssA.1 lpfD 0.9617416 2.745367 0.8759452 -1.061535 -0.6512531 -1.209065 0.2266378 +tssA.1 avrA 1.165768 2.989892 0.9823492 -0.2647816 -0.002438247 -0.005716605 0.9954388 +tssA.1 slrP 0.6430757 0.4997709 0.5681378 -0.4599684 1.130209 1.594271 0.1108753 +tssA.1 lpfB 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 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+sseB KP1_RS17225 0.5981021 4.269091 -0.6261091 -0.652379 0.4765645 0.90938 0.3631496 +sseB spvC 0.6349701 5.198105 -0.6748859 -1.060968 0.115968 0.2175878 0.8277503 +sseB STM0282 0.6620926 2.501841 -0.7001033 -1.591663 0.1163875 0.1983238 0.8427918 +sseB STM0284 0.2199129 1.011278 -0.2347687 0.9229946 1.389796 2.076052 0.03788916 +sseB STM0275 0.6059633 2.985058 -0.6383055 -0.8465332 0.3531543 0.6450066 0.5189229 +sseB spvD 0.6932349 5.002572 -0.7413462 -1.300097 -0.1020277 -0.1839791 0.8540298 +sseB allR 0.5645413 1.384093 -0.6448868 -1.325682 -0.4228814 -0.6813305 0.4956624 +sseB entD 0.664601 1.047354 -0.7113205 -0.1306297 -0.03599247 -0.06228725 0.9503341 +sseB tide1 0.6623125 2.583335 -0.701461 -1.62813 0.09337012 0.1584475 0.8741042 +sseB pefB 0.7149996 4.915796 -0.7664112 -1.387186 -0.1752392 -0.3135017 0.7538995 +sseB gtrA 0.6562832 2.152039 -0.6700563 -1.046873 0.4803466 0.8184793 0.4130836 +sseB pefA 0.7149996 4.915796 -0.7664112 -1.387186 -0.1752392 -0.3135017 0.7538995 +sseB orgA.sctK 0.6643959 0.9060518 -0.7083116 -0.9709774 0.000552682 0.0008513715 0.9993207 +sseB STM0281 0.6620926 2.501841 -0.7001033 -1.591663 0.1163875 0.1983238 0.8427918 +sseB STM0276 0.6606554 2.440667 -0.6971873 -1.523578 0.1490102 0.255573 0.7982806 +sseB pefC 0.7277562 5.308801 -0.7810974 -1.436672 -0.2139672 -0.3806494 0.7034634 +sseB ratB 0.5777483 2.061589 -0.6768225 -1.405348 -0.5947519 -0.9839353 0.3251473 +sseB pipB 0.6350654 0.9071388 -0.6386185 0.9744269 0.6459862 1.111353 0.2664164 +sseB STM0285 0.6623549 2.666523 -0.7028198 -1.656599 0.06774244 0.1147947 0.9086079 +sseB shdA 0.6622795 1.489782 -0.7199718 -0.4829788 -0.1763353 -0.3126303 0.7545616 +sseB pefD 0.7277562 5.308801 -0.7810974 -1.436672 -0.2139672 -0.3806494 0.7034634 +sseB rfbD 0.5144677 1.357388 -0.5258916 1.177585 0.6376679 1.123654 0.2611598 +sseB STM0280 0.6606554 2.440667 -0.6971873 -1.523578 0.1490102 0.255573 0.7982806 +sseB rfbF 0.6354571 2.102081 -0.7208746 -1.111002 -0.4974847 -0.8824118 0.3775542 +sseB STM0290 0.2500887 0.8342528 -0.2659835 0.7672716 1.207927 1.759021 0.07857387 +sseB tae4 0.6632906 2.602417 -0.6995246 -1.604814 0.109508 0.1869203 0.8517231 +sseB STM0287 0.6623125 2.583335 -0.701461 -1.62813 0.09337012 0.1584475 0.8741042 +sseB csgB 0.6496868 2.304711 -0.6808148 -1.316358 0.1923023 0.3378117 0.7355051 +sseB sciB 0.6337261 2.032856 -0.707906 -0.9965078 -0.3756076 -0.6543604 0.5128797 +sseB ssaG 0.7069327 0.7162258 -0.742989 -0.7722465 0.1353478 0.2044248 0.8380215 +sseB STM0286 0.6625858 2.565127 -0.7020845 -1.642629 0.08609682 0.1461458 0.8838063 +sseB STM0268 0.6115703 2.059937 -0.6942511 -1.167253 -0.4558464 -0.772828 0.4396242 +sseB STM0289 0.6620926 2.501841 -0.7001033 -1.591663 0.1163875 0.1983238 0.8427918 +sseB rfbG 0.6354571 2.102081 -0.7208746 -1.111002 -0.4974847 -0.8824118 0.3775542 +sseB gogB 0.2759063 0.7631368 -0.292575 0.7106975 1.174837 1.704623 0.08826467 +sseB sopD2 0.660711 0.9028601 -0.7053632 -0.9724832 -0.01095262 -0.01694316 0.986482 +sseB STM0278 0.2173173 1.061492 -0.2319623 0.9511562 1.430862 2.144368 0.03200345 +sseB STM0269 0.6115703 2.059937 -0.6942511 -1.167253 -0.4558464 -0.772828 0.4396242 +sseB STM0271 0.6000388 2.053756 -0.6858633 -1.236253 -0.4812055 -0.8094874 0.4182349 +sseB traJ 0.3491955 0.9652425 -0.3695314 0.3663778 0.889854 1.084746 0.2780342 +sseB pipB2 0.6514008 2.024179 -0.7088893 -0.6963547 -0.1855338 -0.2175164 0.8278059 +sseB hcp1.tssD1 0.3267049 0.5405043 -0.3439682 0.5132521 0.9829177 1.388403 0.1650143 +sseB ssaO 0.6306928 1.040362 -0.6816778 -1.105084 -0.1025291 -0.1600001 0.872881 +sseB allD 0.687209 1.923266 -0.717219 -1.795696 0.1791126 0.2924897 0.7699122 +sseB allB 0.5237714 1.507699 -0.6204707 -1.5384 -0.557369 -0.9109409 0.3623265 +sseB allC 0.5345232 1.465276 -0.6265037 -1.483897 -0.5210676 -0.8503961 0.3951049 +sseB iucA 0.3061833 0.6720903 -0.3223329 0.6410871 1.13744 1.645709 0.09982374 +sseB iucB 0.3061833 0.6720903 -0.3223329 0.6410871 1.13744 1.645709 0.09982374 +sseB cdtB 0.3739165 0.3877865 -0.3921251 0.3735341 0.904446 1.269278 0.2043421 +sseB iucC 0.3362802 0.5517511 -0.3528158 0.5322789 1.04796 1.500423 0.1335048 +sseB sinH 0.622448 1.876971 -0.6568888 0.6511815 -0.4660503 -0.8074054 0.419433 +sseB tssF 0.3712972 0.3876057 -0.3903997 0.3633349 0.8701826 1.210186 0.2262076 +sseB iucD 0.3362802 0.5517511 -0.3528158 0.5322789 1.04796 1.500423 0.1335048 +sseB iutA 0.3362802 0.5517511 -0.3528158 0.5322789 1.04796 1.500423 0.1335048 +sseB hcp.tssD 0.6774373 1.430871 -0.7280704 -1.605406 -0.1512358 -0.2646467 0.7912817 +sseB icsP.sopA 0.3735364 0.3918154 -0.3918052 0.3605861 0.8773518 1.221309 0.2219691 +sseB fyuA 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 +sseB ybtT 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 +sseB ybtU 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 +sseB nleC 0.4330088 0.1394183 -0.4546133 0.1365741 0.6900039 0.9350772 0.3497485 +sseB irp1 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 +sseB irp2 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 +sseB ybtQ 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 +sseB ybtX 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 +sseB ybtS 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 +sseB ybtA 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 +sseB cesT 0.713714 0.7555295 -0.7639724 0.6273973 -0.1525708 -0.2273752 0.820132 +sseB vipA.tssB 0.434551 0.1440359 -0.4573337 0.1277838 0.6514428 0.8696757 0.3844776 +sseB wbtL.1 0.6629149 6.290761 -0.7067323 -0.1000255 0.1456128 0.3765218 0.706529 +sseB galU 0.6628709 3.912213 -0.7083662 -0.549588 -0.03413727 -0.07109799 0.9433198 +sseB fliH 0.6438965 0.8885304 -0.6838255 0.8294277 0.06615439 0.1040038 0.9171663 +sseB clpV1 0.1874318 1.155115 -0.2035438 0.9713004 1.431184 2.138984 0.03243695 +sseB tviA 0.6345276 1.392791 -0.6749885 -0.7558426 0.08865373 0.120081 0.904419 +sseB tviB 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB tviC 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB tviD 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB tviE 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB vexA 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB vexB 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB vexC 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB flgM 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB vexD 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB vexE 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 +sseB clpV.tssH 0.6612175 3.354075 -0.6919883 1.355809 -0.305073 -0.128713 0.8975848 +sseB ipfE 0.6978536 1.802081 -0.7331053 0.3246623 -0.1724098 -0.3031271 0.761793 +sseB sopA 0.5162188 1.413937 -0.5263749 -1.213601 -0.7391857 -1.309202 0.190466 +sseB PA2367 0.640753 2.909517 -0.6787457 -0.2823351 -0.3326972 -0.6934894 0.4880025 +sseB lpfD 0.714114 2.728759 -0.7466597 -0.41476 -0.5974317 -1.205812 0.2278901 +sseB avrA 0.5136232 1.452508 -0.5277285 -1.150311 -0.6511283 -1.139908 0.2543244 +sseB slrP 0.3230772 0.5594253 -0.3400871 -0.5291228 -1.000228 -1.415634 0.1568826 +sseB lpfB 0.6978536 1.802081 -0.7331053 0.3246623 -0.1724098 -0.3031271 0.761793 +sseB lpfA 0.6978536 1.802081 -0.7331053 0.3246623 -0.1724098 -0.3031271 0.761793 +sseB flgL 0.6631158 0.9045052 -0.7072826 0.9736787 0.003397854 0.005256407 0.995806 +sseB PA2366 0.5783055 3.208373 -0.6093332 0.3684463 -0.6510661 -1.203505 0.228781 +sseB cdtB.1 0.3177351 0.8106067 -0.3301117 -0.7772483 -1.349155 -2.003488 0.0451249 +STM0266 sptP 2.111996 1.019954 -1.152868 -0.0830352 -0.3334944 -0.2905214 0.7714174 +STM0266 STM0283 2.116138 2.52134 -1.900487 -2.035231 0.8590001 2.695837 0.007021206 +STM0266 rck 2.240408 4.800392 -1.257828 -1.967567 0.1498867 0.3004494 0.7638344 +STM0266 fimB 2.295715 1.990441 -1.295144 1.257447 0.04114424 0.1317924 0.8951485 +STM0266 impE 2.118047 2.790741 -0.9817693 0.3683299 1.624556 3.450497 0.0005595558 +STM0266 allA 2.353544 1.623611 -1.346842 -1.456258 0.1289616 0.370975 0.7106561 +STM0266 STM0273 2.118047 2.790741 -0.9817693 0.3683299 1.624556 3.450497 0.0005595558 +STM0266 KP1_RS17225 2.043071 2.255223 -1.108727 -1.945239 -0.6301385 -2.231881 0.02562283 +STM0266 spvC 2.329509 5.102281 -1.35334 -0.9482666 -0.1162084 -0.4071383 0.6839064 +STM0266 STM0282 2.116138 2.52134 -1.900487 -2.035231 0.8590001 2.695837 0.007021206 +STM0266 STM0284 2.000135 2.967781 -1.671893 -1.941292 0.8965601 2.636878 0.008367287 +STM0266 STM0275 1.890172 1.20316 -0.1448551 1.140263 2.041587 3.704913 0.0002114632 +STM0266 spvD 2.115719 5.208721 -1.166678 -1.572931 0.4715862 1.047981 0.2946474 +STM0266 allR 2.353544 1.623611 -1.346842 -1.456258 0.1289616 0.370975 0.7106561 +STM0266 entD 2.422356 1.193474 -1.415093 -0.1598024 0.4624537 1.190159 0.2339838 +STM0266 tide1 2.085533 2.658504 -1.855395 -1.995015 0.7869901 2.48111 0.0130974 +STM0266 pefB 2.148367 5.081941 -1.187685 -1.687881 0.3849833 0.8392697 0.401318 +STM0266 gtrA 1.679862 1.419289 -1.082693 -0.6202573 -0.7944621 -1.162517 0.2450257 +STM0266 pefA 2.148367 5.081941 -1.187685 -1.687881 0.3849833 0.8392697 0.401318 +STM0266 orgA.sctK 2.251177 0.900802 -1.285446 -0.9724677 -0.09111331 -0.1813798 0.8560694 +STM0266 STM0281 2.116138 2.52134 -1.900487 -2.035231 0.8590001 2.695837 0.007021206 +STM0266 STM0276 2.162672 2.409353 -1.939211 -2.037045 0.938013 2.915815 0.003547605 +STM0266 pefC 2.162026 5.480466 -1.189764 -1.736093 0.3508695 0.7573335 0.4488501 +STM0266 ratB 2.311009 2.455102 -1.364222 -1.615028 0.1032497 0.3344044 0.7380744 +STM0266 pipB 2.304928 1.056988 -1.335671 1.198605 0.03085465 0.05715059 0.9544252 +STM0266 STM0285 2.007253 2.796596 -1.900321 -2.253901 1.044685 3.041314 0.002355482 +STM0266 shdA 2.372979 1.68807 -1.416503 -0.6181328 0.332466 0.8606717 0.3894189 +STM0266 pefD 2.162026 5.480466 -1.189764 -1.736093 0.3508695 0.7573335 0.4488501 +STM0266 rfbD 2.293625 1.718835 -1.246581 1.336257 0.130025 0.3998947 0.6892341 +STM0266 STM0280 2.162672 2.409353 -1.939211 -2.037045 0.938013 2.915815 0.003547605 +STM0266 rfbF 2.195066 2.151798 -1.258221 -1.248182 -0.2591397 -0.3953291 0.6926 +STM0266 STM0290 1.98502 1.216486 -0.5285513 1.12642 1.199309 2.536413 0.01119945 +STM0266 tae4 1.85284 1.374818 -0.08009792 1.290121 2.219296 4.150692 3.314718e-05 +STM0266 STM0287 2.085533 2.658504 -1.855395 -1.995015 0.7869901 2.48111 0.0130974 +STM0266 csgB 2.267137 2.193309 -1.292644 -1.179587 -0.09119441 -0.1864618 0.8520826 +STM0266 sciB 2.415601 2.147432 -2.20311 -2.023492 1.317471 3.746231 0.000179511 +STM0266 ssaG 2.390678 0.664449 -1.396819 -0.718679 0.2106786 0.3661236 0.7142728 +STM0266 STM0286 2.082052 2.643213 -1.852966 -2.00806 0.7793151 2.465431 0.01368485 +STM0266 STM0268 2.118047 2.790741 -0.9817693 0.3683299 1.624556 3.450497 0.0005595558 +STM0266 STM0289 2.116138 2.52134 -1.900487 -2.035231 0.8590001 2.695837 0.007021206 +STM0266 rfbG 2.195066 2.151798 -1.258221 -1.248182 -0.2591397 -0.3953291 0.6926 +STM0266 gogB 2.101579 1.238149 -0.9841838 1.11629 0.5975282 1.37869 0.1679903 +STM0266 sopD2 2.229557 0.898979 -1.274176 -0.9775766 -0.1358156 -0.2779529 0.7810485 +STM0266 STM0278 1.867896 1.328106 -0.09944716 1.252011 2.174788 4.034742 5.466239e-05 +STM0266 STM0269 2.118047 2.790741 -0.9817693 0.3683299 1.624556 3.450497 0.0005595558 +STM0266 STM0271 2.324188 2.351192 -1.722127 -1.753157 0.7508391 2.258069 0.02394133 +STM0266 traJ 1.794794 0.8281479 -0.3855597 0.6802211 1.523057 2.435961 0.01485229 +STM0266 pipB2 1.616077 1.354719 -1.144311 -0.4868833 -0.951627 -1.575155 0.1152207 +STM0266 hcp1.tssD1 2.014409 0.8380161 -0.9234434 0.803705 0.7780578 1.444362 0.1486371 +STM0266 ssaO 2.146129 1.051295 -1.207011 -1.136713 -0.3064784 -0.6712814 0.5020413 +STM0266 allD 2.241103 1.808628 -1.261401 -1.709294 -0.1330248 -0.4018895 0.6877653 +STM0266 allB 2.241844 1.799535 -1.262077 -1.717624 -0.1307761 -0.3950031 0.6928406 +STM0266 allC 2.274241 1.746442 -1.298334 -1.653667 -0.05221258 -0.1569567 0.875279 +STM0266 iucA 2.340007 1.126835 -1.356116 1.039176 -0.09577319 -0.2093278 0.8341924 +STM0266 iucB 2.340007 1.126835 -1.356116 1.039176 -0.09577319 -0.2093278 0.8341924 +STM0266 cdtB 2.37478 0.6791665 -1.392113 0.6421711 -0.1817311 -0.3165528 0.7515829 +STM0266 iucC 2.46988 0.8979122 -1.473786 0.8491155 -0.3964868 -0.7502373 0.4531118 +STM0266 sinH 1.736426 1.29882 -1.044036 0.4262365 -0.7593631 -1.06392 0.2873649 +STM0266 tssF 2.356567 0.6712433 -1.398687 0.6234737 -0.1620182 -0.2810657 0.77866 +STM0266 iucD 2.46988 0.8979122 -1.473786 0.8491155 -0.3964868 -0.7502373 0.4531118 +STM0266 iutA 2.46988 0.8979122 -1.473786 0.8491155 -0.3964868 -0.7502373 0.4531118 +STM0266 hcp.tssD 1.848674 1.109149 -0.9498347 -1.458298 0.7362577 0.9639661 0.3350629 +STM0266 icsP.sopA 2.367159 0.6806596 -1.396197 0.6111329 -0.1732563 -0.2997435 0.7643728 +STM0266 fyuA 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 +STM0266 ybtT 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 +STM0266 ybtU 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 +STM0266 nleC 2.225028 0.3162525 -1.248487 0.3228374 0.1624033 0.2449425 0.8065009 +STM0266 irp1 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 +STM0266 irp2 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 +STM0266 ybtQ 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 +STM0266 ybtX 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 +STM0266 ybtS 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 +STM0266 ybtA 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 +STM0266 cesT 2.098062 0.6962107 -1.037002 0.5580889 0.5278131 0.879642 0.3790533 +STM0266 vipA.tssB 2.228691 0.3220067 -1.218459 0.2980729 0.1864589 0.2790819 0.7801819 +STM0266 wbtL.1 2.10102 2.280487 -1.102372 -2.090412 -0.418419 -1.552468 0.1205503 +STM0266 galU 2.305703 4.904383 -1.33228 -0.07701875 0.1442901 0.6925967 0.4885627 +STM0266 fliH 2.220955 0.9157778 -1.16815 0.8549334 0.257479 0.5248567 0.5996828 +STM0266 clpV1 1.967239 1.707708 -0.5160316 1.444984 1.245096 3.367366 0.0007588994 +STM0266 tviA 2.029636 1.373742 -1.024281 -0.7748682 0.6356597 0.9257095 0.3545969 +STM0266 tviB 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 tviC 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 tviD 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 tviE 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 vexA 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 vexB 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 vexC 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 flgM 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 vexD 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 vexE 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 +STM0266 clpV.tssH 2.041465 2.208903 -1.075268 1.943732 0.5549876 1.963912 0.04954027 +STM0266 ipfE 2.163162 1.636404 -1.337456 0.04147244 -0.5736904 -1.111111 0.2665206 +STM0266 sopA 2.304728 2.192061 -1.326178 -1.047764 0.02931271 0.09244953 0.9263409 +STM0266 PA2367 2.236236 2.87137 -1.252788 -0.4838534 -0.1566716 -0.333694 0.7386105 +STM0266 lpfD 1.83823 2.062177 -1.318423 -0.9003053 -0.9945891 -2.023468 0.04302487 +STM0266 avrA 2.243134 2.758535 -1.220881 -0.4666616 -0.2275804 -0.6269571 0.5306874 +STM0266 slrP 2.202675 0.9455801 -1.123449 -0.88313 -0.3506958 -0.7411712 0.4585896 +STM0266 lpfB 2.163162 1.636404 -1.337456 0.04147244 -0.5736904 -1.111111 0.2665206 +STM0266 lpfA 2.163162 1.636404 -1.337456 0.04147244 -0.5736904 -1.111111 0.2665206 +STM0266 flgL 2.235392 0.8981368 -1.273991 0.977586 0.1259943 0.2588693 0.7957361 +STM0266 PA2366 2.137247 2.118777 -1.156704 1.795258 1.106084 3.510842 0.0004466891 +STM0266 cdtB.1 2.263413 1.242312 -1.329096 -1.189608 0.4297045 1.147694 0.251095 +sptP STM0283 1.068492 2.311143 -0.1368503 -1.41558 -0.2908405 -0.4180925 0.6758795 +sptP rck 1.161483 4.611423 -0.2620703 -1.730224 -0.4218021 -0.8237816 0.4100637 +sptP fimB 0.9128729 1.398259 -0.4547593 1.228645 1.089276 2.10286 0.03547798 +sptP impE 1.182119 2.33712 -0.8812605 -1.337947 0.0729969 0.1362329 0.8916372 +sptP allA 1.281924 1.812172 -0.7869689 -1.442252 0.3441478 0.7015522 0.4829585 +sptP STM0273 1.182119 2.33712 -0.8812605 -1.337947 0.0729969 0.1362329 0.8916372 +sptP KP1_RS17225 1.158415 4.239427 -0.7538908 -0.4508188 0.3368099 0.9370646 0.3487253 +sptP spvC 1.214922 5.145806 -0.2862519 -0.7644696 -0.3405502 -1.051227 0.2931544 +sptP STM0282 1.068492 2.311143 -0.1368503 -1.41558 -0.2908405 -0.4180925 0.6758795 +sptP STM0284 0.9507456 1.363542 -0.313973 1.208429 0.9631664 1.779642 0.07513456 +sptP STM0275 1.039458 2.986467 -0.777234 -0.9540508 0.6466632 1.275462 0.2021458 +sptP spvD 1.16322 5.024769 -0.8399893 -1.419171 0.06055777 0.1137755 0.9094157 +sptP allR 1.281924 1.812172 -0.7869689 -1.442252 0.3441478 0.7015522 0.4829585 +sptP entD 1.087851 1.110862 -1.028108 -0.2955499 0.4668206 0.8846613 0.3763393 +sptP tide1 1.049266 2.371501 -0.1209355 -1.464466 -0.3278822 -0.516383 0.6055869 +sptP pefB 1.203785 4.932811 -0.8078017 -1.501265 -0.0276197 -0.04961688 0.9604277 +sptP gtrA 1.185984 2.185647 -0.9956915 -1.010979 0.4373761 0.894984 0.3707956 +sptP pefA 1.203785 4.932811 -0.8078017 -1.501265 -0.0276197 -0.04961688 0.9604277 +sptP orgA.sctK 1.222593 0.89271 -0.4108514 -0.8813786 1.277686 2.571002 0.01014046 +sptP STM0281 1.068492 2.311143 -0.1368503 -1.41558 -0.2908405 -0.4180925 0.6758795 +sptP STM0276 1.078408 2.250962 -0.1419896 -1.331564 -0.2663837 -0.3216874 0.7476895 +sptP pefC 1.232369 5.32678 -0.7608466 -1.540013 -0.0838608 -0.136952 0.8910688 +sptP ratB 1.057416 2.298875 -0.1294 -1.44693 -0.3125933 -0.4599127 0.6455789 +sptP pipB 1.101414 1.003823 -1.069727 1.081186 0.5592335 1.164382 0.2442691 +sptP STM0285 1.025253 2.426616 -0.1042167 -1.502944 -0.3762717 -0.6234521 0.5329875 +sptP shdA 0.9594999 1.329076 -0.02390807 -0.488622 -0.3659016 -0.5138236 0.6073753 +sptP pefD 1.232369 5.32678 -0.7608466 -1.540013 -0.0838608 -0.136952 0.8910688 +sptP rfbD 0.8925668 1.308313 -0.5609403 1.169005 1.012606 1.93967 0.05241975 +sptP STM0280 1.078408 2.250962 -0.1419896 -1.331564 -0.2663837 -0.3216874 0.7476895 +sptP rfbF 0.8891689 1.901336 -0.06479093 -1.078163 -0.6002245 -0.7921562 0.4282696 +sptP STM0290 0.5655912 0.8099956 -0.4345864 0.7536873 1.459948 2.183242 0.02901801 +sptP tae4 1.055533 2.381456 -0.1223784 -1.44956 -0.3098241 -0.4842871 0.6281822 +sptP STM0287 1.049266 2.371501 -0.1209355 -1.464466 -0.3278822 -0.516383 0.6055869 +sptP csgB 1.07726 2.42253 -0.9275403 -1.481053 0.5521075 1.066023 0.2864133 +sptP sciB 0.9245017 1.854494 -0.0329348 -0.9410878 -0.4648358 -0.5677997 0.570171 +sptP ssaG 1.21771 0.6787638 -0.3386226 -0.689347 1.060142 1.673633 0.0942028 +sptP STM0286 1.046197 2.360653 -0.11956 -1.473042 -0.3345125 -0.526604 0.5984686 +sptP STM0268 1.182119 2.33712 -0.8812605 -1.337947 0.0729969 0.1362329 0.8916372 +sptP STM0289 1.068492 2.311143 -0.1368503 -1.41558 -0.2908405 -0.4180925 0.6758795 +sptP rfbG 0.8891689 1.901336 -0.06479093 -1.078163 -0.6002245 -0.7921562 0.4282696 +sptP gogB 0.9362389 1.071081 -0.7280274 0.9939694 0.5814187 1.032032 0.3020571 +sptP sopD2 1.241243 0.9719842 -0.2228447 -1.003209 0.6197745 1.138432 0.25494 +sptP STM0278 1.048634 2.376763 -0.1217822 -1.465095 -0.3324446 -0.5254805 0.5992492 +sptP STM0269 1.182119 2.33712 -0.8812605 -1.337947 0.0729969 0.1362329 0.8916372 +sptP STM0271 1.065585 2.194737 -0.119565 -1.260596 -0.2657641 -0.2639132 0.7918468 +sptP traJ 0.6410551 0.7807079 -0.5247831 0.463959 1.210788 1.662061 0.09650064 +sptP pipB2 1.126857 2.202333 -0.9854841 -0.7358249 0.386516 0.7903002 0.4293525 +sptP hcp1.tssD1 0.6401536 0.5114174 -0.5552938 0.4859957 1.232405 1.774984 0.07590053 +sptP ssaO 1.273171 1.152472 -0.2700187 -1.182903 0.3580961 0.7066665 0.4797737 +sptP allD 1.225491 1.89788 -0.8593248 -1.768008 0.1416052 0.304884 0.7604545 +sptP allB 1.225521 1.885354 -0.8590407 -1.778283 0.1405489 0.303103 0.7618114 +sptP allC 1.241647 1.845913 -0.8478347 -1.710345 0.1898705 0.4107412 0.6812623 +sptP iucA 0.9523923 0.9599306 -0.7944967 0.9161476 0.5486824 0.9581397 0.3379923 +sptP iucB 0.9523923 0.9599306 -0.7944967 0.9161476 0.5486824 0.9581397 0.3379923 +sptP cdtB 1.095649 0.650394 -0.8563764 0.6188419 0.19385 0.3007622 0.7635958 +sptP iucC 0.9987661 0.8261489 -0.8362609 0.7971805 0.4271619 0.7211276 0.470831 +sptP sinH 1.034799 1.716156 0.004072584 0.4467588 -0.2857953 -0.4201519 0.6743745 +sptP tssF 1.143354 0.6645393 -0.8369011 0.6196288 0.09217384 0.1369303 0.8910859 +sptP iucD 0.9987661 0.8261489 -0.8362609 0.7971805 0.4271619 0.7211276 0.470831 +sptP iutA 0.9987661 0.8261489 -0.8362609 0.7971805 0.4271619 0.7211276 0.470831 +sptP hcp.tssD 1.150024 1.424842 -1.142078 -1.588056 -0.4275046 -0.9325647 0.3510447 +sptP icsP.sopA 0.6887625 0.3610603 -0.6181215 0.3315746 1.135626 1.612118 0.1069363 +sptP fyuA 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 +sptP ybtT 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 +sptP ybtU 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 +sptP nleC 0.7606836 0.1132856 -0.6825959 0.1083743 0.9390365 1.28548 0.1986247 +sptP irp1 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 +sptP irp2 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 +sptP ybtQ 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 +sptP ybtX 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 +sptP ybtS 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 +sptP ybtA 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 +sptP cesT 0.6920573 0.3708929 -0.6041622 0.3228921 1.077291 1.500972 0.1333629 +sptP vipA.tssB 0.7694746 0.1184034 -0.6744468 0.1032448 0.8841974 1.181525 0.2373942 +sptP wbtL.1 1.152454 6.367817 -0.8992015 -0.3529471 0.4829981 1.366075 0.1719155 +sptP galU 1.069115 4.909868 -0.9339427 -0.7430148 0.8239118 1.642827 0.1004187 +sptP fliH 0.6403706 0.5115153 -0.552039 0.4836546 1.22152 1.754234 0.07939047 +sptP clpV1 0.5763402 1.147535 -0.1949529 1.019007 1.662818 2.484815 0.01296189 +sptP tviA 1.032513 1.346 -0.8221287 -0.7849457 0.3255251 0.436471 0.6624951 +sptP tviB 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP tviC 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP tviD 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP tviE 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP vexA 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP vexB 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP vexC 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP flgM 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP vexD 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP vexE 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 +sptP clpV.tssH 1.068717 4.10235 -1.003143 1.173012 -0.7463233 -1.38293 0.1666862 +sptP ipfE 1.004663 1.695847 -0.06827435 0.16385 -0.6670643 -1.036917 0.2997747 +sptP sopA 1.0558 1.661533 -0.6873217 -1.257119 -0.4747147 -1.030642 0.3027087 +sptP PA2367 0.9942511 2.645589 -0.01185395 -0.396049 -0.4763233 -0.8918276 0.3724853 +sptP lpfD 0.7749453 2.040215 -0.07440439 -0.6495341 -1.165947 -1.955764 0.0504929 +sptP avrA 0.8579497 1.353426 -0.6327032 -1.180637 -0.9268362 -1.765273 0.07751787 +sptP slrP 0.6349081 0.5324535 -0.5505556 -0.5042383 -1.252999 -1.810397 0.07023423 +sptP lpfB 1.004663 1.695847 -0.06827435 0.16385 -0.6670643 -1.036917 0.2997747 +sptP lpfA 1.004663 1.695847 -0.06827435 0.16385 -0.6670643 -1.036917 0.2997747 +sptP flgL 1.011568 0.8014946 -0.877604 0.8893162 0.3439616 0.5692531 0.5691844 +sptP PA2366 0.9777769 2.83715 0.05032356 -0.02671946 -0.693454 -1.36605 0.1719233 +sptP cdtB.1 1.074526 1.257345 -0.895526 -1.188356 -0.3885649 -0.839063 0.401434 +STM0283 rck 2.418661 4.732752 -1.516056 -1.921631 0.05691932 0.1359889 0.8918301 +STM0283 fimB 2.440931 1.988649 -1.56321 1.24259 -0.04653593 -0.1595194 0.8732597 +STM0283 impE 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 +STM0283 allA 2.574297 1.607627 -1.599884 -1.484322 0.2683227 0.808824 0.4186164 +STM0283 STM0273 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 +STM0283 KP1_RS17225 2.454833 4.284152 -1.552262 -0.2880876 -0.1251747 -0.5600136 0.5754702 +STM0283 spvC 2.476599 5.167652 -1.559871 -0.9539996 -0.0755407 -0.278835 0.7803715 +STM0283 STM0282 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 +STM0283 STM0284 2.053866 1.261067 -0.2560428 1.19772 2.204066 4.01113 6.042881e-05 +STM0283 STM0275 2.436461 3.118617 -1.324318 -0.6685573 0.9320104 2.798061 0.005141036 +STM0283 spvD 2.177534 4.853874 -1.398323 -1.641464 0.5162243 1.198267 0.230813 +STM0283 allR 2.574297 1.607627 -1.599884 -1.484322 0.2683227 0.808824 0.4186164 +STM0283 entD 2.413746 1.013568 -1.508931 -0.1466383 -0.09784798 -0.2180173 0.8274156 +STM0283 tide1 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 +STM0283 pefB 2.294792 4.878889 -1.442481 -1.591425 0.3106407 0.8546438 0.3927484 +STM0283 gtrA 2.661615 1.702453 -1.699979 -1.471615 0.4852943 1.355708 0.1751919 +STM0283 pefA 2.294792 4.878889 -1.442481 -1.591425 0.3106407 0.8546438 0.3927484 +STM0283 orgA.sctK 2.331969 0.8908642 -1.47818 -0.9711034 -0.1904023 -0.3728894 0.7092307 +STM0283 STM0281 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 +STM0283 STM0276 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 +STM0283 pefC 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 +STM0283 ratB 2.432937 2.421479 -1.509616 -1.558678 -0.09137213 -0.3030012 0.761889 +STM0283 pipB 2.419006 1.011737 -1.499088 1.177491 -0.09572506 -0.2128771 0.8314229 +STM0283 STM0285 2.245564 2.618029 -2.203358 -2.491546 1.251327 4.021893 5.773226e-05 +STM0283 shdA 2.135018 1.200485 -1.351894 -0.566223 -0.5504013 -0.2115127 0.8324872 +STM0283 pefD 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 +STM0283 rfbD 2.448287 1.709277 -1.524916 1.319776 0.02339212 0.07726823 0.9384102 +STM0283 STM0280 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 +STM0283 rfbF 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 +STM0283 STM0290 1.977774 0.983466 -0.3645488 0.9305645 1.865258 3.200841 0.001370273 +STM0283 tae4 2.298945 2.388039 -2.190929 -2.228507 0.9822727 3.552762 0.0003812093 +STM0283 STM0287 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 +STM0283 csgB 2.43701 2.230595 -1.53455 -1.195011 -0.03959059 -0.1184508 0.9057105 +STM0283 sciB 2.715568 1.979391 -2.10795 -1.815639 1.086729 3.045495 0.002322975 +STM0283 ssaG 2.501087 0.6691852 -1.569855 -0.7291327 0.09462642 0.1617394 0.8715111 +STM0283 STM0286 2.330217 2.545068 -2.288326 -2.467689 1.360942 4.398394 1.09055e-05 +STM0283 STM0268 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 +STM0283 STM0289 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 +STM0283 rfbG 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 +STM0283 gogB 2.224342 1.228527 -1.186476 1.103873 0.6693513 1.548456 0.1215125 +STM0283 sopD2 2.300411 0.8862258 -1.467786 -0.9741511 -0.2442709 -0.4956682 0.6201285 +STM0283 STM0278 2.235488 1.537858 -0.532922 1.425117 1.794392 4.062312 4.858914e-05 +STM0283 STM0269 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 +STM0283 STM0271 2.492021 2.123763 -2.094471 -1.959985 0.8769226 2.775412 0.005513184 +STM0283 traJ 2.149604 1.119934 -0.9718545 0.7469007 0.9172767 1.626052 0.1039386 +STM0283 pipB2 2.382063 1.919097 -1.475526 -0.4900267 -0.2482495 -0.569535 0.5689931 +STM0283 hcp1.tssD1 2.323927 0.9098751 -1.391363 0.8591729 0.3014881 0.6111953 0.5410703 +STM0283 ssaO 2.221062 1.033152 -1.40803 -1.129135 -0.3974823 -0.8605561 0.3894826 +STM0283 allD 2.496458 1.837897 -1.62812 -1.753743 0.1910811 0.6348095 0.5255526 +STM0283 allB 2.447571 1.813365 -1.539822 -1.740482 0.004413186 0.01431654 0.9885774 +STM0283 allC 2.476172 1.755415 -1.568108 -1.67467 0.08120694 0.2600071 0.7948583 +STM0283 iucA 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 +STM0283 iucB 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 +STM0283 cdtB 2.483835 0.6887599 -1.560608 0.6504588 -0.066518 -0.1157439 0.9078555 +STM0283 iucC 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0283 sinH 1.948297 1.2886 -1.246299 0.4103999 -0.8004819 -0.9228475 0.3560867 +STM0283 tssF 2.476561 0.6799454 -1.567353 0.6312915 -0.064829 -0.1122717 0.910608 +STM0283 iucD 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0283 iutA 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0283 hcp.tssD 2.272005 1.297809 -1.299013 -1.560304 0.4537773 0.4791669 0.6318199 +STM0283 icsP.sopA 2.480986 0.6912828 -1.562003 0.617017 -0.06473173 -0.1124015 0.9105051 +STM0283 fyuA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0283 ybtT 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0283 ybtU 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0283 nleC 2.279466 0.3098581 -1.436986 0.3196253 0.2897179 0.429257 0.6677362 +STM0283 irp1 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0283 irp2 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0283 ybtQ 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0283 ybtX 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0283 ybtS 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0283 ybtA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0283 cesT 2.482423 0.6969552 -1.586339 0.5910019 -0.09003084 -0.1518164 0.8793318 +STM0283 vipA.tssB 2.311366 0.3192256 -1.398979 0.2946971 0.2916851 0.4297423 0.6673831 +STM0283 wbtL.1 2.446284 6.287161 -1.538477 0.02733602 0.01600327 0.08812717 0.9297756 +STM0283 galU 2.399107 3.386183 -1.388238 -0.8816549 -0.29906 -0.9043041 0.3658342 +STM0283 fliH 2.525622 0.8869393 -1.666612 0.8273911 -0.229856 -0.4633849 0.6430885 +STM0283 clpV1 2.189286 1.712295 -0.6880514 1.449777 1.334818 3.581912 0.0003410884 +STM0283 tviA 2.029459 1.368229 -1.204522 -0.8250278 0.8179768 1.175223 0.2399055 +STM0283 tviB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 tviC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 tviD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 tviE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 vexA 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 vexB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 vexC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 flgM 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 vexD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 vexE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0283 clpV.tssH 2.354595 2.229951 -1.301369 1.972099 0.4490191 1.649316 0.09908284 +STM0283 ipfE 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0283 sopA 2.423725 2.200576 -1.515615 -1.029863 -0.07765224 -0.2539934 0.7995006 +STM0283 PA2367 2.453828 3.001905 -1.54244 -0.4735394 0.02227147 0.0708891 0.943486 +STM0283 lpfD 2.335047 2.362288 -1.575726 -0.826394 -0.6614062 -1.636272 0.1017827 +STM0283 avrA 2.389967 2.768787 -1.415184 -0.4428341 -0.3167881 -0.9372748 0.3486172 +STM0283 slrP 2.310192 0.9399909 -1.303895 -0.8763014 -0.4465615 -0.9618207 0.3361397 +STM0283 lpfB 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0283 lpfA 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0283 flgL 2.3135 0.8866025 -1.468138 0.9757811 0.2277219 0.4640281 0.6426276 +STM0283 PA2366 2.517084 2.408235 -1.413045 1.544129 1.03838 3.45739 0.0005454339 +STM0283 cdtB.1 2.452908 1.265624 -1.56896 -1.214189 0.3758827 1.211987 0.2255174 +rck fimB 4.458953 1.469108 -2.122054 1.165 -0.636079 -1.345989 0.1783061 +rck impE 4.735115 2.312158 -1.917531 -1.326541 -0.03041288 -0.07225804 0.9423966 +rck allA 4.768418 1.574894 -1.966531 -1.393921 0.108204 0.2021979 0.839762 +rck STM0273 4.735115 2.312158 -1.917531 -1.326541 -0.03041288 -0.07225804 0.9423966 +rck KP1_RS17225 4.686591 4.251886 -1.963257 -0.398356 -0.192686 -0.469938 0.6383993 +rck spvC 4.057582 4.684959 -2.298107 1.216359 2.150028 3.294862 0.0009847 +rck STM0282 4.732752 2.418661 -1.92163 -1.516055 0.05691954 0.1359887 0.8918302 +rck STM0284 4.735399 2.615481 -1.911974 -1.509608 0.1138466 0.2773249 0.7815307 +rck STM0275 4.619038 2.961129 -1.991642 -0.7766235 -0.2546677 -0.603828 0.545958 +rck spvD 4.490404 5.181823 -1.98864 0.3802449 1.793103 2.472622 0.01341259 +rck allR 4.768418 1.574894 -1.966531 -1.393921 0.108204 0.2021979 0.839762 +rck entD 4.611094 1.034904 -1.852235 -0.2637823 -0.257709 -0.525239 0.599417 +rck tide1 4.863754 2.372067 -2.006717 -1.481492 0.3096909 0.6169276 0.5372825 +rck pefB 4.471128 4.133344 -2.357551 -1.907122 1.332928 2.584077 0.009763993 +rck gtrA 4.72908 1.94983 -1.914169 -1.016387 -0.01442075 -0.02491052 0.9801263 +rck pefA 4.471128 4.133344 -2.357551 -1.907122 1.332928 2.584077 0.009763993 +rck orgA.sctK 4.681187 0.9911141 -1.767347 -1.068643 -0.2498704 -0.4382823 0.6611817 +rck STM0281 4.732752 2.418661 -1.92163 -1.516055 0.05691954 0.1359887 0.8918302 +rck STM0276 4.733867 2.363985 -1.920898 -1.444345 0.02305895 0.05501678 0.9561251 +rck pefC 4.32765 4.358807 -2.231693 -1.928691 1.152259 2.279046 0.02266434 +rck ratB 4.656783 2.501007 -1.911333 -1.664864 -0.1707059 -0.3771986 0.706026 +rck pipB 4.433739 0.8388215 -1.766392 0.9251109 -0.6661791 -1.44442 0.1486207 +rck STM0285 4.73093 2.571455 -1.918138 -1.584436 0.1127126 0.2707607 0.7865751 +rck shdA 4.678546 1.530922 -1.882402 -0.6381134 -0.1249498 -0.2561267 0.797853 +rck pefD 4.32765 4.358807 -2.231693 -1.928691 1.152259 2.279046 0.02266434 +rck rfbD 4.46877 1.338572 -2.125674 1.135919 -0.6119046 -1.308986 0.1905391 +rck STM0280 4.733867 2.363985 -1.920898 -1.444345 0.02305895 0.05501678 0.9561251 +rck rfbF 4.817982 2.255501 -1.971059 -1.230731 0.2019631 0.4167749 0.6768431 +rck STM0290 4.324956 1.081166 -2.263092 0.9586859 -0.6255227 -1.442354 0.1492027 +rck tae4 4.731825 2.510029 -1.921855 -1.532515 0.06766317 0.1611789 0.8719525 +rck STM0287 4.863754 2.372067 -2.006717 -1.481492 0.3096909 0.6169276 0.5372825 +rck csgB 4.795577 2.220647 -1.959233 -1.129218 0.1483508 0.3040039 0.7611249 +rck sciB 4.766512 2.170868 -1.941564 -1.105281 0.06961222 0.1406873 0.888117 +rck ssaG 4.653186 0.7774722 -1.705488 -0.8502303 -0.3561566 -0.6318068 0.5275131 +rck STM0286 4.731459 2.477732 -1.920935 -1.570055 0.08756194 0.2099016 0.8337445 +rck STM0268 4.735115 2.312158 -1.917531 -1.326541 -0.03041288 -0.07225804 0.9423966 +rck STM0289 4.732752 2.418661 -1.92163 -1.516055 0.05691954 0.1359887 0.8918302 +rck rfbG 4.817982 2.255501 -1.971059 -1.230731 0.2019631 0.4167749 0.6768431 +rck gogB 4.364474 0.9953639 -2.248812 0.908037 -0.5850413 -1.343779 0.17902 +rck sopD2 4.680598 0.9847279 -1.783975 -1.066381 -0.2285946 -0.4073082 0.6837817 +rck STM0278 4.732828 2.501948 -1.920488 -1.553403 0.08575981 0.2058968 0.8368716 +rck STM0269 4.735115 2.312158 -1.917531 -1.326541 -0.03041288 -0.07225804 0.9423966 +rck STM0271 4.73497 2.324969 -1.918947 -1.397113 -0.009178979 -0.02176763 0.9826333 +rck traJ 4.237058 1.810128 -0.7503748 1.73938 2.522042 4.506988 6.575426e-06 +rck pipB2 4.705104 2.08983 -1.904067 -0.640919 -0.06325903 -0.1266351 0.8992292 +rck hcp1.tssD1 4.816083 1.048221 -1.777639 0.9799698 0.3377256 0.707157 0.4794689 +rck ssaO 4.506328 1.338808 -1.619688 -1.439154 -0.7234632 -1.444419 0.1486212 +rck allD 4.339961 2.182815 -1.912043 -1.979501 -0.7298374 -1.565599 0.1174426 +rck allB 4.021891 2.342787 -2.034124 -2.137884 -1.149812 -2.637072 0.008362516 +rck allC 4.301823 2.126018 -1.912805 -1.911727 -0.776069 -1.640852 0.1008282 +rck iucA 4.696314 1.190489 -1.851036 1.091611 0.1330593 0.2423647 0.8084976 +rck iucB 4.696314 1.190489 -1.851036 1.091611 0.1330593 0.2423647 0.8084976 +rck cdtB 4.629883 0.8221012 -1.747384 0.7355663 0.3268675 0.5721438 0.5672246 +rck iucC 4.67406 1.025203 -1.817994 0.9554503 0.1966916 0.357451 0.7207542 +rck sinH 4.511547 1.721821 -1.807046 0.2480247 -0.4496426 -0.9306235 0.3520484 +rck tssF 4.634357 0.8460818 -1.64362 0.76732 0.4445811 0.7420128 0.4580796 +rck iucD 4.67406 1.025203 -1.817994 0.9554503 0.1966916 0.357451 0.7207542 +rck iutA 4.67406 1.025203 -1.817994 0.9554503 0.1966916 0.357451 0.7207542 +rck hcp.tssD 4.321028 1.228522 -1.707849 -1.33509 0.870125 1.86297 0.06246645 +rck icsP.sopA 4.624949 0.8287617 -1.7406 0.7036553 0.3407887 0.5935028 0.5528447 +rck fyuA 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 +rck ybtT 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 +rck ybtU 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 +rck nleC 4.56425 0.4430925 -1.640535 0.4549511 0.5140887 0.853408 0.3934331 +rck irp1 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 +rck irp2 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 +rck ybtQ 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 +rck ybtX 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 +rck ybtS 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 +rck ybtA 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 +rck cesT 4.609354 0.8899634 -1.633921 0.7254023 0.4702749 0.7304093 0.46514 +rck vipA.tssB 4.586921 0.5068051 -1.413567 0.4759764 0.7505392 1.077631 0.2811984 +rck wbtL.1 3.737737 3.670795 -2.324101 -2.204147 -1.466914 -4.960816 7.019764e-07 +rck galU 4.550716 4.030107 -2.170121 -1.262216 -0.8258088 -1.974035 0.04837775 +rck fliH 4.656439 1.024459 -1.753564 0.9512118 0.2846662 0.4793167 0.6317134 +rck clpV1 4.453121 4.530883 -2.288529 -1.291056 -0.7224385 -1.926853 0.05399797 +rck tviA 4.411539 1.753354 -1.299163 -0.5326876 1.098657 1.698765 0.08936343 +rck tviB 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck tviC 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck tviD 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck tviE 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck vexA 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck vexB 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck vexC 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck flgM 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck vexD 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck vexE 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 +rck clpV.tssH 4.444582 3.377292 -1.979039 1.558624 0.5782474 1.350892 0.1767299 +rck ipfE 4.632023 1.710349 -1.932921 0.1912725 -0.1425117 -0.2961861 0.767088 +rck sopA 4.7695 2.02144 -1.948382 -1.125209 0.08642433 0.1474557 0.8827724 +rck PA2367 4.703823 2.994764 -1.899643 -0.5277432 -0.07247902 -0.1559782 0.8760502 +rck lpfD 4.735238 2.730118 -1.919563 -0.6820328 0.002140914 0.004838547 0.9961394 +rck avrA 4.678044 3.029805 -1.885462 -0.3312742 -0.1345001 -0.2912598 0.7708526 +rck slrP 4.799763 1.062304 -1.806014 -0.9865151 -0.3048313 -0.6486383 0.5165722 +rck lpfB 4.632023 1.710349 -1.932921 0.1912725 -0.1425117 -0.2961861 0.767088 +rck lpfA 4.632023 1.710349 -1.932921 0.1912725 -0.1425117 -0.2961861 0.767088 +rck flgL 4.683841 0.9628185 -1.82986 1.043479 0.1691811 0.3056726 0.7598539 +rck PA2366 4.490644 2.3475 -2.051017 0.6519877 -0.6912791 -1.56816 0.1168437 +rck cdtB.1 4.3823 1.145888 -1.981092 -1.08254 0.4479158 0.8542125 0.3929872 +fimB impE 1.972286 2.284972 1.317762 -1.160921 0.2794232 0.8778323 0.3800347 +fimB allA 1.555736 1.514837 1.366414 -0.9374857 0.820969 2.01409 0.04400007 +fimB STM0273 1.972286 2.284972 1.317762 -1.160921 0.2794232 0.8778323 0.3800347 +fimB KP1_RS17225 1.880919 4.193078 1.724061 -0.1616864 1.18675 3.97978 6.8979e-05 +fimB spvC 1.729959 5.067096 1.263458 -1.057167 -0.3194353 -0.9873688 0.3234619 +fimB STM0282 1.988649 2.440931 1.24259 -1.56321 -0.04653594 -0.1595194 0.8732597 +fimB STM0284 1.933296 2.65159 1.238333 -1.655399 -0.2002487 -0.6826639 0.4948192 +fimB STM0275 1.913081 3.001129 1.245187 -0.6660616 -0.1812531 -0.5258414 0.5989984 +fimB spvD 1.572933 4.808533 1.21519 -1.549089 -0.5161271 -1.282753 0.1995787 +fimB allR 1.555736 1.514837 1.366414 -0.9374857 0.820969 2.01409 0.04400007 +fimB entD 1.828492 1.01796 1.446562 0.0609006 0.7058819 2.031146 0.0422402 +fimB tide1 1.968778 2.505336 1.233383 -1.688618 -0.1845681 -0.6502187 0.5155509 +fimB pefB 1.391096 4.555272 1.138553 -1.884194 -0.7974388 -1.757741 0.0787916 +fimB gtrA 1.820923 1.962829 1.385865 -0.5852948 0.3866029 1.127509 0.2595275 +fimB pefA 1.391096 4.555272 1.138553 -1.884194 -0.7974388 -1.757741 0.0787916 +fimB orgA.sctK 1.382395 0.6683071 1.17636 -0.6940943 0.9164597 1.700593 0.08901948 +fimB STM0281 1.988649 2.440931 1.24259 -1.56321 -0.04653594 -0.1595194 0.8732597 +fimB STM0276 1.988618 2.378509 1.268519 -1.399607 0.09784701 0.3212805 0.7479978 +fimB pefC 1.514943 5.027207 1.186019 -1.816527 -0.5863499 -1.409521 0.1586812 +fimB ratB 2.004082 2.46434 1.287799 -1.459045 0.2410239 0.8168677 0.414004 +fimB pipB 1.644493 1.195937 1.460473 1.529374 0.892807 2.433768 0.01494258 +fimB STM0285 1.975209 2.611059 1.238986 -1.687083 -0.1086388 -0.3895006 0.6969059 +fimB shdA 1.816803 1.41092 1.450308 -0.3007101 0.7832574 2.262299 0.02367896 +fimB pefD 1.514943 5.027207 1.186019 -1.816527 -0.5863499 -1.409521 0.1586812 +fimB rfbD 2.236328 2.010263 2.143131 1.963371 1.755443 5.668168 1.443324e-08 +fimB STM0280 1.988618 2.378509 1.268519 -1.399607 0.09784701 0.3212805 0.7479978 +fimB rfbF 1.945319 2.094127 1.440196 -1.002586 0.7829791 2.362688 0.01814292 +fimB STM0290 2.026687 1.434057 1.350812 1.226809 0.1726168 0.4222242 0.6728613 +fimB tae4 1.9952 2.554544 1.254884 -1.528743 0.04978943 0.1751082 0.8609946 +fimB STM0287 1.968778 2.505336 1.233383 -1.688618 -0.1845681 -0.6502187 0.5155509 +fimB csgB 1.990238 2.200202 1.317502 -1.097886 0.2419111 0.7356035 0.461972 +fimB sciB 1.979046 2.153462 1.310956 -1.016536 0.2267618 0.694793 0.487185 +fimB ssaG 1.057718 0.2407023 0.9614781 -0.2614293 1.532904 2.35282 0.01863167 +fimB STM0286 1.992816 2.525557 1.2519 -1.590421 0.02304097 0.08051784 0.9358254 +fimB STM0268 1.972286 2.284972 1.317762 -1.160921 0.2794232 0.8778323 0.3800347 +fimB STM0289 1.988649 2.440931 1.24259 -1.56321 -0.04653594 -0.1595194 0.8732597 +fimB rfbG 1.945319 2.094127 1.440196 -1.002586 0.7829791 2.362688 0.01814292 +fimB gogB 1.89445 1.250762 1.138991 1.017822 -0.2717544 -0.604868 0.5452667 +fimB sopD2 1.017878 0.4004003 0.9275936 -0.4175667 1.6365 2.517187 0.01182961 +fimB STM0278 1.992389 2.549871 1.25172 -1.573109 0.02009504 0.06977996 0.9443688 +fimB STM0269 1.972286 2.284972 1.317762 -1.160921 0.2794232 0.8778323 0.3800347 +fimB STM0271 1.949682 2.311574 1.325146 -1.248219 0.2677296 0.8548962 0.3926086 +fimB traJ 1.248559 3.32012 1.09791 -1.928437 -1.035658 -2.027604 0.04260071 +fimB pipB2 1.803758 1.929679 1.459236 -0.1878035 0.6687925 1.967533 0.04912181 +fimB hcp1.tssD1 1.636807 0.7836137 1.154304 0.7183535 -0.4646215 -0.7705663 0.4409641 +fimB ssaO 1.61657 0.9662421 1.268809 -1.004829 0.5046968 1.114508 0.2650612 +fimB allD 1.893935 1.796466 1.291714 -1.674848 0.1796013 0.5708307 0.5681144 +fimB allB 1.89421 1.784615 1.291285 -1.685538 0.179859 0.5722956 0.5671217 +fimB allC 1.795642 1.689192 1.326892 -1.543239 0.3468234 1.026446 0.3046815 +fimB iucA 1.887272 1.096555 1.192643 0.9723462 -0.2119857 -0.4692177 0.6389141 +fimB iucB 1.887272 1.096555 1.192643 0.9723462 -0.2119857 -0.4692177 0.6389141 +fimB cdtB 1.649675 0.5959035 1.200292 0.5315074 -0.4268893 -0.7308812 0.4648517 +fimB iucC 1.581987 0.7879378 1.136213 0.6865583 -0.6184197 -1.120619 0.26245 +fimB sinH 1.814572 1.800337 1.353294 0.6818217 0.5772345 1.580807 0.1139221 +fimB tssF 1.666459 0.5990984 1.173066 0.508546 -0.4346204 -0.7324415 0.4638992 +fimB iucD 1.581987 0.7879378 1.136213 0.6865583 -0.6184197 -1.120619 0.26245 +fimB iutA 1.581987 0.7879378 1.136213 0.6865583 -0.6184197 -1.120619 0.26245 +fimB hcp.tssD 1.585616 1.518633 1.355189 -1.826503 -0.6119416 -1.502244 0.1330341 +fimB icsP.sopA 1.23751 0.2875559 -1.236901 0.2449177 1.696569 2.5155 0.01188636 +fimB fyuA 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 +fimB ybtT 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 +fimB ybtU 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 +fimB nleC 2.07293 0.3259514 1.2313 0.3282736 0.05601014 0.06734434 0.9463076 +fimB irp1 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 +fimB irp2 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 +fimB ybtQ 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 +fimB ybtX 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 +fimB ybtS 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 +fimB ybtA 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 +fimB cesT 3.565357 0.6484852 0.7477756 0.5827932 0.678889 1.176255 0.239493 +fimB vipA.tssB 2.116514 0.3309985 1.227584 0.3091004 0.0898528 0.1020258 0.9187362 +fimB wbtL.1 1.943056 6.294025 1.298862 0.05506784 0.2480869 1.259719 0.2077708 +fimB galU 1.801516 4.282807 1.414304 -0.1053319 0.4735112 1.048533 0.2943929 +fimB fliH 1.175708 0.4235339 -1.175875 0.3971674 1.744866 2.572234 0.01010447 +fimB clpV1 1.936756 2.017209 1.782293 1.602085 0.7139086 2.48217 0.01305848 +fimB tviA 1.56062 1.324925 1.182224 -0.8453081 -0.4861653 -0.6663719 0.5051734 +fimB tviB 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB tviC 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB tviD 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB tviE 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB vexA 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB vexB 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB vexC 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB flgM 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB vexD 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB vexE 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 +fimB clpV.tssH 1.99711 2.325361 1.242284 1.959367 -0.07050763 -0.2836023 0.7767152 +fimB ipfE 3.302203 1.74043 0.4185198 0.246073 0.3053021 0.89528 0.3706374 +fimB sopA 1.982322 2.091544 1.268142 -1.152453 -0.03662837 -0.07078975 0.9435651 +fimB PA2367 1.906745 2.896618 1.334252 -0.2311722 0.5447354 1.626997 0.1037377 +fimB lpfD 2.062132 2.732131 1.219123 -0.6765061 0.06337062 0.1636016 0.8700448 +fimB avrA 1.933884 3.013795 1.251622 -0.1556018 0.2001733 0.5931381 0.5530888 +fimB slrP 3.546049 0.9397581 0.4454944 -0.887952 -0.3499626 -0.7839777 0.4330532 +fimB lpfB 3.302203 1.74043 0.4185198 0.246073 0.3053021 0.89528 0.3706374 +fimB lpfA 3.302203 1.74043 0.4185198 0.246073 0.3053021 0.89528 0.3706374 +fimB flgL 1.374939 0.662141 1.217091 0.7349194 -0.8116721 -1.487805 0.1368023 +fimB PA2366 1.985364 3.318984 1.255502 0.007584541 -0.03496262 -0.1049468 0.916418 +fimB cdtB.1 1.847433 1.378737 1.464342 -1.355502 -0.3231775 -0.982584 0.3258122 +impE allA 2.358172 1.623479 -1.341532 -1.455467 0.1271058 0.3653832 0.7148254 +impE STM0273 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 +impE KP1_RS17225 2.301836 4.274453 -1.316248 -0.2590865 -0.01481726 -0.06040388 0.951834 +impE spvC 2.354088 5.147673 -1.369805 -0.9361496 -0.1730601 -0.6383238 0.5232629 +impE STM0282 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 +impE STM0284 2.006255 2.960093 -1.673603 -1.949587 0.899326 2.644375 0.008184181 +impE STM0275 1.893706 1.20502 -0.1434286 1.141895 2.043935 3.710223 0.0002070772 +impE spvD 2.136393 4.886976 -1.177902 -1.605526 0.4137705 0.9399276 0.3472547 +impE allR 2.358172 1.623479 -1.341532 -1.455467 0.1271058 0.3653832 0.7148254 +impE entD 2.325714 1.079794 -1.350325 -0.14576 0.08042207 0.1599903 0.8728887 +impE tide1 2.0935 2.648384 -1.846436 -1.982378 0.7691138 2.446212 0.01443661 +impE pefB 2.218216 4.898593 -1.234198 -1.579097 0.2221067 0.6056881 0.5447219 +impE gtrA 1.681905 1.420304 -1.082887 -0.6212998 -0.7948234 -1.161974 0.2452458 +impE pefA 2.218216 4.898593 -1.234198 -1.579097 0.2221067 0.6056881 0.5447219 +impE orgA.sctK 2.255449 0.9008969 -1.282025 -0.9725833 -0.09148118 -0.1820346 0.8555556 +impE STM0281 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 +impE STM0276 2.772724 2.244686 0.4300608 -1.158762 1.712631 3.799534 0.0001449683 +impE pefC 2.144521 5.244982 -1.176805 -1.718424 0.3887581 0.9996203 0.3174943 +impE ratB 2.238542 2.391347 -1.248386 -1.539961 -0.1745037 -0.4482048 0.6540054 +impE pipB 2.310102 1.057184 -1.331863 1.198726 0.03145636 0.05841723 0.9534163 +impE STM0285 2.013815 2.784002 -1.907719 -2.270168 1.051616 3.055723 0.002245183 +impE shdA 1.818258 1.138415 -1.130175 -0.5588113 -0.6099131 -0.8152323 0.4149393 +impE pefD 2.144521 5.244982 -1.176805 -1.718424 0.3887581 0.9996203 0.3174943 +impE rfbD 2.279976 1.725629 -1.097485 1.380558 0.3852938 1.154711 0.2482089 +impE STM0280 2.772724 2.244686 0.4300608 -1.158762 1.712631 3.799534 0.0001449683 +impE rfbF 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 +impE STM0290 1.82674 1.006 -0.1904216 0.9519284 1.770479 3.090182 0.002000339 +impE tae4 1.856221 1.376897 -0.07917368 1.291723 2.221963 4.156821 3.227059e-05 +impE STM0287 2.0935 2.648384 -1.846436 -1.982378 0.7691138 2.446212 0.01443661 +impE csgB 1.558149 1.434819 -1.181252 -1.084785 -1.019107 -1.72187 0.08509312 +impE sciB 1.495073 1.901251 1.301714 -0.1301905 2.317696 4.281536 1.856074e-05 +impE ssaG 2.396323 0.6641296 -1.392223 -0.7183317 0.2114715 0.3671956 0.7134731 +impE STM0286 2.058522 2.64563 -1.969249 -2.323232 1.127871 3.33443 0.0008547446 +impE STM0268 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 +impE STM0289 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 +impE rfbG 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 +impE gogB 2.104719 1.238705 -0.9816808 1.116801 0.5988591 1.381891 0.167005 +impE sopD2 2.233622 0.8991181 -1.271017 -0.9777391 -0.1362691 -0.2787552 0.7804327 +impE STM0278 1.871064 1.330092 -0.09866373 1.253597 2.177443 4.0407 5.329197e-05 +impE STM0269 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 +impE STM0271 2.786403 2.172232 0.3195475 -1.039619 1.615726 3.550901 0.0003839147 +impE traJ 2.049336 1.157566 -0.7562292 0.7457892 0.8439863 1.507217 0.131755 +impE pipB2 1.617566 1.355465 -1.145204 -0.4883568 -0.952662 -1.576305 0.1149556 +impE hcp1.tssD1 2.226743 0.9135367 -1.196828 0.8623214 0.2178356 0.4386706 0.6609002 +impE ssaO 2.149455 1.051544 -1.204454 -1.13702 -0.3073994 -0.6732051 0.5008168 +impE allD 2.244111 1.808641 -1.257215 -1.708987 -0.135845 -0.41048 0.6814539 +impE allB 2.244862 1.799553 -1.257867 -1.717307 -0.1335953 -0.4035938 0.6865115 +impE allC 2.277652 1.746375 -1.293968 -1.653276 -0.05478767 -0.1647013 0.8691791 +impE iucA 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 +impE iucB 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 +impE cdtB 2.38034 0.6788747 -1.387727 0.6419015 -0.1824879 -0.3175084 0.7508579 +impE iucC 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +impE sinH 1.739644 1.300392 -1.044283 0.4255702 -0.7583789 -1.059827 0.2892235 +impE tssF 2.361798 0.6710167 -1.394472 0.6232633 -0.1624422 -0.2815678 0.7782749 +impE iucD 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +impE iutA 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +impE hcp.tssD 1.852922 1.110824 -0.9500566 -1.458584 0.7341112 0.9572469 0.3384427 +impE icsP.sopA 2.372598 0.680385 -1.391923 0.6109049 -0.1739073 -0.3005483 0.7637589 +impE fyuA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +impE ybtT 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +impE ybtU 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +impE nleC 2.229748 0.3164117 -1.245722 0.3229707 0.1615871 0.2434999 0.8076182 +impE irp1 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +impE irp2 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +impE ybtQ 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +impE ybtX 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +impE ybtS 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +impE ybtA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +impE cesT 2.101716 0.6966831 -1.034689 0.5585159 0.5281444 0.8799871 0.3788663 +impE vipA.tssB 2.233346 0.3221646 -1.215558 0.2982272 0.1858752 0.2780377 0.7809834 +impE wbtL.1 2.308946 6.320897 -1.325538 -0.003256657 0.1905145 0.9747451 0.3296867 +impE galU 2.318058 4.976508 -1.332354 -0.06989921 0.2115149 1.014208 0.3104837 +impE fliH 2.224924 0.9160634 -1.164948 0.855186 0.2581544 0.526043 0.5988583 +impE clpV1 1.885796 1.551352 -0.3233812 1.386581 1.58996 3.701636 0.0002142134 +impE tviA 2.015155 1.401347 -0.9999154 -0.8114097 0.6942289 1.010909 0.3120599 +impE tviB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE tviC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE tviD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE tviE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE vexA 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE vexB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE vexC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE flgM 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE vexD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE vexE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +impE clpV.tssH 2.042949 2.210025 -1.072543 1.943407 0.5584935 1.977133 0.04802656 +impE ipfE 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +impE sopA 2.217937 2.281147 -1.235578 -0.917392 -0.2409566 -0.6255442 0.531614 +impE PA2367 2.238196 2.86851 -1.248468 -0.484434 -0.160853 -0.3407299 0.7333069 +impE lpfD 1.439272 1.643649 -1.324513 -0.964616 -1.562998 -2.913288 0.003576449 +impE avrA 2.091871 2.636506 -1.10143 -0.4923032 -0.5642284 -1.301014 0.1932536 +impE slrP 2.204451 0.9459633 -1.122156 -0.8828666 -0.3540195 -0.7509216 0.4526998 +impE lpfB 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +impE lpfA 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +impE flgL 2.239507 0.898268 -1.270758 0.9777413 0.1264288 0.2596541 0.7951306 +impE PA2366 2.027598 2.018577 -1.158624 1.871653 1.380066 4.156746 3.228121e-05 +impE cdtB.1 2.089392 1.089483 -1.324518 -1.053136 0.8233392 1.750437 0.08004293 +allA STM0273 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 +allA KP1_RS17225 1.629976 4.260826 -1.414221 -0.2564127 0.02023838 0.07928906 0.9368027 +allA spvC 1.597849 5.225216 -1.405971 -0.9976953 0.08002282 0.2601363 0.7947586 +allA STM0282 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 +allA STM0284 1.909582 1.480992 0.3647857 1.37908 1.256762 3.02312 0.00250183 +allA STM0275 1.612879 2.987749 -1.407572 -0.6198819 0.1200176 0.3614839 0.7177377 +allA spvD 1.438453 5.114253 -1.320925 -1.603769 0.4112058 0.8538426 0.3931922 +allA allR 2.008049 2.008051 -1.766679 -1.766678 1.387921 3.442336 0.0005767137 +allA entD 1.55036 1.134393 -1.50514 -0.2451293 0.5213502 1.248243 0.211942 +allA tide1 1.605684 2.649378 -1.481157 -1.633542 0.2201598 0.6661892 0.5052902 +allA pefB 1.469309 5.006564 -1.340202 -1.706793 0.3339657 0.68051 0.4961816 +allA gtrA 1.68461 2.132039 -1.499192 -1.000666 0.4421594 1.235604 0.2166058 +allA pefA 1.469309 5.006564 -1.340202 -1.706793 0.3339657 0.68051 0.4961816 +allA orgA.sctK 1.650423 0.9113657 -1.419107 -0.9737642 0.02821088 0.05287687 0.95783 +allA STM0281 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 +allA STM0276 1.627901 2.398345 -1.435722 -1.46496 0.05204437 0.1505612 0.8803219 +allA pefC 1.487288 5.427064 -1.348841 -1.747081 0.289364 0.5870276 0.5571851 +allA ratB 1.571837 2.661571 -1.500619 -1.746781 0.5255447 1.557288 0.119402 +allA pipB 1.586282 1.061303 -1.536479 1.1691 0.3268359 0.8415588 0.4000349 +allA STM0285 1.605471 2.721384 -1.47239 -1.66041 0.1662218 0.5029259 0.6150164 +allA shdA 1.567265 1.639776 -1.505465 -0.6724561 0.3933882 0.9918632 0.3212643 +allA pefD 1.487288 5.427064 -1.348841 -1.747081 0.289364 0.5870276 0.5571851 +allA rfbD 1.447058 1.447992 -1.110256 1.306116 0.7131012 1.685504 0.09189146 +allA STM0280 1.627901 2.398345 -1.435722 -1.46496 0.05204437 0.1505612 0.8803219 +allA rfbF 1.571762 2.493748 -1.455863 -1.521541 0.4723107 1.25213 0.2105224 +allA STM0290 1.473827 1.287441 -1.155106 1.116983 0.5132045 1.1412 0.2537867 +allA tae4 1.636954 2.529517 -1.401581 -1.552209 -0.02909308 -0.08316885 0.9337173 +allA STM0287 1.605684 2.649378 -1.481157 -1.633542 0.2201598 0.6661892 0.5052902 +allA csgB 1.568174 2.48287 -1.459406 -1.42388 0.5535754 1.451868 0.1465383 +allA sciB 1.614327 2.272577 -1.468855 -1.182891 0.1983234 0.5553794 0.5786351 +allA ssaG 1.917908 0.6993292 -1.327411 -0.7372606 0.3457178 0.4395538 0.6602603 +allA STM0286 1.606172 2.62978 -1.480348 -1.652582 0.2150255 0.6503765 0.5154491 +allA STM0268 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 +allA STM0289 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 +allA rfbG 1.571762 2.493748 -1.455863 -1.521541 0.4723107 1.25213 0.2105224 +allA gogB 1.224768 1.009408 -1.116183 0.9493561 0.8928526 1.628813 0.1033526 +allA sopD2 1.627943 0.9057347 -1.416124 -0.9754792 -0.007067376 -0.01352539 0.9892086 +allA STM0278 1.644063 2.513098 -1.382508 -1.573281 -0.0632566 -0.1784437 0.8583745 +allA STM0269 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 +allA STM0271 1.625827 2.372912 -1.45687 -1.421902 0.1164014 0.3381094 0.7352808 +allA traJ 0.9162517 0.6736659 -0.8225285 0.4797948 1.512695 2.16789 0.03016707 +allA pipB2 1.60751 2.244342 -1.485269 -0.7473582 0.4662003 1.264318 0.2061157 +allA hcp1.tssD1 0.928858 0.4739708 -0.8642737 0.4482547 1.512391 2.220266 0.02640071 +allA ssaO 1.825547 1.130647 -1.457758 -1.16343 0.3255682 0.6899154 0.4902474 +allA allD 1.829229 2.392779 -1.792266 -2.104719 1.240402 3.037383 0.002386419 +allA allB 1.838191 2.363945 -1.80135 -2.136044 1.247192 3.040784 0.00235963 +allA allC 1.868908 2.270095 -1.809929 -2.053558 1.280634 3.155179 0.001603999 +allA iucA 1.767514 1.164286 -1.480083 1.05774 -0.270365 -0.5937099 0.5527061 +allA iucB 1.767514 1.164286 -1.480083 1.05774 -0.270365 -0.5937099 0.5527061 +allA cdtB 1.822746 0.7129453 -1.432414 0.657749 -0.2970704 -0.4863889 0.6266915 +allA iucC 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 +allA sinH 1.581438 1.822557 -1.562528 0.4188831 0.4841849 1.287251 0.1980067 +allA tssF 1.801442 0.6959195 -1.473493 0.6425764 -0.2992533 -0.4979955 0.6184872 +allA iucD 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 +allA iutA 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 +allA hcp.tssD 1.635924 1.493876 -1.525391 -1.665386 -0.1861875 -0.4602426 0.6453421 +allA icsP.sopA 1.388161 0.5992692 -1.284168 0.5597999 0.4788782 0.7834481 0.433364 +allA fyuA 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allA ybtT 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allA ybtU 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allA nleC 1.552481 0.3013398 -1.38361 0.3077061 0.1409142 0.203592 0.8386723 +allA irp1 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allA irp2 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allA ybtQ 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allA ybtX 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allA ybtS 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allA ybtA 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allA cesT 1.413238 0.6465134 -1.267804 0.5137401 0.4363212 0.6770562 0.4983703 +allA vipA.tssB 1.564053 0.3078727 -1.377671 0.2843854 0.1295054 0.1834777 0.8544232 +allA wbtL.1 1.638519 6.464829 -1.466609 -0.1744073 0.5220097 2.331434 0.01973047 +allA galU 1.851798 2.002851 0.7052723 1.502659 1.623396 4.480899 7.432926e-06 +allA fliH 0.9286107 0.4732914 -0.8603612 0.4456813 1.497842 2.190397 0.02849546 +allA clpV1 1.853939 1.678511 0.5365799 1.314133 1.315296 3.270649 0.001073011 +allA tviA 1.304887 1.291847 -1.199098 -0.821578 0.6506743 0.9223788 0.356331 +allA tviB 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA tviC 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA tviD 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA tviE 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA vexA 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA vexB 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA vexC 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA flgM 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA vexD 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA vexE 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allA clpV.tssH 1.608411 2.442462 -1.537415 1.993636 -0.1958783 -0.6461523 0.5181807 +allA ipfE 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 +allA sopA 1.657189 2.541991 -1.470073 -0.8232589 0.2265761 0.65737 0.5109431 +allA PA2367 1.30899 2.051601 -0.266049 -0.4393953 -1.023352 -1.473963 0.1404915 +allA lpfD 1.555124 2.747297 -1.409263 -0.7153652 0.2557271 0.6723138 0.501384 +allA avrA 1.414759 1.53061 -1.115238 -1.252268 -0.7850816 -1.872726 0.06110627 +allA slrP 1.306737 0.7908272 -1.16868 -0.7383811 -0.7310474 -1.266586 0.2053033 +allA lpfB 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 +allA lpfA 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 +allA flgL 1.639235 0.9080123 -1.417916 0.9761407 -0.01120438 -0.02151638 0.9828337 +allA PA2366 1.253373 2.149515 -0.189055 -0.2672985 -1.201593 -1.816059 0.06936126 +allA cdtB.1 1.388791 1.197759 -1.343385 -1.152635 -0.7812699 -1.815093 0.06950969 +STM0273 KP1_RS17225 2.301836 4.274453 -1.316248 -0.2590865 -0.01481726 -0.06040388 0.951834 +STM0273 spvC 2.354088 5.147673 -1.369805 -0.9361496 -0.1730601 -0.6383238 0.5232629 +STM0273 STM0282 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 +STM0273 STM0284 2.006255 2.960093 -1.673603 -1.949587 0.899326 2.644375 0.008184181 +STM0273 STM0275 1.893706 1.20502 -0.1434286 1.141895 2.043935 3.710223 0.0002070772 +STM0273 spvD 2.136393 4.886976 -1.177902 -1.605526 0.4137705 0.9399276 0.3472547 +STM0273 allR 2.358172 1.623479 -1.341532 -1.455467 0.1271058 0.3653832 0.7148254 +STM0273 entD 2.325714 1.079794 -1.350325 -0.14576 0.08042207 0.1599903 0.8728887 +STM0273 tide1 2.0935 2.648384 -1.846436 -1.982378 0.7691138 2.446212 0.01443661 +STM0273 pefB 2.218216 4.898593 -1.234198 -1.579097 0.2221067 0.6056881 0.5447219 +STM0273 gtrA 1.681905 1.420304 -1.082887 -0.6212998 -0.7948234 -1.161974 0.2452458 +STM0273 pefA 2.218216 4.898593 -1.234198 -1.579097 0.2221067 0.6056881 0.5447219 +STM0273 orgA.sctK 2.255449 0.9008969 -1.282025 -0.9725833 -0.09148118 -0.1820346 0.8555556 +STM0273 STM0281 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 +STM0273 STM0276 2.772724 2.244686 0.4300608 -1.158762 1.712631 3.799534 0.0001449683 +STM0273 pefC 2.144521 5.244982 -1.176805 -1.718424 0.3887581 0.9996203 0.3174943 +STM0273 ratB 2.238542 2.391347 -1.248386 -1.539961 -0.1745037 -0.4482048 0.6540054 +STM0273 pipB 2.310102 1.057184 -1.331863 1.198726 0.03145636 0.05841723 0.9534163 +STM0273 STM0285 2.013815 2.784002 -1.907719 -2.270168 1.051616 3.055723 0.002245183 +STM0273 shdA 1.818258 1.138415 -1.130175 -0.5588113 -0.6099131 -0.8152323 0.4149393 +STM0273 pefD 2.144521 5.244982 -1.176805 -1.718424 0.3887581 0.9996203 0.3174943 +STM0273 rfbD 2.279976 1.725629 -1.097485 1.380558 0.3852938 1.154711 0.2482089 +STM0273 STM0280 2.772724 2.244686 0.4300608 -1.158762 1.712631 3.799534 0.0001449683 +STM0273 rfbF 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 +STM0273 STM0290 1.82674 1.006 -0.1904216 0.9519284 1.770479 3.090182 0.002000339 +STM0273 tae4 1.856221 1.376897 -0.07917368 1.291723 2.221963 4.156821 3.227059e-05 +STM0273 STM0287 2.0935 2.648384 -1.846436 -1.982378 0.7691138 2.446212 0.01443661 +STM0273 csgB 1.558149 1.434819 -1.181252 -1.084785 -1.019107 -1.72187 0.08509312 +STM0273 sciB 1.495073 1.901251 1.301714 -0.1301905 2.317696 4.281536 1.856074e-05 +STM0273 ssaG 2.396323 0.6641296 -1.392223 -0.7183317 0.2114715 0.3671956 0.7134731 +STM0273 STM0286 2.058522 2.64563 -1.969249 -2.323232 1.127871 3.33443 0.0008547446 +STM0273 STM0268 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 +STM0273 STM0289 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 +STM0273 rfbG 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 +STM0273 gogB 2.104719 1.238705 -0.9816808 1.116801 0.5988591 1.381891 0.167005 +STM0273 sopD2 2.233622 0.8991181 -1.271017 -0.9777391 -0.1362691 -0.2787552 0.7804327 +STM0273 STM0278 1.871064 1.330092 -0.09866373 1.253597 2.177443 4.0407 5.329197e-05 +STM0273 STM0269 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 +STM0273 STM0271 2.786403 2.172232 0.3195475 -1.039619 1.615726 3.550901 0.0003839147 +STM0273 traJ 2.049336 1.157566 -0.7562292 0.7457892 0.8439863 1.507217 0.131755 +STM0273 pipB2 1.617566 1.355465 -1.145204 -0.4883568 -0.952662 -1.576305 0.1149556 +STM0273 hcp1.tssD1 2.226743 0.9135367 -1.196828 0.8623214 0.2178356 0.4386706 0.6609002 +STM0273 ssaO 2.149455 1.051544 -1.204454 -1.13702 -0.3073994 -0.6732051 0.5008168 +STM0273 allD 2.244111 1.808641 -1.257215 -1.708987 -0.135845 -0.41048 0.6814539 +STM0273 allB 2.244862 1.799553 -1.257867 -1.717307 -0.1335953 -0.4035938 0.6865115 +STM0273 allC 2.277652 1.746375 -1.293968 -1.653276 -0.05478767 -0.1647013 0.8691791 +STM0273 iucA 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 +STM0273 iucB 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 +STM0273 cdtB 2.38034 0.6788747 -1.387727 0.6419015 -0.1824879 -0.3175084 0.7508579 +STM0273 iucC 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +STM0273 sinH 1.739644 1.300392 -1.044283 0.4255702 -0.7583789 -1.059827 0.2892235 +STM0273 tssF 2.361798 0.6710167 -1.394472 0.6232633 -0.1624422 -0.2815678 0.7782749 +STM0273 iucD 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +STM0273 iutA 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +STM0273 hcp.tssD 1.852922 1.110824 -0.9500566 -1.458584 0.7341112 0.9572469 0.3384427 +STM0273 icsP.sopA 2.372598 0.680385 -1.391923 0.6109049 -0.1739073 -0.3005483 0.7637589 +STM0273 fyuA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0273 ybtT 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0273 ybtU 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0273 nleC 2.229748 0.3164117 -1.245722 0.3229707 0.1615871 0.2434999 0.8076182 +STM0273 irp1 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0273 irp2 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0273 ybtQ 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0273 ybtX 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0273 ybtS 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0273 ybtA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0273 cesT 2.101716 0.6966831 -1.034689 0.5585159 0.5281444 0.8799871 0.3788663 +STM0273 vipA.tssB 2.233346 0.3221646 -1.215558 0.2982272 0.1858752 0.2780377 0.7809834 +STM0273 wbtL.1 2.308946 6.320897 -1.325538 -0.003256657 0.1905145 0.9747451 0.3296867 +STM0273 galU 2.318058 4.976508 -1.332354 -0.06989921 0.2115149 1.014208 0.3104837 +STM0273 fliH 2.224924 0.9160634 -1.164948 0.855186 0.2581544 0.526043 0.5988583 +STM0273 clpV1 1.885796 1.551352 -0.3233812 1.386581 1.58996 3.701636 0.0002142134 +STM0273 tviA 2.015155 1.401347 -0.9999154 -0.8114097 0.6942289 1.010909 0.3120599 +STM0273 tviB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 tviC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 tviD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 tviE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 vexA 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 vexB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 vexC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 flgM 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 vexD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 vexE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0273 clpV.tssH 2.042949 2.210025 -1.072543 1.943407 0.5584935 1.977133 0.04802656 +STM0273 ipfE 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +STM0273 sopA 2.217937 2.281147 -1.235578 -0.917392 -0.2409566 -0.6255442 0.531614 +STM0273 PA2367 2.238196 2.86851 -1.248468 -0.484434 -0.160853 -0.3407299 0.7333069 +STM0273 lpfD 1.439272 1.643649 -1.324513 -0.964616 -1.562998 -2.913288 0.003576449 +STM0273 avrA 2.091871 2.636506 -1.10143 -0.4923032 -0.5642284 -1.301014 0.1932536 +STM0273 slrP 2.204451 0.9459633 -1.122156 -0.8828666 -0.3540195 -0.7509216 0.4526998 +STM0273 lpfB 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +STM0273 lpfA 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +STM0273 flgL 2.239507 0.898268 -1.270758 0.9777413 0.1264288 0.2596541 0.7951306 +STM0273 PA2366 2.027598 2.018577 -1.158624 1.871653 1.380066 4.156746 3.228121e-05 +STM0273 cdtB.1 2.089392 1.089483 -1.324518 -1.053136 0.8233392 1.750437 0.08004293 +KP1_RS17225 spvC 4.253886 5.085127 -0.5122338 -1.114099 -0.3864049 -1.256931 0.2087786 +KP1_RS17225 STM0282 4.284154 2.454833 -0.2880869 -1.552263 -0.1251745 -0.5600132 0.5754705 +KP1_RS17225 STM0284 2.355586 2.5621 -2.017805 -1.434061 -0.5229274 -2.107971 0.03503347 +KP1_RS17225 STM0275 4.26805 2.972302 -0.2663954 -0.6135214 -0.09753525 -0.4115278 0.6806856 +KP1_RS17225 spvD 4.254467 4.967002 -0.3744641 -1.418369 -0.1810218 -0.5328237 0.5941557 +KP1_RS17225 allR 4.260824 1.629977 -0.2564129 -1.41422 0.02023883 0.07929069 0.9368014 +KP1_RS17225 entD 3.828708 1.011757 -0.08192486 -0.06837642 0.3683497 0.9028299 0.3666162 +KP1_RS17225 tide1 4.276302 2.55242 -0.3068089 -1.607238 -0.2100678 -0.9606421 0.3367322 +KP1_RS17225 pefB 4.226784 4.791872 -0.5114505 -1.672002 -0.3751489 -1.003455 0.3156415 +KP1_RS17225 gtrA 4.128988 1.953349 -0.2346294 -0.8715351 0.1972856 0.6004973 0.5481749 +KP1_RS17225 pefA 4.226784 4.791872 -0.5114505 -1.672002 -0.3751489 -1.003455 0.3156415 +KP1_RS17225 orgA.sctK 4.276232 0.8821532 -0.4191067 -0.9392429 0.2209213 0.5656076 0.5716605 +KP1_RS17225 STM0281 4.284154 2.454833 -0.2880869 -1.552263 -0.1251745 -0.5600132 0.5754705 +KP1_RS17225 STM0276 4.280281 2.376773 -0.2656502 -1.459593 -0.03985862 -0.1717199 0.8636577 +KP1_RS17225 pefC 4.252244 5.266051 -0.4213803 -1.660064 -0.2283811 -0.6234234 0.5330063 +KP1_RS17225 ratB 4.227586 2.425679 -0.224564 -1.558563 0.144486 0.6272559 0.5304915 +KP1_RS17225 pipB 3.728594 1.101313 -0.2396348 1.36401 0.6676142 1.607121 0.1080279 +KP1_RS17225 STM0285 4.284476 2.644362 -0.294408 -1.644709 -0.1546084 -0.7195488 0.4718028 +KP1_RS17225 shdA 3.706712 1.42238 -0.03815681 -0.4353111 0.4799894 1.155037 0.2480754 +KP1_RS17225 pefD 4.252244 5.266051 -0.4213803 -1.660064 -0.2283811 -0.6234234 0.5330063 +KP1_RS17225 rfbD 4.178477 1.730194 -0.0511039 1.658984 1.337494 4.284224 1.833779e-05 +KP1_RS17225 STM0280 4.280281 2.376773 -0.2656502 -1.459593 -0.03985862 -0.1717199 0.8636577 +KP1_RS17225 rfbF 3.812701 2.17121 -0.01149523 -1.138304 0.4387847 1.170458 0.2418169 +KP1_RS17225 STM0290 4.269574 1.415008 -0.253916 1.170183 0.0003861529 0.001103076 0.9991199 +KP1_RS17225 tae4 4.272543 2.546719 -0.2567065 -1.558385 -0.01036301 -0.0466655 0.9627798 +KP1_RS17225 STM0287 4.276302 2.55242 -0.3068089 -1.607238 -0.2100678 -0.9606421 0.3367322 +KP1_RS17225 csgB 4.185124 2.231668 -0.1978693 -1.178641 0.1011863 0.3180549 0.7504433 +KP1_RS17225 sciB 4.279053 2.189446 -0.2966221 -1.144824 -0.09375714 -0.3438651 0.7309477 +KP1_RS17225 ssaG 4.26448 0.6044967 -0.6342702 -0.6523751 0.480723 0.9894852 0.3224258 +KP1_RS17225 STM0286 4.282322 2.527039 -0.270626 -1.612134 -0.06488589 -0.2954359 0.7676609 +KP1_RS17225 STM0268 4.274454 2.301838 -0.2591069 -1.316248 -0.01482178 -0.06042228 0.9518193 +KP1_RS17225 STM0289 4.284154 2.454833 -0.2880869 -1.552263 -0.1251745 -0.5600132 0.5754705 +KP1_RS17225 rfbG 3.812701 2.17121 -0.01149523 -1.138304 0.4387847 1.170458 0.2418169 +KP1_RS17225 gogB 4.232212 1.233868 -0.4060839 1.089993 -0.2689631 -0.7435027 0.4571774 +KP1_RS17225 sopD2 4.272618 0.8055132 -0.7387745 -0.848164 0.6223769 1.267032 0.2051438 +KP1_RS17225 STM0278 4.284122 2.553374 -0.2756665 -1.593918 -0.07485023 -0.3389113 0.7346765 +KP1_RS17225 STM0269 4.274454 2.301838 -0.2591069 -1.316248 -0.01482178 -0.06042228 0.9518193 +KP1_RS17225 STM0271 4.275829 2.322978 -0.2603589 -1.396629 -0.02291368 -0.09672786 0.9229425 +KP1_RS17225 traJ 4.246552 1.343155 0.229523 0.6781652 0.5679162 0.9405855 0.3469173 +KP1_RS17225 pipB2 3.930507 1.993274 -0.1126821 -0.4114588 0.3024801 0.8010166 0.423122 +KP1_RS17225 hcp1.tssD1 4.283573 0.7734163 -0.7791272 0.7362122 -0.671476 -1.314582 0.1886503 +KP1_RS17225 ssaO 4.269684 1.082999 -0.2603334 -1.142196 0.009298789 0.02766319 0.9779308 +KP1_RS17225 allD 4.285939 1.831358 -0.2371807 -1.738963 -0.07455753 -0.325222 0.745013 +KP1_RS17225 allB 4.291526 1.82985 -0.2095512 -1.756505 -0.1808214 -0.7934545 0.427513 +KP1_RS17225 allC 4.292108 1.762437 -0.2285064 -1.674091 -0.1199574 -0.5168113 0.6052879 +KP1_RS17225 iucA 4.284599 1.143175 -0.1634392 1.060755 0.1802017 0.5768286 0.5640552 +KP1_RS17225 iucB 4.284599 1.143175 -0.1634392 1.060755 0.1802017 0.5768286 0.5640552 +KP1_RS17225 cdtB 4.301771 0.7067015 -0.09680051 0.6683495 0.257936 0.7049748 0.4808259 +KP1_RS17225 iucC 4.281966 0.9480998 -0.2207904 0.8974321 0.06530465 0.2011128 0.8406104 +KP1_RS17225 sinH 4.270708 1.798692 -0.2908315 0.4559141 -0.1000122 -0.2475082 0.804515 +KP1_RS17225 tssF 4.269022 0.6864818 -0.2327432 0.6369072 0.0275394 0.06258967 0.9500933 +KP1_RS17225 iucD 4.281966 0.9480998 -0.2207904 0.8974321 0.06530465 0.2011128 0.8406104 +KP1_RS17225 iutA 4.281966 0.9480998 -0.2207904 0.8974321 0.06530465 0.2011128 0.8406104 +KP1_RS17225 hcp.tssD 4.291861 1.478028 -0.2271971 -1.662301 0.1197466 0.3711272 0.7105428 +KP1_RS17225 icsP.sopA 4.295998 0.7113839 -0.06343823 0.6345718 0.3028491 0.7907106 0.4291129 +KP1_RS17225 fyuA 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 +KP1_RS17225 ybtT 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 +KP1_RS17225 ybtU 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 +KP1_RS17225 nleC 4.325725 0.3091724 0.281496 0.3096149 0.7012412 1.369968 0.1706968 +KP1_RS17225 irp1 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 +KP1_RS17225 irp2 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 +KP1_RS17225 ybtQ 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 +KP1_RS17225 ybtX 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 +KP1_RS17225 ybtS 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 +KP1_RS17225 ybtA 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 +KP1_RS17225 cesT 4.296 0.7197648 -0.00056269 0.6111163 0.3130729 0.625587 0.5315859 +KP1_RS17225 vipA.tssB 4.268445 0.3133614 0.2525195 0.2958989 0.5814593 0.9362146 0.3491627 +KP1_RS17225 wbtL.1 4.269602 6.299396 -0.2578675 0.03517774 0.03825944 0.2087071 0.8346769 +KP1_RS17225 galU 4.277519 3.979792 -0.2720027 -0.5181031 0.07702165 0.361468 0.7177496 +KP1_RS17225 fliH 4.214485 0.8942067 0.1957625 0.8577228 0.688585 1.432058 0.1521271 +KP1_RS17225 clpV1 4.268026 3.247903 -0.2551628 -1.675867 -0.01410649 -0.06891206 0.9450596 +KP1_RS17225 tviA 4.282554 1.431136 -0.0307721 -0.7301075 0.2705915 0.486453 0.626646 +KP1_RS17225 tviB 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 tviC 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 tviD 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 tviE 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 vexA 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 vexB 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 vexC 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 flgM 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 vexD 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 vexE 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 +KP1_RS17225 clpV.tssH 4.326222 2.301496 -0.3424107 1.985398 -0.2362962 -1.037503 0.2995015 +KP1_RS17225 ipfE 4.227576 1.74885 -0.189996 0.2700587 0.07400263 0.2019809 0.8399317 +KP1_RS17225 sopA 2.297138 2.532196 -1.901047 -0.3966118 -0.6100766 -2.186492 0.0287796 +KP1_RS17225 PA2367 4.032419 2.933818 -0.2016231 -0.3663276 0.3377402 1.150355 0.2499975 +KP1_RS17225 lpfD 4.255873 2.728229 -0.2287481 -0.679469 0.03102228 0.09989743 0.9204258 +KP1_RS17225 avrA 4.228843 2.038523 -0.2646801 -1.074688 0.1143596 0.4099591 0.681836 +KP1_RS17225 slrP 4.237454 0.9403206 0.08105291 -0.8959541 -0.5894164 -1.365433 0.1721169 +KP1_RS17225 lpfB 4.227576 1.74885 -0.189996 0.2700587 0.07400263 0.2019809 0.8399317 +KP1_RS17225 lpfA 4.227576 1.74885 -0.189996 0.2700587 0.07400263 0.2019809 0.8399317 +KP1_RS17225 flgL 4.28534 0.9131487 -0.2101806 0.982581 0.07980584 0.2410967 0.8094802 +KP1_RS17225 PA2366 4.285377 3.318819 -0.2634564 0.01269148 -0.1405049 -0.5730838 0.5665879 +KP1_RS17225 cdtB.1 2.389191 1.291037 -2.045137 -1.264313 0.4023322 1.576269 0.1149637 +spvC STM0282 5.167652 2.476599 -0.9539997 -1.559871 -0.07554064 -0.2788346 0.7803717 +spvC STM0284 5.20579 2.647999 -0.960643 -1.548582 0.04142816 0.156643 0.8755262 +spvC STM0275 5.13714 2.967143 -0.9897036 -0.6510084 -0.1002775 -0.3479333 0.7278903 +spvC spvD 4.429342 4.008979 1.484251 -2.038007 2.63195 5.780014 7.469434e-09 +spvC allR 5.22521 1.59784 -0.9976952 -1.40598 0.0800211 0.2601312 0.7947626 +spvC entD 4.919437 1.04471 -0.9053469 -0.2741712 -0.3999484 -1.315249 0.1884263 +spvC tide1 5.219221 2.522515 -0.9634007 -1.576571 0.03435663 0.1237238 0.901534 +spvC pefB 4.874233 4.422671 1.045407 -1.978181 2.116722 2.945857 0.003220614 +spvC gtrA 4.991265 2.067355 -0.8871063 -0.9528326 -0.325506 -1.087573 0.2767838 +spvC pefA 4.874233 4.422671 1.045407 -1.978181 2.116722 2.945857 0.003220614 +spvC orgA.sctK 5.203142 0.8358161 -1.167185 -0.8907736 0.2464217 0.4815428 0.6301308 +spvC STM0281 5.167652 2.476599 -0.9539997 -1.559871 -0.07554064 -0.2788346 0.7803717 +spvC STM0276 5.155697 2.415807 -0.9478934 -1.48804 -0.1136982 -0.419553 0.674812 +spvC pefC 5.358015 5.100955 0.3474947 -1.809571 1.433298 3.12602 0.001771895 +spvC ratB 5.076185 2.492729 -0.9660775 -1.640066 -0.1624181 -0.5545218 0.5792218 +spvC pipB 5.098652 0.9788922 -0.8078355 1.09779 -0.3615712 -1.247195 0.2123259 +spvC STM0285 5.191717 2.630903 -0.9617352 -1.625484 0.001560807 0.005804346 0.9953688 +spvC shdA 4.826139 1.570489 -0.991354 -0.8216232 -0.6234028 -1.856987 0.06331304 +spvC pefD 5.358015 5.100955 0.3474947 -1.809571 1.433298 3.12602 0.001771895 +spvC rfbD 4.296754 1.240831 -1.392319 1.123739 -1.018048 -2.062478 0.0391622 +spvC STM0280 5.155697 2.415807 -0.9478934 -1.48804 -0.1136982 -0.419553 0.674812 +spvC rfbF 4.964814 2.361951 -1.015626 -1.461693 -0.3061921 -0.9652165 0.3344364 +spvC STM0290 4.647346 1.091511 -1.48291 0.978427 -0.703122 -1.371794 0.1701275 +spvC tae4 5.111754 2.6969 -0.9901484 -1.668395 -0.3395613 -1.16657 0.2433841 +spvC STM0287 5.219221 2.522515 -0.9634007 -1.576571 0.03435663 0.1237238 0.901534 +spvC csgB 5.131146 2.261707 -0.9570738 -1.241013 -0.07932753 -0.2799025 0.7795523 +spvC sciB 5.05738 2.220779 -0.9410775 -1.192984 -0.1741583 -0.6013606 0.5475998 +spvC ssaG 5.199218 0.6328094 -1.082794 -0.6940425 0.1441883 0.2901078 0.7717337 +spvC STM0286 5.179631 2.538115 -0.9588033 -1.613543 -0.03705802 -0.1373134 0.8907831 +spvC STM0268 5.147673 2.354088 -0.9361496 -1.369804 -0.17306 -0.6383233 0.5232633 +spvC STM0289 5.167652 2.476599 -0.9539997 -1.559871 -0.07554064 -0.2788346 0.7803717 +spvC rfbG 4.964814 2.361951 -1.015626 -1.461693 -0.3061921 -0.9652165 0.3344364 +spvC gogB 4.99996 1.522746 -0.3714728 1.369382 0.8701763 1.932488 0.05329931 +spvC sopD2 5.215969 0.8347987 -1.171773 -0.8929091 0.2556195 0.519028 0.6037412 +spvC STM0278 5.097426 2.679635 -0.9941244 -1.687122 -0.3067578 -1.057747 0.2901708 +spvC STM0269 5.147673 2.354088 -0.9361496 -1.369804 -0.17306 -0.6383233 0.5232633 +spvC STM0271 5.155317 2.37778 -0.9321845 -1.450455 -0.1719629 -0.633081 0.5266807 +spvC traJ 5.251045 1.353388 0.5225404 1.278262 2.076545 3.574207 0.0003512903 +spvC pipB2 4.987324 2.084913 -0.9417077 -0.6545807 -0.2381615 -0.7779325 0.4366088 +spvC hcp1.tssD1 5.355807 1.056721 -0.5633683 0.9988246 0.5410451 1.493743 0.1352428 +spvC ssaO 5.186232 1.101398 -0.9154251 -1.163117 -0.06247961 -0.1587154 0.8738931 +spvC allD 5.09564 1.892667 -0.9185457 -1.783331 -0.1825269 -0.61565 0.5381255 +spvC allB 4.978509 1.955443 -0.909627 -1.851436 -0.3732319 -1.190751 0.2337512 +spvC allC 5.075893 1.831474 -0.9084334 -1.721868 -0.2147035 -0.7251172 0.4683801 +spvC iucA 5.116211 1.197652 -0.8432882 1.097651 0.1962509 0.5801568 0.5618089 +spvC iucB 5.116211 1.197652 -0.8432882 1.097651 0.1962509 0.5801568 0.5618089 +spvC cdtB 5.021249 0.7961347 -0.7142772 0.731273 0.3779724 1.041993 0.297415 +spvC iucC 5.089639 1.019257 -0.8107503 0.9525907 0.245077 0.7233728 0.4694509 +spvC sinH 5.052271 1.774736 -0.8770954 0.3982811 -0.2187161 -0.7294175 0.4657463 +spvC tssF 5.117357 0.8385975 -0.4368218 0.7753772 0.6839842 1.597523 0.1101492 +spvC iucD 5.089639 1.019257 -0.8107503 0.9525907 0.245077 0.7233728 0.4694509 +spvC iutA 5.089639 1.019257 -0.8107503 0.9525907 0.245077 0.7233728 0.4694509 +spvC hcp.tssD 4.897068 1.422185 -0.6917395 -1.566858 0.5570294 1.75904 0.07857078 +spvC icsP.sopA 5.064909 0.7958451 -0.7276129 0.6864218 0.3556131 0.984327 0.3249548 +spvC fyuA 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 +spvC ybtT 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 +spvC ybtU 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 +spvC nleC 5.218398 0.2940731 -1.047879 0.2957782 -0.1066972 -0.2222748 0.8241 +spvC irp1 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 +spvC irp2 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 +spvC ybtQ 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 +spvC ybtX 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 +spvC ybtS 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 +spvC ybtA 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 +spvC cesT 5.220714 0.6578627 -1.090885 0.5561265 -0.1545788 -0.2877169 0.7735635 +spvC vipA.tssB 5.181504 0.3492415 -0.8301223 0.3247286 0.1479296 0.2392112 0.8109418 +spvC wbtL.1 4.37953 3.849113 -1.550597 -1.887678 -1.247348 -4.004803 6.206915e-05 +spvC galU 5.021664 4.033161 -1.127406 -1.068718 -0.6888533 -1.975351 0.04822832 +spvC fliH 5.229249 0.8234971 -1.174539 0.7714504 -0.2628785 -0.5311401 0.5953217 +spvC clpV1 4.763745 3.627049 -1.471791 -2.150235 -0.9511919 -2.513666 0.01194834 +spvC tviA 5.139599 1.501395 -0.6431835 -0.6754719 0.3736449 0.7165764 0.4736355 +spvC tviB 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC tviC 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC tviD 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC tviE 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC vexA 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC vexB 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC vexC 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC flgM 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC vexD 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC vexE 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 +spvC clpV.tssH 4.568916 3.59817 -1.402892 1.768513 1.101126 3.214277 0.001307735 +spvC ipfE 5.172913 1.741856 -0.966834 0.2555572 -0.01839514 -0.06028309 0.9519302 +spvC sopA 5.269495 1.944933 -1.016261 -1.164249 0.1559049 0.5050411 0.61353 +spvC PA2367 5.000976 3.012129 -0.9200714 -0.6190716 -0.264263 -0.8999146 0.3681657 +spvC lpfD 5.098298 2.720064 -1.001112 -0.7374272 -0.1099613 -0.344193 0.7307011 +spvC avrA 4.838251 3.112642 -1.004137 -0.5286536 -0.5791757 -1.670568 0.09480694 +spvC slrP 5.065278 0.8601314 -1.151443 -0.8081315 0.2271176 0.3829961 0.7017227 +spvC lpfB 5.172913 1.741856 -0.966834 0.2555572 -0.01839514 -0.06028309 0.9519302 +spvC lpfA 5.172913 1.741856 -0.966834 0.2555572 -0.01839514 -0.06028309 0.9519302 +spvC flgL 5.260875 0.8071773 -1.231146 0.8582669 -0.3489849 -0.7467876 0.4551918 +spvC PA2366 5.156875 2.61341 -0.9478277 0.8603809 -0.1741819 -0.6122017 0.5404043 +spvC cdtB.1 5.287737 1.401904 -0.9556094 -1.286635 -0.120345 -0.4294036 0.6676295 +STM0282 STM0284 2.053866 1.261067 -0.2560428 1.19772 2.204066 4.01113 6.042881e-05 +STM0282 STM0275 2.436461 3.118617 -1.324318 -0.6685573 0.9320104 2.798061 0.005141036 +STM0282 spvD 2.177534 4.853874 -1.398323 -1.641464 0.5162243 1.198267 0.230813 +STM0282 allR 2.574297 1.607627 -1.599884 -1.484322 0.2683227 0.808824 0.4186164 +STM0282 entD 2.413746 1.013568 -1.508931 -0.1466383 -0.09784798 -0.2180173 0.8274156 +STM0282 tide1 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 +STM0282 pefB 2.294792 4.878889 -1.442481 -1.591425 0.3106407 0.8546438 0.3927484 +STM0282 gtrA 2.661615 1.702453 -1.699979 -1.471615 0.4852943 1.355708 0.1751919 +STM0282 pefA 2.294792 4.878889 -1.442481 -1.591425 0.3106407 0.8546438 0.3927484 +STM0282 orgA.sctK 2.331969 0.8908642 -1.47818 -0.9711034 -0.1904023 -0.3728894 0.7092307 +STM0282 STM0281 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 +STM0282 STM0276 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 +STM0282 pefC 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 +STM0282 ratB 2.432937 2.421479 -1.509616 -1.558678 -0.09137213 -0.3030012 0.761889 +STM0282 pipB 2.419006 1.011737 -1.499088 1.177491 -0.09572506 -0.2128771 0.8314229 +STM0282 STM0285 2.245564 2.618029 -2.203358 -2.491546 1.251327 4.021893 5.773226e-05 +STM0282 shdA 2.135018 1.200485 -1.351894 -0.566223 -0.5504013 -0.2115127 0.8324872 +STM0282 pefD 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 +STM0282 rfbD 2.448287 1.709277 -1.524916 1.319776 0.02339212 0.07726823 0.9384102 +STM0282 STM0280 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 +STM0282 rfbF 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 +STM0282 STM0290 1.977774 0.983466 -0.3645488 0.9305645 1.865258 3.200841 0.001370273 +STM0282 tae4 2.298945 2.388039 -2.190929 -2.228507 0.9822727 3.552762 0.0003812093 +STM0282 STM0287 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 +STM0282 csgB 2.43701 2.230595 -1.53455 -1.195011 -0.03959059 -0.1184508 0.9057105 +STM0282 sciB 2.715568 1.979391 -2.10795 -1.815639 1.086729 3.045495 0.002322975 +STM0282 ssaG 2.501087 0.6691852 -1.569855 -0.7291327 0.09462642 0.1617394 0.8715111 +STM0282 STM0286 2.330217 2.545068 -2.288326 -2.467689 1.360942 4.398394 1.09055e-05 +STM0282 STM0268 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 +STM0282 STM0289 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 +STM0282 rfbG 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 +STM0282 gogB 2.224342 1.228527 -1.186476 1.103873 0.6693513 1.548456 0.1215125 +STM0282 sopD2 2.300411 0.8862258 -1.467786 -0.9741511 -0.2442709 -0.4956682 0.6201285 +STM0282 STM0278 2.235488 1.537858 -0.532922 1.425117 1.794392 4.062312 4.858914e-05 +STM0282 STM0269 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 +STM0282 STM0271 2.492021 2.123763 -2.094471 -1.959985 0.8769226 2.775412 0.005513184 +STM0282 traJ 2.149604 1.119934 -0.9718545 0.7469007 0.9172767 1.626052 0.1039386 +STM0282 pipB2 2.382063 1.919097 -1.475526 -0.4900267 -0.2482495 -0.569535 0.5689931 +STM0282 hcp1.tssD1 2.323927 0.9098751 -1.391363 0.8591729 0.3014881 0.6111953 0.5410703 +STM0282 ssaO 2.221062 1.033152 -1.40803 -1.129135 -0.3974823 -0.8605561 0.3894826 +STM0282 allD 2.496458 1.837897 -1.62812 -1.753743 0.1910811 0.6348095 0.5255526 +STM0282 allB 2.447571 1.813365 -1.539822 -1.740482 0.004413186 0.01431654 0.9885774 +STM0282 allC 2.476172 1.755415 -1.568108 -1.67467 0.08120694 0.2600071 0.7948583 +STM0282 iucA 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 +STM0282 iucB 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 +STM0282 cdtB 2.483835 0.6887599 -1.560608 0.6504588 -0.066518 -0.1157439 0.9078555 +STM0282 iucC 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0282 sinH 1.948297 1.2886 -1.246299 0.4103999 -0.8004819 -0.9228475 0.3560867 +STM0282 tssF 2.476561 0.6799454 -1.567353 0.6312915 -0.064829 -0.1122717 0.910608 +STM0282 iucD 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0282 iutA 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0282 hcp.tssD 2.272005 1.297809 -1.299013 -1.560304 0.4537773 0.4791669 0.6318199 +STM0282 icsP.sopA 2.480986 0.6912828 -1.562003 0.617017 -0.06473173 -0.1124015 0.9105051 +STM0282 fyuA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0282 ybtT 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0282 ybtU 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0282 nleC 2.279466 0.3098581 -1.436986 0.3196253 0.2897179 0.429257 0.6677362 +STM0282 irp1 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0282 irp2 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0282 ybtQ 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0282 ybtX 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0282 ybtS 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0282 ybtA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0282 cesT 2.482423 0.6969552 -1.586339 0.5910019 -0.09003084 -0.1518164 0.8793318 +STM0282 vipA.tssB 2.311366 0.3192256 -1.398979 0.2946971 0.2916851 0.4297423 0.6673831 +STM0282 wbtL.1 2.446284 6.287161 -1.538477 0.02733602 0.01600327 0.08812717 0.9297756 +STM0282 galU 2.399107 3.386183 -1.388238 -0.8816549 -0.29906 -0.9043041 0.3658342 +STM0282 fliH 2.525622 0.8869393 -1.666612 0.8273911 -0.229856 -0.4633849 0.6430885 +STM0282 clpV1 2.189286 1.712295 -0.6880514 1.449777 1.334818 3.581912 0.0003410884 +STM0282 tviA 2.029459 1.368229 -1.204522 -0.8250278 0.8179768 1.175223 0.2399055 +STM0282 tviB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 tviC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 tviD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 tviE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 vexA 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 vexB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 vexC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 flgM 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 vexD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 vexE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0282 clpV.tssH 2.354595 2.229951 -1.301369 1.972099 0.4490191 1.649316 0.09908284 +STM0282 ipfE 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0282 sopA 2.423725 2.200576 -1.515615 -1.029863 -0.07765224 -0.2539934 0.7995006 +STM0282 PA2367 2.453828 3.001905 -1.54244 -0.4735394 0.02227147 0.0708891 0.943486 +STM0282 lpfD 2.335047 2.362288 -1.575726 -0.826394 -0.6614062 -1.636272 0.1017827 +STM0282 avrA 2.389967 2.768787 -1.415184 -0.4428341 -0.3167881 -0.9372748 0.3486172 +STM0282 slrP 2.310192 0.9399909 -1.303895 -0.8763014 -0.4465615 -0.9618207 0.3361397 +STM0282 lpfB 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0282 lpfA 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0282 flgL 2.3135 0.8866025 -1.468138 0.9757811 0.2277219 0.4640281 0.6426276 +STM0282 PA2366 2.517084 2.408235 -1.413045 1.544129 1.03838 3.45739 0.0005454339 +STM0282 cdtB.1 2.452908 1.265624 -1.56896 -1.214189 0.3758827 1.211987 0.2255174 +STM0284 STM0275 2.169509 1.422463 -0.8864056 1.388545 1.610794 3.705788 0.0002107347 +STM0284 spvD 2.422168 4.873098 -1.34991 -1.600771 0.5710755 1.396909 0.1624411 +STM0284 allR 1.480992 1.909582 1.37908 0.3647857 1.256762 3.023119 0.002501836 +STM0284 entD 1.338526 0.9811115 1.251104 0.6048187 1.75251 3.420125 0.0006259237 +STM0284 tide1 1.605244 2.372946 1.442244 -0.8233431 1.342129 3.525583 0.0004225523 +STM0284 pefB 2.514302 4.884819 -1.412003 -1.566404 0.3762166 1.074103 0.2827764 +STM0284 gtrA 1.44545 1.873703 1.335923 0.111738 1.236647 2.903637 0.003688559 +STM0284 pefA 2.514302 4.884819 -1.412003 -1.566404 0.3762166 1.074103 0.2827764 +STM0284 orgA.sctK 1.344817 0.6580805 1.157881 -0.6879426 0.8187958 1.498583 0.1339817 +STM0284 STM0281 1.261067 2.053866 1.19772 -0.2560428 2.204066 4.011133 6.042793e-05 +STM0284 STM0276 1.265149 1.960391 1.200212 -0.1858194 2.155949 3.944798 7.986713e-05 +STM0284 pefC 1.867383 5.376482 1.300083 -1.575763 0.06178526 0.1540412 0.8775773 +STM0284 ratB 1.739836 2.38182 1.408598 -1.210686 0.54452 1.545992 0.1221066 +STM0284 pipB 1.39019 1.349419 1.328833 1.828877 1.278224 2.799917 0.005111576 +STM0284 STM0285 1.477984 2.361225 1.385594 -0.6881111 1.763806 3.985379 6.737247e-05 +STM0284 shdA 1.499826 1.357148 1.373016 0.08364129 1.377925 3.226237 0.001254294 +STM0284 pefD 1.867383 5.376482 1.300083 -1.575763 0.06178526 0.1540412 0.8775773 +STM0284 rfbD 2.653727 1.674864 -1.635722 1.296399 -0.1470413 -0.4874269 0.6259558 +STM0284 STM0280 1.265149 1.960391 1.200212 -0.1858194 2.155949 3.944798 7.986713e-05 +STM0284 rfbF 1.826222 2.126829 1.470975 -0.8687546 0.8182309 2.460248 0.01388412 +STM0284 STM0290 2.424193 1.374461 -0.9664708 1.22361 0.9914487 2.364319 0.01806326 +STM0284 tae4 1.460642 2.265557 1.364649 -0.6178188 1.681805 3.800915 0.000144163 +STM0284 STM0287 1.605244 2.372946 1.442244 -0.8233431 1.342129 3.525583 0.0004225523 +STM0284 csgB 1.652931 1.940587 1.466996 -0.5189413 1.284292 3.416569 0.0006341551 +STM0284 sciB 1.273369 1.720003 1.204674 0.009069628 2.025387 3.760564 0.0001695307 +STM0284 ssaG 1.016685 0.2196069 0.9289148 -0.2419444 1.455578 2.218853 0.02649675 +STM0284 STM0286 1.471524 2.26629 1.376178 -0.6375274 1.715798 3.876615 0.0001059197 +STM0284 STM0268 2.96009 2.006255 -1.94959 -1.673603 0.8993268 2.644377 0.008184149 +STM0284 STM0289 1.261067 2.053866 1.19772 -0.2560428 2.204066 4.011133 6.042793e-05 +STM0284 rfbG 1.826222 2.126829 1.470975 -0.8687546 0.8182309 2.460248 0.01388412 +STM0284 gogB 2.397556 1.269212 -1.157309 1.13936 0.7950181 1.860979 0.0627472 +STM0284 sopD2 1.341955 0.655299 1.165305 -0.6957923 0.815211 1.494862 0.1349505 +STM0284 STM0278 2.106005 1.561225 -0.8746232 1.517934 1.785865 4.256378 2.077657e-05 +STM0284 STM0269 2.96009 2.006255 -1.94959 -1.673603 0.8993268 2.644377 0.008184149 +STM0284 STM0271 1.45835 2.021515 1.350283 -0.4552504 1.572254 3.564056 0.0003651685 +STM0284 traJ 2.336129 1.11689 -0.9071954 0.8360056 1.043826 1.915592 0.05541706 +STM0284 pipB2 1.640515 1.979987 1.46878 0.1961553 1.042517 2.853742 0.00432076 +STM0284 hcp1.tssD1 2.512314 0.930546 -1.354445 0.8793223 0.3994843 0.8144876 0.4153657 +STM0284 ssaO 1.314704 0.7911589 1.13653 -0.8180574 0.8944875 1.642697 0.1004456 +STM0284 allD 1.602545 1.681964 1.293066 -1.432109 0.666694 1.8173 0.06917119 +STM0284 allB 1.700949 1.740016 1.30238 -1.557501 0.4191746 1.244937 0.2131549 +STM0284 allC 1.612939 1.63667 1.297661 -1.356335 0.635788 1.722336 0.08500871 +STM0284 iucA 2.614433 1.137664 -1.530577 1.051585 0.08713588 0.1915674 0.8480811 +STM0284 iucB 2.614433 1.137664 -1.530577 1.051585 0.08713588 0.1915674 0.8480811 +STM0284 cdtB 2.659881 0.6930317 -1.5629 0.6527367 0.002581203 0.004514855 0.9963977 +STM0284 iucC 2.772649 0.9095871 -1.649098 0.8651405 -0.2108427 -0.3977557 0.6908103 +STM0284 sinH 1.55166 1.866726 1.344366 1.01103 0.9588217 2.336975 0.0194405 +STM0284 tssF 2.656296 0.6856287 -1.557919 0.6355296 0.0116574 0.02022859 0.983861 +STM0284 iucD 2.772649 0.9095871 -1.649098 0.8651405 -0.2108427 -0.3977557 0.6908103 +STM0284 iutA 2.772649 0.9095871 -1.649098 0.8651405 -0.2108427 -0.3977557 0.6908103 +STM0284 hcp.tssD 2.354943 1.241154 -1.345655 -1.507739 0.5799185 0.5834182 0.5596118 +STM0284 icsP.sopA 2.660389 0.6965905 -1.563269 0.6179149 0.001644068 0.002842459 0.997732 +STM0284 fyuA 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 +STM0284 ybtT 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 +STM0284 ybtU 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 +STM0284 nleC 2.495251 0.3234104 -1.420459 0.3337903 0.3260306 0.493957 0.6213366 +STM0284 irp1 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 +STM0284 irp2 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 +STM0284 ybtQ 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 +STM0284 ybtX 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 +STM0284 ybtS 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 +STM0284 ybtA 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 +STM0284 cesT 2.664374 0.7054393 -1.568986 0.5928654 -0.00857966 -0.01443143 0.9884858 +STM0284 vipA.tssB 2.52322 0.3335124 -1.373389 0.3083572 0.3444643 0.5147126 0.6067538 +STM0284 wbtL.1 2.663038 6.247155 -1.569615 0.04647228 0.08273108 0.4366109 0.6623935 +STM0284 galU 1.806306 3.818452 1.282704 -0.7246947 -0.1851175 -0.6619601 0.5079968 +STM0284 fliH 2.703411 0.89136 -1.638723 0.8315191 -0.1288205 -0.258583 0.795957 +STM0284 clpV1 2.642454 4.599895 -1.546785 -0.6246162 0.1563522 0.6982983 0.4849907 +STM0284 tviA 2.303826 1.389573 -1.171158 -0.7619941 0.7922094 1.166662 0.243347 +STM0284 tviB 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 tviC 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 tviD 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 tviE 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 vexA 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 vexB 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 vexC 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 flgM 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 vexD 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 vexE 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 +STM0284 clpV.tssH 2.491059 2.260416 -1.389404 2.017733 0.5086684 1.981322 0.04755514 +STM0284 ipfE 2.613072 1.706108 -1.635107 0.188022 -0.2502701 -0.8015905 0.4227899 +STM0284 sopA 1.666172 2.687693 1.338582 0.01547295 0.8611145 2.261761 0.02371217 +STM0284 PA2367 1.722634 2.949526 1.360806 -0.03109956 0.6549549 1.813615 0.06973703 +STM0284 lpfD 2.538589 2.485172 -1.64805 -0.7908321 -0.4408767 -1.343756 0.1790272 +STM0284 avrA 1.778241 3.124559 1.277092 0.06707474 0.3922646 1.081253 0.2795845 +STM0284 slrP 1.554532 0.7976046 1.160524 -0.7283868 0.4294636 0.7094022 0.4780749 +STM0284 lpfB 2.613072 1.706108 -1.635107 0.188022 -0.2502701 -0.8015905 0.4227899 +STM0284 lpfA 2.613072 1.706108 -1.635107 0.188022 -0.2502701 -0.8015905 0.4227899 +STM0284 flgL 2.497182 0.8977472 -1.445473 0.994037 0.3118229 0.6494693 0.5160351 +STM0284 PA2366 1.341882 3.27189 1.268865 0.9527428 1.595928 3.375619 0.0007364987 +STM0284 cdtB.1 2.637805 1.298164 -1.595621 -1.227232 0.1863863 0.6161662 0.5377849 +STM0275 spvD 2.976049 5.118939 -0.4382525 -1.385885 0.2475648 0.6710579 0.5021836 +STM0275 allR 2.987749 1.612879 -0.6198819 -1.407572 0.1200176 0.361484 0.7177377 +STM0275 entD 1.282802 1.007837 1.201553 0.5672579 1.695513 3.250623 0.001151523 +STM0275 tide1 3.117093 2.569564 -0.6111177 -1.479559 0.5395546 1.943862 0.05191215 +STM0275 pefB 2.971543 4.983593 -0.5427865 -1.505126 0.07963729 0.2175342 0.8277921 +STM0275 gtrA 3.05032 1.773933 -0.7850755 -1.083063 0.564131 1.540113 0.1235329 +STM0275 pefA 2.971543 4.983593 -0.5427865 -1.505126 0.07963729 0.2175342 0.8277921 +STM0275 orgA.sctK 0.9089129 0.4006521 0.828943 -0.4197062 1.493061 2.248959 0.02451513 +STM0275 STM0281 3.118617 2.436461 -0.6685573 -1.324318 0.9320104 2.798061 0.005141034 +STM0275 STM0276 1.205668 2.006492 1.143128 -0.2332092 2.114961 3.818646 0.0001341864 +STM0275 pefC 2.976645 5.439325 -0.4196315 -1.576577 0.2640687 0.7386374 0.4601272 +STM0275 ratB 2.995921 2.430088 -0.5926646 -1.578294 0.07696653 0.2746006 0.7836231 +STM0275 pipB 3.065605 1.124785 -0.6674233 1.278433 0.3577162 0.9052224 0.3653476 +STM0275 STM0285 3.134148 2.698161 -0.6056671 -1.451843 0.8113188 2.811037 0.004938212 +STM0275 shdA 3.109443 1.559254 -0.5846573 -0.4591463 0.5572468 1.453905 0.1459725 +STM0275 pefD 2.976645 5.439325 -0.4196315 -1.576577 0.2640687 0.7386374 0.4601272 +STM0275 rfbD 2.982411 1.678458 -0.6390034 1.302672 -0.09727988 -0.2730262 0.784833 +STM0275 STM0280 1.205668 2.006492 1.143128 -0.2332092 2.114961 3.818646 0.0001341864 +STM0275 rfbF 2.96067 2.302327 -0.6019086 -1.337304 -0.02868285 -0.08851438 0.9294679 +STM0275 STM0290 2.766236 1.375249 0.2614164 1.292053 1.222068 2.915829 0.003547449 +STM0275 tae4 3.130377 2.529445 -0.689599 -1.355249 0.9676058 2.993186 0.002760818 +STM0275 STM0287 3.117093 2.569564 -0.6111177 -1.479559 0.5395546 1.943862 0.05191215 +STM0275 csgB 2.980794 2.21039 -0.521837 -1.116065 0.3859819 1.127105 0.2596981 +STM0275 sciB 1.21426 1.764373 1.149385 -0.0402895 1.981247 3.624539 0.0002894773 +STM0275 ssaG 2.978579 0.6073377 -0.8429782 -0.6551508 0.3922594 0.734895 0.4624035 +STM0275 STM0286 3.138638 2.544122 -0.636167 -1.466917 0.7493598 2.580454 0.009867041 +STM0275 STM0268 1.20502 1.893706 1.141895 -0.1434286 2.043935 3.710223 0.0002070771 +STM0275 STM0289 3.118617 2.436461 -0.6685573 -1.324318 0.9320104 2.798061 0.005141034 +STM0275 rfbG 2.96067 2.302327 -0.6019086 -1.337304 -0.02868285 -0.08851438 0.9294679 +STM0275 gogB 2.845862 1.316098 -0.2693759 1.19641 0.5450193 1.344971 0.1786348 +STM0275 sopD2 0.9102498 0.4013936 0.8303681 -0.4212745 1.501738 2.267482 0.02336078 +STM0275 STM0278 3.114185 2.604852 -0.6237422 -1.31064 0.9996673 2.962213 0.003054368 +STM0275 STM0269 1.20502 1.893706 1.141895 -0.1434286 2.043935 3.710223 0.0002070771 +STM0275 STM0271 3.066887 2.258383 -0.6813995 -1.200133 0.8292702 2.402171 0.01629809 +STM0275 traJ 2.831933 1.226639 0.08836125 0.8971747 0.838699 1.599394 0.109733 +STM0275 pipB2 2.989261 2.097861 -0.5844551 -0.6077609 0.1172933 0.3318073 0.7400348 +STM0275 hcp1.tssD1 2.955323 0.926328 -0.515482 0.8730317 0.1101634 0.226607 0.8207294 +STM0275 ssaO 2.935489 1.097653 -0.4994475 -1.167009 -0.1782441 -0.4461631 0.6554795 +STM0275 allD 2.952284 1.827123 -0.5827343 -1.736274 -0.04660821 -0.1576469 0.8747351 +STM0275 allB 2.866767 1.828557 -0.5409391 -1.756531 -0.2262092 -0.7466707 0.4552624 +STM0275 allC 2.924234 1.761305 -0.5670241 -1.673088 -0.1237423 -0.4028151 0.6870842 +STM0275 iucA 3.012312 1.097064 -0.7113368 1.009553 -0.1951259 -0.4395451 0.6602666 +STM0275 iucB 3.012312 1.097064 -0.7113368 1.009553 -0.1951259 -0.4395451 0.6602666 +STM0275 cdtB 3.007233 0.6197352 -0.8533832 0.5837106 -0.3852613 -0.7057034 0.4803726 +STM0275 iucC 3.029633 0.8212571 -0.9376615 0.7764706 -0.5393333 -1.03496 0.3006876 +STM0275 sinH 3.032384 1.841437 -0.6221357 0.494406 0.1573999 0.4068706 0.6841031 +STM0275 tssF 2.991681 0.6209993 -0.8362628 0.5752557 -0.330002 -0.5863782 0.5576214 +STM0275 iucD 3.029633 0.8212571 -0.9376615 0.7764706 -0.5393333 -1.03496 0.3006876 +STM0275 iutA 3.029633 0.8212571 -0.9376615 0.7764706 -0.5393333 -1.03496 0.3006876 +STM0275 hcp.tssD 2.983373 1.493304 -0.6134929 -1.678963 -0.04277846 -0.09864089 0.9214234 +STM0275 icsP.sopA 3.012932 0.6218468 -0.8579373 0.5592409 -0.3707227 -0.6654653 0.5057529 +STM0275 fyuA 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 +STM0275 ybtT 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 +STM0275 ybtU 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 +STM0275 nleC 2.983475 0.2989616 -0.7031952 0.2990771 -0.1485736 -0.2484606 0.8037781 +STM0275 irp1 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 +STM0275 irp2 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 +STM0275 ybtQ 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 +STM0275 ybtX 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 +STM0275 ybtS 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 +STM0275 ybtA 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 +STM0275 cesT 2.99919 0.6376934 -0.8454367 0.5461246 -0.3142042 -0.5316256 0.5949853 +STM0275 vipA.tssB 2.971855 0.3115357 -0.6405176 0.2884944 -0.05737857 -0.08969377 0.9285306 +STM0275 wbtL.1 2.969891 6.300776 -0.5916612 -0.0003256739 -0.07866468 -0.4183707 0.6756761 +STM0275 galU 2.933859 3.847512 -0.5815251 -0.6308697 -0.05939066 -0.209819 0.8338089 +STM0275 fliH 3.027026 0.8043138 -0.9573644 0.752348 -0.4676276 -0.8630234 0.3881246 +STM0275 clpV1 2.625343 1.911257 0.2198996 1.648817 1.177863 3.804306 0.0001422026 +STM0275 tviA 2.946426 1.441172 -0.3458085 -0.7129356 0.3246552 0.5330811 0.5939775 +STM0275 tviB 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 tviC 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 tviD 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 tviE 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 vexA 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 vexB 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 vexC 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 flgM 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 vexD 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 vexE 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 +STM0275 clpV.tssH 2.777288 2.311183 -0.5032951 2.038612 0.2787165 1.089393 0.2759804 +STM0275 ipfE 2.598553 1.5961 -0.3565563 0.4369386 0.6240932 1.397383 0.1622984 +STM0275 sopA 2.986259 2.106254 -0.6554666 -1.033345 0.2526008 0.753907 0.4509051 +STM0275 PA2367 3.050464 3.045231 -0.6323722 -0.3672144 0.3071415 1.020118 0.3076726 +STM0275 lpfD 2.55517 2.470951 -1.780073 -0.8738313 -0.6699813 -2.22245 0.02625288 +STM0275 avrA 2.969649 3.006093 -0.5993161 -0.2335 0.02654415 0.07334237 0.9415337 +STM0275 slrP 2.964423 0.8978722 -0.7193897 -0.8406347 0.1765878 0.3769653 0.7061994 +STM0275 lpfB 2.598553 1.5961 -0.3565563 0.4369386 0.6240932 1.397383 0.1622984 +STM0275 lpfA 2.598553 1.5961 -0.3565563 0.4369386 0.6240932 1.397383 0.1622984 +STM0275 flgL 2.972545 0.9025423 -0.6111542 0.9699741 -0.02940642 -0.06783225 0.9459192 +STM0275 PA2366 3.213025 3.572277 -0.9202971 0.3048924 0.8327354 2.17446 0.02967059 +STM0275 cdtB.1 2.842569 1.356677 -0.510905 -1.283134 -0.1760247 -0.4241144 0.6714824 +spvD allR 5.114253 1.438453 -1.603769 -1.320925 0.4112058 0.8538509 0.3931876 +spvD entD 5.069762 1.05586 -1.429838 -0.08759057 0.1314824 0.3183753 0.7502003 +spvD tide1 5.263462 2.202086 -1.606801 -1.431918 0.626163 1.365437 0.1721156 +spvD pefB 5.406867 4.947814 0.1009564 -1.541018 1.783059 2.525453 0.01155493 +spvD gtrA 5.124347 1.644456 -1.581435 -1.174716 0.372607 0.7416437 0.4583032 +spvD pefA 5.406867 4.947814 0.1009564 -1.541018 1.783059 2.525453 0.01155493 +spvD orgA.sctK 5.02001 0.8929363 -1.407786 -0.9560234 0.0404148 0.0759977 0.9394209 +spvD STM0281 4.853875 2.177535 -1.641463 -1.398322 0.5162237 1.198264 0.2308143 +spvD STM0276 4.873495 2.148462 -1.627508 -1.315186 0.4747911 1.093709 0.2740826 +spvD pefC 5.565117 5.237526 -0.1270824 -1.620061 1.508437 3.890061 0.000100219 +spvD ratB 5.114698 2.322802 -1.424044 -1.501733 0.2607265 0.7075472 0.4792265 +spvD pipB 4.942559 0.9794273 -1.280427 1.103689 -0.2366276 -0.6142304 0.5390631 +spvD STM0285 4.830107 2.296131 -1.648517 -1.486525 0.5805482 1.376154 0.168774 +spvD shdA 4.892952 1.538314 -1.360252 -0.7090982 -0.276825 -0.7466152 0.4552959 +spvD pefD 5.565117 5.237526 -0.1270824 -1.620061 1.508437 3.890061 0.000100219 +spvD rfbD 4.81854 1.429551 -1.552715 1.194825 -0.4876051 -1.217685 0.2233436 +spvD STM0280 4.873495 2.148462 -1.627508 -1.315186 0.4747911 1.093709 0.2740826 +spvD rfbF 5.020722 2.301955 -1.377336 -1.327916 0.0117945 0.03409853 0.9727986 +spvD STM0290 4.657262 1.184629 -1.699581 1.034109 -0.45144 -1.029329 0.303325 +spvD tae4 5.016721 2.549776 -1.376691 -1.559682 -0.008279333 -0.02395308 0.98089 +spvD STM0287 5.263462 2.202086 -1.606801 -1.431918 0.626163 1.365437 0.1721156 +spvD csgB 5.191595 2.156382 -1.55045 -0.9850375 0.4766831 1.105139 0.2690994 +spvD sciB 5.186237 2.085256 -1.542315 -0.9868244 0.4002822 0.9110575 0.3622651 +spvD ssaG 5.007528 0.68533 -1.334938 -0.7522399 -0.0580469 -0.1118354 0.9109539 +spvD STM0286 4.84024 2.220406 -1.648146 -1.460407 0.5505227 1.290519 0.1968706 +spvD STM0268 4.886975 2.136393 -1.605526 -1.177901 0.4137721 0.9399305 0.3472532 +spvD STM0289 4.853875 2.177535 -1.641463 -1.398322 0.5162237 1.198264 0.2308143 +spvD rfbG 5.020722 2.301955 -1.377336 -1.327916 0.0117945 0.03409853 0.9727986 +spvD gogB 5.247015 1.501296 -1.079759 1.278271 0.4870208 0.9389191 0.3477723 +spvD sopD2 5.025146 0.8891799 -1.418839 -0.9555518 0.0564709 0.1094062 0.9128803 +spvD STM0278 5.012654 2.538263 -1.380144 -1.578416 0.01790365 0.05234375 0.9582548 +spvD STM0269 4.886975 2.136393 -1.605526 -1.177901 0.4137721 0.9399305 0.3472532 +spvD STM0271 4.843275 2.133319 -1.634778 -1.246658 0.4410301 0.9940333 0.3202067 +spvD traJ 4.70247 1.651492 0.09662253 1.632956 2.780262 4.713313 2.437213e-06 +spvD pipB2 5.155904 1.666421 -1.580294 -1.193069 0.4294567 0.86592 0.386534 +spvD hcp1.tssD1 5.05292 0.9356978 -1.31739 0.879223 0.06765182 0.1084492 0.9136394 +spvD ssaO 4.954308 1.190732 -1.187517 -1.265371 -0.3262852 -0.751011 0.452646 +spvD allD 4.949315 1.894137 -1.354889 -1.786549 -0.1629027 -0.419451 0.6748865 +spvD allB 4.743633 2.034389 -1.405877 -1.918292 -0.506817 -1.169109 0.2423597 +spvD allC 4.930267 1.836407 -1.348215 -1.728469 -0.1993304 -0.5129521 0.6079848 +spvD iucA 5.055249 1.055923 -1.493409 0.9843226 -0.1791053 -0.3617723 0.7175222 +spvD iucB 5.055249 1.055923 -1.493409 0.9843226 -0.1791053 -0.3617723 0.7175222 +spvD cdtB 5.019128 0.6876885 -1.38771 0.6485828 -0.01460562 -0.02915317 0.9767424 +spvD iucC 5.045014 0.8959603 -1.455955 0.8531071 -0.1197249 -0.2438533 0.8073444 +spvD sinH 4.999089 1.796896 -1.362292 0.4500215 -0.03833251 -0.09594475 0.9235645 +spvD tssF 4.998144 0.725547 -1.284389 0.6698117 0.1237556 0.2238799 0.8228507 +spvD iucD 5.045014 0.8959603 -1.455955 0.8531071 -0.1197249 -0.2438533 0.8073444 +spvD iutA 5.045014 0.8959603 -1.455955 0.8531071 -0.1197249 -0.2438533 0.8073444 +spvD hcp.tssD 4.84159 1.376184 -1.20076 -1.524836 0.4056248 1.009177 0.3128898 +spvD icsP.sopA 5.016903 0.6941538 -1.382169 0.6162032 -0.006343734 -0.01262152 0.9899298 +spvD fyuA 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 +spvD ybtT 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 +spvD ybtU 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 +spvD nleC 4.974784 0.3489764 -1.283977 0.3535612 0.1364656 0.260557 0.7944341 +spvD irp1 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 +spvD irp2 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 +spvD ybtQ 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 +spvD ybtX 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 +spvD ybtS 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 +spvD ybtA 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 +spvD cesT 4.991921 0.7433359 -1.302553 0.6211684 0.1025456 0.1764939 0.859906 +spvD vipA.tssB 4.967583 0.4125422 -1.056917 0.3859521 0.3990608 0.6145614 0.5388444 +spvD wbtL.1 4.032073 3.682456 -2.064688 -2.180323 -1.4558 -4.948558 7.476518e-07 +spvD galU 4.810091 4.089375 -1.715812 -1.341501 -0.9920986 -2.497975 0.01249052 +spvD fliH 5.024126 0.8960962 -1.405928 0.8360376 -0.03946869 -0.07440245 0.9406902 +spvD clpV1 4.658682 4.534688 -1.906845 -1.365944 -0.8482442 -2.365272 0.01801682 +spvD tviA 4.87305 1.584695 -0.8935238 -0.6042785 0.6605909 1.152438 0.249141 +spvD tviB 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD tviC 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD tviD 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD tviE 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD vexA 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD vexB 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD vexC 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD flgM 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD vexD 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD vexE 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 +spvD clpV.tssH 4.519538 3.491251 -1.746925 1.726537 0.9045709 2.428664 0.01515459 +spvD ipfE 5.2649 1.830641 -1.364654 0.4407951 0.3748595 1.00352 0.31561 +spvD sopA 5.17112 1.628306 -1.583896 -1.196399 0.451358 0.9582213 0.3379512 +spvD PA2367 5.110327 2.967226 -1.479419 -0.2975597 0.2603751 0.6560268 0.5118069 +spvD lpfD 5.115767 2.746744 -1.334286 -0.573199 0.1939135 0.559362 0.5759147 +spvD avrA 4.914824 3.05049 -1.372551 -0.3978662 -0.2596114 -0.7213769 0.4706777 +spvD slrP 4.997573 0.9247268 -1.405032 -0.8647717 0.03173997 0.05243326 0.9581835 +spvD lpfB 5.2649 1.830641 -1.364654 0.4407951 0.3748595 1.00352 0.31561 +spvD lpfA 5.2649 1.830641 -1.364654 0.4407951 0.3748595 1.00352 0.31561 +spvD flgL 5.050101 0.8612441 -1.470735 0.9220272 -0.1406269 -0.283018 0.777163 +spvD PA2366 5.007629 3.303711 -1.40442 0.0170079 0.06174939 0.1523473 0.878913 +spvD cdtB.1 5.133924 1.428284 -1.368765 -1.309141 -0.1644573 -0.4412892 0.6590036 +allR entD 1.55036 1.134393 -1.50514 -0.2451293 0.5213502 1.248243 0.211942 +allR tide1 1.605684 2.649378 -1.481157 -1.633542 0.2201598 0.6661892 0.5052902 +allR pefB 1.469309 5.006564 -1.340202 -1.706793 0.3339657 0.68051 0.4961816 +allR gtrA 1.68461 2.132039 -1.499192 -1.000666 0.4421594 1.235604 0.2166058 +allR pefA 1.469309 5.006564 -1.340202 -1.706793 0.3339657 0.68051 0.4961816 +allR orgA.sctK 1.650423 0.9113657 -1.419107 -0.9737642 0.02821088 0.05287687 0.95783 +allR STM0281 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 +allR STM0276 1.627901 2.398345 -1.435722 -1.46496 0.05204437 0.1505612 0.8803219 +allR pefC 1.487288 5.427064 -1.348841 -1.747081 0.289364 0.5870276 0.5571851 +allR ratB 1.571837 2.661571 -1.500619 -1.746781 0.5255447 1.557288 0.119402 +allR pipB 1.586282 1.061303 -1.536479 1.1691 0.3268359 0.8415588 0.4000349 +allR STM0285 1.605471 2.721384 -1.47239 -1.66041 0.1662218 0.5029259 0.6150164 +allR shdA 1.567265 1.639776 -1.505465 -0.6724561 0.3933882 0.9918632 0.3212643 +allR pefD 1.487288 5.427064 -1.348841 -1.747081 0.289364 0.5870276 0.5571851 +allR rfbD 1.447058 1.447992 -1.110256 1.306116 0.7131012 1.685504 0.09189146 +allR STM0280 1.627901 2.398345 -1.435722 -1.46496 0.05204437 0.1505612 0.8803219 +allR rfbF 1.571762 2.493748 -1.455863 -1.521541 0.4723107 1.25213 0.2105224 +allR STM0290 1.473827 1.287441 -1.155106 1.116983 0.5132045 1.1412 0.2537867 +allR tae4 1.636954 2.529517 -1.401581 -1.552209 -0.02909308 -0.08316885 0.9337173 +allR STM0287 1.605684 2.649378 -1.481157 -1.633542 0.2201598 0.6661892 0.5052902 +allR csgB 1.568174 2.48287 -1.459406 -1.42388 0.5535754 1.451868 0.1465383 +allR sciB 1.614327 2.272577 -1.468855 -1.182891 0.1983234 0.5553794 0.5786351 +allR ssaG 1.917908 0.6993292 -1.327411 -0.7372606 0.3457178 0.4395538 0.6602603 +allR STM0286 1.606172 2.62978 -1.480348 -1.652582 0.2150255 0.6503765 0.5154491 +allR STM0268 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 +allR STM0289 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 +allR rfbG 1.571762 2.493748 -1.455863 -1.521541 0.4723107 1.25213 0.2105224 +allR gogB 1.224768 1.009408 -1.116183 0.9493561 0.8928526 1.628813 0.1033526 +allR sopD2 1.627943 0.9057347 -1.416124 -0.9754792 -0.007067376 -0.01352539 0.9892086 +allR STM0278 1.644063 2.513098 -1.382508 -1.573281 -0.0632566 -0.1784437 0.8583745 +allR STM0269 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 +allR STM0271 1.625827 2.372912 -1.45687 -1.421902 0.1164014 0.3381094 0.7352808 +allR traJ 0.9162517 0.6736659 -0.8225285 0.4797948 1.512695 2.16789 0.03016707 +allR pipB2 1.60751 2.244342 -1.485269 -0.7473582 0.4662003 1.264318 0.2061157 +allR hcp1.tssD1 0.928858 0.4739708 -0.8642737 0.4482547 1.512391 2.220266 0.02640071 +allR ssaO 1.825547 1.130647 -1.457758 -1.16343 0.3255682 0.6899154 0.4902474 +allR allD 1.829229 2.392779 -1.792266 -2.104719 1.240402 3.037383 0.002386419 +allR allB 1.838191 2.363945 -1.80135 -2.136044 1.247192 3.040784 0.00235963 +allR allC 1.868908 2.270095 -1.809929 -2.053558 1.280634 3.155179 0.001603999 +allR iucA 1.767514 1.164286 -1.480083 1.05774 -0.270365 -0.5937099 0.5527061 +allR iucB 1.767514 1.164286 -1.480083 1.05774 -0.270365 -0.5937099 0.5527061 +allR cdtB 1.822746 0.7129453 -1.432414 0.657749 -0.2970704 -0.4863889 0.6266915 +allR iucC 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 +allR sinH 1.581438 1.822557 -1.562528 0.4188831 0.4841849 1.287251 0.1980067 +allR tssF 1.801442 0.6959195 -1.473493 0.6425764 -0.2992533 -0.4979955 0.6184872 +allR iucD 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 +allR iutA 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 +allR hcp.tssD 1.635924 1.493876 -1.525391 -1.665386 -0.1861875 -0.4602426 0.6453421 +allR icsP.sopA 1.388161 0.5992692 -1.284168 0.5597999 0.4788782 0.7834481 0.433364 +allR fyuA 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allR ybtT 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allR ybtU 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allR nleC 1.552481 0.3013398 -1.38361 0.3077061 0.1409142 0.203592 0.8386723 +allR irp1 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allR irp2 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allR ybtQ 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allR ybtX 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allR ybtS 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allR ybtA 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 +allR cesT 1.413238 0.6465134 -1.267804 0.5137401 0.4363212 0.6770562 0.4983703 +allR vipA.tssB 1.564053 0.3078727 -1.377671 0.2843854 0.1295054 0.1834777 0.8544232 +allR wbtL.1 1.638519 6.464829 -1.466609 -0.1744073 0.5220097 2.331434 0.01973047 +allR galU 1.851798 2.002851 0.7052723 1.502659 1.623396 4.480899 7.432926e-06 +allR fliH 0.9286107 0.4732914 -0.8603612 0.4456813 1.497842 2.190397 0.02849546 +allR clpV1 1.853939 1.678511 0.5365799 1.314133 1.315296 3.270649 0.001073011 +allR tviA 1.304887 1.291847 -1.199098 -0.821578 0.6506743 0.9223788 0.356331 +allR tviB 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR tviC 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR tviD 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR tviE 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR vexA 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR vexB 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR vexC 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR flgM 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR vexD 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR vexE 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 +allR clpV.tssH 1.608411 2.442462 -1.537415 1.993636 -0.1958783 -0.6461523 0.5181807 +allR ipfE 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 +allR sopA 1.657189 2.541991 -1.470073 -0.8232589 0.2265761 0.65737 0.5109431 +allR PA2367 1.30899 2.051601 -0.266049 -0.4393953 -1.023352 -1.473963 0.1404915 +allR lpfD 1.555124 2.747297 -1.409263 -0.7153652 0.2557271 0.6723138 0.501384 +allR avrA 1.414759 1.53061 -1.115238 -1.252268 -0.7850816 -1.872726 0.06110627 +allR slrP 1.306737 0.7908272 -1.16868 -0.7383811 -0.7310474 -1.266586 0.2053033 +allR lpfB 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 +allR lpfA 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 +allR flgL 1.639235 0.9080123 -1.417916 0.9761407 -0.01120438 -0.02151638 0.9828337 +allR PA2366 1.253373 2.149515 -0.189055 -0.2672985 -1.201593 -1.816059 0.06936126 +allR cdtB.1 1.388791 1.197759 -1.343385 -1.152635 -0.7812699 -1.815093 0.06950969 +entD tide1 0.9878189 2.464979 -0.1493278 -1.554407 -0.1656288 -0.3821822 0.7023262 +entD pefB 1.051834 4.951435 -0.1290302 -1.5349 0.03616784 0.08542527 0.9319233 +entD gtrA 0.9218522 1.799775 -0.1389762 -0.6514841 -0.2713748 -0.1983953 0.8427358 +entD pefA 1.051834 4.951435 -0.1290302 -1.5349 0.03616784 0.08542527 0.9319233 +entD orgA.sctK 1.072612 0.8912339 -0.2446276 -0.9402243 0.263931 0.4966331 0.6194478 +entD STM0281 1.013568 2.413746 -0.1466383 -1.508931 -0.09784798 -0.2180173 0.8274156 +entD STM0276 1.042522 2.368318 -0.1452313 -1.445764 -0.02051182 -0.0436113 0.9652142 +entD pefC 1.050012 5.344414 -0.1457896 -1.593881 -0.001577556 -0.003702161 0.9970461 +entD ratB 1.119308 2.505251 -0.14291 -1.619705 0.2103114 0.5841155 0.5591426 +entD pipB 1.017634 1.008826 -0.1413648 1.174249 -0.07156022 -0.1063724 0.9152869 +entD STM0285 1.081527 2.700497 -0.1412326 -1.612068 0.0922124 0.250586 0.8021342 +entD shdA 1.335237 1.863682 -0.3758717 -1.209258 1.104557 2.143677 0.03205875 +entD pefD 1.050012 5.344414 -0.1457896 -1.593881 -0.001577556 -0.003702161 0.9970461 +entD rfbD 1.018992 1.60567 0.1444479 1.453712 0.8920389 2.363525 0.01810199 +entD STM0280 1.042522 2.368318 -0.1452313 -1.445764 -0.02051182 -0.0436113 0.9652142 +entD rfbF 0.8473945 1.937449 -0.1956059 -1.176328 -0.4523844 -0.5316575 0.5949632 +entD STM0290 1.016879 1.27905 0.2946239 1.169234 0.9529399 2.120131 0.03399498 +entD tae4 0.9846875 1.439188 0.6255143 1.330623 1.874201 3.720679 0.0001986879 +entD STM0287 0.9878189 2.464979 -0.1493278 -1.554407 -0.1656288 -0.3821822 0.7023262 +entD csgB 1.19506 2.476874 -0.1222522 -1.319697 0.4844707 1.133461 0.2570209 +entD sciB 1.117572 2.266018 -0.1486667 -1.241568 0.1833298 0.3215568 0.7477884 +entD ssaG 1.063208 0.5751559 -0.4369431 -0.6127557 0.7287646 1.157691 0.24699 +entD STM0286 0.9859794 2.454057 -0.1496209 -1.565612 -0.1709795 -0.3938138 0.6937185 +entD STM0268 1.079794 2.325714 -0.14576 -1.350325 0.08042207 0.1599903 0.8728887 +entD STM0289 1.013568 2.413746 -0.1466383 -1.508931 -0.09784798 -0.2180173 0.8274156 +entD rfbG 0.8473945 1.937449 -0.1956059 -1.176328 -0.4523844 -0.5316575 0.5949632 +entD gogB 0.9815745 1.209645 0.1743115 1.105485 0.7855225 1.707607 0.08770929 +entD sopD2 1.069007 0.892178 -0.2372858 -0.9473366 0.2523037 0.4764427 0.633759 +entD STM0278 0.9937472 1.39575 0.6081731 1.297404 1.827398 3.593569 0.000326179 +entD STM0269 1.079794 2.325714 -0.14576 -1.350325 0.08042207 0.1599903 0.8728887 +entD STM0271 1.065387 2.331574 -0.1458556 -1.41163 0.03964718 0.08261239 0.9341597 +entD traJ 0.9846074 0.9937679 0.4421237 0.7698841 1.179984 2.037401 0.04160987 +entD pipB2 0.8402891 1.693127 -0.1697351 -0.4750643 -0.4567943 -0.6889166 0.4908758 +entD hcp1.tssD1 1.042627 0.9131606 0.07416625 0.8691133 0.4693933 0.8984999 0.3689191 +entD ssaO 1.046196 1.083594 -0.1343024 -1.145328 -0.030785 -0.06572037 0.9476005 +entD allD 1.07245 1.827067 -0.1588431 -1.742733 0.08443259 0.2458445 0.8058026 +entD allB 1.072631 1.816621 -0.1590224 -1.751855 0.08475562 0.2469077 0.8049797 +entD allC 1.097228 1.748797 -0.1788008 -1.690059 0.1958895 0.5451442 0.5856543 +entD iucA 1.067679 1.085862 -0.3010728 0.9873078 -0.3674014 -0.7367225 0.4612911 +entD iucB 1.067679 1.085862 -0.3010728 0.9873078 -0.3674014 -0.7367225 0.4612911 +entD cdtB 1.038913 0.5808937 -0.4347608 0.5500855 -0.6378637 -1.010458 0.312276 +entD iucC 1.039825 0.7752068 -0.5095356 0.7218144 -0.8265979 -1.373575 0.1695736 +entD sinH 0.8833488 1.533188 -0.1146999 0.47185 -0.3820814 -0.5652248 0.5719209 +entD tssF 1.026447 0.5749518 -0.4314422 0.5323912 -0.6022426 -0.9499261 0.3421498 +entD iucD 1.039825 0.7752068 -0.5095356 0.7218144 -0.8265979 -1.373575 0.1695736 +entD iutA 1.039825 0.7752068 -0.5095356 0.7218144 -0.8265979 -1.373575 0.1695736 +entD hcp.tssD 0.9093461 1.250503 -0.05753485 -1.546102 0.4406722 0.6718712 0.5016657 +entD icsP.sopA 1.030632 0.5785583 -0.4311683 0.5322827 -0.6094206 -0.9594394 0.3373374 +entD fyuA 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 +entD ybtT 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 +entD ybtU 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 +entD nleC 1.040697 0.2797146 -0.3130468 0.2760767 -0.3512806 -0.5170805 0.6051 +entD irp1 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 +entD irp2 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 +entD ybtQ 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 +entD ybtX 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 +entD ybtS 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 +entD ybtA 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 +entD cesT 1.050931 0.7202161 -0.06007265 0.6014364 0.1720341 0.2910927 0.7709804 +entD vipA.tssB 1.03396 0.2813056 -0.302211 0.259105 -0.3123381 -0.4551529 0.6489992 +entD wbtL.1 0.8679542 2.210045 -0.1031668 -2.056239 -0.5361564 -1.842128 0.06545642 +entD galU 1.001766 3.539495 -0.1378572 -0.7871793 -0.1507641 -0.3275564 0.7432471 +entD fliH 1.015602 0.7956349 0.3933527 0.7565857 1.114127 1.902136 0.05715332 +entD clpV1 0.9704953 1.599513 0.4396865 1.39974 1.343747 3.279932 0.001038321 +entD tviA 1.052212 1.432623 -0.07643656 -0.7360197 0.1390758 0.2073805 0.8357127 +entD tviB 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD tviC 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD tviD 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD tviE 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD vexA 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD vexB 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD vexC 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD flgM 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD vexD 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD vexE 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 +entD clpV.tssH 0.9557735 2.211999 -0.1118049 1.986194 0.3213864 1.152992 0.2489136 +entD ipfE 1.078983 1.78373 -0.08487859 0.3122464 0.3095305 0.6139272 0.5392634 +entD sopA 1.062751 2.189428 -0.1635091 -1.050511 0.09108813 0.2414634 0.809196 +entD PA2367 0.6636816 2.167577 -0.130271 -0.4438399 -0.8253213 -1.241116 0.2145627 +entD lpfD 1.011597 2.610252 -0.1733995 -0.7121514 -0.1720137 -0.284523 0.7760096 +entD avrA 1.014083 2.707381 -0.09789456 -0.5120082 -0.2412627 -0.5899998 0.5551908 +entD slrP 1.049631 0.9356445 -0.148546 -0.8744319 0.00756959 0.01422851 0.9886477 +entD lpfB 1.078983 1.78373 -0.08487859 0.3122464 0.3095305 0.6139272 0.5392634 +entD lpfA 1.078983 1.78373 -0.08487859 0.3122464 0.3095305 0.6139272 0.5392634 +entD flgL 1.067345 0.89187 -0.2356453 0.944236 -0.2450378 -0.4637868 0.6428005 +entD PA2366 0.6294408 2.279735 -0.09093241 -0.2722247 -0.9769104 -1.524784 0.127313 +entD cdtB.1 1.075434 1.414993 -0.09674288 -1.266423 -0.2442737 -0.5558192 0.5783345 +tide1 pefB 2.246674 5.117258 -1.44006 -1.731722 0.5392362 1.155259 0.2479845 +tide1 gtrA 2.751976 1.693464 -1.725099 -1.475068 0.4449766 1.233646 0.2173347 +tide1 pefA 2.246674 5.117258 -1.44006 -1.731722 0.5392362 1.155259 0.2479845 +tide1 orgA.sctK 2.396379 0.888813 -1.520152 -0.9715395 -0.2197492 -0.4278259 0.6687779 +tide1 STM0281 2.425419 2.287553 -2.287467 -2.197527 1.028884 3.662546 0.0002497204 +tide1 STM0276 2.479662 2.186738 -2.209693 -2.064179 0.9160646 3.11386 0.001846573 +tide1 pefC 2.268531 5.540783 -1.436232 -1.770431 0.5006242 1.058025 0.2900442 +tide1 ratB 2.543401 2.432625 -1.60096 -1.610291 0.05286504 0.1880922 0.8508044 +tide1 pipB 2.479273 0.9906006 -1.539586 1.166936 -0.152646 -0.352485 0.7244745 +tide1 STM0285 2.321456 2.487297 -2.243954 -2.359028 1.036424 3.796003 0.0001470478 +tide1 shdA 2.366716 1.324362 -1.487856 -0.5609686 -0.3763957 -0.5225548 0.6012841 +tide1 pefD 2.268531 5.540783 -1.436232 -1.770431 0.5006242 1.058025 0.2900442 +tide1 rfbD 2.517293 1.689073 -1.658542 1.302693 -0.1268795 -0.4345276 0.6639053 +tide1 STM0280 2.479662 2.186738 -2.209693 -2.064179 0.9160646 3.11386 0.001846573 +tide1 rfbF 2.478582 2.200447 -1.58305 -1.261065 -0.2168688 -0.6417499 0.5210356 +tide1 STM0290 2.053673 0.980747 -0.4132571 0.9283722 1.901208 3.250657 0.001151388 +tide1 tae4 2.390528 2.360931 -2.037674 -2.016434 0.624624 2.154026 0.03123813 +tide1 STM0287 2.505083 2.505083 -2.466346 -2.466346 1.496776 4.869675 1.117821e-06 +tide1 csgB 2.493665 2.17602 -1.584428 -1.165348 -0.1367725 -0.4117911 0.6804926 +tide1 sciB 2.859149 1.94321 -2.068447 -1.7675 1.028001 2.871549 0.00408466 +tide1 ssaG 2.577021 0.6690084 -1.607282 -0.7306404 0.06575481 0.1116287 0.9111178 +tide1 STM0286 2.393329 2.411447 -2.31982 -2.337957 1.15368 4.158112 3.208883e-05 +tide1 STM0268 2.648384 2.0935 -1.982378 -1.846436 0.7691138 2.446213 0.01443658 +tide1 STM0289 2.425419 2.287553 -2.287467 -2.197527 1.028884 3.662546 0.0002497204 +tide1 rfbG 2.478582 2.200447 -1.58305 -1.261065 -0.2168688 -0.6417499 0.5210356 +tide1 gogB 2.429647 1.281765 -1.414362 1.128824 0.3276497 0.8152606 0.4149231 +tide1 sopD2 2.3607 0.8834475 -1.509561 -0.9741883 -0.2779445 -0.5629201 0.5734893 +tide1 STM0278 2.467099 1.788925 -0.9440793 1.501015 1.179507 3.47377 0.0005131999 +tide1 STM0269 2.648384 2.0935 -1.982378 -1.846436 0.7691138 2.446213 0.01443658 +tide1 STM0271 2.614784 2.095291 -2.028937 -1.901977 0.772295 2.479174 0.0131687 +tide1 traJ 1.858138 0.7594146 -0.6925118 0.6299627 1.670056 2.54282 0.01099619 +tide1 pipB2 2.43365 1.869973 -1.529386 -0.4686574 -0.3248266 -0.7835567 0.4333003 +tide1 hcp1.tssD1 2.389137 0.9103194 -1.424576 0.8592522 0.3449128 0.7057126 0.4803669 +tide1 ssaO 2.280328 1.029723 -1.452582 -1.129019 -0.4281969 -0.9247638 0.3550888 +tide1 allD 2.577741 1.831023 -1.650802 -1.749372 0.1457249 0.4876242 0.625816 +tide1 allB 2.523384 1.809782 -1.570159 -1.734486 -0.03826975 -0.1249685 0.9005485 +tide1 allC 2.551164 1.751791 -1.598861 -1.668976 0.03754626 0.1207886 0.9038585 +tide1 iucA 1.951167 1.417274 -1.258021 -0.6190646 0.9390377 1.139542 0.254477 +tide1 iucB 1.951167 1.417274 -1.258021 -0.6190646 0.9390377 1.139542 0.254477 +tide1 cdtB 2.55742 0.6905663 -1.596693 0.6515726 -0.0342786 -0.05932963 0.9526896 +tide1 iucC 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 +tide1 sinH 2.85749 1.303524 -1.710451 -1.053903 0.4983948 1.025438 0.3051566 +tide1 tssF 2.554537 0.681763 -1.601728 0.6326878 -0.03625802 -0.062541 0.950132 +tide1 iucD 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 +tide1 iutA 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 +tide1 hcp.tssD 2.3612 1.322995 -1.401482 -1.578991 0.4229636 0.658348 0.5103145 +tide1 icsP.sopA 2.555442 0.6936519 -1.596905 0.6176074 -0.03243584 -0.05609691 0.9552646 +tide1 fyuA 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +tide1 ybtT 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +tide1 ybtU 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +tide1 nleC 2.334421 0.3089043 -1.480759 0.3195672 0.3247417 0.4783125 0.6324278 +tide1 irp1 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +tide1 irp2 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +tide1 ybtQ 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +tide1 ybtX 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +tide1 ybtS 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +tide1 ybtA 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +tide1 cesT 2.564213 0.6994594 -1.619564 0.5915936 -0.06485297 -0.1090843 0.9131356 +tide1 vipA.tssB 2.37775 0.3195603 -1.437664 0.2948337 0.321663 0.4716534 0.6371742 +tide1 wbtL.1 2.395973 2.271173 -1.343722 -2.085769 -0.5628265 -2.145043 0.0319494 +tide1 galU 2.46308 3.290258 -1.41741 -0.9438775 -0.4092792 -1.337395 0.1810937 +tide1 fliH 2.609637 0.8896264 -1.693431 0.8298913 -0.1986737 -0.4021791 0.6875523 +tide1 clpV1 2.431679 1.99757 -1.0114 1.385225 0.8487591 2.61427 0.008941821 +tide1 tviA 2.076302 1.363977 -1.248877 -0.8264288 0.8543993 1.224693 0.220691 +tide1 tviB 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 tviC 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 tviD 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 tviE 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 vexA 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 vexB 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 vexC 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 flgM 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 vexD 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 vexE 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +tide1 clpV.tssH 2.442194 2.238373 -1.353073 1.962764 0.4917326 1.828446 0.06748268 +tide1 ipfE 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 +tide1 sopA 2.562434 2.166777 -1.610784 -1.07169 0.08836768 0.3006272 0.7636988 +tide1 PA2367 2.628692 3.095998 -1.604228 -0.4601228 0.1922346 0.6282042 0.5298702 +tide1 lpfD 2.508513 2.613927 -1.645623 -0.7223109 -0.2592328 -0.909685 0.3629887 +tide1 avrA 2.516609 2.932767 -1.541483 -0.3097022 -0.1340521 -0.4570605 0.6476275 +tide1 slrP 2.396665 0.9406416 -1.317139 -0.8774523 -0.4885926 -1.052562 0.2925416 +tide1 lpfB 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 +tide1 lpfA 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 +tide1 flgL 2.693818 0.8941788 -1.706029 0.9421782 -0.2974623 -0.5818083 0.5606958 +tide1 PA2366 2.747893 2.633897 -1.429924 1.218571 0.67078 2.355906 0.01847757 +tide1 cdtB.1 2.53734 1.342181 -1.595409 -1.248713 0.0562401 0.1936907 0.8464181 +pefB gtrA 5.011749 1.705629 -1.676126 -1.158896 0.2828635 0.5446079 0.5860232 +pefB pefA 3.545828 3.545828 -3.42184 -3.42184 2.387455 5.630133 1.800711e-08 +pefB orgA.sctK 4.933633 0.9156124 -1.497824 -0.9819855 -0.0300303 -0.05597322 0.9553631 +pefB STM0281 4.878889 2.294792 -1.591425 -1.442481 0.3106407 0.8546439 0.3927483 +pefB STM0276 4.891876 2.251867 -1.586905 -1.363939 0.2748705 0.7546042 0.4504865 +pefB pefC 3.457332 3.675545 -3.188872 -3.396708 2.221842 4.806613 1.53509e-06 +pefB ratB 4.982208 2.366506 -1.55268 -1.532101 0.1571324 0.410523 0.6814223 +pefB pipB 3.26274 0.8019019 -1.854106 0.9582128 -0.6784331 -1.255102 0.2094417 +pefB STM0285 4.857664 2.432109 -1.591026 -1.520333 0.3722437 1.038847 0.2988758 +pefB shdA 4.789869 1.541519 -1.477009 -0.7659291 -0.3807385 -1.021745 0.3069015 +pefB pefD 3.457332 3.675545 -3.188872 -3.396708 2.221842 4.806613 1.53509e-06 +pefB rfbD 4.568874 1.272908 -1.886562 1.100532 -0.7693755 -1.713248 0.08666686 +pefB STM0280 4.891876 2.251867 -1.586905 -1.363939 0.2748705 0.7546042 0.4504865 +pefB rfbF 4.895018 2.32578 -1.51953 -1.386935 -0.1059168 -0.2961213 0.7671375 +pefB STM0290 4.326012 1.023316 -2.104412 0.9180368 -0.7731531 -1.91109 0.05599301 +pefB tae4 4.955371 2.615803 -1.534016 -1.610801 -0.1446173 -0.4001895 0.6890169 +pefB STM0287 5.117258 2.246675 -1.731722 -1.44006 0.5392362 1.155263 0.2479828 +pefB csgB 5.061815 2.173693 -1.670789 -1.021257 0.3882581 0.8778629 0.3800181 +pefB sciB 5.063107 2.108024 -1.655383 -1.015947 0.3122143 0.6950634 0.4870156 +pefB ssaG 4.920248 0.706029 -1.42551 -0.7748297 -0.1283425 -0.2447318 0.8066641 +pefB STM0286 4.868162 2.346718 -1.592996 -1.501173 0.3425588 0.9486731 0.3427869 +pefB STM0268 4.898603 2.218213 -1.579091 -1.234199 0.2221055 0.6056856 0.5447236 +pefB STM0289 4.878889 2.294792 -1.591425 -1.442481 0.3106407 0.8546439 0.3927483 +pefB rfbG 4.895018 2.32578 -1.51953 -1.386935 -0.1059168 -0.2961213 0.7671375 +pefB gogB 4.945294 1.286491 -1.513789 1.124931 0.009280473 0.01825071 0.9854388 +pefB sopD2 4.934878 0.9113524 -1.510512 -0.9811386 -0.01298377 -0.02486227 0.9801648 +pefB STM0278 4.948458 2.603887 -1.534545 -1.629881 -0.1199136 -0.3340979 0.7383057 +pefB STM0269 4.898603 2.218213 -1.579091 -1.234199 0.2221055 0.6056856 0.5447236 +pefB STM0271 4.872658 2.226 -1.590693 -1.303904 0.2412856 0.6524443 0.5141146 +pefB traJ 3.878168 2.90522 1.05227 -1.194173 2.960708 5.942366 2.809377e-09 +pefB pipB2 5.036539 1.764352 -1.676838 -1.133148 0.3286637 0.5883492 0.556298 +pefB hcp1.tssD1 4.987891 0.9544272 -1.449961 0.8960482 0.1142884 0.2586342 0.7959175 +pefB ssaO 4.865624 1.220891 -1.279998 -1.300268 -0.4092126 -0.9296737 0.3525401 +pefB allD 4.838689 1.948702 -1.471157 -1.826672 -0.2777893 -0.7027497 0.4822118 +pefB allB 4.643546 2.086376 -1.510294 -1.956361 -0.6138209 -1.478735 0.1392112 +pefB allC 4.819158 1.889824 -1.462908 -1.766253 -0.3123013 -0.7892661 0.4299565 +pefB iucA 4.957908 1.086851 -1.585679 1.009823 -0.1016216 -0.2020644 0.8398664 +pefB iucB 4.957908 1.086851 -1.585679 1.009823 -0.1016216 -0.2020644 0.8398664 +pefB cdtB 4.920246 0.7162927 -1.475732 0.6705423 0.06596467 0.1292446 0.8971641 +pefB iucC 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 +pefB sinH 4.8846 1.78113 -1.464337 0.4066403 -0.1307434 -0.3196065 0.7492667 +pefB tssF 4.910032 0.7523484 -1.370312 0.6923121 0.1992629 0.3571155 0.7210053 +pefB iucD 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 +pefB iutA 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 +pefB hcp.tssD 4.740026 1.349081 -1.296771 -1.489618 0.4960878 1.230393 0.2185499 +pefB icsP.sopA 4.917814 0.7234639 -1.469511 0.6374493 0.07541796 0.1471715 0.8829967 +pefB fyuA 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefB ybtT 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefB ybtU 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefB nleC 4.873915 0.3702142 -1.366496 0.3761887 0.2231283 0.4174805 0.676327 +pefB irp1 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefB irp2 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefB ybtQ 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefB ybtX 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefB ybtS 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefB ybtA 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefB cesT 4.896459 0.7762596 -1.380358 0.6456311 0.1903063 0.3224072 0.7471442 +pefB vipA.tssB 4.88024 0.4337357 -1.137212 0.4063299 0.4797793 0.7327699 0.4636988 +pefB wbtL.1 4.02742 3.682807 -2.075717 -2.18687 -1.463869 -5.005143 5.582051e-07 +pefB galU 4.785574 4.092819 -1.876492 -1.278287 -0.904546 -2.310539 0.02085831 +pefB fliH 4.928598 0.9255871 -1.492184 0.8625771 0.03906507 0.07230556 0.9423587 +pefB clpV1 4.577067 4.565222 -2.048374 -1.328356 -0.8120628 -2.266398 0.02342701 +pefB tviA 4.779692 1.613811 -0.9737679 -0.585658 0.7497629 1.29197 0.1963675 +pefB tviB 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB tviC 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB tviD 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB tviE 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB vexA 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB vexB 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB vexC 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB flgM 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB vexD 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB vexE 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefB clpV.tssH 4.678207 3.407733 -1.667585 1.596748 0.6652132 1.757726 0.07879411 +pefB ipfE 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 +pefB sopA 5.049387 1.698167 -1.690058 -1.19708 0.35993 0.7452389 0.4561273 +pefB PA2367 4.993395 2.973656 -1.59313 -0.3512998 0.1773801 0.4340104 0.6642809 +pefB lpfD 5.050476 2.756999 -1.526739 -0.4971527 0.3181985 0.8639919 0.3875923 +pefB avrA 4.813357 3.068907 -1.493969 -0.4593059 -0.3622675 -0.9968493 0.3188377 +pefB slrP 4.966814 0.9641989 -1.479921 -0.8998447 -0.07071168 -0.1641885 0.8695827 +pefB lpfB 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 +pefB lpfA 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 +pefB flgL 4.951945 0.8851034 -1.562323 0.9502359 -0.06411536 -0.1268158 0.8990862 +pefB PA2366 4.850333 2.542002 -1.540627 0.8117748 -0.2919537 -0.7908412 0.4290366 +pefB cdtB.1 4.950524 1.362796 -1.519885 -1.258111 -0.01872399 -0.0480824 0.9616506 +gtrA pefA 1.705632 5.011749 -1.158893 -1.676124 0.282862 0.5446043 0.5860257 +gtrA orgA.sctK 2.060915 0.9216542 -0.9675142 -0.9743809 0.1750923 0.3287197 0.7423675 +gtrA STM0281 1.702453 2.661615 -1.471615 -1.699979 0.4852943 1.355709 0.1751919 +gtrA STM0276 1.806693 2.468364 -1.334944 -1.534863 0.2426032 0.6850116 0.4933366 +gtrA pefC 1.743596 5.417179 -1.138433 -1.715084 0.2354517 0.4490033 0.6534293 +gtrA ratB 1.692551 2.666162 -1.487041 -1.790701 0.5252806 1.400904 0.1612427 +gtrA pipB 1.68569 0.8432824 -0.5757416 1.101211 -0.4578591 -0.6710391 0.5021956 +gtrA STM0285 1.689492 2.838112 -1.467008 -1.742192 0.3962731 1.088424 0.276408 +gtrA shdA 1.58225 1.179417 -0.6119779 -0.5176915 -0.5388512 -0.7797777 0.4355217 +gtrA pefD 1.743596 5.417179 -1.138433 -1.715084 0.2354517 0.4490033 0.6534293 +gtrA rfbD 1.949936 1.60605 -0.4782099 1.391176 0.549118 1.512931 0.1302972 +gtrA STM0280 1.806693 2.468364 -1.334944 -1.534863 0.2426032 0.6850116 0.4933366 +gtrA rfbF 1.822671 2.385051 -1.264996 -1.427357 0.2091742 0.5533735 0.5800077 +gtrA STM0290 1.093272 0.8103037 -0.5940042 0.7548949 1.668747 2.376089 0.01749724 +gtrA tae4 1.819405 2.627489 -1.301977 -1.595103 0.1618873 0.4303598 0.6669339 +gtrA STM0287 1.693464 2.751975 -1.475068 -1.7251 0.4449765 1.233647 0.2173346 +gtrA csgB 1.715848 2.459148 -1.358538 -1.448518 0.5616526 1.534011 0.125027 +gtrA sciB 1.449681 1.56778 -0.6169778 -0.9552393 -0.7412931 -1.104224 0.269496 +gtrA ssaG 2.184414 0.6577115 -0.9981732 -0.6975194 0.5347027 0.910879 0.3623591 +gtrA STM0286 1.694534 2.729631 -1.474354 -1.745664 0.4393274 1.217466 0.2234268 +gtrA STM0268 1.420304 1.681905 -0.6212998 -1.082887 -0.7948234 -1.161982 0.2452426 +gtrA STM0289 1.702453 2.661615 -1.471615 -1.699979 0.4852943 1.355709 0.1751919 +gtrA rfbG 1.822671 2.385051 -1.264996 -1.427357 0.2091742 0.5533735 0.5800077 +gtrA gogB 1.490724 1.053957 -0.8791029 0.9748397 0.8334505 1.505304 0.1322459 +gtrA sopD2 2.22063 0.8734532 -1.091752 -0.902512 0.7112308 1.335035 0.1818649 +gtrA STM0278 1.842044 2.603244 -1.249439 -1.614566 0.1188374 0.2986389 0.7652155 +gtrA STM0269 1.420304 1.681905 -0.6212998 -1.082887 -0.7948234 -1.161982 0.2452426 +gtrA STM0271 1.4076 1.735045 -0.613286 -1.137459 -0.8025631 -1.145652 0.2519393 +gtrA traJ 1.063125 0.6925032 -0.7607069 0.4875366 1.471529 2.050636 0.04030244 +gtrA pipB2 1.918755 2.215548 -1.187173 -1.176643 0.9330029 2.445416 0.0144685 +gtrA hcp1.tssD1 1.548301 0.7901169 -1.022434 0.7549302 0.6115473 1.02829 0.3038133 +gtrA ssaO 1.884601 1.070976 -1.047604 -1.136334 -0.06953212 -0.139514 0.889044 +gtrA allD 1.907651 1.989413 -1.413981 -1.810589 0.4471513 1.314932 0.1885326 +gtrA allB 1.944276 1.882148 -1.213645 -1.781188 0.210295 0.6093619 0.5422846 +gtrA allC 1.988975 1.827731 -1.179292 -1.712905 0.2693077 0.7903286 0.4293359 +gtrA iucA 1.802908 1.098783 -1.05919 1.025579 0.2026551 0.4225275 0.67264 +gtrA iucB 1.802908 1.098783 -1.05919 1.025579 0.2026551 0.4225275 0.67264 +gtrA cdtB 2.159671 0.6705096 -1.042039 0.6252942 -0.4611996 -0.7775245 0.4368494 +gtrA iucC 1.926786 0.9402677 -1.030173 0.8904156 0.01752781 0.03323535 0.9734869 +gtrA sinH 1.42812 1.304139 -0.5113383 0.4314438 -0.813407 -1.307146 0.191163 +gtrA tssF 2.125022 0.6621327 -1.084544 0.6115724 -0.4196025 -0.7070374 0.4795432 +gtrA iucD 1.926786 0.9402677 -1.030173 0.8904156 0.01752781 0.03323535 0.9734869 +gtrA iutA 1.926786 0.9402677 -1.030173 0.8904156 0.01752781 0.03323535 0.9734869 +gtrA hcp.tssD 1.920172 1.494298 -1.118973 -1.67146 -0.04625397 -0.06702711 0.9465601 +gtrA icsP.sopA 2.133593 0.6754675 -1.067917 0.5971391 -0.4229551 -0.7168891 0.4734425 +gtrA fyuA 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 +gtrA ybtT 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 +gtrA ybtU 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 +gtrA nleC 1.980429 0.3187037 -1.005755 0.3200997 -0.0588751 -0.07665892 0.9388949 +gtrA irp1 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 +gtrA irp2 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 +gtrA ybtQ 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 +gtrA ybtX 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 +gtrA ybtS 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 +gtrA ybtA 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 +gtrA cesT 2.098601 0.6816522 -1.150839 0.580368 -0.3990121 -0.6713925 0.5019705 +gtrA vipA.tssB 1.954355 0.3193052 -1.020825 0.2960115 -0.02432166 -0.03295756 0.9737084 +gtrA wbtL.1 1.697678 2.18923 -0.4828675 -1.972887 -0.6416775 -2.00826 0.04461566 +gtrA galU 1.874584 3.362635 -0.6334716 -0.83877 -0.2960845 -0.7358922 0.4617963 +gtrA fliH 1.598013 0.7949507 -0.9374743 0.7444041 0.6365053 1.076975 0.2814914 +gtrA clpV1 1.874508 1.711354 0.008005492 1.405593 0.9738761 2.678446 0.007396456 +gtrA tviA 1.49495 1.318336 -1.096339 -0.8191837 0.5988962 0.8099867 0.4179478 +gtrA tviB 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA tviC 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA tviD 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA tviE 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA vexA 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA vexB 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA vexC 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA flgM 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA vexD 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA vexE 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 +gtrA clpV.tssH 1.930299 2.238366 -0.6342757 1.968684 0.232576 0.7735675 0.4391866 +gtrA ipfE 1.470434 1.575556 -1.320021 0.1781887 0.6574081 1.413681 0.1574557 +gtrA sopA 1.916264 2.111428 -0.8619664 -1.053603 -0.1955614 -0.492679 0.6222394 +gtrA PA2367 1.954346 2.902031 -0.8144399 -0.4619386 -0.1193915 -0.1551065 0.8767373 +gtrA lpfD 1.793929 2.764803 -1.18443 -0.7163651 0.2335867 0.6072619 0.5436771 +gtrA avrA 1.821314 2.639527 -0.5616136 -0.3974401 -0.5748723 -1.265991 0.2055163 +gtrA slrP 1.533274 0.8118122 -0.9974593 -0.7592052 -0.6856112 -1.179629 0.2381479 +gtrA lpfB 1.470434 1.575556 -1.320021 0.1781887 0.6574081 1.413681 0.1574557 +gtrA lpfA 1.470434 1.575556 -1.320021 0.1781887 0.6574081 1.413681 0.1574557 +gtrA flgL 2.035331 0.9193991 -0.9770151 0.9783807 -0.1368171 -0.262311 0.7930817 +gtrA PA2366 1.180272 2.052472 -0.4412069 -0.2136662 -1.315175 -2.174689 0.02965343 +gtrA cdtB.1 1.697251 1.308868 -1.2494 -1.205566 -0.442081 -1.150202 0.2500607 +pefA orgA.sctK 4.933633 0.9156124 -1.497824 -0.9819855 -0.0300303 -0.05597322 0.9553631 +pefA STM0281 4.878889 2.294792 -1.591425 -1.442481 0.3106407 0.8546439 0.3927483 +pefA STM0276 4.891876 2.251867 -1.586905 -1.363939 0.2748705 0.7546042 0.4504865 +pefA pefC 3.457332 3.675545 -3.188872 -3.396708 2.221842 4.806613 1.53509e-06 +pefA ratB 4.982208 2.366506 -1.55268 -1.532101 0.1571324 0.410523 0.6814223 +pefA pipB 3.26274 0.8019019 -1.854106 0.9582128 -0.6784331 -1.255102 0.2094417 +pefA STM0285 4.857664 2.432109 -1.591026 -1.520333 0.3722437 1.038847 0.2988758 +pefA shdA 4.789869 1.541519 -1.477009 -0.7659291 -0.3807385 -1.021745 0.3069015 +pefA pefD 3.457332 3.675545 -3.188872 -3.396708 2.221842 4.806613 1.53509e-06 +pefA rfbD 4.568874 1.272908 -1.886562 1.100532 -0.7693755 -1.713248 0.08666686 +pefA STM0280 4.891876 2.251867 -1.586905 -1.363939 0.2748705 0.7546042 0.4504865 +pefA rfbF 4.895018 2.32578 -1.51953 -1.386935 -0.1059168 -0.2961213 0.7671375 +pefA STM0290 4.326012 1.023316 -2.104412 0.9180368 -0.7731531 -1.91109 0.05599301 +pefA tae4 4.955371 2.615803 -1.534016 -1.610801 -0.1446173 -0.4001895 0.6890169 +pefA STM0287 5.117258 2.246675 -1.731722 -1.44006 0.5392362 1.155263 0.2479828 +pefA csgB 5.061815 2.173693 -1.670789 -1.021257 0.3882581 0.8778629 0.3800181 +pefA sciB 5.063107 2.108024 -1.655383 -1.015947 0.3122143 0.6950634 0.4870156 +pefA ssaG 4.920248 0.706029 -1.42551 -0.7748297 -0.1283425 -0.2447318 0.8066641 +pefA STM0286 4.868162 2.346718 -1.592996 -1.501173 0.3425588 0.9486731 0.3427869 +pefA STM0268 4.898603 2.218213 -1.579091 -1.234199 0.2221055 0.6056856 0.5447236 +pefA STM0289 4.878889 2.294792 -1.591425 -1.442481 0.3106407 0.8546439 0.3927483 +pefA rfbG 4.895018 2.32578 -1.51953 -1.386935 -0.1059168 -0.2961213 0.7671375 +pefA gogB 4.945294 1.286491 -1.513789 1.124931 0.009280473 0.01825071 0.9854388 +pefA sopD2 4.934878 0.9113524 -1.510512 -0.9811386 -0.01298377 -0.02486227 0.9801648 +pefA STM0278 4.948458 2.603887 -1.534545 -1.629881 -0.1199136 -0.3340979 0.7383057 +pefA STM0269 4.898603 2.218213 -1.579091 -1.234199 0.2221055 0.6056856 0.5447236 +pefA STM0271 4.872658 2.226 -1.590693 -1.303904 0.2412856 0.6524443 0.5141146 +pefA traJ 3.878168 2.90522 1.05227 -1.194173 2.960708 5.942366 2.809377e-09 +pefA pipB2 5.036539 1.764352 -1.676838 -1.133148 0.3286637 0.5883492 0.556298 +pefA hcp1.tssD1 4.987891 0.9544272 -1.449961 0.8960482 0.1142884 0.2586342 0.7959175 +pefA ssaO 4.865624 1.220891 -1.279998 -1.300268 -0.4092126 -0.9296737 0.3525401 +pefA allD 4.838689 1.948702 -1.471157 -1.826672 -0.2777893 -0.7027497 0.4822118 +pefA allB 4.643546 2.086376 -1.510294 -1.956361 -0.6138209 -1.478735 0.1392112 +pefA allC 4.819158 1.889824 -1.462908 -1.766253 -0.3123013 -0.7892661 0.4299565 +pefA iucA 4.957908 1.086851 -1.585679 1.009823 -0.1016216 -0.2020644 0.8398664 +pefA iucB 4.957908 1.086851 -1.585679 1.009823 -0.1016216 -0.2020644 0.8398664 +pefA cdtB 4.920246 0.7162927 -1.475732 0.6705423 0.06596467 0.1292446 0.8971641 +pefA iucC 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 +pefA sinH 4.8846 1.78113 -1.464337 0.4066403 -0.1307434 -0.3196065 0.7492667 +pefA tssF 4.910032 0.7523484 -1.370312 0.6923121 0.1992629 0.3571155 0.7210053 +pefA iucD 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 +pefA iutA 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 +pefA hcp.tssD 4.740026 1.349081 -1.296771 -1.489618 0.4960878 1.230393 0.2185499 +pefA icsP.sopA 4.917814 0.7234639 -1.469511 0.6374493 0.07541796 0.1471715 0.8829967 +pefA fyuA 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefA ybtT 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefA ybtU 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefA nleC 4.873915 0.3702142 -1.366496 0.3761887 0.2231283 0.4174805 0.676327 +pefA irp1 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefA irp2 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefA ybtQ 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefA ybtX 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefA ybtS 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefA ybtA 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 +pefA cesT 4.896459 0.7762596 -1.380358 0.6456311 0.1903063 0.3224072 0.7471442 +pefA vipA.tssB 4.88024 0.4337357 -1.137212 0.4063299 0.4797793 0.7327699 0.4636988 +pefA wbtL.1 4.02742 3.682807 -2.075717 -2.18687 -1.463869 -5.005143 5.582051e-07 +pefA galU 4.785574 4.092819 -1.876492 -1.278287 -0.904546 -2.310539 0.02085831 +pefA fliH 4.928598 0.9255871 -1.492184 0.8625771 0.03906507 0.07230556 0.9423587 +pefA clpV1 4.577067 4.565222 -2.048374 -1.328356 -0.8120628 -2.266398 0.02342701 +pefA tviA 4.779692 1.613811 -0.9737679 -0.585658 0.7497629 1.29197 0.1963675 +pefA tviB 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA tviC 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA tviD 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA tviE 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA vexA 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA vexB 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA vexC 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA flgM 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA vexD 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA vexE 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 +pefA clpV.tssH 4.678207 3.407733 -1.667585 1.596748 0.6652132 1.757726 0.07879411 +pefA ipfE 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 +pefA sopA 5.049387 1.698167 -1.690058 -1.19708 0.35993 0.7452389 0.4561273 +pefA PA2367 4.993395 2.973656 -1.59313 -0.3512998 0.1773801 0.4340104 0.6642809 +pefA lpfD 5.050476 2.756999 -1.526739 -0.4971527 0.3181985 0.8639919 0.3875923 +pefA avrA 4.813357 3.068907 -1.493969 -0.4593059 -0.3622675 -0.9968493 0.3188377 +pefA slrP 4.966814 0.9641989 -1.479921 -0.8998447 -0.07071168 -0.1641885 0.8695827 +pefA lpfB 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 +pefA lpfA 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 +pefA flgL 4.951945 0.8851034 -1.562323 0.9502359 -0.06411536 -0.1268158 0.8990862 +pefA PA2366 4.850333 2.542002 -1.540627 0.8117748 -0.2919537 -0.7908412 0.4290366 +pefA cdtB.1 4.950524 1.362796 -1.519885 -1.258111 -0.01872399 -0.0480824 0.9616506 +orgA.sctK STM0281 0.8908642 2.331969 -0.9711034 -1.47818 -0.1904023 -0.3728898 0.7092304 +orgA.sctK STM0276 0.8950514 2.289153 -0.9718809 -1.404013 -0.1520646 -0.2999701 0.7642 +orgA.sctK pefC 0.9296785 5.332988 -0.998048 -1.543256 -0.0714803 -0.1323122 0.8947373 +orgA.sctK ratB 0.8884365 2.309245 -0.9705065 -1.518245 -0.210198 -0.4119078 0.680407 +orgA.sctK pipB 0.8436232 0.8862321 -0.8641844 0.9187363 0.9239869 1.669645 0.09498958 +orgA.sctK STM0285 0.8882572 2.466116 -0.9734164 -1.552126 -0.2507872 -0.4866466 0.6265088 +orgA.sctK shdA 0.9010012 1.554984 -0.9578088 -0.6315021 0.1349323 0.2627107 0.7927736 +orgA.sctK pefD 0.9296785 5.332988 -0.998048 -1.543256 -0.0714803 -0.1323122 0.8947373 +orgA.sctK rfbD 0.6808855 1.30018 -0.7097627 1.137707 0.8383072 1.536094 0.1245153 +orgA.sctK STM0280 0.8950514 2.289153 -0.9718809 -1.404013 -0.1520646 -0.2999701 0.7642 +orgA.sctK rfbF 0.9060022 2.237733 -0.9828023 -1.256978 -0.168562 -0.3409865 0.7331137 +orgA.sctK STM0290 0.40568 0.7953298 -0.427165 0.7337825 1.355626 2.007379 0.04470931 +orgA.sctK tae4 0.8898158 2.414277 -0.9708745 -1.500442 -0.2007545 -0.3900353 0.6965105 +orgA.sctK STM0287 0.888813 2.396379 -0.9715395 -1.520152 -0.2197492 -0.4278213 0.6687812 +orgA.sctK csgB 0.8589477 2.370515 -0.9006408 -1.430356 0.410641 0.7690548 0.4418608 +orgA.sctK sciB 0.9051662 2.176223 -0.9721302 -1.123928 -0.02981957 -0.05968273 0.9524083 +orgA.sctK ssaG 1.192975 0.9140512 -1.176082 -0.8706285 0.7931993 1.305769 0.1916313 +orgA.sctK STM0286 0.8880047 2.380708 -0.9713407 -1.533107 -0.2262015 -0.4407 0.6594302 +orgA.sctK STM0268 0.9008969 2.255449 -0.9725833 -1.282025 -0.09148118 -0.1820402 0.8555512 +orgA.sctK STM0289 0.8908642 2.331969 -0.9711034 -1.47818 -0.1904023 -0.3728898 0.7092304 +orgA.sctK rfbG 0.9060022 2.237733 -0.9828023 -1.256978 -0.168562 -0.3409865 0.7331137 +orgA.sctK gogB 0.4335532 0.7263538 -0.4566109 0.6762732 1.326264 1.958132 0.05021448 +orgA.sctK sopD2 1.107873 1.113414 -1.123805 -1.137921 0.5756244 1.018798 0.3082988 +orgA.sctK STM0278 0.8890756 2.401946 -0.9722249 -1.518946 -0.2249986 -0.4378784 0.6614744 +orgA.sctK STM0269 0.9008969 2.255449 -0.9725833 -1.282025 -0.09148118 -0.1820402 0.8555512 +orgA.sctK STM0271 0.8979847 2.265578 -0.9711036 -1.355024 -0.1073151 -0.21286 0.8314362 +orgA.sctK traJ 0.4891292 0.8276422 -0.5158383 0.408287 1.086106 1.440522 0.1497199 +orgA.sctK pipB2 0.9016677 2.126144 -0.9562277 -0.6626646 0.1775247 0.3528285 0.724217 +orgA.sctK hcp1.tssD1 0.4855841 0.5043196 -0.5101035 0.478234 1.130713 1.622739 0.1046453 +orgA.sctK ssaO 1.070544 1.270074 -1.097534 -1.292757 0.4659018 0.8372708 0.4024403 +orgA.sctK allD 0.8809457 1.758814 -0.9568654 -1.69726 -0.1110539 -0.2111102 0.8328013 +orgA.sctK allB 0.8805534 1.749621 -0.9566025 -1.704042 -0.1122089 -0.2135255 0.8309171 +orgA.sctK allC 0.8888778 1.706934 -0.9612847 -1.640535 -0.07666956 -0.1461863 0.8837743 +orgA.sctK iucA 0.4665392 0.6373743 -0.4891155 0.6059836 1.293624 1.906614 0.05657061 +orgA.sctK iucB 0.4665392 0.6373743 -0.4891155 0.6059836 1.293624 1.906614 0.05657061 +orgA.sctK cdtB 0.5359343 0.3540183 -0.561744 0.3384972 1.060986 1.517697 0.1290907 +orgA.sctK iucC 0.4977549 0.5175385 -0.5211337 0.4967077 1.205145 1.758629 0.07864052 +orgA.sctK sinH 0.9055855 1.804364 -0.9701919 0.471217 -0.01065828 -0.0224188 0.9821139 +orgA.sctK tssF 0.5322142 0.3529342 -0.5594635 0.3290497 1.022352 1.446506 0.1480352 +orgA.sctK iucD 0.4977549 0.5175385 -0.5211337 0.4967077 1.205145 1.758629 0.07864052 +orgA.sctK iutA 0.4977549 0.5175385 -0.5211337 0.4967077 1.205145 1.758629 0.07864052 +orgA.sctK hcp.tssD 0.9028069 1.489976 -0.9657871 -1.676902 0.02561963 0.0500747 0.9600629 +orgA.sctK icsP.sopA 0.5346211 0.3561491 -0.560699 0.3272694 1.031113 1.461785 0.1438001 +orgA.sctK fyuA 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 +orgA.sctK ybtT 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 +orgA.sctK ybtU 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 +orgA.sctK nleC 0.5964528 0.1088475 -0.6270605 0.1049299 0.8462727 1.167687 0.2429329 +orgA.sctK irp1 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 +orgA.sctK irp2 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 +orgA.sctK ybtQ 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 +orgA.sctK ybtX 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 +orgA.sctK ybtS 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 +orgA.sctK ybtA 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 +orgA.sctK cesT 0.5312147 0.3658675 -0.5588761 0.3156524 0.9838763 1.374174 0.1693876 +orgA.sctK vipA.tssB 0.5976001 0.1128482 -0.6298241 0.09746215 0.8027009 1.0875 0.276816 +orgA.sctK wbtL.1 0.8947815 6.352529 -0.9504205 -0.2992801 0.3885682 1.030273 0.3028819 +orgA.sctK galU 0.8450828 4.890656 -0.8820855 -0.7192307 0.7499547 1.468293 0.1420248 +orgA.sctK fliH 0.4845626 0.5043451 -0.5093402 0.4756174 1.121862 1.606247 0.1082197 +orgA.sctK clpV1 0.3408889 1.106002 -0.3591677 0.9487213 1.587527 2.422451 0.0154162 +orgA.sctK tviA 0.8081899 1.341981 -0.8607397 -0.7848554 0.2639007 0.3663908 0.7140735 +orgA.sctK tviB 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK tviC 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK tviD 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK tviE 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK vexA 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK vexB 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK vexC 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK flgM 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK vexD 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK vexE 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 +orgA.sctK clpV.tssH 0.8712572 3.809281 -0.9081859 1.250549 -0.5812048 -1.049525 0.2939367 +orgA.sctK ipfE 0.9667838 1.835831 -1.018828 0.3711413 -0.3939998 -0.8155593 0.4147522 +orgA.sctK sopA 0.6756797 1.345023 -0.7505859 -1.215265 -0.8458409 -1.546394 0.1220095 +orgA.sctK PA2367 0.8535003 2.815545 -0.9191647 -0.3215902 -0.406001 -0.8620611 0.3886539 +orgA.sctK lpfD 0.9428415 2.629378 -0.9948214 -0.4578377 -0.7167135 -1.548835 0.1214213 +orgA.sctK avrA 0.4061056 0.9919488 -0.427965 -0.8822199 -1.584279 -2.412572 0.01584039 +orgA.sctK slrP 0.481647 0.5237751 -0.5057676 -0.4948287 -1.148949 -1.652752 0.09838133 +orgA.sctK lpfB 0.9667838 1.835831 -1.018828 0.3711413 -0.3939998 -0.8155593 0.4147522 +orgA.sctK lpfA 0.9667838 1.835831 -1.018828 0.3711413 -0.3939998 -0.8155593 0.4147522 +orgA.sctK flgL 0.8217252 0.8223357 -0.899391 0.9013393 0.2321306 0.3820416 0.7024305 +orgA.sctK PA2366 0.8918116 3.263717 -0.9553361 0.03432615 -0.1692675 -0.3991714 0.6897669 +orgA.sctK cdtB.1 0.8781902 1.297349 -0.9410821 -1.210752 -0.1647662 -0.3418501 0.7324637 +STM0281 STM0276 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 +STM0281 pefC 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 +STM0281 ratB 2.432937 2.421479 -1.509616 -1.558678 -0.09137213 -0.3030012 0.761889 +STM0281 pipB 2.419006 1.011737 -1.499088 1.177491 -0.09572506 -0.2128771 0.8314229 +STM0281 STM0285 2.245564 2.618029 -2.203358 -2.491546 1.251327 4.021893 5.773226e-05 +STM0281 shdA 2.135018 1.200485 -1.351894 -0.566223 -0.5504013 -0.2115127 0.8324872 +STM0281 pefD 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 +STM0281 rfbD 2.448287 1.709277 -1.524916 1.319776 0.02339212 0.07726823 0.9384102 +STM0281 STM0280 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 +STM0281 rfbF 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 +STM0281 STM0290 1.977774 0.983466 -0.3645488 0.9305645 1.865258 3.200841 0.001370273 +STM0281 tae4 2.298945 2.388039 -2.190929 -2.228507 0.9822727 3.552762 0.0003812093 +STM0281 STM0287 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 +STM0281 csgB 2.43701 2.230595 -1.53455 -1.195011 -0.03959059 -0.1184508 0.9057105 +STM0281 sciB 2.715568 1.979391 -2.10795 -1.815639 1.086729 3.045495 0.002322975 +STM0281 ssaG 2.501087 0.6691852 -1.569855 -0.7291327 0.09462642 0.1617394 0.8715111 +STM0281 STM0286 2.330217 2.545068 -2.288326 -2.467689 1.360942 4.398394 1.09055e-05 +STM0281 STM0268 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 +STM0281 STM0289 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 +STM0281 rfbG 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 +STM0281 gogB 2.224342 1.228527 -1.186476 1.103873 0.6693513 1.548456 0.1215125 +STM0281 sopD2 2.300411 0.8862258 -1.467786 -0.9741511 -0.2442709 -0.4956682 0.6201285 +STM0281 STM0278 2.235488 1.537858 -0.532922 1.425117 1.794392 4.062312 4.858914e-05 +STM0281 STM0269 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 +STM0281 STM0271 2.492021 2.123763 -2.094471 -1.959985 0.8769226 2.775412 0.005513184 +STM0281 traJ 2.149604 1.119934 -0.9718545 0.7469007 0.9172767 1.626052 0.1039386 +STM0281 pipB2 2.382063 1.919097 -1.475526 -0.4900267 -0.2482495 -0.569535 0.5689931 +STM0281 hcp1.tssD1 2.323927 0.9098751 -1.391363 0.8591729 0.3014881 0.6111953 0.5410703 +STM0281 ssaO 2.221062 1.033152 -1.40803 -1.129135 -0.3974823 -0.8605561 0.3894826 +STM0281 allD 2.496458 1.837897 -1.62812 -1.753743 0.1910811 0.6348095 0.5255526 +STM0281 allB 2.447571 1.813365 -1.539822 -1.740482 0.004413186 0.01431654 0.9885774 +STM0281 allC 2.476172 1.755415 -1.568108 -1.67467 0.08120694 0.2600071 0.7948583 +STM0281 iucA 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 +STM0281 iucB 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 +STM0281 cdtB 2.483835 0.6887599 -1.560608 0.6504588 -0.066518 -0.1157439 0.9078555 +STM0281 iucC 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0281 sinH 1.948297 1.2886 -1.246299 0.4103999 -0.8004819 -0.9228475 0.3560867 +STM0281 tssF 2.476561 0.6799454 -1.567353 0.6312915 -0.064829 -0.1122717 0.910608 +STM0281 iucD 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0281 iutA 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0281 hcp.tssD 2.272005 1.297809 -1.299013 -1.560304 0.4537773 0.4791669 0.6318199 +STM0281 icsP.sopA 2.480986 0.6912828 -1.562003 0.617017 -0.06473173 -0.1124015 0.9105051 +STM0281 fyuA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0281 ybtT 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0281 ybtU 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0281 nleC 2.279466 0.3098581 -1.436986 0.3196253 0.2897179 0.429257 0.6677362 +STM0281 irp1 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0281 irp2 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0281 ybtQ 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0281 ybtX 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0281 ybtS 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0281 ybtA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0281 cesT 2.482423 0.6969552 -1.586339 0.5910019 -0.09003084 -0.1518164 0.8793318 +STM0281 vipA.tssB 2.311366 0.3192256 -1.398979 0.2946971 0.2916851 0.4297423 0.6673831 +STM0281 wbtL.1 2.446284 6.287161 -1.538477 0.02733602 0.01600327 0.08812717 0.9297756 +STM0281 galU 2.399107 3.386183 -1.388238 -0.8816549 -0.29906 -0.9043041 0.3658342 +STM0281 fliH 2.525622 0.8869393 -1.666612 0.8273911 -0.229856 -0.4633849 0.6430885 +STM0281 clpV1 2.189286 1.712295 -0.6880514 1.449777 1.334818 3.581912 0.0003410884 +STM0281 tviA 2.029459 1.368229 -1.204522 -0.8250278 0.8179768 1.175223 0.2399055 +STM0281 tviB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 tviC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 tviD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 tviE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 vexA 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 vexB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 vexC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 flgM 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 vexD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 vexE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0281 clpV.tssH 2.354595 2.229951 -1.301369 1.972099 0.4490191 1.649316 0.09908284 +STM0281 ipfE 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0281 sopA 2.423725 2.200576 -1.515615 -1.029863 -0.07765224 -0.2539934 0.7995006 +STM0281 PA2367 2.453828 3.001905 -1.54244 -0.4735394 0.02227147 0.0708891 0.943486 +STM0281 lpfD 2.335047 2.362288 -1.575726 -0.826394 -0.6614062 -1.636272 0.1017827 +STM0281 avrA 2.389967 2.768787 -1.415184 -0.4428341 -0.3167881 -0.9372748 0.3486172 +STM0281 slrP 2.310192 0.9399909 -1.303895 -0.8763014 -0.4465615 -0.9618207 0.3361397 +STM0281 lpfB 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0281 lpfA 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0281 flgL 2.3135 0.8866025 -1.468138 0.9757811 0.2277219 0.4640281 0.6426276 +STM0281 PA2366 2.517084 2.408235 -1.413045 1.544129 1.03838 3.45739 0.0005454339 +STM0281 cdtB.1 2.452908 1.265624 -1.56896 -1.214189 0.3758827 1.211987 0.2255174 +STM0276 pefC 2.165383 5.240838 -1.31355 -1.720571 0.4386697 1.136668 0.2556773 +STM0276 ratB 2.294382 2.367513 -1.363118 -1.508227 -0.2777938 -0.6900465 0.4901649 +STM0276 pipB 2.36555 1.033565 -1.436367 1.187806 -0.03500048 -0.0733821 0.9415021 +STM0276 STM0285 2.139325 2.659636 -2.084069 -2.436301 1.167386 3.574279 0.0003511949 +STM0276 shdA 1.937095 1.132065 -1.245761 -0.5661537 -0.6384768 -0.7470655 0.455024 +STM0276 pefD 2.165383 5.240838 -1.31355 -1.720571 0.4386697 1.136668 0.2556773 +STM0276 rfbD 2.379192 1.720908 -1.350263 1.343499 0.1842499 0.5792461 0.5624231 +STM0276 STM0280 2.15346 2.15346 0.3128149 0.3128149 2.747928 5.105132 3.30564e-07 +STM0276 rfbF 2.224346 2.036811 -1.371142 -1.221077 -0.4230639 -0.6626244 0.5075711 +STM0276 STM0290 1.908598 0.9937859 -0.2922822 0.9401864 1.826392 3.156534 0.001596563 +STM0276 tae4 2.442396 3.576517 -1.130918 -0.3631495 1.222125 3.044244 0.002332659 +STM0276 STM0287 2.186738 2.479662 -2.064179 -2.209693 0.9160646 3.113859 0.001846574 +STM0276 csgB 2.279467 2.052896 -1.382528 -1.132671 -0.3029135 -0.556563 0.577826 +STM0276 sciB 2.584626 2.027642 -2.124454 -1.865275 1.15221 3.237797 0.001204564 +STM0276 ssaG 2.44756 0.6682117 -1.501953 -0.7257947 0.1382961 0.2382107 0.8117177 +STM0276 STM0286 2.201932 2.573631 -2.1507 -2.435251 1.257868 3.903559 9.478849e-05 +STM0276 STM0268 2.244686 2.772723 -1.158762 0.4300613 1.712632 3.799535 0.0001449678 +STM0276 STM0289 2.284647 2.497984 -2.232517 -2.403524 1.36379 4.276982 1.894439e-05 +STM0276 rfbG 2.224346 2.036811 -1.371142 -1.221077 -0.4230639 -0.6626244 0.5075711 +STM0276 gogB 2.166706 1.232237 -1.108775 1.108741 0.639206 1.475392 0.1401072 +STM0276 sopD2 2.261806 0.8915971 -1.393784 -0.9757549 -0.2017138 -0.4106876 0.6813016 +STM0276 STM0278 1.988145 1.334887 -0.1934855 1.258963 2.255066 4.158821 3.198946e-05 +STM0276 STM0269 2.244686 2.772723 -1.158762 0.4300613 1.712632 3.799535 0.0001449678 +STM0276 STM0271 2.390237 2.167277 -2.085149 -1.9957 0.9512822 3.004417 0.002660907 +STM0276 traJ 2.101159 1.135045 -0.8881217 0.7458745 0.8866361 1.576344 0.1149465 +STM0276 pipB2 1.702443 1.322341 -1.258828 -0.4965231 -1.019134 -1.692998 0.09045588 +STM0276 hcp1.tssD1 2.273915 0.9113086 -1.31854 0.8603459 0.2662818 0.5381704 0.5904594 +STM0276 ssaO 2.180904 1.040359 -1.331241 -1.132029 -0.3613541 -0.7860118 0.4318606 +STM0276 allD 2.378095 1.824038 -1.459151 -1.733072 0.01280471 0.04159035 0.9668253 +STM0276 allB 2.304148 1.794415 -1.376406 -1.706376 -0.18821 -0.5750125 0.5652828 +STM0276 allC 2.328731 1.742493 -1.413144 -1.640859 -0.1142384 -0.3467197 0.7288019 +STM0276 iucA 2.395647 1.128819 -1.468489 1.042862 -0.04178805 -0.09193311 0.9267512 +STM0276 iucB 2.395647 1.128819 -1.468489 1.042862 -0.04178805 -0.09193311 0.9267512 +STM0276 cdtB 2.431351 0.6855602 -1.494613 0.6479103 -0.111883 -0.1950309 0.8453687 +STM0276 iucC 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 +STM0276 sinH 1.845212 1.286288 -1.157056 0.4143131 -0.7939071 -1.041506 0.297641 +STM0276 tssF 2.418517 0.676946 -1.502194 0.628729 -0.1031973 -0.179047 0.8579008 +STM0276 iucD 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 +STM0276 iutA 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 +STM0276 hcp.tssD 2.013651 1.143207 -1.082149 -1.468586 0.6980998 0.6895524 0.4904757 +STM0276 icsP.sopA 2.426487 0.6875479 -1.497402 0.6152501 -0.108373 -0.1881303 0.8507745 +STM0276 fyuA 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0276 ybtT 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0276 ybtU 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0276 nleC 2.249348 0.3127813 -1.363644 0.3212514 0.2392379 0.3567444 0.7212832 +STM0276 irp1 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0276 irp2 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0276 ybtQ 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0276 ybtX 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0276 ybtS 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0276 ybtA 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0276 cesT 2.419404 0.6932778 -1.521232 0.5895201 -0.1214384 -0.2050809 0.8375089 +STM0276 vipA.tssB 2.268377 0.3204659 -1.329693 0.2961806 0.2497793 0.370248 0.7111977 +STM0276 wbtL.1 2.375529 6.268516 -1.457415 0.02400386 0.0749263 0.4072138 0.683851 +STM0276 galU 2.382322 4.894423 -1.466455 -0.06963513 0.1176425 0.5630801 0.5733803 +STM0276 fliH 2.460249 0.8823988 -1.6062 0.8230265 -0.2649584 -0.5302183 0.5959606 +STM0276 clpV1 1.997028 1.551184 -0.4210725 1.390455 1.64298 3.802818 0.0001430594 +STM0276 tviA 2.009742 1.379971 -1.128807 -0.8199 0.7692126 1.109275 0.2673116 +STM0276 tviB 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 tviC 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 tviD 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 tviE 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 vexA 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 vexB 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 vexC 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 flgM 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 vexD 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 vexE 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0276 clpV.tssH 2.263836 2.225834 -1.224843 1.980607 0.412255 1.500322 0.1335311 +STM0276 ipfE 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 +STM0276 sopA 2.367375 2.186609 -1.446637 -1.048409 -0.02354767 -0.07601423 0.9394078 +STM0276 PA2367 2.400515 3.042407 -1.476878 -0.4688986 0.08814341 0.2807016 0.7789393 +STM0276 lpfD 1.923304 2.016909 -1.451021 -0.927973 -1.081183 -2.216334 0.02666864 +STM0276 avrA 2.322781 2.741496 -1.341568 -0.4770387 -0.2698464 -0.767859 0.4425709 +STM0276 slrP 2.255253 0.9421801 -1.237682 -0.8787562 -0.406937 -0.8702605 0.3841581 +STM0276 lpfB 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 +STM0276 lpfA 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 +STM0276 flgL 2.272208 0.8914771 -1.393621 0.9766867 0.187485 0.3832563 0.7015298 +STM0276 PA2366 2.27966 2.172639 -1.307457 1.773095 1.197323 3.832203 0.0001270008 +STM0276 cdtB.1 2.355855 1.215802 -1.466761 -1.175669 0.5224131 1.468743 0.1419026 +pefC ratB 5.382798 2.395804 -1.606525 -1.554558 0.08689302 0.2244151 0.8224343 +pefC pipB 5.202514 0.9348777 -1.43968 1.043981 -0.3807066 -0.9463458 0.3439723 +pefC STM0285 5.221299 2.332096 -1.710619 -1.479989 0.5256132 1.372612 0.1698731 +pefC shdA 5.098786 1.546444 -1.566958 -0.8152708 -0.4624366 -1.196443 0.2315236 +pefC pefD 3.63134 3.631338 -3.523592 -3.523592 2.517631 6.636642 3.2091e-11 +pefC rfbD 5.038148 1.377315 -1.819872 1.160267 -0.5626831 -1.355721 0.1751879 +pefC STM0280 5.240843 2.165383 -1.720569 -1.313553 0.4386695 1.136669 0.2556768 +pefC rfbF 5.240128 2.343781 -1.60406 -1.433004 -0.1876035 -0.5080559 0.6114141 +pefC STM0290 4.808483 1.114306 -1.961783 0.9836709 -0.57528 -1.201157 0.2296903 +pefC tae4 5.345318 2.559507 -1.595848 -1.567217 -0.02771117 -0.07770416 0.9380634 +pefC STM0287 5.540783 2.268532 -1.770431 -1.436232 0.5006243 1.058022 0.2900456 +pefC csgB 5.481437 2.179321 -1.715485 -1.034336 0.3444633 0.7705482 0.4409748 +pefC sciB 5.454406 2.116023 -1.707318 -1.021762 0.2788799 0.6159085 0.5379549 +pefC ssaG 5.31581 0.7186651 -1.474541 -0.7883167 -0.1673754 -0.3170943 0.751172 +pefC STM0286 5.222698 2.250658 -1.719169 -1.456819 0.4997983 1.299204 0.1938738 +pefC STM0268 5.244982 2.144526 -1.718424 -1.176798 0.3887536 0.9996102 0.3174992 +pefC STM0289 5.230505 2.20204 -1.721545 -1.395842 0.471193 1.220824 0.2221528 +pefC rfbG 5.240128 2.343781 -1.60406 -1.433004 -0.1876035 -0.5080559 0.6114141 +pefC gogB 5.52314 1.416861 -1.437126 1.213277 0.2733088 0.6005081 0.5481677 +pefC sopD2 5.336177 0.9229633 -1.561186 -0.9945245 -0.04758583 -0.09075242 0.9276893 +pefC STM0278 5.344992 2.548782 -1.594817 -1.586188 -0.004145547 -0.01170644 0.9906598 +pefC STM0269 5.244982 2.144526 -1.718424 -1.176798 0.3887536 0.9996102 0.3174992 +pefC STM0271 5.228537 2.148612 -1.729179 -1.246868 0.4040689 1.03215 0.302002 +pefC traJ 5.026062 1.71379 -0.3277489 1.632818 2.246402 3.873036 0.000107488 +pefC pipB2 5.417884 2.054732 -1.66481 -0.6815649 0.1866987 0.3614213 0.7177845 +pefC hcp1.tssD1 5.286964 0.8585838 -1.677376 0.8096657 -0.1313897 -0.2958128 0.767373 +pefC ssaO 5.227278 1.242901 -1.340829 -1.325019 -0.4597785 -1.037534 0.2994871 +pefC allD 5.169297 1.987603 -1.556924 -1.854862 -0.3501142 -0.8740651 0.3820828 +pefC allB 4.905212 2.139593 -1.629392 -1.992169 -0.7040696 -1.655359 0.09785175 +pefC allC 5.151001 1.927575 -1.550767 -1.792535 -0.3815481 -0.9496167 0.3423071 +pefC iucA 5.359865 1.102996 -1.63266 1.022881 -0.06219724 -0.1249792 0.90054 +pefC iucB 5.359865 1.102996 -1.63266 1.022881 -0.06219724 -0.1249792 0.90054 +pefC cdtB 5.32123 0.7264337 -1.536387 0.6780999 0.09185887 0.1833185 0.8545481 +pefC iucC 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 +pefC sinH 5.274298 1.77535 -1.529491 0.3874143 -0.1670015 -0.4044784 0.685861 +pefC tssF 5.303449 0.7669349 -1.422055 0.7047318 0.2362685 0.4232442 0.6721171 +pefC iucD 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 +pefC iutA 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 +pefC hcp.tssD 5.104594 1.332173 -1.372731 -1.465389 0.5435327 1.283671 0.1992572 +pefC icsP.sopA 5.318541 0.7336487 -1.530807 0.6447233 0.1010588 0.2014874 0.8403174 +pefC fyuA 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefC ybtT 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefC ybtU 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefC nleC 5.280347 0.3749597 -1.442792 0.3809891 0.2353289 0.4554679 0.6487726 +pefC irp1 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefC irp2 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefC ybtQ 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefC ybtX 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefC ybtS 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefC ybtA 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefC cesT 5.295783 0.7847946 -1.449949 0.6520277 0.2077907 0.3620636 0.7173045 +pefC vipA.tssB 5.264898 0.4454586 -1.195811 0.4177201 0.5134777 0.7862517 0.43172 +pefC wbtL.1 4.158896 3.696441 -2.174564 -2.229094 -1.521776 -5.331983 9.714594e-08 +pefC galU 5.134523 4.047818 -1.866319 -1.174444 -0.7475928 -1.962584 0.04969448 +pefC fliH 5.329756 0.9362394 -1.55018 0.8721314 0.06551705 0.123441 0.9017579 +pefC clpV1 5.169269 3.462188 -1.865913 -1.948827 -0.5213018 -1.326539 0.1846613 +pefC tviA 5.159218 1.640771 -1.067787 -0.5864601 0.7614305 1.337614 0.1810224 +pefC tviB 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC tviC 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC tviD 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC tviE 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC vexA 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC vexB 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC vexC 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC flgM 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC vexD 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC vexE 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefC clpV.tssH 4.861087 3.481277 -1.791952 1.63985 0.7734039 2.102949 0.03547025 +pefC ipfE 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 +pefC sopA 5.4646 1.730746 -1.73442 -1.193582 0.3203387 0.6551335 0.5123818 +pefC PA2367 5.39829 2.975479 -1.644141 -0.3786815 0.134898 0.3286934 0.7423875 +pefC lpfD 5.425176 2.743837 -1.582783 -0.545853 0.2245641 0.6091379 0.542433 +pefC avrA 5.110156 3.085278 -1.585388 -0.5140243 -0.4445271 -1.196147 0.2316393 +pefC slrP 5.278111 0.8729232 -1.689256 -0.8185575 0.1601864 0.3669488 0.7136572 +pefC lpfB 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 +pefC lpfA 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 +pefC flgL 5.353327 0.8950406 -1.614892 0.9620794 -0.03255628 -0.06521957 0.9479992 +pefC PA2366 5.335985 3.298695 -1.623326 0.04306069 0.1118854 0.294586 0.7683101 +pefC cdtB.1 5.319759 1.337531 -1.595564 -1.23828 0.03621021 0.09073669 0.9277018 +ratB pipB 2.405076 1.004288 -1.537664 1.173897 -0.116536 -0.2610315 0.7940682 +ratB STM0285 2.408638 2.65543 -1.67103 -1.672857 0.1638066 0.5897337 0.5553692 +ratB shdA 2.456161 1.565606 -1.607342 -0.574552 0.08517937 0.2387185 0.8113239 +ratB pefD 2.395804 5.382798 -1.554558 -1.606525 0.08689298 0.2244152 0.8224342 +ratB rfbD 2.470213 1.737096 -1.409665 1.365244 0.3235631 1.047699 0.2947775 +ratB STM0280 2.367513 2.294382 -1.508227 -1.363118 -0.2777938 -0.6900466 0.4901649 +ratB rfbF 2.445963 2.333496 -1.598529 -1.375208 0.1035494 0.3464827 0.72898 +ratB STM0290 2.407428 1.421511 -1.430284 1.187369 0.2261157 0.5981335 0.5497508 +ratB tae4 2.418604 2.51769 -1.545591 -1.531832 -0.1189405 -0.3981819 0.6904961 +ratB STM0287 2.432626 2.543401 -1.61029 -1.60096 0.05286452 0.1880904 0.8508058 +ratB csgB 2.480972 2.32977 -1.605097 -1.2955 0.2182548 0.7210954 0.4708508 +ratB sciB 2.406588 2.129695 -1.560922 -1.093484 -0.1072542 -0.2726815 0.7850981 +ratB ssaG 2.47191 0.6694789 -1.613319 -0.7307977 0.06887086 0.1177771 0.9062442 +ratB STM0286 2.432397 2.527897 -1.607799 -1.616931 0.04644427 0.1651314 0.8688406 +ratB STM0268 2.391347 2.238542 -1.539961 -1.248386 -0.1745037 -0.4482052 0.6540051 +ratB STM0289 2.421479 2.432937 -1.558678 -1.509616 -0.09137217 -0.3030012 0.7618889 +ratB rfbG 2.445963 2.333496 -1.598529 -1.375208 0.1035494 0.3464827 0.72898 +ratB gogB 2.427134 1.283491 -1.577011 1.122928 0.0211416 0.0548987 0.9562192 +ratB sopD2 2.57073 0.8978957 -1.714354 -0.9478028 0.2862073 0.5555465 0.5785209 +ratB STM0278 2.413748 2.507789 -1.531157 -1.548588 -0.1727294 -0.5718944 0.5673935 +ratB STM0269 2.391347 2.238542 -1.539961 -1.248386 -0.1745037 -0.4482052 0.6540051 +ratB STM0271 2.394002 2.281548 -1.539771 -1.33239 -0.1569786 -0.4222364 0.6728525 +ratB traJ 2.137985 1.113416 -1.006061 0.7485634 0.931314 1.652514 0.09842983 +ratB pipB2 2.477739 1.928065 -1.633761 -1.233635 0.1750221 0.4490493 0.6533961 +ratB hcp1.tssD1 2.30831 0.9094556 -1.431701 0.8582078 0.3150747 0.6390264 0.5228058 +ratB ssaO 2.204827 1.029852 -1.443792 -1.127826 -0.4141165 -0.8967613 0.3698463 +ratB allD 2.484529 1.842992 -1.697929 -1.75512 0.211683 0.6944132 0.4874231 +ratB allB 2.513416 1.841124 -1.811831 -1.781186 0.4028606 1.324394 0.1853721 +ratB allC 2.528288 1.763769 -1.721287 -1.697488 0.3007455 0.9658105 0.334139 +ratB iucA 2.425325 1.130297 -1.584323 1.045123 0.01298341 0.02874801 0.9770656 +ratB iucB 2.425325 1.130297 -1.584323 1.045123 0.01298341 0.02874801 0.9770656 +ratB cdtB 2.335026 1.145412 -1.404455 -1.373659 0.3236181 0.4432754 0.6575666 +ratB iucC 2.377665 1.233161 -1.486078 -1.436293 0.2159052 0.4314991 0.6661055 +ratB sinH 1.952128 1.279267 -1.269854 0.4063876 -0.8177228 -0.9450397 0.3446386 +ratB tssF 2.452364 0.6815367 -1.609079 0.6325236 -0.0431879 -0.07501579 0.9402021 +ratB iucD 2.377665 1.233161 -1.486078 -1.436293 0.2159052 0.4314991 0.6661055 +ratB iutA 2.377665 1.233161 -1.486078 -1.436293 0.2159052 0.4314991 0.6661055 +ratB hcp.tssD 2.277618 1.30353 -1.343838 -1.564326 0.4494253 0.5227601 0.6011412 +ratB icsP.sopA 2.453677 0.6933592 -1.604311 0.6175394 -0.04003586 -0.06988065 0.9442887 +ratB fyuA 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 +ratB ybtT 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 +ratB ybtU 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 +ratB nleC 2.25311 0.3080271 -1.474631 0.3185115 0.3155945 0.4691354 0.6389729 +ratB irp1 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 +ratB irp2 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 +ratB ybtQ 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 +ratB ybtX 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 +ratB ybtS 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 +ratB ybtA 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 +ratB cesT 2.141861 0.6850532 -1.27892 0.5332801 0.6402618 1.042373 0.2972386 +ratB vipA.tssB 2.288729 0.3183095 -1.436259 0.2936665 0.3141155 0.4634159 0.6430663 +ratB wbtL.1 2.29984 2.268001 -1.322326 -2.08818 -0.523711 -1.972597 0.04854151 +ratB galU 2.375364 3.316937 -1.403038 -0.9250227 -0.3739137 -1.179423 0.2382296 +ratB fliH 2.110462 0.821852 -1.10712 0.7740562 0.9055759 1.662693 0.09637399 +ratB clpV1 2.261754 2.737003 -1.461537 -1.841171 -0.638513 -2.051604 0.04020812 +ratB tviA 2.031725 1.334774 -1.262726 -0.7860058 0.7765732 1.112096 0.2660968 +ratB tviB 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB tviC 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB tviD 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB tviE 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB vexA 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB vexB 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB vexC 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB flgM 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB vexD 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB vexE 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 +ratB clpV.tssH 2.343496 2.239273 -1.330407 1.961846 0.48999 1.80974 0.07033607 +ratB ipfE 2.433269 1.750553 -1.580964 0.2667231 0.04049358 0.131822 0.8951251 +ratB sopA 2.409706 2.208665 -1.558209 -1.019853 -0.09345835 -0.3064284 0.7592785 +ratB PA2367 2.428189 2.979661 -1.585434 -0.4747341 -0.01422702 -0.04499212 0.9641136 +ratB lpfD 2.446749 2.834749 -1.511975 -0.7032938 0.2491298 0.8391479 0.4013863 +ratB avrA 2.2616 2.613849 -1.331023 -0.4834099 -0.6670238 -1.538277 0.1239809 +ratB slrP 2.300977 0.9396741 -1.337915 -0.8761545 -0.4593082 -0.9867042 0.3237877 +ratB lpfB 2.433269 1.750553 -1.580964 0.2667231 0.04049358 0.131822 0.8951251 +ratB lpfA 2.433269 1.750553 -1.580964 0.2667231 0.04049358 0.131822 0.8951251 +ratB flgL 2.598022 0.8926844 -1.740871 0.9376481 -0.3408428 -0.6479936 0.5169891 +ratB PA2366 2.237416 2.771503 -1.385052 -0.2727158 -0.5662733 -0.6988632 0.4846376 +ratB cdtB.1 2.42887 1.316716 -1.594601 -1.243866 0.1441184 0.4788156 0.6320698 +pipB STM0285 0.9681582 2.531667 1.154675 -1.581363 -0.2119431 -0.5019842 0.6156786 +pipB shdA 0.9241397 1.378314 1.1299 -0.532298 -0.2361365 -0.3532706 0.7238856 +pipB pefD 0.9348777 5.202514 1.043981 -1.43968 -0.3807066 -0.9463443 0.343973 +pipB rfbD 1.324219 1.414263 1.738273 1.356198 1.225909 2.790714 0.005259198 +pipB STM0280 1.033565 2.36555 1.187806 -1.436367 -0.03500048 -0.07338213 0.941502 +pipB rfbF 0.8736846 2.039862 1.085994 -1.157525 -0.3726651 -0.355128 0.7224937 +pipB STM0290 1.280133 1.17878 1.68981 1.115368 0.9716257 2.007107 0.04473825 +pipB tae4 0.994938 2.489046 1.169805 -1.517903 -0.1395131 -0.3216971 0.7476822 +pipB STM0287 0.9906006 2.479273 1.166936 -1.539586 -0.152646 -0.352485 0.7244746 +pipB csgB 0.8639147 1.943689 1.085603 -1.061858 -0.3782863 -0.4485617 0.6537479 +pipB sciB 1.060522 2.208053 1.200714 -1.161316 0.03714181 0.03712199 0.9703877 +pipB ssaG 0.6829865 0.4548274 0.6987815 -0.4739967 1.503083 2.256096 0.02406463 +pipB STM0286 0.989199 2.467798 1.166193 -1.551942 -0.1567403 -0.3617583 0.7175326 +pipB STM0268 1.057184 2.310102 1.198726 -1.331862 0.03145638 0.05841727 0.9534163 +pipB STM0289 1.011737 2.419006 1.177491 -1.499088 -0.09572508 -0.2128772 0.8314227 +pipB rfbG 0.8736846 2.039862 1.085994 -1.157525 -0.3726651 -0.355128 0.7224937 +pipB gogB 1.228048 1.133208 1.566117 1.072846 0.8100709 1.710814 0.08711553 +pipB sopD2 0.8830399 0.8405035 0.9260337 -0.8726088 0.917268 1.66077 0.09675972 +pipB STM0278 0.9893418 2.485823 1.165843 -1.540085 -0.1567094 -0.3622181 0.717189 +pipB STM0269 1.057184 2.310102 1.198726 -1.331862 0.03145638 0.05841727 0.9534163 +pipB STM0271 1.047146 2.322203 1.194089 -1.394985 0.003386327 0.006726758 0.9946329 +pipB traJ 1.197969 1.279733 1.490753 0.6084392 0.5876076 0.9381837 0.34815 +pipB pipB2 0.809316 1.685435 1.06298 -0.4310761 -0.5282573 -0.850754 0.394906 +pipB hcp1.tssD1 1.03429 0.9099084 1.174276 0.8543794 -0.04221417 -0.08222441 0.9344683 +pipB ssaO 0.9812046 1.083547 1.041522 -1.110601 0.5651881 1.19984 0.2302013 +pipB allD 1.046765 1.82318 1.193296 -1.732879 0.005988287 0.01752375 0.9860188 +pipB allB 1.046789 1.813262 1.193284 -1.741451 0.006146713 0.01799571 0.9856423 +pipB allC 1.056719 1.75123 1.188517 -1.687777 0.09382553 0.2661159 0.79015 +pipB iucA 1.078879 1.126788 1.253859 1.046688 0.1552024 0.3470315 0.7285677 +pipB iucB 1.078879 1.126788 1.253859 1.046688 0.1552024 0.3470315 0.7285677 +pipB cdtB 1.127273 0.7020155 1.314329 0.6317257 0.2877033 0.5072904 0.611951 +pipB iucC 1.02779 0.937438 1.165887 0.8894399 -0.07106911 -0.1425623 0.8866359 +pipB sinH 0.7922422 1.396288 1.122244 0.5313154 -0.6863842 -1.184522 0.2362064 +pipB tssF 1.127526 0.6779902 1.322445 0.6273831 0.2860098 0.49802 0.61847 +pipB iucD 1.02779 0.937438 1.165887 0.8894399 -0.07106911 -0.1425623 0.8866359 +pipB iutA 1.02779 0.937438 1.165887 0.8894399 -0.07106911 -0.1425623 0.8866359 +pipB hcp.tssD 1.00747 1.347795 1.247359 -1.649898 0.4998262 0.9976764 0.3184363 +pipB icsP.sopA 0.9185018 0.6406809 1.018857 0.5999432 -0.4053404 -0.6772084 0.4982738 +pipB fyuA 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 +pipB ybtT 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 +pipB ybtU 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 +pipB nleC 1.024721 0.3137228 1.164469 0.3175585 -0.0642845 -0.09660871 0.9230371 +pipB irp1 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 +pipB irp2 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 +pipB ybtQ 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 +pipB ybtX 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 +pipB ybtS 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 +pipB ybtA 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 +pipB cesT 1.141287 0.6836942 1.348495 0.5987581 0.3181604 0.5326414 0.5942818 +pipB vipA.tssB 1.024842 0.3171258 1.162385 0.2931608 -0.06518299 -0.09626232 0.9233122 +pipB wbtL.1 0.9050673 2.225131 1.17185 -2.008543 -0.5408311 -1.800358 0.07180413 +pipB galU 0.9913242 3.516364 1.177824 -0.7586521 -0.2126797 -0.5762951 0.5644157 +pipB fliH 1.206991 0.8566549 1.47584 0.8174573 0.5718294 1.045767 0.2956688 +pipB clpV1 1.337033 1.469031 1.881639 1.360829 1.343392 3.0238 0.002496218 +pipB tviA 0.8706775 1.364464 0.9562044 -0.7766356 -0.5160634 -0.7569244 0.4490951 +pipB tviB 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB tviC 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB tviD 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB tviE 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB vexA 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB vexB 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB vexC 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB flgM 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB vexD 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB vexE 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 +pipB clpV.tssH 0.9940609 2.226053 1.18948 1.982391 0.2022874 0.681586 0.4955008 +pipB ipfE 0.9114035 1.673317 1.089009 0.1589617 -0.4610978 -0.7696767 0.4414917 +pipB sopA 0.7479804 2.150284 1.093606 -0.3551738 -0.8645837 -1.2215 0.2218968 +pipB PA2367 0.9712753 2.778078 1.179039 -0.4523684 -0.2561943 -0.4739206 0.6355565 +pipB lpfD 0.6479468 2.012633 0.9493822 -0.7555853 -1.051403 -1.751169 0.07991686 +pipB avrA 1.088455 1.752334 1.326435 -1.3188 -0.4053046 -1.141041 0.253853 +pipB slrP 1.220828 0.888174 1.494289 -0.8494168 -0.6149748 -1.128751 0.259003 +pipB lpfB 0.9114035 1.673317 1.089009 0.1589617 -0.4610978 -0.7696767 0.4414917 +pipB lpfA 0.9114035 1.673317 1.089009 0.1589617 -0.4610978 -0.7696767 0.4414917 +pipB flgL 0.9995088 0.9020717 1.11623 0.9655708 -0.2686472 -0.5440228 0.5864258 +pipB PA2366 1.019789 1.993973 1.274193 1.67262 0.9259817 2.484747 0.01296434 +pipB cdtB.1 0.9589594 1.298957 1.087795 -1.203982 0.3672276 0.8064813 0.4199654 +STM0285 shdA 2.606705 1.50605 -1.627561 -0.5671314 -0.04137489 -0.1176431 0.9063504 +STM0285 pefD 2.332096 5.221298 -1.479988 -1.710619 0.5256134 1.372612 0.1698729 +STM0285 rfbD 2.621778 1.698826 -1.657403 1.310104 -0.05337138 -0.1851201 0.8531348 +STM0285 STM0280 2.659636 2.139325 -2.436301 -2.084069 1.167386 3.574277 0.0003511964 +STM0285 rfbF 2.521134 2.135783 -1.643267 -1.238893 -0.3251921 -0.9793771 0.3273937 +STM0285 STM0290 2.317705 1.207071 -0.8013306 1.119586 1.343621 2.800669 0.005099677 +STM0285 tae4 2.500691 2.293376 -2.363617 -2.205294 1.023678 3.711012 0.0002064324 +STM0285 STM0287 2.487296 2.321457 -2.359029 -2.243954 1.036424 3.796002 0.0001470481 +STM0285 csgB 2.632625 2.2512 -1.625614 -1.209349 0.002315569 0.007489065 0.9940246 +STM0285 sciB 3.018948 1.911474 -2.004825 -1.707439 0.9597351 2.680835 0.007343869 +STM0285 ssaG 2.655274 0.6686969 -1.638019 -0.7319693 0.03701393 0.06255742 0.9501189 +STM0285 STM0286 2.587788 2.370844 -2.517379 -2.336255 1.344001 4.498498 6.843539e-06 +STM0285 STM0268 2.784002 2.013814 -2.270169 -1.90772 1.051617 3.055722 0.002245191 +STM0285 STM0289 2.618029 2.245564 -2.491546 -2.203358 1.251327 4.021893 5.773231e-05 +STM0285 rfbG 2.521134 2.135783 -1.643267 -1.238893 -0.3251921 -0.9793771 0.3273937 +STM0285 gogB 2.509087 1.285642 -1.437664 1.1316 0.3671916 0.9190648 0.3580617 +STM0285 sopD2 2.427447 0.8825794 -1.540766 -0.9760023 -0.3131031 -0.6345627 0.5257137 +STM0285 STM0278 2.501173 1.694293 -0.8568349 1.507891 1.526436 4.058701 4.934648e-05 +STM0285 STM0269 2.784002 2.013814 -2.270169 -1.90772 1.051617 3.055722 0.002245191 +STM0285 STM0271 2.773751 2.070227 -1.994102 -1.858505 0.7247656 2.287392 0.02217295 +STM0285 traJ 2.28752 1.100835 -1.046899 0.7700272 0.983604 1.755831 0.07911728 +STM0285 pipB2 2.477569 1.823583 -1.585122 -0.454546 -0.4039738 -1.010587 0.312214 +STM0285 hcp1.tssD1 2.709088 0.8913057 -1.706646 0.8383959 -0.1713138 -0.3446992 0.7303205 +STM0285 ssaO 2.346427 1.028963 -1.48504 -1.131502 -0.4619894 -0.998026 0.3182667 +STM0285 allD 2.659888 1.825114 -1.664356 -1.742864 0.09169209 0.308711 0.7575414 +STM0285 allB 2.598792 1.808352 -1.591718 -1.72655 -0.09016212 -0.2957705 0.7674053 +STM0285 allC 2.625571 1.750112 -1.621255 -1.660671 -0.01432699 -0.0462159 0.9631382 +STM0285 iucA 2.593471 1.132493 -1.609887 1.046924 0.05814277 0.1276353 0.8984376 +STM0285 iucB 2.593471 1.132493 -1.609887 1.046924 0.05814277 0.1276353 0.8984376 +STM0285 cdtB 2.632805 0.6926071 -1.6265 0.6525017 -0.001883843 -0.003242372 0.997413 +STM0285 iucC 2.783391 0.915533 -1.690167 0.871277 -0.2270171 -0.423796 0.6717146 +STM0285 sinH 2.430138 1.582908 -1.52199 0.4644076 -0.4181612 -0.68173 0.4954097 +STM0285 tssF 2.634716 0.6838356 -1.628524 0.6341624 -0.005995081 -0.01030144 0.9917808 +STM0285 iucD 2.783391 0.915533 -1.690167 0.871277 -0.2270171 -0.423796 0.6717146 +STM0285 iutA 2.783391 0.915533 -1.690167 0.871277 -0.2270171 -0.423796 0.6717146 +STM0285 hcp.tssD 2.423501 1.321612 -1.468316 -1.580024 0.4404071 0.7809389 0.4348384 +STM0285 icsP.sopA 2.631 0.6964591 -1.625635 0.6178487 0.0009142221 0.001572959 0.998745 +STM0285 fyuA 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 +STM0285 ybtT 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 +STM0285 ybtU 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 +STM0285 nleC 2.3977 0.3095964 -1.5151 0.32108 0.3574349 0.5244894 0.5999382 +STM0285 irp1 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 +STM0285 irp2 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 +STM0285 ybtQ 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 +STM0285 ybtX 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 +STM0285 ybtS 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 +STM0285 ybtA 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 +STM0285 cesT 2.647608 0.7024484 -1.644242 0.5922229 -0.0358156 -0.06011836 0.9520614 +STM0285 vipA.tssB 2.452064 0.3214227 -1.46596 0.2964763 0.3513307 0.5139436 0.6072914 +STM0285 wbtL.1 2.63682 6.355696 -1.625554 0.009848264 -0.1168112 -0.6457747 0.5184253 +STM0285 galU 2.538287 3.275816 -1.474317 -0.9561978 -0.4250499 -1.419811 0.1556628 +STM0285 fliH 2.694092 0.8923204 -1.712064 0.8323619 -0.162419 -0.3298216 0.7415348 +STM0285 clpV1 2.519776 1.998126 -1.059596 1.395307 0.8860934 2.744721 0.006056227 +STM0285 tviA 2.158636 1.336688 -1.309018 -0.7832285 0.8222367 1.168873 0.242455 +STM0285 tviB 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 tviC 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 tviD 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 tviE 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 vexA 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 vexB 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 vexC 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 flgM 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 vexD 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 vexE 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 +STM0285 clpV.tssH 2.515081 2.255455 -1.404424 1.949228 0.5483226 2.063733 0.03904306 +STM0285 ipfE 2.607622 1.724986 -1.700077 0.2121649 -0.2227913 -0.7744317 0.4386755 +STM0285 sopA 2.640785 2.172915 -1.633928 -1.063514 0.02935689 0.1003298 0.9200825 +STM0285 PA2367 2.701278 3.05506 -1.628662 -0.4656397 0.1210377 0.3910387 0.6957686 +STM0285 lpfD 2.570151 2.56197 -1.725156 -0.7454657 -0.3734431 -1.350934 0.1767164 +STM0285 avrA 2.594783 2.926591 -1.569655 -0.3115914 -0.1973687 -0.6811261 0.4957917 +STM0285 slrP 2.607368 0.9444486 -1.580063 -0.8817994 -0.08477283 -0.199221 0.8420898 +STM0285 lpfB 2.607622 1.724986 -1.700077 0.2121649 -0.2227913 -0.7744317 0.4386755 +STM0285 lpfA 2.607622 1.724986 -1.700077 0.2121649 -0.2227913 -0.7744317 0.4386755 +STM0285 flgL 2.778753 0.8933796 -1.73162 0.943541 -0.2669387 -0.5219003 0.6017398 +STM0285 PA2366 2.868676 2.673005 -1.506851 1.253438 0.8081483 2.944154 0.003238386 +STM0285 cdtB.1 2.62661 1.313245 -1.659243 -1.239574 0.1721199 0.6128614 0.539968 +shdA pefD 1.546445 5.098786 -0.8152773 -1.566955 -0.4624378 -1.196445 0.2315228 +shdA rfbD 1.396209 1.588543 -0.2003997 1.455297 0.9731067 2.575551 0.01000804 +shdA STM0280 1.132065 1.937095 -0.5661537 -1.245761 -0.6384768 -0.7470483 0.4550344 +shdA rfbF 1.608873 2.379839 -0.5671865 -1.400251 0.2022814 0.481225 0.6303566 +shdA STM0290 1.374991 1.257887 -0.009549855 1.15742 1.038083 2.27851 0.02269619 +shdA tae4 1.289793 1.408135 0.3609366 1.310305 1.978043 3.838564 0.0001237558 +shdA STM0287 1.324362 2.366716 -0.5609686 -1.487856 -0.3763957 -0.522558 0.6012819 +shdA csgB 1.664503 2.397237 -0.5833042 -1.301387 0.3012746 0.6978668 0.4852605 +shdA sciB 1.159555 1.689847 -0.5545856 -0.9981396 -0.5654879 -0.8081428 0.4190084 +shdA ssaG 1.607289 0.6132249 -0.8339086 -0.6585965 0.5316408 0.8940993 0.3712688 +shdA STM0286 1.318848 2.356347 -0.5616937 -1.493033 -0.3868145 -0.5168345 0.6052717 +shdA STM0268 1.138415 1.818258 -0.5588113 -1.130175 -0.6099131 -0.8151979 0.414959 +shdA STM0289 1.200485 2.135018 -0.566223 -1.351894 -0.5504013 -0.2115344 0.8324703 +shdA rfbG 1.608873 2.379839 -0.5671865 -1.400251 0.2022814 0.481225 0.6303566 +shdA gogB 1.442317 1.268687 -0.3357296 1.144622 0.4665539 1.091389 0.2751016 +shdA sopD2 1.549168 0.9026727 -0.6209558 -0.9652993 0.1165218 0.2290163 0.8188562 +shdA STM0278 1.301749 1.364346 0.3426112 1.275885 1.932825 3.717641 0.0002010914 +shdA STM0269 1.138415 1.818258 -0.5588113 -1.130175 -0.6099131 -0.8151979 0.414959 +shdA STM0271 1.132049 1.878317 -0.5524254 -1.187326 -0.6116958 -0.7629309 0.4455046 +shdA traJ 1.312418 0.9453493 0.1792616 0.7572433 1.296953 2.214478 0.02679593 +shdA pipB2 1.13956 1.54859 -0.5569303 -0.4740377 -0.6504767 -1.036496 0.2999707 +shdA hcp1.tssD1 1.447247 0.9017765 -0.2488878 0.862033 0.582768 1.120883 0.2623378 +shdA ssaO 1.491797 1.081011 -0.5117664 -1.150229 -0.1308019 -0.2841016 0.7763325 +shdA allD 1.52733 1.822995 -0.5696423 -1.732128 0.004684435 0.01376068 0.9890209 +shdA allB 1.527654 1.813099 -0.5698418 -1.740781 0.005461215 0.01604715 0.9871968 +shdA allC 1.566422 1.748603 -0.5956433 -1.680772 0.1080476 0.3058689 0.7597045 +shdA iucA 1.577564 1.104224 -0.7008821 1.009314 -0.2564749 -0.5317988 0.5948654 +shdA iucB 1.577564 1.104224 -0.7008821 1.009314 -0.2564749 -0.5317988 0.5948654 +shdA cdtB 1.585305 0.6235668 -0.8204293 0.591785 -0.4543625 -0.7558807 0.4497207 +shdA iucC 1.620843 0.8259626 -0.9222702 0.772343 -0.653029 -1.150883 0.2497805 +shdA sinH 1.200672 1.423185 -0.4808855 0.4603045 -0.5464714 -0.8250772 0.4093277 +shdA tssF 1.568687 0.6187912 -0.8104703 0.5738717 -0.4175509 -0.6912689 0.4893966 +shdA iucD 1.620843 0.8259626 -0.9222702 0.772343 -0.653029 -1.150883 0.2497805 +shdA iutA 1.620843 0.8259626 -0.9222702 0.772343 -0.653029 -1.150883 0.2497805 +shdA hcp.tssD 1.246168 1.172006 -0.4026903 -1.504786 0.5894379 0.9095925 0.3630374 +shdA icsP.sopA 1.574619 0.6237355 -0.8117436 0.5706576 -0.4247826 -0.7009112 0.4833584 +shdA fyuA 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 +shdA ybtT 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 +shdA ybtU 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 +shdA nleC 1.542144 0.3046559 -0.6556582 0.3042466 -0.1513343 -0.2310131 0.8173046 +shdA irp1 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 +shdA irp2 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 +shdA ybtQ 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 +shdA ybtX 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 +shdA ybtS 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 +shdA ybtA 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 +shdA cesT 1.487751 0.7241927 -0.3853642 0.6004731 0.3128479 0.5379467 0.5906139 +shdA vipA.tssB 1.533893 0.3085439 -0.6341917 0.2855154 -0.1084089 -0.1633367 0.8702534 +shdA wbtL.1 1.334232 2.253699 -0.5052449 -2.082098 -0.418466 -1.511155 0.1307491 +shdA galU 1.560886 5.061651 -0.5277058 -0.1608322 0.4523727 1.907455 0.05646165 +shdA fliH 1.358129 0.7621493 0.1224205 0.7267554 1.238992 2.090881 0.0365387 +shdA clpV1 1.297717 1.573921 0.1469653 1.39357 1.418177 3.399816 0.0006743111 +shdA tviA 1.490994 1.439433 -0.3816654 -0.7405928 0.3204187 0.4863426 0.6267243 +shdA tviB 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA tviC 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA tviD 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA tviE 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA vexA 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA vexB 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA vexC 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA flgM 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA vexD 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA vexE 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 +shdA clpV.tssH 1.436912 2.244307 -0.5298858 1.998115 0.2138262 0.7912328 0.4288081 +shdA ipfE 1.529116 1.749081 -0.5644566 0.2677251 0.02182988 0.04459752 0.9644281 +shdA sopA 1.522394 2.190174 -0.5656632 -1.0466 -0.01110378 -0.02982714 0.9762049 +shdA PA2367 0.9335928 2.027449 -0.4819211 -0.4533225 -0.9906933 -1.584573 0.1130635 +shdA lpfD 1.357139 2.383192 -0.6332122 -0.7843645 -0.4918418 -0.8631797 0.3880387 +shdA avrA 1.53038 3.011192 -0.5735149 -0.2409167 0.02331277 0.05161825 0.9588329 +shdA slrP 1.517901 0.9529562 -0.4949771 -0.8908988 -0.1354085 -0.2666125 0.7897676 +shdA lpfB 1.529116 1.749081 -0.5644566 0.2677251 0.02182988 0.04459752 0.9644281 +shdA lpfA 1.529116 1.749081 -0.5644566 0.2677251 0.02182988 0.04459752 0.9644281 +shdA flgL 1.547445 0.9020114 -0.6185562 0.963187 -0.1100815 -0.216973 0.8282294 +shdA PA2366 0.8974874 2.152535 -0.4311015 -0.2869011 -1.129897 -1.830048 0.06724276 +shdA cdtB.1 1.529237 1.361788 -0.5632494 -1.254641 -0.02810161 -0.06590678 0.947452 +pefD rfbD 5.038148 1.377315 -1.819872 1.160267 -0.5626831 -1.355721 0.1751879 +pefD STM0280 5.240843 2.165383 -1.720569 -1.313553 0.4386695 1.136669 0.2556768 +pefD rfbF 5.240128 2.343781 -1.60406 -1.433004 -0.1876035 -0.5080559 0.6114141 +pefD STM0290 4.808483 1.114306 -1.961783 0.9836709 -0.57528 -1.201157 0.2296903 +pefD tae4 5.345318 2.559507 -1.595848 -1.567217 -0.02771117 -0.07770416 0.9380634 +pefD STM0287 5.540783 2.268532 -1.770431 -1.436232 0.5006243 1.058022 0.2900456 +pefD csgB 5.481437 2.179321 -1.715485 -1.034336 0.3444633 0.7705482 0.4409748 +pefD sciB 5.454406 2.116023 -1.707318 -1.021762 0.2788799 0.6159085 0.5379549 +pefD ssaG 5.31581 0.7186651 -1.474541 -0.7883167 -0.1673754 -0.3170943 0.751172 +pefD STM0286 5.222698 2.250658 -1.719169 -1.456819 0.4997983 1.299204 0.1938738 +pefD STM0268 5.244982 2.144526 -1.718424 -1.176798 0.3887536 0.9996102 0.3174992 +pefD STM0289 5.230505 2.20204 -1.721545 -1.395842 0.471193 1.220824 0.2221528 +pefD rfbG 5.240128 2.343781 -1.60406 -1.433004 -0.1876035 -0.5080559 0.6114141 +pefD gogB 5.52314 1.416861 -1.437126 1.213277 0.2733088 0.6005081 0.5481677 +pefD sopD2 5.336177 0.9229633 -1.561186 -0.9945245 -0.04758583 -0.09075242 0.9276893 +pefD STM0278 5.344992 2.548782 -1.594817 -1.586188 -0.004145547 -0.01170644 0.9906598 +pefD STM0269 5.244982 2.144526 -1.718424 -1.176798 0.3887536 0.9996102 0.3174992 +pefD STM0271 5.228537 2.148612 -1.729179 -1.246868 0.4040689 1.03215 0.302002 +pefD traJ 5.026062 1.71379 -0.3277489 1.632818 2.246402 3.873036 0.000107488 +pefD pipB2 5.417884 2.054732 -1.66481 -0.6815649 0.1866987 0.3614213 0.7177845 +pefD hcp1.tssD1 5.286964 0.8585838 -1.677376 0.8096657 -0.1313897 -0.2958128 0.767373 +pefD ssaO 5.227278 1.242901 -1.340829 -1.325019 -0.4597785 -1.037534 0.2994871 +pefD allD 5.169297 1.987603 -1.556924 -1.854862 -0.3501142 -0.8740651 0.3820828 +pefD allB 4.905212 2.139593 -1.629392 -1.992169 -0.7040696 -1.655359 0.09785175 +pefD allC 5.151001 1.927575 -1.550767 -1.792535 -0.3815481 -0.9496167 0.3423071 +pefD iucA 5.359865 1.102996 -1.63266 1.022881 -0.06219724 -0.1249792 0.90054 +pefD iucB 5.359865 1.102996 -1.63266 1.022881 -0.06219724 -0.1249792 0.90054 +pefD cdtB 5.32123 0.7264337 -1.536387 0.6780999 0.09185887 0.1833185 0.8545481 +pefD iucC 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 +pefD sinH 5.274298 1.77535 -1.529491 0.3874143 -0.1670015 -0.4044784 0.685861 +pefD tssF 5.303449 0.7669349 -1.422055 0.7047318 0.2362685 0.4232442 0.6721171 +pefD iucD 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 +pefD iutA 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 +pefD hcp.tssD 5.104594 1.332173 -1.372731 -1.465389 0.5435327 1.283671 0.1992572 +pefD icsP.sopA 5.318541 0.7336487 -1.530807 0.6447233 0.1010588 0.2014874 0.8403174 +pefD fyuA 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefD ybtT 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefD ybtU 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefD nleC 5.280347 0.3749597 -1.442792 0.3809891 0.2353289 0.4554679 0.6487726 +pefD irp1 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefD irp2 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefD ybtQ 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefD ybtX 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefD ybtS 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefD ybtA 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 +pefD cesT 5.295783 0.7847946 -1.449949 0.6520277 0.2077907 0.3620636 0.7173045 +pefD vipA.tssB 5.264898 0.4454586 -1.195811 0.4177201 0.5134777 0.7862517 0.43172 +pefD wbtL.1 4.158896 3.696441 -2.174564 -2.229094 -1.521776 -5.331983 9.714594e-08 +pefD galU 5.134523 4.047818 -1.866319 -1.174444 -0.7475928 -1.962584 0.04969448 +pefD fliH 5.329756 0.9362394 -1.55018 0.8721314 0.06551705 0.123441 0.9017579 +pefD clpV1 5.169269 3.462188 -1.865913 -1.948827 -0.5213018 -1.326539 0.1846613 +pefD tviA 5.159218 1.640771 -1.067787 -0.5864601 0.7614305 1.337614 0.1810224 +pefD tviB 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD tviC 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD tviD 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD tviE 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD vexA 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD vexB 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD vexC 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD flgM 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD vexD 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD vexE 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 +pefD clpV.tssH 4.861087 3.481277 -1.791952 1.63985 0.7734039 2.102949 0.03547025 +pefD ipfE 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 +pefD sopA 5.4646 1.730746 -1.73442 -1.193582 0.3203387 0.6551335 0.5123818 +pefD PA2367 5.39829 2.975479 -1.644141 -0.3786815 0.134898 0.3286934 0.7423875 +pefD lpfD 5.425176 2.743837 -1.582783 -0.545853 0.2245641 0.6091379 0.542433 +pefD avrA 5.110156 3.085278 -1.585388 -0.5140243 -0.4445271 -1.196147 0.2316393 +pefD slrP 5.278111 0.8729232 -1.689256 -0.8185575 0.1601864 0.3669488 0.7136572 +pefD lpfB 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 +pefD lpfA 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 +pefD flgL 5.353327 0.8950406 -1.614892 0.9620794 -0.03255628 -0.06521957 0.9479992 +pefD PA2366 5.335985 3.298695 -1.623326 0.04306069 0.1118854 0.294586 0.7683101 +pefD cdtB.1 5.319759 1.337531 -1.595564 -1.23828 0.03621021 0.09073669 0.9277018 +rfbD STM0280 1.720906 2.379189 1.343501 -1.350262 0.184252 0.5792526 0.5624188 +rfbD rfbF 1.698952 2.072373 1.487502 -0.9206333 0.9297433 2.626797 0.008619283 +rfbD STM0290 1.793465 1.453275 1.436484 1.254588 0.2504385 0.6076184 0.5434406 +rfbD tae4 1.720573 2.565751 1.331642 -1.486795 0.1190116 0.4019034 0.6877551 +rfbD STM0287 1.689073 2.517292 1.302693 -1.658542 -0.1268797 -0.4345279 0.6639051 +rfbD csgB 1.7372 2.189765 1.391289 -1.043766 0.3453415 1.00509 0.3148534 +rfbD sciB 1.730418 2.145756 1.378932 -0.9563571 0.3337818 0.9785487 0.327803 +rfbD ssaG 0.9878209 0.2487336 0.9089027 -0.2709026 1.468095 2.234508 0.02544965 +rfbD STM0286 1.716988 2.533454 1.32882 -1.551714 0.09087746 0.3051135 0.7602797 +rfbD STM0268 1.725629 2.279976 1.380558 -1.097485 0.3852938 1.15471 0.2482092 +rfbD STM0289 1.709291 2.448288 1.319764 -1.524915 0.02339097 0.0772644 0.9384132 +rfbD rfbG 1.698952 2.072373 1.487502 -0.9206333 0.9297433 2.626797 0.008619283 +rfbD gogB 1.633206 1.247826 1.238705 1.046226 -0.1981488 -0.4318577 0.6658449 +rfbD sopD2 0.9481021 0.4083388 0.8740133 -0.4266744 1.57279 2.400948 0.01635264 +rfbD STM0278 1.71639 2.559722 1.32906 -1.531421 0.08907906 0.2966682 0.7667198 +rfbD STM0269 1.725629 2.279976 1.380558 -1.097485 0.3852938 1.15471 0.2482092 +rfbD STM0271 1.706946 2.304331 1.381848 -1.1873 0.372964 1.136289 0.2558355 +rfbD traJ 1.96574 1.391133 1.535843 0.8002757 0.5103705 0.7667264 0.4432442 +rfbD pipB2 1.596475 1.912327 1.450827 -0.09504965 0.8438751 2.312553 0.02074725 +rfbD hcp1.tssD1 0.9790866 0.437563 0.820032 0.3841034 -1.331234 -1.903823 0.05693329 +rfbD ssaO 1.507683 0.98222 1.251695 -1.023854 0.4167734 0.9102481 0.3626917 +rfbD allD 1.695785 1.813797 1.317436 -1.716008 0.04925635 0.1542375 0.8774225 +rfbD allB 1.695691 1.803331 1.317357 -1.724841 0.04993134 0.1565167 0.8756257 +rfbD allC 1.64562 1.702633 1.319954 -1.589085 0.2208113 0.6435598 0.5198609 +rfbD iucA 1.65167 1.10185 1.271381 0.9976934 -0.1363717 -0.2956666 0.7674847 +rfbD iucB 1.65167 1.10185 1.271381 0.9976934 -0.1363717 -0.2956666 0.7674847 +rfbD cdtB 1.489718 0.5959484 1.210102 0.546148 -0.3767338 -0.638339 0.523253 +rfbD iucC 1.417949 0.7807206 1.148986 0.705807 -0.5637564 -1.003456 0.3156407 +rfbD sinH 1.639598 1.816121 1.35304 0.6585057 0.4640812 1.223551 0.2211215 +rfbD tssF 1.496267 0.5981894 1.191106 0.5216611 -0.3861411 -0.6450579 0.5188896 +rfbD iucD 1.417949 0.7807206 1.148986 0.705807 -0.5637564 -1.003456 0.3156407 +rfbD iutA 1.417949 0.7807206 1.148986 0.705807 -0.5637564 -1.003456 0.3156407 +rfbD hcp.tssD 1.48421 1.529664 1.312127 -1.81617 -0.5241282 -1.258736 0.2081258 +rfbD icsP.sopA 1.539908 0.6179589 1.237276 0.5542145 -0.2699481 -0.4350385 0.6635345 +rfbD fyuA 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 +rfbD ybtT 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 +rfbD ybtU 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 +rfbD nleC 1.734237 0.3241741 1.326687 0.3265011 0.0385509 0.05501067 0.95613 +rfbD irp1 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 +rfbD irp2 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 +rfbD ybtQ 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 +rfbD ybtX 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 +rfbD ybtS 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 +rfbD ybtA 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 +rfbD cesT 2.128277 0.7661409 1.505484 0.7054536 0.6198499 0.9996868 0.3174621 +rfbD vipA.tssB 1.74837 0.3289972 1.335325 0.3064739 0.06118334 0.08403622 0.9330276 +rfbD wbtL.1 1.696235 6.306372 1.328083 0.06127923 0.1822679 0.9414037 0.346498 +rfbD galU 1.682659 4.158567 1.355808 -0.2980466 0.2768286 0.7831437 0.4335427 +rfbD fliH 2.203943 0.9970551 1.649731 0.9688098 0.8908398 1.725334 0.08446724 +rfbD clpV1 1.840603 2.039257 1.750999 1.632764 0.7960205 2.790552 0.005261828 +rfbD tviA 1.414861 1.316326 1.169794 -0.8389279 -0.4575422 -0.634143 0.5259875 +rfbD tviB 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD tviC 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD tviD 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD tviE 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD vexA 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD vexB 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD vexC 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD flgM 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD vexD 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD vexE 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 +rfbD clpV.tssH 1.70892 2.333862 1.316389 1.928831 -0.1247792 -0.4851452 0.6275733 +rfbD ipfE 1.817554 1.80256 1.391675 0.3253793 0.4835743 1.255406 0.2093314 +rfbD sopA 1.722011 1.898112 1.399204 -1.435898 -0.2311965 -0.5935019 0.5528453 +rfbD PA2367 1.637695 2.884079 1.382346 -0.1067184 0.7248491 2.041419 0.04120918 +rfbD lpfD 1.773144 2.738396 1.324892 -0.6596517 0.1561628 0.4073203 0.6837727 +rfbD avrA 1.621153 2.999645 1.303152 -0.0558233 0.3923405 1.113337 0.2655639 +rfbD slrP 1.928916 1.021138 1.446799 -0.9738043 -0.3772312 -0.7145181 0.4749069 +rfbD lpfB 1.817554 1.80256 1.391675 0.3253793 0.4835743 1.255406 0.2093314 +rfbD lpfA 1.817554 1.80256 1.391675 0.3253793 0.4835743 1.255406 0.2093314 +rfbD flgL 1.297045 0.6782444 1.175588 0.7489082 -0.7377236 -1.335239 0.1817982 +rfbD PA2366 1.709616 3.293996 1.308966 0.03335137 0.1289682 0.3882865 0.697804 +rfbD cdtB.1 1.686974 1.374919 1.39358 -1.3114 -0.1711915 -0.4846382 0.627933 +STM0280 rfbF 2.224346 2.036811 -1.371142 -1.221077 -0.4230639 -0.6626244 0.5075711 +STM0280 STM0290 1.908598 0.9937859 -0.2922822 0.9401864 1.826392 3.156534 0.001596563 +STM0280 tae4 2.442396 3.576517 -1.130918 -0.3631495 1.222125 3.044244 0.002332659 +STM0280 STM0287 2.186738 2.479662 -2.064179 -2.209693 0.9160646 3.113859 0.001846574 +STM0280 csgB 2.279467 2.052896 -1.382528 -1.132671 -0.3029135 -0.556563 0.577826 +STM0280 sciB 2.584626 2.027642 -2.124454 -1.865275 1.15221 3.237797 0.001204564 +STM0280 ssaG 2.44756 0.6682117 -1.501953 -0.7257947 0.1382961 0.2382107 0.8117177 +STM0280 STM0286 2.201932 2.573631 -2.1507 -2.435251 1.257868 3.903559 9.478849e-05 +STM0280 STM0268 2.244686 2.772723 -1.158762 0.4300613 1.712632 3.799535 0.0001449678 +STM0280 STM0289 2.284647 2.497984 -2.232517 -2.403524 1.36379 4.276982 1.894439e-05 +STM0280 rfbG 2.224346 2.036811 -1.371142 -1.221077 -0.4230639 -0.6626244 0.5075711 +STM0280 gogB 2.166706 1.232237 -1.108775 1.108741 0.639206 1.475392 0.1401072 +STM0280 sopD2 2.261806 0.8915971 -1.393784 -0.9757549 -0.2017138 -0.4106876 0.6813016 +STM0280 STM0278 1.988145 1.334887 -0.1934855 1.258963 2.255066 4.158821 3.198946e-05 +STM0280 STM0269 2.244686 2.772723 -1.158762 0.4300613 1.712632 3.799535 0.0001449678 +STM0280 STM0271 2.390237 2.167277 -2.085149 -1.9957 0.9512822 3.004417 0.002660907 +STM0280 traJ 2.101159 1.135045 -0.8881217 0.7458745 0.8866361 1.576344 0.1149465 +STM0280 pipB2 1.702443 1.322341 -1.258828 -0.4965231 -1.019134 -1.692998 0.09045588 +STM0280 hcp1.tssD1 2.273915 0.9113086 -1.31854 0.8603459 0.2662818 0.5381704 0.5904594 +STM0280 ssaO 2.180904 1.040359 -1.331241 -1.132029 -0.3613541 -0.7860118 0.4318606 +STM0280 allD 2.378095 1.824038 -1.459151 -1.733072 0.01280471 0.04159035 0.9668253 +STM0280 allB 2.304148 1.794415 -1.376406 -1.706376 -0.18821 -0.5750125 0.5652828 +STM0280 allC 2.328731 1.742493 -1.413144 -1.640859 -0.1142384 -0.3467197 0.7288019 +STM0280 iucA 2.395647 1.128819 -1.468489 1.042862 -0.04178805 -0.09193311 0.9267512 +STM0280 iucB 2.395647 1.128819 -1.468489 1.042862 -0.04178805 -0.09193311 0.9267512 +STM0280 cdtB 2.431351 0.6855602 -1.494613 0.6479103 -0.111883 -0.1950309 0.8453687 +STM0280 iucC 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 +STM0280 sinH 1.845212 1.286288 -1.157056 0.4143131 -0.7939071 -1.041506 0.297641 +STM0280 tssF 2.418517 0.676946 -1.502194 0.628729 -0.1031973 -0.179047 0.8579008 +STM0280 iucD 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 +STM0280 iutA 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 +STM0280 hcp.tssD 2.013651 1.143207 -1.082149 -1.468586 0.6980998 0.6895524 0.4904757 +STM0280 icsP.sopA 2.426487 0.6875479 -1.497402 0.6152501 -0.108373 -0.1881303 0.8507745 +STM0280 fyuA 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0280 ybtT 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0280 ybtU 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0280 nleC 2.249348 0.3127813 -1.363644 0.3212514 0.2392379 0.3567444 0.7212832 +STM0280 irp1 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0280 irp2 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0280 ybtQ 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0280 ybtX 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0280 ybtS 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0280 ybtA 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 +STM0280 cesT 2.419404 0.6932778 -1.521232 0.5895201 -0.1214384 -0.2050809 0.8375089 +STM0280 vipA.tssB 2.268377 0.3204659 -1.329693 0.2961806 0.2497793 0.370248 0.7111977 +STM0280 wbtL.1 2.375529 6.268516 -1.457415 0.02400386 0.0749263 0.4072138 0.683851 +STM0280 galU 2.382322 4.894423 -1.466455 -0.06963513 0.1176425 0.5630801 0.5733803 +STM0280 fliH 2.460249 0.8823988 -1.6062 0.8230265 -0.2649584 -0.5302183 0.5959606 +STM0280 clpV1 1.997028 1.551184 -0.4210725 1.390455 1.64298 3.802818 0.0001430594 +STM0280 tviA 2.009742 1.379971 -1.128807 -0.8199 0.7692126 1.109275 0.2673116 +STM0280 tviB 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 tviC 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 tviD 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 tviE 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 vexA 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 vexB 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 vexC 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 flgM 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 vexD 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 vexE 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 +STM0280 clpV.tssH 2.263836 2.225834 -1.224843 1.980607 0.412255 1.500322 0.1335311 +STM0280 ipfE 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 +STM0280 sopA 2.367375 2.186609 -1.446637 -1.048409 -0.02354767 -0.07601423 0.9394078 +STM0280 PA2367 2.400515 3.042407 -1.476878 -0.4688986 0.08814341 0.2807016 0.7789393 +STM0280 lpfD 1.923304 2.016909 -1.451021 -0.927973 -1.081183 -2.216334 0.02666864 +STM0280 avrA 2.322781 2.741496 -1.341568 -0.4770387 -0.2698464 -0.767859 0.4425709 +STM0280 slrP 2.255253 0.9421801 -1.237682 -0.8787562 -0.406937 -0.8702605 0.3841581 +STM0280 lpfB 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 +STM0280 lpfA 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 +STM0280 flgL 2.272208 0.8914771 -1.393621 0.9766867 0.187485 0.3832563 0.7015298 +STM0280 PA2366 2.27966 2.172639 -1.307457 1.773095 1.197323 3.832203 0.0001270008 +STM0280 cdtB.1 2.355855 1.215802 -1.466761 -1.175669 0.5224131 1.468743 0.1419026 +rfbF STM0290 2.060184 1.379997 -0.730829 1.229696 0.9095355 2.181205 0.02916825 +rfbF tae4 2.215622 2.489877 -1.266261 -1.560148 -0.1832528 -0.5435384 0.5867591 +rfbF STM0287 2.200447 2.478582 -1.261065 -1.58305 -0.2168688 -0.6417502 0.5210354 +rfbF csgB 2.415463 2.376281 -1.41492 -1.280949 0.3090659 0.9286215 0.3530853 +rfbF sciB 2.241338 2.124936 -1.290693 -1.107227 -0.1224212 -0.2050482 0.8375345 +rfbF ssaG 2.353361 0.6592346 -1.402269 -0.7173018 0.1439614 0.2530455 0.8002331 +rfbF STM0286 2.197009 2.467113 -1.259665 -1.59624 -0.2236393 -0.6615404 0.5082658 +rfbF STM0268 2.147566 2.194365 -1.247254 -1.255413 -0.2660955 -0.4030781 0.6868908 +rfbF STM0289 2.2561 2.423709 -1.293434 -1.528541 -0.1140046 -0.3379793 0.7353788 +rfbF rfbG 2.114304 2.114304 0.3857265 0.3857265 2.810266 5.263443 1.413822e-07 +rfbF gogB 2.079977 1.274436 -0.9190032 1.151416 0.7101205 1.646267 0.09970888 +rfbF sopD2 2.224157 0.9067055 -1.244841 -0.9897367 -0.2092359 -0.4343613 0.6640261 +rfbF STM0278 2.192815 2.481197 -1.258874 -1.58599 -0.2343148 -0.6952974 0.486869 +rfbF STM0269 2.147566 2.194365 -1.247254 -1.255413 -0.2660955 -0.4030781 0.6868908 +rfbF STM0271 2.141363 2.238641 -1.238842 -1.32828 -0.2663371 -0.4424974 0.6581293 +rfbF traJ 1.826207 0.8841201 -0.283739 0.7612642 1.59648 2.657164 0.00788012 +rfbF pipB2 2.394723 1.925283 -1.424351 -1.233672 0.2282062 0.5627624 0.5735967 +rfbF hcp1.tssD1 2.048895 0.8808005 -0.8408867 0.8455657 0.8534924 1.618224 0.1056143 +rfbF ssaO 2.318744 1.082091 -1.354093 -1.138669 0.03920035 0.08583737 0.9315957 +rfbF allD 2.34013 1.827215 -1.37596 -1.734813 0.07960838 0.2409661 0.8095814 +rfbF allB 2.341739 1.817075 -1.377938 -1.743882 0.08278698 0.2500731 0.8025308 +rfbF allC 2.386847 1.753134 -1.426657 -1.671798 0.1897972 0.5630246 0.5734181 +rfbF iucA 2.307079 1.129345 -1.337125 1.043984 -0.00700982 -0.01522044 0.9878563 +rfbF iucB 2.307079 1.129345 -1.337125 1.043984 -0.00700982 -0.01522044 0.9878563 +rfbF cdtB 2.343703 0.678433 -1.393277 0.6413896 -0.1173188 -0.2050431 0.8375385 +rfbF iucC 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 +rfbF sinH 1.676672 1.284525 -1.064499 0.3779569 -0.831728 -1.246259 0.2126692 +rfbF tssF 2.331957 0.6726226 -1.387477 0.6244137 -0.09339152 -0.1621984 0.8711496 +rfbF iucD 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 +rfbF iutA 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 +rfbF hcp.tssD 1.786612 1.081809 -0.9628603 -1.417085 0.8112552 1.170334 0.2418664 +rfbF icsP.sopA 2.340213 0.6810946 -1.393585 0.6098129 -0.1098562 -0.1891261 0.849994 +rfbF fyuA 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbF ybtT 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbF ybtU 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbF nleC 2.237395 0.3244215 -1.227507 0.3317962 0.2004242 0.3085139 0.7576913 +rfbF irp1 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbF irp2 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbF ybtQ 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbF ybtX 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbF ybtS 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbF ybtA 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbF cesT 2.121656 0.7253525 -0.9730681 0.5824544 0.5944791 1.009557 0.3127076 +rfbF vipA.tssB 2.238269 0.3320812 -1.19053 0.307732 0.2348873 0.3561445 0.7217324 +rfbF wbtL.1 2.567938 6.423546 -1.488475 0.1301897 0.9875967 3.962611 7.413461e-05 +rfbF galU 2.314537 4.027863 -1.351652 -0.5071097 0.03614431 0.07367622 0.941268 +rfbF fliH 2.069828 0.888277 -0.7961644 0.8371921 0.8786593 1.657951 0.09732733 +rfbF clpV1 1.848419 3.190942 -0.7868902 0.2720106 1.080987 2.2057 0.02740502 +rfbF tviA 2.081187 1.457138 -0.9293778 -0.8017092 0.7283697 1.087661 0.2767446 +rfbF tviB 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF tviC 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF tviD 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF tviE 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF vexA 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF vexB 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF vexC 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF flgM 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF vexD 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF vexE 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbF clpV.tssH 2.277992 2.30081 -1.281394 2.000729 0.06951589 0.2409802 0.8095705 +rfbF ipfE 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 +rfbF sopA 2.272752 2.232212 -1.297984 -1.016597 -0.1069096 -0.3195207 0.7493317 +rfbF PA2367 2.294785 2.974058 -1.324589 -0.479669 -0.02442955 -0.06958557 0.9445235 +rfbF lpfD 1.918967 2.243039 -1.292584 -0.898392 -0.7019795 -1.272437 0.2032178 +rfbF avrA 2.174195 2.752992 -1.182626 -0.5112183 -0.4044641 -1.110427 0.2668151 +rfbF slrP 2.077539 0.9286888 -0.7611505 -0.8693118 -0.9660103 -1.853247 0.06384701 +rfbF lpfB 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 +rfbF lpfA 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 +rfbF flgL 2.226669 0.905026 -1.244119 0.9905622 0.2015873 0.4191491 0.6751072 +rfbF PA2366 1.784089 2.561209 -1.093133 -0.3699333 -0.8019433 -1.39732 0.1623173 +rfbF cdtB.1 2.295312 1.324935 -1.334208 -1.236332 0.1020195 0.2808323 0.778839 +STM0290 tae4 1.19708 2.233128 1.108919 -0.755529 1.286402 2.676475 0.007440103 +STM0290 STM0287 0.980747 2.053673 0.9283722 -0.4132571 1.901208 3.250655 0.001151396 +STM0290 csgB 1.369446 2.003116 1.221732 -0.66106 0.8515713 2.052455 0.04012543 +STM0290 sciB 1.024955 1.718679 0.9696725 -0.07101391 1.716801 3.035251 0.002403358 +STM0290 ssaG 0.8357457 0.2478513 0.7697076 -0.2738996 1.262432 1.87141 0.06128821 +STM0290 STM0286 0.9809463 2.049815 0.9287654 -0.4180125 1.905516 3.258779 0.001118929 +STM0290 STM0268 1.006 1.82674 0.9519283 -0.1904218 1.770479 3.090179 0.002000361 +STM0290 STM0289 0.983466 1.977774 0.9305645 -0.3645488 1.865258 3.200846 0.001370245 +STM0290 rfbG 1.379997 2.060184 1.229696 -0.730829 0.9095355 2.181204 0.02916835 +STM0290 gogB 1.208531 1.098477 1.013312 0.934285 -0.4478207 -0.7410189 0.458682 +STM0290 sopD2 0.7961824 0.4061424 0.7345002 -0.4285953 1.363178 2.023083 0.04306463 +STM0290 STM0278 1.206202 2.24385 1.11738 -0.7610686 1.313017 2.736819 0.006203641 +STM0290 STM0269 1.006 1.82674 0.9519283 -0.1904218 1.770479 3.090179 0.002000361 +STM0290 STM0271 0.9859634 1.85682 0.9330281 -0.2532731 1.780105 3.080342 0.002067629 +STM0290 traJ 1.992837 1.440939 1.6425 1.316667 1.17474 2.180442 0.02922471 +STM0290 pipB2 1.362764 1.973411 1.212669 -0.1066609 0.6220539 1.534377 0.124937 +STM0290 hcp1.tssD1 0.8143451 0.4320778 0.7177557 0.3941614 -1.175027 -1.639607 0.1010869 +STM0290 ssaO 1.383734 1.058228 1.155666 -1.114641 0.07431776 0.1512295 0.8797947 +STM0290 allD 1.422366 1.842734 1.173154 -1.758479 -0.06133094 -0.162291 0.8710767 +STM0290 allB 1.434961 1.911908 1.179791 -1.887471 -0.3372854 -0.9259394 0.3544775 +STM0290 allC 1.427099 1.779531 1.17461 -1.708094 -0.09775581 -0.2555585 0.7982918 +STM0290 iucA 1.201793 0.9453755 1.007102 0.8381225 -0.4949785 -0.8483418 0.3962477 +STM0290 iucB 1.201793 0.9453755 1.007102 0.8381225 -0.4949785 -0.8483418 0.3962477 +STM0290 cdtB 0.8592105 0.2825431 0.7595072 0.244944 -1.133018 -1.614833 0.1063468 +STM0290 iucC 0.8209098 0.4462188 0.7187984 0.3932296 -1.255674 -1.815135 0.0695032 +STM0290 sinH 1.130572 1.875558 1.045125 1.136653 1.076952 2.105615 0.03523778 +STM0290 tssF 0.8601584 0.2854759 0.7624415 0.2420293 -1.089293 -1.521424 0.1281534 +STM0290 iucD 0.8209098 0.4462188 0.7187984 0.3932296 -1.255674 -1.815135 0.0695032 +STM0290 iutA 0.8209098 0.4462188 0.7187984 0.3932296 -1.255674 -1.815135 0.0695032 +STM0290 hcp.tssD 1.211732 1.623783 1.090637 -1.952928 -0.5744887 -1.136209 0.2558692 +STM0290 icsP.sopA 0.8608278 0.2821669 0.7613152 0.2419052 -1.099045 -1.540435 0.1234544 +STM0290 fyuA 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 +STM0290 ybtT 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 +STM0290 ybtU 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 +STM0290 nleC 0.9272013 0.04163606 0.8221456 0.03379485 -0.9392329 -1.292195 0.1962897 +STM0290 irp1 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 +STM0290 irp2 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 +STM0290 ybtQ 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 +STM0290 ybtX 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 +STM0290 ybtS 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 +STM0290 ybtA 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 +STM0290 cesT 0.8642864 0.2963983 0.7664849 0.2397921 -1.04334 -1.420588 0.1554367 +STM0290 vipA.tssB 0.9367302 0.05130803 0.8313921 0.03319429 -0.8843717 -1.176833 0.2392621 +STM0290 wbtL.1 1.415008 6.286935 1.170292 0.01751663 -0.01160887 -0.03451573 0.9724659 +STM0290 galU 1.328253 3.850097 1.142895 -1.032504 -0.5774184 -1.78138 0.07485044 +STM0290 fliH 0.8144605 0.4333308 0.7184028 0.3930382 -1.164833 -1.617576 0.105754 +STM0290 clpV1 1.175466 4.507974 1.052605 -1.111909 -0.6447608 -1.759389 0.07851153 +STM0290 tviA 1.249681 1.323788 1.069615 -0.8098523 -0.28951 -0.3889764 0.6972936 +STM0290 tviB 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 tviC 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 tviD 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 tviE 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 vexA 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 vexB 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 vexC 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 flgM 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 vexD 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 vexE 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 +STM0290 clpV.tssH 1.304045 2.65287 1.128173 2.288701 0.8322126 2.502393 0.01233568 +STM0290 ipfE 1.237668 1.628013 1.078221 0.02520068 -0.5079809 -1.023692 0.3059806 +STM0290 sopA 1.365056 2.461215 1.113073 -0.4921347 0.393571 0.9123904 0.3615632 +STM0290 PA2367 1.079628 2.88138 1.013017 0.6056131 1.369034 2.632619 0.008472928 +STM0290 lpfD 0.9403965 2.623157 0.8909245 -1.422812 -1.198743 -2.291704 0.02192273 +STM0290 avrA 1.377401 2.062682 1.109663 -0.9384854 0.1913137 0.423418 0.6719903 +STM0290 slrP 1.298473 0.8479731 1.087244 -0.7888109 0.2300331 0.3589961 0.719598 +STM0290 lpfB 1.237668 1.628013 1.078221 0.02520068 -0.5079809 -1.023692 0.3059806 +STM0290 lpfA 1.237668 1.628013 1.078221 0.02520068 -0.5079809 -1.023692 0.3059806 +STM0290 flgL 0.7960224 0.4067428 0.733101 0.4267375 -1.353615 -2.004703 0.04499486 +STM0290 PA2366 1.097624 3.224037 1.021608 0.834559 1.228295 2.40609 0.0161243 +STM0290 cdtB.1 1.183755 1.06039 0.9412944 -0.9199016 0.7678308 1.41785 0.1562347 +tae4 STM0287 2.360931 2.390528 -2.016434 -2.037674 0.624624 2.154028 0.03123801 +tae4 csgB 2.508941 2.190754 -1.559469 -1.173956 -0.1047262 -0.3153184 0.7525199 +tae4 sciB 1.381345 1.723644 1.294015 0.02599867 2.155184 4.065909 4.784558e-05 +tae4 ssaG 2.601386 0.6691467 -1.583966 -0.7296488 0.08751619 0.1482599 0.8821377 +tae4 STM0286 2.328922 2.373745 -2.171572 -2.218266 0.8729622 3.194966 0.001398472 +tae4 STM0268 1.376897 1.856221 1.291722 -0.07917355 2.221963 4.15682 3.227077e-05 +tae4 STM0289 2.388039 2.298945 -2.228507 -2.190928 0.9822729 3.552762 0.0003812087 +tae4 rfbG 2.489876 2.215622 -1.560146 -1.266261 -0.1832535 -0.5435405 0.5867577 +tae4 gogB 2.438935 1.279858 -1.399854 1.127502 0.3089962 0.768475 0.442205 +tae4 sopD2 2.376761 0.8842848 -1.490421 -0.9734938 -0.2596802 -0.5250567 0.5995438 +tae4 STM0278 2.171868 1.323081 -0.3097405 1.251363 2.329876 4.254773 2.092616e-05 +tae4 STM0269 1.376897 1.856221 1.291722 -0.07917355 2.221963 4.15682 3.227077e-05 +tae4 STM0271 1.575734 2.014279 1.435057 -0.4329942 1.719012 3.989049 6.633884e-05 +tae4 traJ 2.218905 1.113365 -1.009317 0.745867 0.9289864 1.643537 0.100272 +tae4 pipB2 1.841216 1.279284 -1.4064 -0.4862581 -1.086276 -1.776278 0.07568704 +tae4 hcp1.tssD1 2.403838 0.9091824 -1.412863 0.8587173 0.3171657 0.6444891 0.5192583 +tae4 ssaO 2.292594 1.030513 -1.436289 -1.127897 -0.4106466 -0.8855645 0.3758522 +tae4 allD 2.528275 1.818529 -1.538361 -1.723995 -0.04965081 -0.164211 0.8695651 +tae4 allB 2.444987 1.793043 -1.474475 -1.688575 -0.243842 -0.7546253 0.4504738 +tae4 allC 2.465506 1.742556 -1.506314 -1.620601 -0.1762676 -0.5391768 0.5897649 +tae4 iucA 2.542735 1.130117 -1.555524 1.044864 0.004789747 0.01050297 0.99162 +tae4 iucB 2.542735 1.130117 -1.555524 1.044864 0.004789747 0.01050297 0.99162 +tae4 cdtB 2.580849 0.6893357 -1.573479 0.6510027 -0.05538181 -0.09543977 0.9239655 +tae4 iucC 2.729703 0.912645 -1.633853 0.867793 -0.2814511 -0.5263272 0.5986609 +tae4 sinH 2.377843 1.598774 -1.435264 0.4683095 -0.3737593 -0.4831197 0.6290108 +tae4 tssF 2.574178 0.6805816 -1.580189 0.6318467 -0.05492328 -0.09448166 0.9247266 +tae4 iucD 2.729703 0.912645 -1.633853 0.867793 -0.2814511 -0.5263272 0.5986609 +tae4 iutA 2.729703 0.912645 -1.633853 0.867793 -0.2814511 -0.5263272 0.5986609 +tae4 hcp.tssD 2.363989 1.323658 -1.381561 -1.581116 0.4160085 0.6398043 0.5222998 +tae4 icsP.sopA 2.577923 0.6920331 -1.574165 0.6175005 -0.05303065 -0.09131395 0.9272431 +tae4 fyuA 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 +tae4 ybtT 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 +tae4 ybtU 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 +tae4 nleC 2.351449 0.3089462 -1.461623 0.3191333 0.3063186 0.4498988 0.6527834 +tae4 irp1 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 +tae4 irp2 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 +tae4 ybtQ 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 +tae4 ybtX 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 +tae4 ybtS 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 +tae4 ybtA 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 +tae4 cesT 2.581461 0.6989843 -1.597909 0.5902208 -0.08078594 -0.1366687 0.8912927 +tae4 vipA.tssB 2.392375 0.3189856 -1.41932 0.2943859 0.3049819 0.4465331 0.6552122 +tae4 wbtL.1 2.548466 6.2753 -1.569292 0.02992436 0.1389597 0.7335224 0.4632399 +tae4 galU 2.542344 3.820567 -1.534328 -0.629005 -0.05173525 -0.1590871 0.8736003 +tae4 fliH 2.569426 0.9035407 -1.601391 0.8434312 -0.07893908 -0.1735294 0.8622353 +tae4 clpV1 2.276006 1.70228 -0.7369863 1.448986 1.332687 3.569222 0.000358043 +tae4 tviA 2.106685 1.335228 -1.26152 -0.7857925 0.7755657 1.101603 0.2706344 +tae4 tviB 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 tviC 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 tviD 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 tviE 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 vexA 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 vexB 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 vexC 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 flgM 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 vexD 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 vexE 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 +tae4 clpV.tssH 2.529516 2.261768 -1.359746 1.975287 0.3378532 1.278225 0.20117 +tae4 ipfE 2.50538 1.665299 -1.670135 0.09471648 -0.5738258 -1.774486 0.07598284 +tae4 sopA 2.557338 2.17367 -1.567878 -1.064112 0.04249312 0.1471912 0.8829811 +tae4 PA2367 2.513447 2.936207 -1.544362 -0.475641 -0.08588416 -0.2716253 0.7859101 +tae4 lpfD 2.397199 2.302578 -1.636934 -0.8509058 -0.784821 -1.988535 0.04675254 +tae4 avrA 2.547767 2.991454 -1.560746 -0.2621 0.01452224 0.05298533 0.9577436 +tae4 slrP 2.539498 0.9384396 -1.546672 -0.8767976 -0.0199252 -0.04654783 0.9628736 +tae4 lpfB 2.50538 1.665299 -1.670135 0.09471648 -0.5738258 -1.774486 0.07598284 +tae4 lpfA 2.50538 1.665299 -1.670135 0.09471648 -0.5738258 -1.774486 0.07598284 +tae4 flgL 2.391344 0.8848701 -1.491202 0.9754427 0.2421258 0.4919479 0.6227562 +tae4 PA2366 1.458282 3.301125 1.376184 1.004118 1.758608 3.845737 0.0001201906 +tae4 cdtB.1 2.551043 1.230042 -1.603286 -1.195635 0.5072501 1.677404 0.09346357 +STM0287 csgB 2.493665 2.17602 -1.584428 -1.165348 -0.1367725 -0.4117911 0.6804926 +STM0287 sciB 2.859149 1.94321 -2.068447 -1.7675 1.028001 2.871549 0.00408466 +STM0287 ssaG 2.577021 0.6690084 -1.607282 -0.7306404 0.06575481 0.1116287 0.9111178 +STM0287 STM0286 2.393329 2.411447 -2.31982 -2.337957 1.15368 4.158112 3.208883e-05 +STM0287 STM0268 2.648384 2.0935 -1.982378 -1.846436 0.7691138 2.446213 0.01443658 +STM0287 STM0289 2.425419 2.287553 -2.287467 -2.197527 1.028884 3.662546 0.0002497204 +STM0287 rfbG 2.478582 2.200447 -1.58305 -1.261065 -0.2168688 -0.6417499 0.5210356 +STM0287 gogB 2.429647 1.281765 -1.414362 1.128824 0.3276497 0.8152606 0.4149231 +STM0287 sopD2 2.3607 0.8834475 -1.509561 -0.9741883 -0.2779445 -0.5629201 0.5734893 +STM0287 STM0278 2.467099 1.788925 -0.9440793 1.501015 1.179507 3.47377 0.0005131999 +STM0287 STM0269 2.648384 2.0935 -1.982378 -1.846436 0.7691138 2.446213 0.01443658 +STM0287 STM0271 2.614784 2.095291 -2.028937 -1.901977 0.772295 2.479174 0.0131687 +STM0287 traJ 1.858138 0.7594146 -0.6925118 0.6299627 1.670056 2.54282 0.01099619 +STM0287 pipB2 2.43365 1.869973 -1.529386 -0.4686574 -0.3248266 -0.7835567 0.4333003 +STM0287 hcp1.tssD1 2.389137 0.9103194 -1.424576 0.8592522 0.3449128 0.7057126 0.4803669 +STM0287 ssaO 2.280328 1.029723 -1.452582 -1.129019 -0.4281969 -0.9247638 0.3550888 +STM0287 allD 2.577741 1.831023 -1.650802 -1.749372 0.1457249 0.4876242 0.625816 +STM0287 allB 2.523384 1.809782 -1.570159 -1.734486 -0.03826975 -0.1249685 0.9005485 +STM0287 allC 2.551164 1.751791 -1.598861 -1.668976 0.03754626 0.1207886 0.9038585 +STM0287 iucA 1.951167 1.417274 -1.258021 -0.6190646 0.9390377 1.139542 0.254477 +STM0287 iucB 1.951167 1.417274 -1.258021 -0.6190646 0.9390377 1.139542 0.254477 +STM0287 cdtB 2.55742 0.6905663 -1.596693 0.6515726 -0.0342786 -0.05932963 0.9526896 +STM0287 iucC 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 +STM0287 sinH 2.85749 1.303524 -1.710451 -1.053903 0.4983948 1.025438 0.3051566 +STM0287 tssF 2.554537 0.681763 -1.601728 0.6326878 -0.03625802 -0.062541 0.950132 +STM0287 iucD 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 +STM0287 iutA 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 +STM0287 hcp.tssD 2.3612 1.322995 -1.401482 -1.578991 0.4229636 0.658348 0.5103145 +STM0287 icsP.sopA 2.555442 0.6936519 -1.596905 0.6176074 -0.03243584 -0.05609691 0.9552646 +STM0287 fyuA 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +STM0287 ybtT 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +STM0287 ybtU 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +STM0287 nleC 2.334421 0.3089043 -1.480759 0.3195672 0.3247417 0.4783125 0.6324278 +STM0287 irp1 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +STM0287 irp2 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +STM0287 ybtQ 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +STM0287 ybtX 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +STM0287 ybtS 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +STM0287 ybtA 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 +STM0287 cesT 2.564213 0.6994594 -1.619564 0.5915936 -0.06485297 -0.1090843 0.9131356 +STM0287 vipA.tssB 2.37775 0.3195603 -1.437664 0.2948337 0.321663 0.4716534 0.6371742 +STM0287 wbtL.1 2.395973 2.271173 -1.343722 -2.085769 -0.5628265 -2.145043 0.0319494 +STM0287 galU 2.46308 3.290258 -1.41741 -0.9438775 -0.4092792 -1.337395 0.1810937 +STM0287 fliH 2.609637 0.8896264 -1.693431 0.8298913 -0.1986737 -0.4021791 0.6875523 +STM0287 clpV1 2.431679 1.99757 -1.0114 1.385225 0.8487591 2.61427 0.008941821 +STM0287 tviA 2.076302 1.363977 -1.248877 -0.8264288 0.8543993 1.224693 0.220691 +STM0287 tviB 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 tviC 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 tviD 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 tviE 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 vexA 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 vexB 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 vexC 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 flgM 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 vexD 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 vexE 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 +STM0287 clpV.tssH 2.442194 2.238373 -1.353073 1.962764 0.4917326 1.828446 0.06748268 +STM0287 ipfE 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 +STM0287 sopA 2.562434 2.166777 -1.610784 -1.07169 0.08836768 0.3006272 0.7636988 +STM0287 PA2367 2.628692 3.095998 -1.604228 -0.4601228 0.1922346 0.6282042 0.5298702 +STM0287 lpfD 2.508513 2.613927 -1.645623 -0.7223109 -0.2592328 -0.909685 0.3629887 +STM0287 avrA 2.516609 2.932767 -1.541483 -0.3097022 -0.1340521 -0.4570605 0.6476275 +STM0287 slrP 2.396665 0.9406416 -1.317139 -0.8774523 -0.4885926 -1.052562 0.2925416 +STM0287 lpfB 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 +STM0287 lpfA 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 +STM0287 flgL 2.693818 0.8941788 -1.706029 0.9421782 -0.2974623 -0.5818083 0.5606958 +STM0287 PA2366 2.747893 2.633897 -1.429924 1.218571 0.67078 2.355906 0.01847757 +STM0287 cdtB.1 2.53734 1.342181 -1.595409 -1.248713 0.0562401 0.1936907 0.8464181 +csgB sciB 1.484842 1.46345 -1.079149 -1.047972 -0.9395636 -1.562239 0.1182317 +csgB ssaG 2.316446 0.6526834 -1.314866 -0.7079341 0.216937 0.3816613 0.7027126 +csgB STM0286 2.172505 2.481112 -1.163754 -1.598397 -0.1435025 -0.4324762 0.6653954 +csgB STM0268 1.434819 1.558149 -1.084785 -1.181252 -1.019107 -1.721851 0.08509654 +csgB STM0289 2.230595 2.43701 -1.195011 -1.53455 -0.03959059 -0.1184508 0.9057105 +csgB rfbG 2.376282 2.415464 -1.280949 -1.414919 0.3090657 0.928621 0.3530856 +csgB gogB 1.863746 1.18841 -0.6234461 1.0822 1.083301 2.281714 0.02250625 +csgB sopD2 2.198069 0.9079922 -1.145953 -0.9861499 -0.1444625 -0.2993471 0.7646752 +csgB STM0278 2.168363 2.496846 -1.162738 -1.586189 -0.1526592 -0.4612214 0.6446398 +csgB STM0269 1.434819 1.558149 -1.084785 -1.181252 -1.019107 -1.721851 0.08509654 +csgB STM0271 1.410935 1.602157 -1.072816 -1.231367 -1.033643 -1.744883 0.08100532 +csgB traJ 1.78439 0.8885141 -0.2118784 0.756096 1.538562 2.570415 0.01015766 +csgB pipB2 2.399153 1.858275 -1.335298 -1.348808 0.325557 0.8857017 0.3757783 +csgB hcp1.tssD1 2.014038 0.8837203 -0.7415312 0.8485495 0.8005444 1.525205 0.1272081 +csgB ssaO 2.284771 1.07936 -1.257888 -1.132081 0.09535764 0.2082251 0.8350532 +csgB allD 2.422209 1.848619 -1.414847 -1.739032 0.3768402 1.137712 0.2552407 +csgB allB 2.33242 1.823454 -1.287394 -1.748917 0.1552752 0.4651731 0.6418075 +csgB allC 2.381077 1.758185 -1.33143 -1.677039 0.2630147 0.7739173 0.4389797 +csgB iucA 2.274386 1.124405 -1.240746 1.037909 -0.06269316 -0.1348966 0.8926936 +csgB iucB 2.274386 1.124405 -1.240746 1.037909 -0.06269316 -0.1348966 0.8926936 +csgB cdtB 2.307481 0.6696101 -1.306095 0.6338391 -0.1840324 -0.3199945 0.7489725 +csgB iucC 2.378649 0.8797798 -1.410645 0.8315954 -0.392445 -0.7334952 0.4632564 +csgB sinH 1.630979 1.299962 -0.988164 0.4005128 -0.7821283 -1.171056 0.2415765 +csgB tssF 2.292475 0.6646551 -1.298637 0.6171465 -0.1530303 -0.2645823 0.7913312 +csgB iucD 2.378649 0.8797798 -1.410645 0.8315954 -0.392445 -0.7334952 0.4632564 +csgB iutA 2.378649 0.8797798 -1.410645 0.8315954 -0.392445 -0.7334952 0.4632564 +csgB hcp.tssD 1.727433 1.090063 -0.886468 -1.434088 0.7786204 1.146279 0.2516797 +csgB icsP.sopA 2.302704 0.6719433 -1.305668 0.6045004 -0.1709944 -0.2927579 0.7697072 +csgB fyuA 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 +csgB ybtT 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 +csgB ybtU 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 +csgB nleC 2.20977 0.3227437 -1.134215 0.3285819 0.1339301 0.206947 0.8360513 +csgB irp1 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 +csgB irp2 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 +csgB ybtQ 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 +csgB ybtX 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 +csgB ybtS 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 +csgB ybtA 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 +csgB cesT 2.287499 0.6859615 -1.3003 0.5789213 -0.1412636 -0.2394633 0.8107464 +csgB vipA.tssB 2.205128 0.329607 -1.098729 0.3056408 0.1759706 0.2676798 0.7889458 +csgB wbtL.1 1.990836 2.339578 -1.055059 -2.084465 -0.387125 -1.51613 0.1294865 +csgB galU 2.268373 4.95589 -1.219908 -0.04782759 0.1960114 0.9410115 0.346699 +csgB fliH 2.070712 0.8859017 -0.6305959 0.8342086 0.8752117 1.625644 0.1040253 +csgB clpV1 2.004923 2.843474 -1.139961 -1.859435 -0.4312852 -1.532543 0.1253885 +csgB tviA 2.073994 1.426162 -0.8576021 -0.7574357 0.6056633 0.9142157 0.3606035 +csgB tviB 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB tviC 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB tviD 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB tviE 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB vexA 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB vexB 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB vexC 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB flgM 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB vexD 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB vexE 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 +csgB clpV.tssH 2.144175 2.272491 -1.106957 2.014278 0.1950321 0.7393172 0.4597144 +csgB ipfE 2.271661 1.773713 -1.194076 0.309683 0.2483265 0.6615579 0.5082546 +csgB sopA 2.340348 2.094132 -1.328459 -1.039865 0.4393147 1.327607 0.1843081 +csgB PA2367 2.262394 3.004706 -1.21858 -0.4690854 0.02664242 0.07499879 0.9402157 +csgB lpfD 2.240839 2.710318 -1.209157 -0.6898206 -0.03149799 -0.07834947 0.9375501 +csgB avrA 2.232897 2.952385 -1.183916 -0.3071431 -0.0691019 -0.2052361 0.8373876 +csgB slrP 2.167431 0.9694983 -0.9792809 -0.9057032 -0.3861347 -0.80501 0.4208139 +csgB lpfB 2.271661 1.773713 -1.194076 0.309683 0.2483265 0.6615579 0.5082546 +csgB lpfA 2.271661 1.773713 -1.194076 0.309683 0.2483265 0.6615579 0.5082546 +csgB flgL 2.198546 0.9062032 -1.145158 0.9863347 0.1404357 0.2915137 0.7706585 +csgB PA2366 1.250545 1.994536 -0.9326633 -0.3841531 -1.409036 -2.408661 0.01601117 +csgB cdtB.1 2.2668 1.413998 -1.200019 -1.269742 -0.2323835 -0.6653672 0.5058157 +sciB ssaG 2.28506 0.6531752 -1.256123 -0.7046707 0.2955487 0.5142927 0.6070474 +sciB STM0286 1.939822 2.84984 -1.763463 -2.075464 1.020915 2.86263 0.004201411 +sciB STM0268 1.90125 1.495073 -0.1301912 1.301714 2.317696 4.281537 1.856072e-05 +sciB STM0289 1.979391 2.715568 -1.815639 -2.10795 1.086728 3.045494 0.002322981 +sciB rfbG 2.124936 2.241338 -1.107227 -1.290693 -0.1224212 -0.2050484 0.8375343 +sciB gogB 1.998347 1.250123 -0.8133794 1.129346 0.568653 1.316583 0.1879784 +sciB sopD2 2.161725 0.9054364 -1.111683 -0.9788507 -0.06780423 -0.1388334 0.8895818 +sciB STM0278 1.738839 1.335558 0.005856334 1.256948 2.111177 3.949735 7.823762e-05 +sciB STM0269 1.90125 1.495073 -0.1301912 1.301714 2.317696 4.281537 1.856072e-05 +sciB STM0271 2.211951 2.512575 -1.608363 -1.683106 0.8626086 2.554694 0.01062811 +sciB traJ 1.740897 0.8683143 -0.212694 0.7148874 1.463818 2.404856 0.01617882 +sciB pipB2 1.51462 1.397152 -1.014601 -0.4851944 -0.8828402 -1.452301 0.146418 +sciB hcp1.tssD1 1.963526 0.861723 -0.7391898 0.826615 0.7279085 1.373643 0.1695525 +sciB ssaO 2.077591 1.064468 -1.034806 -1.144321 -0.2579445 -0.5682139 0.5698898 +sciB allD 2.137276 1.815034 -1.093823 -1.715575 -0.09911384 -0.2937813 0.768925 +sciB allB 2.138096 1.805732 -1.094362 -1.723945 -0.09722134 -0.2881175 0.7732568 +sciB allC 2.183388 1.749806 -1.131703 -1.661418 -0.009909304 -0.02916305 0.9767346 +sciB iucA 2.244364 1.122476 -1.200953 1.032664 -0.1414571 -0.304912 0.7604332 +sciB iucB 2.244364 1.122476 -1.200953 1.032664 -0.1414571 -0.304912 0.7604332 +sciB cdtB 2.272809 0.6670871 -1.254677 0.6308647 -0.2562255 -0.4425309 0.6581051 +sciB iucC 2.348182 0.8802474 -1.345783 0.8290045 -0.4671862 -0.8703182 0.3841265 +sciB sinH 1.618658 1.323972 -0.9152766 0.434835 -0.7137435 -1.036382 0.3000239 +sciB tssF 2.2539 0.6608835 -1.255737 0.6134844 -0.2243083 -0.3862187 0.6993347 +sciB iucD 2.348182 0.8802474 -1.345783 0.8290045 -0.4671862 -0.8703182 0.3841265 +sciB iutA 2.348182 0.8802474 -1.345783 0.8290045 -0.4671862 -0.8703182 0.3841265 +sciB hcp.tssD 1.705176 1.110857 -0.8186729 -1.464168 0.7205631 1.036857 0.2998026 +sciB icsP.sopA 2.264597 0.6687523 -1.257738 0.6026797 -0.2388965 -0.4089683 0.6825629 +sciB fyuA 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 +sciB ybtT 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 +sciB ybtU 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 +sciB nleC 2.16277 0.3185461 -1.097523 0.323126 0.07815814 0.1192828 0.9050513 +sciB irp1 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 +sciB irp2 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 +sciB ybtQ 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 +sciB ybtX 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 +sciB ybtS 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 +sciB ybtA 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 +sciB cesT 2.041045 0.7080392 -0.8640315 0.5754795 0.4748807 0.8048198 0.4209237 +sciB vipA.tssB 2.155914 0.3235145 -1.068792 0.2998745 0.1170779 0.176834 0.8596388 +sciB wbtL.1 2.226479 6.418896 -1.156835 -0.02881396 0.3890675 2.006907 0.04475956 +sciB galU 2.207873 4.958075 -1.149345 -0.07892317 0.2192805 1.037376 0.2995605 +sciB fliH 2.132324 0.920147 -1.006301 0.8594737 0.2162575 0.437528 0.6617284 +sciB clpV1 1.751286 1.556728 -0.2126477 1.386927 1.544249 3.622061 0.0002922657 +sciB tviA 1.998838 1.43149 -0.8294414 -0.7985245 0.6100869 0.9031788 0.366431 +sciB tviB 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB tviC 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB tviD 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB tviE 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB vexA 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB vexB 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB vexC 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB flgM 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB vexD 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB vexE 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 +sciB clpV.tssH 1.893625 2.204629 -0.9383201 1.954898 0.5132265 1.831246 0.06706376 +sciB ipfE 1.560734 1.3979 -1.202292 -0.3819952 -1.206517 -1.942725 0.05204936 +sciB sopA 2.110262 2.273199 -1.073647 -0.9421912 -0.1878002 -0.4780233 0.6326336 +sciB PA2367 2.119194 2.892874 -1.081302 -0.4850717 -0.1209473 -0.2260127 0.8211916 +sciB lpfD 1.341253 1.689972 -1.176543 -0.9413476 -1.474179 -2.701235 0.006908257 +sciB avrA 1.957408 2.657218 -0.9533629 -0.4894594 -0.5198244 -1.213122 0.2250832 +sciB slrP 1.97917 0.9002086 -0.6713391 -0.8446286 -0.8290284 -1.585276 0.1129036 +sciB lpfB 1.560734 1.3979 -1.202292 -0.3819952 -1.206517 -1.942725 0.05204936 +sciB lpfA 1.560734 1.3979 -1.202292 -0.3819952 -1.206517 -1.942725 0.05204936 +sciB flgL 2.162897 0.9040172 -1.111208 0.978092 0.06442071 0.132441 0.8946355 +sciB PA2366 1.855716 1.982005 -0.9902906 1.880645 1.287888 3.883813 0.0001028312 +sciB cdtB.1 1.953555 1.119805 -1.179424 -1.080995 0.7245909 1.546313 0.1220291 +ssaG STM0286 0.6691037 2.557199 -0.7311903 -1.622094 0.05700683 0.09683153 0.9228602 +ssaG STM0268 0.6641296 2.396323 -0.7183317 -1.392223 0.2114715 0.3671957 0.713473 +ssaG STM0289 0.6691852 2.501087 -0.7291327 -1.569855 0.09462642 0.1617394 0.871511 +ssaG rfbG 0.6592346 2.353361 -0.7173018 -1.402269 0.1439614 0.2530454 0.8002331 +ssaG gogB 0.2745317 0.7664763 -0.3024741 0.7137597 1.227922 1.809971 0.07030024 +ssaG sopD2 0.9006538 1.18311 -0.8591816 -1.180841 0.7711482 1.279555 0.2007017 +ssaG STM0278 0.2178625 1.06583 -0.2391283 0.9587576 1.500259 2.297478 0.02159152 +ssaG STM0269 0.6641296 2.396323 -0.7183317 -1.392223 0.2114715 0.3671957 0.713473 +ssaG STM0271 0.6683501 2.410686 -0.7237149 -1.462627 0.1834078 0.3182717 0.7502789 +ssaG traJ 0.3344521 0.9128968 -0.3673481 0.4067735 0.9663358 1.245088 0.2130993 +ssaG pipB2 0.6077253 2.13661 -0.6514077 -0.7861304 0.5679311 0.9688586 0.3326158 +ssaG hcp1.tssD1 0.32444 0.54313 -0.3549493 0.5156415 1.02793 1.470227 0.1415002 +ssaG ssaO 0.8586482 1.339844 -0.8597201 -1.348554 0.6396877 1.087792 0.2766869 +ssaG allD 0.6857251 1.886649 -0.7418367 -1.761394 0.10523 0.1781005 0.8586441 +ssaG allB 0.6854134 1.873321 -0.7417556 -1.770625 0.1022057 0.1735598 0.8622114 +ssaG allC 0.6914322 1.836977 -0.7439911 -1.700916 0.144526 0.2448633 0.8065623 +ssaG iucA 0.306174 0.6773407 -0.3341741 0.6451002 1.188751 1.74297 0.08133887 +ssaG iucB 0.306174 0.6773407 -0.3341741 0.6451002 1.188751 1.74297 0.08133887 +ssaG cdtB 0.3731479 0.3919617 -0.4056695 0.3767021 0.9468487 1.340876 0.1799607 +ssaG iucC 0.3362957 0.5570185 -0.365702 0.5362554 1.095423 1.586043 0.1127294 +ssaG sinH 0.6587103 1.757544 -0.7389687 0.3881935 0.2451748 0.4611026 0.644725 +ssaG tssF 0.369341 0.390479 -0.403195 0.365951 0.9117634 1.280458 0.2003843 +ssaG iucD 0.3362957 0.5570185 -0.365702 0.5362554 1.095423 1.586043 0.1127294 +ssaG iutA 0.3362957 0.5570185 -0.365702 0.5362554 1.095423 1.586043 0.1127294 +ssaG hcp.tssD 0.6789095 1.419101 -0.7643125 -1.599347 -0.1893626 -0.3422715 0.7321466 +ssaG icsP.sopA 0.3717849 0.3943828 -0.4047808 0.3641534 0.9193456 1.292283 0.1962592 +ssaG fyuA 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 +ssaG ybtT 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 +ssaG ybtU 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 +ssaG nleC 0.431041 0.1418835 -0.4695834 0.1386002 0.7261565 0.9902282 0.3220626 +ssaG irp1 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 +ssaG irp2 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 +ssaG ybtQ 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 +ssaG ybtX 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 +ssaG ybtS 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 +ssaG ybtA 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 +ssaG cesT 0.3681287 0.404275 -0.4024301 0.3503258 0.8765844 1.21842 0.2230642 +ssaG vipA.tssB 0.4314863 0.1454249 -0.4713362 0.1292199 0.6873437 0.9240874 0.3554408 +ssaG wbtL.1 0.6323887 6.380401 -0.6808037 -0.5253523 0.6256022 1.290227 0.1969718 +ssaG galU 0.6354276 4.892677 -0.6826774 -0.583568 0.5931437 1.208004 0.2270457 +ssaG fliH 0.3234123 0.5430924 -0.3541337 0.5126984 1.01986 1.456069 0.1453734 +ssaG clpV1 0.1861488 1.150598 -0.2067009 0.9787404 1.501813 2.301275 0.0213761 +ssaG tviA 0.6242228 1.380609 -0.6844528 -0.761213 0.135632 0.1857374 0.8526507 +ssaG tviB 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG tviC 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG tviD 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG tviE 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG vexA 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG vexB 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG vexC 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG flgM 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG vexD 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG vexE 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 +ssaG clpV.tssH 0.6621273 3.642833 -0.7135382 1.168586 -0.3513811 -0.5755707 0.5649054 +ssaG ipfE 0.6827372 1.765572 -0.7435197 0.2834681 -0.07001432 -0.1275063 0.8985397 +ssaG sopA 0.4931926 1.395284 -0.5659408 -1.24284 -0.7418962 -1.34097 0.1799303 +ssaG PA2367 0.6469229 2.886035 -0.7065993 -0.366888 -0.2669428 -0.5537711 0.5797355 +ssaG lpfD 0.7160868 2.697411 -0.7516259 -0.5143901 -0.5307398 -1.074829 0.2824512 +ssaG avrA 0.247376 1.033783 -0.2731268 -0.9176731 -1.488065 -2.264748 0.02352814 +ssaG slrP 0.3207533 0.5628324 -0.3508271 -0.5322757 -1.046311 -1.499689 0.1336951 +ssaG lpfB 0.6827372 1.765572 -0.7435197 0.2834681 -0.07001432 -0.1275063 0.8985397 +ssaG lpfA 0.6827372 1.765572 -0.7435197 0.2834681 -0.07001432 -0.1275063 0.8985397 +ssaG flgL 0.6369777 0.8706911 -0.7086584 0.9433046 0.09993616 0.160892 0.8721785 +ssaG PA2366 0.6012351 2.329678 -0.6996374 0.8637921 0.4993024 0.9512341 0.3414856 +ssaG cdtB.1 0.5496096 1.134761 -0.6184736 -1.096109 -0.5678273 -1.001528 0.3165718 +STM0286 STM0268 2.64563 2.058522 -2.323232 -1.969249 1.127871 3.334431 0.0008547411 +STM0286 STM0289 2.545068 2.330217 -2.467689 -2.288326 1.360942 4.398393 1.090554e-05 +STM0286 rfbG 2.467113 2.197009 -1.59624 -1.259665 -0.2236393 -0.6615403 0.5082659 +STM0286 gogB 2.417284 1.281746 -1.426891 1.128727 0.3315263 0.8247501 0.4095135 +STM0286 sopD2 2.346039 0.8825964 -1.522078 -0.9739124 -0.2839402 -0.575333 0.5650661 +STM0286 STM0278 2.396137 1.684364 -0.8101314 1.496125 1.472323 3.909046 9.266121e-05 +STM0286 STM0269 2.64563 2.058522 -2.323232 -1.969249 1.127871 3.334431 0.0008547411 +STM0286 STM0271 2.605223 2.089855 -2.075351 -1.91545 0.7998844 2.528554 0.01145334 +STM0286 traJ 2.203837 1.107404 -1.028289 0.7554326 0.9519218 1.69058 0.09091711 +STM0286 pipB2 2.425091 1.867112 -1.538931 -0.4683724 -0.3302705 -0.7947971 0.4267316 +STM0286 hcp1.tssD1 2.607222 0.8895807 -1.701445 0.8367543 -0.2007022 -0.4035366 0.6865535 +STM0286 ssaO 2.268078 1.028732 -1.46352 -1.128645 -0.4333471 -0.9361391 0.3492016 +STM0286 allD 2.56108 1.830707 -1.667502 -1.748928 0.141414 0.4730247 0.6361956 +STM0286 allB 2.508436 1.809444 -1.585063 -1.733825 -0.04274645 -0.1394959 0.8890583 +STM0286 allC 2.534989 1.751593 -1.614914 -1.668291 0.03300444 0.1061227 0.915485 +STM0286 iucA 1.945463 1.413154 -1.261352 -0.6172158 0.9459258 1.161035 0.2456275 +STM0286 iucB 1.945463 1.413154 -1.261352 -0.6172158 0.9459258 1.161035 0.2456275 +STM0286 cdtB 2.538032 0.6911388 -1.611469 0.6518606 -0.02584447 -0.04483115 0.9642419 +STM0286 iucC 2.436891 1.223424 -1.515361 -1.431946 0.2430604 0.5226288 0.6012326 +STM0286 sinH 2.080857 1.324824 -1.33493 0.4111821 -0.7631013 -0.5514427 0.5813302 +STM0286 tssF 2.536794 0.6822956 -1.616022 0.633079 -0.02913316 -0.0503229 0.9598651 +STM0286 iucD 2.436891 1.223424 -1.515361 -1.431946 0.2430604 0.5226288 0.6012326 +STM0286 iutA 2.436891 1.223424 -1.515361 -1.431946 0.2430604 0.5226288 0.6012326 +STM0286 hcp.tssD 2.353151 1.321637 -1.410039 -1.577971 0.4268961 0.6603986 0.5089981 +STM0286 icsP.sopA 2.53645 0.694369 -1.611534 0.6177043 -0.02426078 -0.04205825 0.9664523 +STM0286 fyuA 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 +STM0286 ybtT 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 +STM0286 ybtU 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 +STM0286 nleC 2.318246 0.3082985 -1.492545 0.3191959 0.332958 0.4914308 0.6231217 +STM0286 irp1 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 +STM0286 irp2 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 +STM0286 ybtQ 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 +STM0286 ybtX 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 +STM0286 ybtS 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 +STM0286 ybtA 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 +STM0286 cesT 2.547052 0.7002489 -1.633692 0.5918576 -0.05825445 -0.09809682 0.9218554 +STM0286 vipA.tssB 2.362133 0.3192491 -1.449719 0.2944835 0.3289195 0.4827837 0.6292493 +STM0286 wbtL.1 2.522787 6.309848 -1.602198 0.02359514 -0.04434196 -0.2460927 0.8056105 +STM0286 galU 2.460962 3.324008 -1.444268 -0.921445 -0.3624479 -1.159265 0.2463483 +STM0286 fliH 2.591863 0.8903972 -1.709163 0.8306153 -0.1929963 -0.3912686 0.6955987 +STM0286 clpV1 2.349889 1.851975 -0.9061423 1.450105 1.094164 3.233196 0.001224135 +STM0286 tviA 2.066517 1.364042 -1.25706 -0.8279193 0.8598094 1.234387 0.2170589 +STM0286 tviB 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 tviC 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 tviD 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 tviE 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 vexA 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 vexB 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 vexC 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 flgM 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 vexD 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 vexE 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 +STM0286 clpV.tssH 2.430411 2.239463 -1.365016 1.961377 0.4972205 1.847734 0.06464087 +STM0286 ipfE 2.507092 1.71433 -1.683952 0.1873255 -0.3147672 -1.049943 0.2937444 +STM0286 sopA 2.48238 2.249166 -1.565069 -0.97729 -0.1366111 -0.4452964 0.6561056 +STM0286 PA2367 2.607299 3.091597 -1.624424 -0.4613497 0.1856188 0.6072598 0.5436785 +STM0286 lpfD 2.465694 2.50215 -1.686558 -0.7734185 -0.4805347 -1.590336 0.1117591 +STM0286 avrA 2.454278 2.791133 -1.473068 -0.4139784 -0.3712067 -1.122257 0.2617532 +STM0286 slrP 2.372529 0.9405228 -1.34732 -0.876517 -0.4879789 -1.058033 0.2900402 +STM0286 lpfB 2.507092 1.71433 -1.683952 0.1873255 -0.3147672 -1.049943 0.2937444 +STM0286 lpfA 2.507092 1.71433 -1.683952 0.1873255 -0.3147672 -1.049943 0.2937444 +STM0286 flgL 2.673591 0.8948795 -1.722904 0.943277 -0.2905385 -0.5687513 0.5695249 +STM0286 PA2366 2.692754 2.585658 -1.493139 1.357248 0.9089022 3.19457 0.001400391 +STM0286 cdtB.1 2.524299 1.293403 -1.640821 -1.230882 0.2654084 0.9118871 0.3618281 +STM0268 STM0289 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 +STM0268 rfbG 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 +STM0268 gogB 2.104719 1.238705 -0.9816808 1.116801 0.5988591 1.381891 0.167005 +STM0268 sopD2 2.233622 0.8991181 -1.271017 -0.9777391 -0.1362691 -0.2787552 0.7804327 +STM0268 STM0278 1.871064 1.330092 -0.09866373 1.253597 2.177443 4.0407 5.329197e-05 +STM0268 STM0269 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 +STM0268 STM0271 2.786403 2.172232 0.3195475 -1.039619 1.615726 3.550901 0.0003839147 +STM0268 traJ 2.049336 1.157566 -0.7562292 0.7457892 0.8439863 1.507217 0.131755 +STM0268 pipB2 1.617566 1.355465 -1.145204 -0.4883568 -0.952662 -1.576305 0.1149556 +STM0268 hcp1.tssD1 2.226743 0.9135367 -1.196828 0.8623214 0.2178356 0.4386706 0.6609002 +STM0268 ssaO 2.149455 1.051544 -1.204454 -1.13702 -0.3073994 -0.6732051 0.5008168 +STM0268 allD 2.244111 1.808641 -1.257215 -1.708987 -0.135845 -0.41048 0.6814539 +STM0268 allB 2.244862 1.799553 -1.257867 -1.717307 -0.1335953 -0.4035938 0.6865115 +STM0268 allC 2.277652 1.746375 -1.293968 -1.653276 -0.05478767 -0.1647013 0.8691791 +STM0268 iucA 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 +STM0268 iucB 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 +STM0268 cdtB 2.38034 0.6788747 -1.387727 0.6419015 -0.1824879 -0.3175084 0.7508579 +STM0268 iucC 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +STM0268 sinH 1.739644 1.300392 -1.044283 0.4255702 -0.7583789 -1.059827 0.2892235 +STM0268 tssF 2.361798 0.6710167 -1.394472 0.6232633 -0.1624422 -0.2815678 0.7782749 +STM0268 iucD 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +STM0268 iutA 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +STM0268 hcp.tssD 1.852922 1.110824 -0.9500566 -1.458584 0.7341112 0.9572469 0.3384427 +STM0268 icsP.sopA 2.372598 0.680385 -1.391923 0.6109049 -0.1739073 -0.3005483 0.7637589 +STM0268 fyuA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0268 ybtT 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0268 ybtU 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0268 nleC 2.229748 0.3164117 -1.245722 0.3229707 0.1615871 0.2434999 0.8076182 +STM0268 irp1 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0268 irp2 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0268 ybtQ 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0268 ybtX 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0268 ybtS 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0268 ybtA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0268 cesT 2.101716 0.6966831 -1.034689 0.5585159 0.5281444 0.8799871 0.3788663 +STM0268 vipA.tssB 2.233346 0.3221646 -1.215558 0.2982272 0.1858752 0.2780377 0.7809834 +STM0268 wbtL.1 2.308946 6.320897 -1.325538 -0.003256657 0.1905145 0.9747451 0.3296867 +STM0268 galU 2.318058 4.976508 -1.332354 -0.06989921 0.2115149 1.014208 0.3104837 +STM0268 fliH 2.224924 0.9160634 -1.164948 0.855186 0.2581544 0.526043 0.5988583 +STM0268 clpV1 1.885796 1.551352 -0.3233812 1.386581 1.58996 3.701636 0.0002142134 +STM0268 tviA 2.015155 1.401347 -0.9999154 -0.8114097 0.6942289 1.010909 0.3120599 +STM0268 tviB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 tviC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 tviD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 tviE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 vexA 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 vexB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 vexC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 flgM 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 vexD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 vexE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0268 clpV.tssH 2.042949 2.210025 -1.072543 1.943407 0.5584935 1.977133 0.04802656 +STM0268 ipfE 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +STM0268 sopA 2.217937 2.281147 -1.235578 -0.917392 -0.2409566 -0.6255442 0.531614 +STM0268 PA2367 2.238196 2.86851 -1.248468 -0.484434 -0.160853 -0.3407299 0.7333069 +STM0268 lpfD 1.439272 1.643649 -1.324513 -0.964616 -1.562998 -2.913288 0.003576449 +STM0268 avrA 2.091871 2.636506 -1.10143 -0.4923032 -0.5642284 -1.301014 0.1932536 +STM0268 slrP 2.204451 0.9459633 -1.122156 -0.8828666 -0.3540195 -0.7509216 0.4526998 +STM0268 lpfB 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +STM0268 lpfA 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +STM0268 flgL 2.239507 0.898268 -1.270758 0.9777413 0.1264288 0.2596541 0.7951306 +STM0268 PA2366 2.027598 2.018577 -1.158624 1.871653 1.380066 4.156746 3.228121e-05 +STM0268 cdtB.1 2.089392 1.089483 -1.324518 -1.053136 0.8233392 1.750437 0.08004293 +STM0289 rfbG 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 +STM0289 gogB 2.224342 1.228527 -1.186476 1.103873 0.6693513 1.548456 0.1215125 +STM0289 sopD2 2.300411 0.8862258 -1.467786 -0.9741511 -0.2442709 -0.4956682 0.6201285 +STM0289 STM0278 2.235488 1.537858 -0.532922 1.425117 1.794392 4.062312 4.858914e-05 +STM0289 STM0269 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 +STM0289 STM0271 2.492021 2.123763 -2.094471 -1.959985 0.8769226 2.775412 0.005513184 +STM0289 traJ 2.149604 1.119934 -0.9718545 0.7469007 0.9172767 1.626052 0.1039386 +STM0289 pipB2 2.382063 1.919097 -1.475526 -0.4900267 -0.2482495 -0.569535 0.5689931 +STM0289 hcp1.tssD1 2.323927 0.9098751 -1.391363 0.8591729 0.3014881 0.6111953 0.5410703 +STM0289 ssaO 2.221062 1.033152 -1.40803 -1.129135 -0.3974823 -0.8605561 0.3894826 +STM0289 allD 2.496458 1.837897 -1.62812 -1.753743 0.1910811 0.6348095 0.5255526 +STM0289 allB 2.447571 1.813365 -1.539822 -1.740482 0.004413186 0.01431654 0.9885774 +STM0289 allC 2.476172 1.755415 -1.568108 -1.67467 0.08120694 0.2600071 0.7948583 +STM0289 iucA 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 +STM0289 iucB 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 +STM0289 cdtB 2.483835 0.6887599 -1.560608 0.6504588 -0.066518 -0.1157439 0.9078555 +STM0289 iucC 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0289 sinH 1.948297 1.2886 -1.246299 0.4103999 -0.8004819 -0.9228475 0.3560867 +STM0289 tssF 2.476561 0.6799454 -1.567353 0.6312915 -0.064829 -0.1122717 0.910608 +STM0289 iucD 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0289 iutA 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 +STM0289 hcp.tssD 2.272005 1.297809 -1.299013 -1.560304 0.4537773 0.4791669 0.6318199 +STM0289 icsP.sopA 2.480986 0.6912828 -1.562003 0.617017 -0.06473173 -0.1124015 0.9105051 +STM0289 fyuA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0289 ybtT 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0289 ybtU 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0289 nleC 2.279466 0.3098581 -1.436986 0.3196253 0.2897179 0.429257 0.6677362 +STM0289 irp1 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0289 irp2 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0289 ybtQ 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0289 ybtX 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0289 ybtS 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0289 ybtA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 +STM0289 cesT 2.482423 0.6969552 -1.586339 0.5910019 -0.09003084 -0.1518164 0.8793318 +STM0289 vipA.tssB 2.311366 0.3192256 -1.398979 0.2946971 0.2916851 0.4297423 0.6673831 +STM0289 wbtL.1 2.446284 6.287161 -1.538477 0.02733602 0.01600327 0.08812717 0.9297756 +STM0289 galU 2.399107 3.386183 -1.388238 -0.8816549 -0.29906 -0.9043041 0.3658342 +STM0289 fliH 2.525622 0.8869393 -1.666612 0.8273911 -0.229856 -0.4633849 0.6430885 +STM0289 clpV1 2.189286 1.712295 -0.6880514 1.449777 1.334818 3.581912 0.0003410884 +STM0289 tviA 2.029459 1.368229 -1.204522 -0.8250278 0.8179768 1.175223 0.2399055 +STM0289 tviB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 tviC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 tviD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 tviE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 vexA 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 vexB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 vexC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 flgM 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 vexD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 vexE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 +STM0289 clpV.tssH 2.354595 2.229951 -1.301369 1.972099 0.4490191 1.649316 0.09908284 +STM0289 ipfE 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0289 sopA 2.423725 2.200576 -1.515615 -1.029863 -0.07765224 -0.2539934 0.7995006 +STM0289 PA2367 2.453828 3.001905 -1.54244 -0.4735394 0.02227147 0.0708891 0.943486 +STM0289 lpfD 2.335047 2.362288 -1.575726 -0.826394 -0.6614062 -1.636272 0.1017827 +STM0289 avrA 2.389967 2.768787 -1.415184 -0.4428341 -0.3167881 -0.9372748 0.3486172 +STM0289 slrP 2.310192 0.9399909 -1.303895 -0.8763014 -0.4465615 -0.9618207 0.3361397 +STM0289 lpfB 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0289 lpfA 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 +STM0289 flgL 2.3135 0.8866025 -1.468138 0.9757811 0.2277219 0.4640281 0.6426276 +STM0289 PA2366 2.517084 2.408235 -1.413045 1.544129 1.03838 3.45739 0.0005454339 +STM0289 cdtB.1 2.452908 1.265624 -1.56896 -1.214189 0.3758827 1.211987 0.2255174 +rfbG gogB 2.079977 1.274436 -0.9190032 1.151416 0.7101205 1.646267 0.09970888 +rfbG sopD2 2.224157 0.9067055 -1.244841 -0.9897367 -0.2092359 -0.4343613 0.6640261 +rfbG STM0278 2.192815 2.481197 -1.258874 -1.58599 -0.2343148 -0.6952974 0.486869 +rfbG STM0269 2.147566 2.194365 -1.247254 -1.255413 -0.2660955 -0.4030781 0.6868908 +rfbG STM0271 2.141363 2.238641 -1.238842 -1.32828 -0.2663371 -0.4424974 0.6581293 +rfbG traJ 1.826207 0.8841201 -0.283739 0.7612642 1.59648 2.657164 0.00788012 +rfbG pipB2 2.394723 1.925283 -1.424351 -1.233672 0.2282062 0.5627624 0.5735967 +rfbG hcp1.tssD1 2.048895 0.8808005 -0.8408867 0.8455657 0.8534924 1.618224 0.1056143 +rfbG ssaO 2.318744 1.082091 -1.354093 -1.138669 0.03920035 0.08583737 0.9315957 +rfbG allD 2.34013 1.827215 -1.37596 -1.734813 0.07960838 0.2409661 0.8095814 +rfbG allB 2.341739 1.817075 -1.377938 -1.743882 0.08278698 0.2500731 0.8025308 +rfbG allC 2.386847 1.753134 -1.426657 -1.671798 0.1897972 0.5630246 0.5734181 +rfbG iucA 2.307079 1.129345 -1.337125 1.043984 -0.00700982 -0.01522044 0.9878563 +rfbG iucB 2.307079 1.129345 -1.337125 1.043984 -0.00700982 -0.01522044 0.9878563 +rfbG cdtB 2.343703 0.678433 -1.393277 0.6413896 -0.1173188 -0.2050431 0.8375385 +rfbG iucC 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 +rfbG sinH 1.676672 1.284525 -1.064499 0.3779569 -0.831728 -1.246259 0.2126692 +rfbG tssF 2.331957 0.6726226 -1.387477 0.6244137 -0.09339152 -0.1621984 0.8711496 +rfbG iucD 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 +rfbG iutA 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 +rfbG hcp.tssD 1.786612 1.081809 -0.9628603 -1.417085 0.8112552 1.170334 0.2418664 +rfbG icsP.sopA 2.340213 0.6810946 -1.393585 0.6098129 -0.1098562 -0.1891261 0.849994 +rfbG fyuA 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbG ybtT 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbG ybtU 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbG nleC 2.237395 0.3244215 -1.227507 0.3317962 0.2004242 0.3085139 0.7576913 +rfbG irp1 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbG irp2 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbG ybtQ 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbG ybtX 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbG ybtS 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbG ybtA 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 +rfbG cesT 2.121656 0.7253525 -0.9730681 0.5824544 0.5944791 1.009557 0.3127076 +rfbG vipA.tssB 2.238269 0.3320812 -1.19053 0.307732 0.2348873 0.3561445 0.7217324 +rfbG wbtL.1 2.567938 6.423546 -1.488475 0.1301897 0.9875967 3.962611 7.413461e-05 +rfbG galU 2.314537 4.027863 -1.351652 -0.5071097 0.03614431 0.07367622 0.941268 +rfbG fliH 2.069828 0.888277 -0.7961644 0.8371921 0.8786593 1.657951 0.09732733 +rfbG clpV1 1.848419 3.190942 -0.7868902 0.2720106 1.080987 2.2057 0.02740502 +rfbG tviA 2.081187 1.457138 -0.9293778 -0.8017092 0.7283697 1.087661 0.2767446 +rfbG tviB 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG tviC 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG tviD 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG tviE 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG vexA 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG vexB 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG vexC 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG flgM 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG vexD 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG vexE 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 +rfbG clpV.tssH 2.277992 2.30081 -1.281394 2.000729 0.06951589 0.2409802 0.8095705 +rfbG ipfE 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 +rfbG sopA 2.272752 2.232212 -1.297984 -1.016597 -0.1069096 -0.3195207 0.7493317 +rfbG PA2367 2.294785 2.974058 -1.324589 -0.479669 -0.02442955 -0.06958557 0.9445235 +rfbG lpfD 1.918967 2.243039 -1.292584 -0.898392 -0.7019795 -1.272437 0.2032178 +rfbG avrA 2.174195 2.752992 -1.182626 -0.5112183 -0.4044641 -1.110427 0.2668151 +rfbG slrP 2.077539 0.9286888 -0.7611505 -0.8693118 -0.9660103 -1.853247 0.06384701 +rfbG lpfB 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 +rfbG lpfA 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 +rfbG flgL 2.226669 0.905026 -1.244119 0.9905622 0.2015873 0.4191491 0.6751072 +rfbG PA2366 1.784089 2.561209 -1.093133 -0.3699333 -0.8019433 -1.39732 0.1623173 +rfbG cdtB.1 2.295312 1.324935 -1.334208 -1.236332 0.1020195 0.2808323 0.778839 +gogB sopD2 0.7274296 0.4342126 0.6771606 -0.4583019 1.333736 1.97305 0.04848992 +gogB STM0278 1.282959 2.437005 1.129854 -1.412147 0.3327795 0.8273806 0.4080213 +gogB STM0269 1.238705 2.104719 1.116801 -0.9816808 0.5988591 1.381891 0.1670053 +gogB STM0271 1.120613 1.947644 1.021417 -0.8473403 1.043058 2.118554 0.03412818 +gogB traJ 1.693982 1.393966 1.596734 1.213353 1.024589 1.868991 0.06162409 +gogB pipB2 1.180196 1.874476 1.098786 -0.1529981 0.80789 1.784591 0.07432769 +gogB hcp1.tssD1 1.183107 0.8326062 1.036336 0.7799694 -0.217758 -0.3441042 0.7307679 +gogB ssaO 1.047496 0.8696151 0.9440245 -0.9063258 0.6185841 1.078738 0.2807044 +gogB allD 1.263574 1.7709 1.107942 -1.683099 0.1274913 0.3124809 0.754675 +gogB allB 1.294573 1.881433 1.135947 -1.810402 -0.1841869 -0.4806803 0.6307438 +gogB allC 1.268592 1.714696 1.112156 -1.627648 0.0918703 0.2236192 0.8230536 +gogB iucA 1.356068 1.203883 1.193359 1.125355 0.2126212 0.4283231 0.6684159 +gogB iucB 1.356068 1.203883 1.193359 1.125355 0.2126212 0.4283231 0.6684159 +gogB cdtB 1.220477 0.6477169 1.077387 0.6118702 -0.1314226 -0.2111789 0.8327477 +gogB iucC 1.149575 0.8255984 1.019534 0.7827244 -0.3045346 -0.5074455 0.6118423 +gogB sinH 1.227625 1.803184 1.098686 0.6383675 0.3572439 0.8216931 0.4112516 +gogB tssF 1.279766 0.6828205 1.120295 0.6331392 -0.00435469 -0.006501556 0.9948125 +gogB iucD 1.149575 0.8255984 1.019534 0.7827244 -0.3045346 -0.5074455 0.6118423 +gogB iutA 1.149575 0.8255984 1.019534 0.7827244 -0.3045346 -0.5074455 0.6118423 +gogB hcp.tssD 1.34235 1.450903 1.140705 -1.596622 0.2203106 0.4995699 0.6173779 +gogB icsP.sopA 0.7853938 0.3042515 0.702321 0.2661095 -1.07327 -1.508473 0.1314335 +gogB fyuA 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 +gogB ybtT 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 +gogB ybtU 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 +gogB nleC 0.8495213 0.06124974 0.7657945 0.05413949 -0.9088418 -1.251702 0.2106783 +gogB irp1 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 +gogB irp2 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 +gogB ybtQ 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 +gogB ybtX 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 +gogB ybtS 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 +gogB ybtA 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 +gogB cesT 0.7864253 0.3172839 0.7059201 0.26127 -1.020472 -1.39904 0.1618011 +gogB vipA.tssB 0.8563086 0.06930114 0.7734737 0.05156686 -0.8575422 -1.147396 0.2512178 +gogB wbtL.1 1.258067 5.916727 1.118589 -0.2402213 -0.3150773 -0.8497625 0.3954572 +gogB galU 1.208947 3.937373 1.085701 -0.9838024 -0.5599855 -1.659378 0.09703957 +gogB fliH 0.7391457 0.455572 0.6560934 0.4163536 -1.144407 -1.601618 0.10924 +gogB clpV1 1.295013 4.491135 1.207678 0.2077929 0.7253647 1.419212 0.1558371 +gogB tviA 1.126307 1.329411 0.9993234 -0.8177008 -0.3137379 -0.4316168 0.6660199 +gogB tviB 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB tviC 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB tviD 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB tviE 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB vexA 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB vexB 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB vexC 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB flgM 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB vexD 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB vexE 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 +gogB clpV.tssH 1.246642 2.563582 1.113213 2.144582 0.4920746 1.433798 0.15163 +gogB ipfE 1.343567 1.81472 1.171265 0.4181919 0.4231692 0.9840796 0.3250764 +gogB sopA 1.123251 1.769342 0.9034335 -0.8734614 0.7101835 1.316079 0.1881476 +gogB PA2367 1.28191 3.006012 1.127561 -0.5483096 -0.1112566 -0.2841613 0.7762868 +gogB lpfD 1.260731 2.722417 1.112262 -0.7175912 -0.07392551 -0.1695669 0.8653507 +gogB avrA 1.275498 2.980393 1.114665 -0.2367298 0.04969861 0.1239582 0.9013484 +gogB slrP 0.7361354 0.4724581 0.6512096 -0.4320286 1.169631 1.648201 0.09931151 +gogB lpfB 1.343567 1.81472 1.171265 0.4181919 0.4231692 0.9840796 0.3250764 +gogB lpfA 1.343567 1.81472 1.171265 0.4181919 0.4231692 0.9840796 0.3250764 +gogB flgL 1.078343 0.7361189 0.975242 0.7844107 -0.5186822 -0.8987578 0.3687817 +gogB PA2366 1.203101 3.234272 1.061138 0.2679625 0.5683006 1.348387 0.1775341 +gogB cdtB.1 1.293313 1.40165 1.161594 -1.316922 -0.1621808 -0.390173 0.6964086 +sopD2 STM0278 0.8837972 2.365858 -0.9750221 -1.508904 -0.2832541 -0.5734263 0.5663561 +sopD2 STM0269 0.8991181 2.233622 -0.9777391 -1.271017 -0.1362691 -0.2787554 0.7804326 +sopD2 STM0271 0.8949675 2.241235 -0.9752736 -1.342795 -0.1547893 -0.3164727 0.7516438 +sopD2 traJ 0.4883376 0.8234834 -0.5162772 0.4124313 1.095495 1.460147 0.1442497 +sopD2 pipB2 0.8089832 2.141011 -0.8429326 -0.8597677 0.7159597 1.298634 0.1940695 +sopD2 hcp1.tssD1 0.4861123 0.5051789 -0.5118763 0.478976 1.137221 1.634734 0.1021049 +sopD2 ssaO 1.060156 1.253137 -1.096576 -1.278342 0.434256 0.7936307 0.4274104 +sopD2 allD 0.8720959 1.735732 -0.9559422 -1.685551 -0.1540948 -0.3016689 0.7629045 +sopD2 allB 0.8717082 1.727128 -0.9556635 -1.691944 -0.1550371 -0.3037549 0.7613147 +sopD2 allC 0.8809956 1.685528 -0.9610532 -1.629997 -0.1167081 -0.2284317 0.8193107 +sopD2 iucA 0.4674692 0.6387031 -0.4910884 0.6070648 1.30098 1.920651 0.05477574 +sopD2 iucB 0.4674692 0.6387031 -0.4910884 0.6070648 1.30098 1.920651 0.05477574 +sopD2 cdtB 0.536769 0.3550624 -0.5639212 0.339427 1.067228 1.528425 0.1264071 +sopD2 iucC 0.4987083 0.5188166 -0.5232354 0.4977838 1.212055 1.77123 0.07652241 +sopD2 sinH 0.9067587 1.805547 -0.975195 0.4738173 -0.01921178 -0.04044733 0.9677365 +sopD2 tssF 0.5328449 0.3537881 -0.5614965 0.3298399 1.028457 1.457011 0.1451133 +sopD2 iucD 0.4987083 0.5188166 -0.5232354 0.4977838 1.212055 1.77123 0.07652241 +sopD2 iutA 0.4987083 0.5188166 -0.5232354 0.4977838 1.212055 1.77123 0.07652241 +sopD2 hcp.tssD 0.9036406 1.491558 -0.9703403 -1.678549 0.03038261 0.05938368 0.9526465 +sopD2 icsP.sopA 0.5352902 0.356981 -0.5627484 0.3281687 1.037285 1.472419 0.1409076 +sopD2 fyuA 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 +sopD2 ybtT 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 +sopD2 ybtU 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 +sopD2 nleC 0.5971081 0.1095669 -0.6293997 0.1055661 0.8517029 1.176221 0.2395064 +sopD2 irp1 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 +sopD2 irp2 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 +sopD2 ybtQ 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 +sopD2 ybtX 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 +sopD2 ybtS 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 +sopD2 ybtA 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 +sopD2 cesT 0.5316361 0.3664948 -0.5607541 0.316364 0.9899291 1.384601 0.1661744 +sopD2 vipA.tssB 0.5980482 0.1133951 -0.6320365 0.09799085 0.8080736 1.095914 0.2731162 +sopD2 wbtL.1 0.9050439 6.30581 -0.970727 -0.1564113 0.2282559 0.7347815 0.4624726 +sopD2 galU 0.9105223 4.04953 -0.9739616 -0.6016247 0.1358416 0.3382839 0.7351493 +sopD2 fliH 0.4850424 0.5051548 -0.5110772 0.4763273 1.12834 1.618197 0.1056201 +sopD2 clpV1 0.6239487 1.56633 -0.663954 1.143023 0.8622268 1.567865 0.1169126 +sopD2 tviA 0.8073888 1.340976 -0.862861 -0.7853481 0.2709375 0.3770285 0.7061524 +sopD2 tviB 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 tviC 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 tviD 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 tviE 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 vexA 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 vexB 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 vexC 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 flgM 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 vexD 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 vexE 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 +sopD2 clpV.tssH 0.8298428 2.055685 -0.933402 1.919599 0.3490953 0.6746223 0.4999158 +sopD2 ipfE 0.8816187 1.711884 -0.9546803 0.2322591 0.1069946 0.205807 0.8369417 +sopD2 sopA 0.6745018 1.343195 -0.7515254 -1.214981 -0.8607808 -1.581317 0.1138055 +sopD2 PA2367 0.8513418 2.805859 -0.9196626 -0.3220206 -0.4292722 -0.9074301 0.3641794 +sopD2 lpfD 0.9484558 2.732519 -1.018874 -0.5782762 -0.3209337 -0.735245 0.4621903 +sopD2 avrA 0.4073124 0.9938513 -0.4299673 -0.8838882 -1.593833 -2.432736 0.01498522 +sopD2 slrP 0.482163 0.5247686 -0.5075021 -0.4956938 -1.155604 -1.66501 0.09591069 +sopD2 lpfB 0.8816187 1.711884 -0.9546803 0.2322591 0.1069946 0.205807 0.8369417 +sopD2 lpfA 0.8816187 1.711884 -0.9546803 0.2322591 0.1069946 0.205807 0.8369417 +sopD2 flgL 0.8191514 0.8192073 -0.9006966 0.8987814 0.2441686 0.40363 0.6864848 +sopD2 PA2366 0.8910814 3.259069 -0.9578223 0.03660836 -0.1932902 -0.4612583 0.6446133 +sopD2 cdtB.1 0.8796877 1.29868 -0.9475549 -1.213362 -0.1583462 -0.3283462 0.7426499 +STM0278 STM0269 1.330092 1.871064 1.253597 -0.09866371 2.177443 4.0407 5.329198e-05 +STM0278 STM0271 1.524982 2.034512 1.39953 -0.4533874 1.667259 3.826436 0.0001300119 +STM0278 traJ 2.221125 1.108674 -1.015305 0.7596382 0.9542034 1.696439 0.08980273 +STM0278 pipB2 1.845926 1.279351 -1.42791 -0.503316 -1.110763 -1.827541 0.06761854 +STM0278 hcp1.tssD1 2.398541 0.9112644 -1.428499 0.8607224 0.3386914 0.6884485 0.4911704 +STM0278 ssaO 2.285047 1.030344 -1.451904 -1.130092 -0.4341984 -0.9379979 0.3482455 +STM0278 allD 2.518934 1.818248 -1.551696 -1.718376 -0.084629 -0.2792321 0.7800667 +STM0278 allB 2.437696 1.795928 -1.485472 -1.682222 -0.2804359 -0.862722 0.3882904 +STM0278 allC 2.455997 1.745231 -1.520258 -1.612884 -0.2112806 -0.6424667 0.5205702 +STM0278 iucA 2.527906 1.131059 -1.575935 1.045838 0.03023578 0.06648709 0.94699 +STM0278 iucB 2.527906 1.131059 -1.575935 1.045838 0.03023578 0.06648709 0.94699 +STM0278 cdtB 2.565875 0.6907008 -1.594108 0.6516002 -0.03067244 -0.05298389 0.9577447 +STM0278 iucC 2.709201 0.9140306 -1.656885 0.8692706 -0.2536686 -0.4762386 0.6339044 +STM0278 sinH 2.375981 1.591756 -1.454578 0.4621868 -0.3946997 -0.5036322 0.6145199 +STM0278 tssF 2.563308 0.6819258 -1.598727 0.6327872 -0.03258683 -0.05613142 0.9552371 +STM0278 iucD 2.709201 0.9140306 -1.656885 0.8692706 -0.2536686 -0.4762386 0.6339044 +STM0278 iutA 2.709201 0.9140306 -1.656885 0.8692706 -0.2536686 -0.4762386 0.6339044 +STM0278 hcp.tssD 2.367738 1.323932 -1.405506 -1.578655 0.4234837 0.66795 0.5041655 +STM0278 icsP.sopA 2.563958 0.6938667 -1.594246 0.6175669 -0.02881435 -0.04973474 0.9603338 +STM0278 fyuA 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 +STM0278 ybtT 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 +STM0278 ybtU 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 +STM0278 nleC 2.340753 0.3095329 -1.480635 0.3202553 0.3278959 0.4823412 0.6295636 +STM0278 irp1 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 +STM0278 irp2 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 +STM0278 ybtQ 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 +STM0278 ybtX 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 +STM0278 ybtS 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 +STM0278 ybtA 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 +STM0278 cesT 2.573349 0.6996991 -1.616109 0.5915471 -0.06115054 -0.1027219 0.9181837 +STM0278 vipA.tssB 2.385224 0.3202816 -1.436606 0.2955117 0.3246662 0.4756282 0.6343393 +STM0278 wbtL.1 2.547299 6.258238 -1.58947 0.03319236 0.07086291 0.3829259 0.7017747 +STM0278 galU 2.539679 3.67709 -1.523279 -0.7142791 -0.1326025 -0.4308301 0.6665919 +STM0278 fliH 2.619915 0.8894362 -1.688461 0.8297444 -0.1945932 -0.3931201 0.6942308 +STM0278 clpV1 2.307068 1.704359 -0.7140957 1.46237 1.375428 3.665463 0.0002468914 +STM0278 tviA 2.101711 1.336712 -1.277552 -0.7836563 0.7941552 1.12978 0.258569 +STM0278 tviB 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 tviC 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 tviD 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 tviE 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 vexA 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 vexB 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 vexC 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 flgM 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 vexD 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 vexE 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 +STM0278 clpV.tssH 2.52581 2.262829 -1.391472 1.979239 0.3288337 1.233435 0.2174136 +STM0278 ipfE 2.507769 1.66599 -1.69003 0.09878841 -0.5513937 -1.714171 0.08649728 +STM0278 sopA 2.571039 2.165563 -1.607027 -1.071664 0.08101386 0.2751057 0.783235 +STM0278 PA2367 2.522656 2.95453 -1.578524 -0.4766225 -0.05536684 -0.1750199 0.861064 +STM0278 lpfD 2.410474 2.311591 -1.648707 -0.8532075 -0.7629005 -1.929003 0.05373053 +STM0278 avrA 2.555866 3.002206 -1.599171 -0.2519545 0.05380403 0.1937007 0.8464102 +STM0278 slrP 2.534118 0.9406778 -1.560976 -0.8786656 -0.04404851 -0.1024701 0.9183835 +STM0278 lpfB 2.507769 1.66599 -1.69003 0.09878841 -0.5513937 -1.714171 0.08649728 +STM0278 lpfA 2.507769 1.66599 -1.69003 0.09878841 -0.5513937 -1.714171 0.08649728 +STM0278 flgL 2.380771 0.8843947 -1.509712 0.9771942 0.2654159 0.5398161 0.5893239 +STM0278 PA2366 1.404606 3.315478 1.329043 0.9709753 1.698065 3.661291 0.0002509476 +STM0278 cdtB.1 2.548394 1.230749 -1.626469 -1.195704 0.4828633 1.592777 0.1112103 +STM0269 STM0271 2.786403 2.172232 0.3195475 -1.039619 1.615726 3.550901 0.0003839147 +STM0269 traJ 2.049336 1.157566 -0.7562292 0.7457892 0.8439863 1.507217 0.131755 +STM0269 pipB2 1.617566 1.355465 -1.145204 -0.4883568 -0.952662 -1.576305 0.1149556 +STM0269 hcp1.tssD1 2.226743 0.9135367 -1.196828 0.8623214 0.2178356 0.4386706 0.6609002 +STM0269 ssaO 2.149455 1.051544 -1.204454 -1.13702 -0.3073994 -0.6732051 0.5008168 +STM0269 allD 2.244111 1.808641 -1.257215 -1.708987 -0.135845 -0.41048 0.6814539 +STM0269 allB 2.244862 1.799553 -1.257867 -1.717307 -0.1335953 -0.4035938 0.6865115 +STM0269 allC 2.277652 1.746375 -1.293968 -1.653276 -0.05478767 -0.1647013 0.8691791 +STM0269 iucA 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 +STM0269 iucB 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 +STM0269 cdtB 2.38034 0.6788747 -1.387727 0.6419015 -0.1824879 -0.3175084 0.7508579 +STM0269 iucC 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +STM0269 sinH 1.739644 1.300392 -1.044283 0.4255702 -0.7583789 -1.059827 0.2892235 +STM0269 tssF 2.361798 0.6710167 -1.394472 0.6232633 -0.1624422 -0.2815678 0.7782749 +STM0269 iucD 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +STM0269 iutA 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 +STM0269 hcp.tssD 1.852922 1.110824 -0.9500566 -1.458584 0.7341112 0.9572469 0.3384427 +STM0269 icsP.sopA 2.372598 0.680385 -1.391923 0.6109049 -0.1739073 -0.3005483 0.7637589 +STM0269 fyuA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0269 ybtT 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0269 ybtU 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0269 nleC 2.229748 0.3164117 -1.245722 0.3229707 0.1615871 0.2434999 0.8076182 +STM0269 irp1 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0269 irp2 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0269 ybtQ 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0269 ybtX 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0269 ybtS 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0269 ybtA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 +STM0269 cesT 2.101716 0.6966831 -1.034689 0.5585159 0.5281444 0.8799871 0.3788663 +STM0269 vipA.tssB 2.233346 0.3221646 -1.215558 0.2982272 0.1858752 0.2780377 0.7809834 +STM0269 wbtL.1 2.308946 6.320897 -1.325538 -0.003256657 0.1905145 0.9747451 0.3296867 +STM0269 galU 2.318058 4.976508 -1.332354 -0.06989921 0.2115149 1.014208 0.3104837 +STM0269 fliH 2.224924 0.9160634 -1.164948 0.855186 0.2581544 0.526043 0.5988583 +STM0269 clpV1 1.885796 1.551352 -0.3233812 1.386581 1.58996 3.701636 0.0002142134 +STM0269 tviA 2.015155 1.401347 -0.9999154 -0.8114097 0.6942289 1.010909 0.3120599 +STM0269 tviB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 tviC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 tviD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 tviE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 vexA 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 vexB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 vexC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 flgM 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 vexD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 vexE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 +STM0269 clpV.tssH 2.042949 2.210025 -1.072543 1.943407 0.5584935 1.977133 0.04802656 +STM0269 ipfE 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +STM0269 sopA 2.217937 2.281147 -1.235578 -0.917392 -0.2409566 -0.6255442 0.531614 +STM0269 PA2367 2.238196 2.86851 -1.248468 -0.484434 -0.160853 -0.3407299 0.7333069 +STM0269 lpfD 1.439272 1.643649 -1.324513 -0.964616 -1.562998 -2.913288 0.003576449 +STM0269 avrA 2.091871 2.636506 -1.10143 -0.4923032 -0.5642284 -1.301014 0.1932536 +STM0269 slrP 2.204451 0.9459633 -1.122156 -0.8828666 -0.3540195 -0.7509216 0.4526998 +STM0269 lpfB 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +STM0269 lpfA 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 +STM0269 flgL 2.239507 0.898268 -1.270758 0.9777413 0.1264288 0.2596541 0.7951306 +STM0269 PA2366 2.027598 2.018577 -1.158624 1.871653 1.380066 4.156746 3.228121e-05 +STM0269 cdtB.1 2.089392 1.089483 -1.324518 -1.053136 0.8233392 1.750437 0.08004293 +STM0271 traJ 2.067888 1.150027 -0.8414299 0.7284763 0.8441486 1.492272 0.1356279 +STM0271 pipB2 1.659142 1.333006 -1.194329 -0.474618 -0.9698952 -1.604432 0.1086189 +STM0271 hcp1.tssD1 2.24092 0.9101165 -1.271499 0.8591388 0.2275486 0.4597852 0.6456704 +STM0271 ssaO 2.161083 1.044683 -1.277783 -1.131792 -0.3170922 -0.6919397 0.4889752 +STM0271 allD 2.273916 1.806403 -1.338217 -1.708379 -0.1276086 -0.3888931 0.6973552 +STM0271 allB 2.274618 1.797344 -1.339024 -1.716807 -0.1252079 -0.3814367 0.7028792 +STM0271 allC 2.30115 1.745458 -1.37359 -1.652843 -0.0516426 -0.1564656 0.875666 +STM0271 iucA 2.362156 1.128382 -1.426683 1.04111 -0.08511627 -0.1870793 0.8515985 +STM0271 iucB 2.362156 1.128382 -1.426683 1.04111 -0.08511627 -0.1870793 0.8515985 +STM0271 cdtB 2.394233 0.6834343 -1.455882 0.646231 -0.1556381 -0.2722927 0.7853969 +STM0271 iucC 2.498292 0.9058068 -1.53776 0.8576014 -0.3737651 -0.712259 0.4763044 +STM0271 sinH 2.390148 1.919341 -1.478874 0.4200369 0.2351145 0.5836446 0.5594594 +STM0271 tssF 2.37796 0.674843 -1.463676 0.6269095 -0.1418331 -0.2468326 0.8050378 +STM0271 iucD 2.498292 0.9058068 -1.53776 0.8576014 -0.3737651 -0.712259 0.4763044 +STM0271 iutA 2.498292 0.9058068 -1.53776 0.8576014 -0.3737651 -0.712259 0.4763044 +STM0271 hcp.tssD 1.910297 1.111945 -1.009481 -1.461973 0.7330518 0.8896818 0.3736368 +STM0271 icsP.sopA 2.387689 0.6848789 -1.45948 0.6144119 -0.1499173 -0.260828 0.7942251 +STM0271 fyuA 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 +STM0271 ybtT 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 +STM0271 ybtU 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 +STM0271 nleC 2.228831 0.3134094 -1.312667 0.3208164 0.1944509 0.292508 0.7698982 +STM0271 irp1 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 +STM0271 irp2 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 +STM0271 ybtQ 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 +STM0271 ybtX 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 +STM0271 ybtS 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 +STM0271 ybtA 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 +STM0271 cesT 2.105182 0.6888973 -1.108883 0.5488438 0.5441155 0.9005663 0.367819 +STM0271 vipA.tssB 2.238732 0.3197832 -1.282321 0.295766 0.2116354 0.3159231 0.7520608 +STM0271 wbtL.1 2.33035 6.319153 -1.4026 -0.006499451 0.1920998 0.9750146 0.329553 +STM0271 galU 2.310431 3.714539 -1.339071 -0.6850895 -0.0912243 -0.2010782 0.8406374 +STM0271 fliH 2.240509 0.912146 -1.238428 0.8514373 0.2673837 0.5471007 0.5843095 +STM0271 clpV1 1.938284 1.532652 -0.3788232 1.380611 1.58856 3.670777 0.0002418141 +STM0271 tviA 2.003987 1.384682 -1.0682 -0.8182766 0.7228279 1.048727 0.2943037 +STM0271 tviB 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 tviC 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 tviD 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 tviE 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 vexA 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 vexB 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 vexC 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 flgM 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 vexD 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 vexE 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 +STM0271 clpV.tssH 2.117491 2.202504 -1.146399 1.941647 0.5413278 1.908515 0.05632466 +STM0271 ipfE 2.19562 1.619344 -1.388167 0.03803266 -0.6084377 -1.198502 0.2307217 +STM0271 sopA 2.32545 2.189944 -1.397923 -1.049188 0.01519656 0.04884723 0.961041 +STM0271 PA2367 1.419686 1.816297 -1.100609 -0.487702 -1.271677 -2.116699 0.03428538 +STM0271 lpfD 1.88133 2.03515 -1.36559 -0.8834252 -1.010849 -2.059053 0.0394892 +STM0271 avrA 2.277438 2.774373 -1.291565 -0.4422765 -0.2316097 -0.656026 0.5118074 +STM0271 slrP 2.34575 0.9282991 -1.444108 -0.8685456 0.09263687 0.2100698 0.8336132 +STM0271 lpfB 2.19562 1.619344 -1.388167 0.03803266 -0.6084377 -1.198502 0.2307217 +STM0271 lpfA 2.19562 1.619344 -1.388167 0.03803266 -0.6084377 -1.198502 0.2307217 +STM0271 flgL 2.248975 0.8945332 -1.343181 0.9756669 0.142863 0.2932179 0.7693556 +STM0271 PA2366 2.214605 2.146442 -1.211711 1.733338 1.097806 3.476224 0.000508528 +STM0271 cdtB.1 2.294906 1.229575 -1.378153 -1.187231 0.4671392 1.280173 0.2004843 +traJ pipB2 0.9400243 1.83436 0.7363597 0.1920888 1.244536 2.081836 0.03735746 +traJ hcp1.tssD1 3.842592 1.221749 -1.259569 1.15658 0.866291 1.493222 0.135379 +traJ ssaO 3.934143 1.295056 -1.415448 -1.388683 -0.6087979 -1.235109 0.21679 +traJ allD 3.789545 2.11446 -1.645493 -1.960644 -0.621144 -1.311812 0.1895835 +traJ allB 3.528194 2.286483 -1.772475 -2.173195 -1.090178 -2.247503 0.02460789 +traJ allC 3.766154 2.049031 -1.643168 -1.902783 -0.6597929 -1.385669 0.1658479 +traJ iucA 0.8531694 0.6602045 0.3454741 0.6017642 -1.055533 -0.7540856 0.4507978 +traJ iucB 0.8531694 0.6602045 0.3454741 0.6017642 -1.055533 -0.7540856 0.4507978 +traJ cdtB 1.08731 0.3978964 0.2851442 0.3701726 -0.7783397 -0.8507906 0.3948857 +traJ iucC 0.9183155 0.5391445 0.3441286 0.5010662 -0.9677251 -1.199633 0.230282 +traJ sinH 1.173097 1.854464 0.6098067 0.9185421 0.728446 1.19317 0.232803 +traJ tssF 1.204491 0.426824 0.2061792 0.3884626 -0.6768275 -0.6367262 0.5243032 +traJ iucD 0.9183155 0.5391445 0.3441286 0.5010662 -0.9677251 -1.199633 0.230282 +traJ iutA 0.9183155 0.5391445 0.3441286 0.5010662 -0.9677251 -1.199633 0.230282 +traJ hcp.tssD 3.912034 1.298001 -1.515416 -1.415189 0.6811087 1.555388 0.1198536 +traJ icsP.sopA 1.176669 0.4223384 0.2265482 0.377657 -0.7005918 -0.6826497 0.4948282 +traJ fyuA 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 +traJ ybtT 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 +traJ ybtU 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 +traJ nleC 1.86069 0.2492289 -0.1549484 0.2485306 -0.2388853 -0.2043085 0.8381125 +traJ irp1 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 +traJ irp2 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 +traJ ybtQ 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 +traJ ybtX 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 +traJ ybtS 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 +traJ ybtA 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 +traJ cesT 1.451764 0.500661 0.045778 0.4236096 -0.5056206 -0.3854022 0.6999394 +traJ vipA.tssB 4.009065 0.4767489 -1.251085 0.4468039 0.6348781 0.9185917 0.3583092 +traJ wbtL.1 3.735354 5.577832 -1.875483 -0.7110455 -0.7655154 -1.63749 0.1015281 +traJ galU 3.457689 3.942754 -2.027482 -1.694662 -1.300785 -3.310551 0.0009311242 +traJ fliH 1.049341 0.5650345 0.2502341 0.5244092 -0.8131322 -0.8612567 0.3890967 +traJ clpV1 3.544993 3.571772 -2.056368 -2.263234 -1.015095 -2.535019 0.01124411 +traJ tviA 3.897654 1.689316 -1.064188 -0.5285787 1.006223 1.555982 0.1197123 +traJ tviB 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ tviC 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ tviD 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ tviE 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ vexA 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ vexB 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ vexC 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ flgM 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ vexD 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ vexE 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 +traJ clpV.tssH 3.6641 3.563954 -1.868699 1.709971 0.9107437 2.106585 0.03515353 +traJ ipfE 1.101879 1.957906 0.9100387 0.911256 1.231231 2.231212 0.02566711 +traJ sopA 0.7452568 1.131674 0.3832704 -0.7950983 1.350777 1.836234 0.06632309 +traJ PA2367 0.9958207 2.862279 0.6811699 0.3818709 1.04589 1.788671 0.07366787 +traJ lpfD 1.247028 2.669546 0.8769995 -0.07711022 0.876573 1.652187 0.09849652 +traJ avrA 0.7517124 1.107485 0.3530641 -0.7927603 1.280205 1.692556 0.09053992 +traJ slrP 3.810763 1.237261 -1.313223 -1.160163 -0.8189426 -1.404 0.160319 +traJ lpfB 1.101879 1.957906 0.9100387 0.911256 1.231231 2.231212 0.02566711 +traJ lpfA 1.101879 1.957906 0.9100387 0.911256 1.231231 2.231212 0.02566711 +traJ flgL 0.8287537 0.4903491 0.4074981 0.5157915 -1.085412 -1.440579 0.1497037 +traJ PA2366 3.651616 2.236178 -1.85472 0.6278319 -0.9229198 -1.902024 0.05716806 +traJ cdtB.1 1.162469 1.688381 0.9053782 -1.711657 -0.9221361 -1.74986 0.08014253 +pipB2 hcp1.tssD1 1.925908 0.8619621 -0.5145556 0.823867 0.5709131 0.8194447 0.4125327 +pipB2 ssaO 2.165125 1.064024 -0.7501623 -1.102306 0.3552717 0.7631438 0.4453776 +pipB2 allD 2.151972 1.844639 -0.7991497 -1.749567 0.141715 0.3946728 0.6930843 +pipB2 allB 2.15262 1.834026 -0.8024653 -1.759387 0.1432889 0.3981981 0.6904842 +pipB2 allC 2.184686 1.777235 -0.8309932 -1.692834 0.2310562 0.6679581 0.5041603 +pipB2 iucA 2.028554 1.126221 -0.5946987 1.047943 0.2094075 0.4597387 0.6457038 +pipB2 iucB 2.028554 1.126221 -0.5946987 1.047943 0.2094075 0.4597387 0.6457038 +pipB2 cdtB 2.149603 0.6249483 -0.8154442 0.5868967 -0.4897838 -0.8244445 0.409687 +pipB2 iucC 2.091968 0.9406347 -0.6323187 0.8904732 -0.01746476 -0.0348155 0.9722269 +pipB2 sinH 1.459654 1.2875 -0.3906607 0.4064687 -0.859643 -1.399338 0.1617115 +pipB2 tssF 2.132901 0.6218383 -0.8229387 0.5742184 -0.440673 -0.7368241 0.4612293 +pipB2 iucD 2.091968 0.9406347 -0.6323187 0.8904732 -0.01746476 -0.0348155 0.9722269 +pipB2 iutA 2.091968 0.9406347 -0.6323187 0.8904732 -0.01746476 -0.0348155 0.9722269 +pipB2 hcp.tssD 1.909467 1.354261 -0.4627422 -1.595192 0.2647528 0.3773382 0.7059223 +pipB2 icsP.sopA 2.142145 0.6287948 -0.8202701 0.5651912 -0.4525792 -0.7566506 0.4492592 +pipB2 fyuA 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 +pipB2 ybtT 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 +pipB2 ybtU 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 +pipB2 nleC 2.108013 0.3052818 -0.6847624 0.3043082 -0.1750456 -0.2630443 0.7925164 +pipB2 irp1 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 +pipB2 irp2 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 +pipB2 ybtQ 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 +pipB2 ybtX 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 +pipB2 ybtS 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 +pipB2 ybtA 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 +pipB2 cesT 2.028928 0.7100188 -0.5241699 0.5879497 0.2926307 0.4898554 0.6242362 +pipB2 vipA.tssB 2.098548 0.3103283 -0.6757264 0.2872217 -0.1139862 -0.1687229 0.8660146 +pipB2 wbtL.1 1.779339 2.318744 -0.2813846 -2.044014 -0.5022041 -1.880555 0.06003245 +pipB2 galU 2.109208 4.987108 -0.6461019 -0.07387915 0.2460705 1.145099 0.2521683 +pipB2 fliH 1.047176 0.4849473 -0.8619353 0.456316 1.525114 2.205901 0.02739095 +pipB2 clpV1 1.784632 2.807125 -0.4198916 -1.829924 -0.4966288 -1.632664 0.1025396 +pipB2 tviA 1.511424 1.322316 -1.121657 -0.8153149 0.6440268 0.8579921 0.3908968 +pipB2 tviB 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 tviC 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 tviD 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 tviE 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 vexA 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 vexB 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 vexC 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 flgM 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 vexD 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 vexE 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 +pipB2 clpV.tssH 1.924579 2.25398 -0.3710022 1.998108 0.2801419 1.046704 0.2952363 +pipB2 ipfE 1.484675 1.57618 -1.360484 0.1937864 0.7249409 1.57117 0.1161433 +pipB2 sopA 1.900086 2.379797 -0.4849245 -0.752306 -0.3798063 -0.7606689 0.4468548 +pipB2 PA2367 1.199572 1.898136 -0.3926329 -0.4783604 -1.259283 -2.151681 0.0314225 +pipB2 lpfD 1.929766 2.807148 -1.073579 -0.7079009 0.2878394 0.7014178 0.4830423 +pipB2 avrA 1.965571 2.805287 -0.4409343 -0.4117663 -0.3573494 -0.9520381 0.3410777 +pipB2 slrP 1.969672 0.9048079 -0.3751904 -0.8497491 -0.6528965 -1.230709 0.2184319 +pipB2 lpfB 1.484675 1.57618 -1.360484 0.1937864 0.7249409 1.57117 0.1161433 +pipB2 lpfA 1.484675 1.57618 -1.360484 0.1937864 0.7249409 1.57117 0.1161433 +pipB2 flgL 2.116996 0.9029616 -0.6518032 0.9625982 -0.1437307 -0.2903522 0.7715468 +pipB2 PA2366 1.170931 2.030414 -0.3221783 -0.3108686 -1.408126 -2.421015 0.01547724 +pipB2 cdtB.1 1.737062 1.326565 -1.27363 -1.208921 -0.5335345 -1.3855 0.1658998 +hcp1.tssD1 ssaO 0.4764173 0.6055983 0.4510522 -0.6250334 1.212962 1.746249 0.08076773 +hcp1.tssD1 allD 0.4370106 1.070791 0.4123337 -1.038334 1.634475 2.407956 0.01604213 +hcp1.tssD1 allB 0.4363939 1.068307 0.4117495 -1.039386 1.634423 2.408422 0.01602163 +hcp1.tssD1 allC 0.4464827 1.024765 0.4215437 -0.9907968 1.599157 2.354842 0.0185306 +hcp1.tssD1 iucA 0.4801483 0.6378382 0.4437296 0.5847846 -1.131097 -1.602515 0.1090417 +hcp1.tssD1 iucB 0.4801483 0.6378382 0.4437296 0.5847846 -1.131097 -1.602515 0.1090417 +hcp1.tssD1 cdtB 0.5465046 0.3475755 0.5123175 0.3239372 -0.9312331 -1.29828 0.1941912 +hcp1.tssD1 iucC 0.5081278 0.5119237 0.4729928 0.4780344 -1.057675 -1.494764 0.1349761 +hcp1.tssD1 sinH 0.8015999 1.876938 0.7623537 0.8454675 0.7040934 1.256701 0.2088619 +hcp1.tssD1 tssF 0.5463796 0.3498769 0.5129802 0.3172606 -0.8948132 -1.230582 0.2184793 +hcp1.tssD1 iucD 0.5081278 0.5119237 0.4729928 0.4780344 -1.057675 -1.494764 0.1349761 +hcp1.tssD1 iutA 0.5081278 0.5119237 0.4729928 0.4780344 -1.057675 -1.494764 0.1349761 +hcp1.tssD1 hcp.tssD 0.8774875 1.532409 0.8291502 -1.74709 -0.1713551 -0.3063954 0.7593036 +hcp1.tssD1 icsP.sopA 0.9556912 0.7413036 0.8975684 0.6519996 0.1183738 0.1774041 0.859191 +hcp1.tssD1 fyuA 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 +hcp1.tssD1 ybtT 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 +hcp1.tssD1 ybtU 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 +hcp1.tssD1 nleC 0.6094839 0.1023829 0.574352 0.09794076 -0.7354062 -0.9950214 0.3197259 +hcp1.tssD1 irp1 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 +hcp1.tssD1 irp2 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 +hcp1.tssD1 ybtQ 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 +hcp1.tssD1 ybtX 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 +hcp1.tssD1 ybtS 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 +hcp1.tssD1 ybtA 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 +hcp1.tssD1 cesT 0.5488015 0.3650741 0.5156494 0.3072465 -0.8566082 -1.158001 0.2468635 +hcp1.tssD1 vipA.tssB 0.6147147 0.1098594 0.5799327 0.09264679 -0.6920712 -0.9161464 0.3595901 +hcp1.tssD1 wbtL.1 0.5693016 5.756422 0.556989 1.4003 1.542832 2.957444 0.003102012 +hcp1.tssD1 galU 0.6759103 3.038881 0.6653826 -0.2197936 1.178464 1.687841 0.09144176 +hcp1.tssD1 fliH 0.5019456 0.5030852 0.4688594 0.4668454 -0.9820971 -1.35268 0.1761578 +hcp1.tssD1 clpV1 0.9425432 2.993963 0.8935733 -1.450451 0.5132603 1.068736 0.2851888 +hcp1.tssD1 tviA 0.8581146 1.380515 0.8078891 -0.7719812 -0.1257375 -0.1688446 0.8659188 +hcp1.tssD1 tviB 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 tviC 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 tviD 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 tviE 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 vexA 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 vexB 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 vexC 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 flgM 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 vexD 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 vexE 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 +hcp1.tssD1 clpV.tssH 0.6998567 1.741486 0.6745155 1.660075 -0.9786392 -1.67993 0.09297098 +hcp1.tssD1 ipfE 0.8827915 1.715174 0.831719 0.197309 -0.1348051 -0.2461844 0.8055395 +hcp1.tssD1 sopA 0.4674008 1.11568 0.4027638 -0.8132375 1.386076 1.990001 0.04659079 +hcp1.tssD1 PA2367 0.9107254 3.006023 0.858711 -0.5653646 -0.1247342 -0.267371 0.7891835 +hcp1.tssD1 lpfD 0.938367 2.727911 0.8789057 -0.5815564 0.1673783 0.3338578 0.7384869 +hcp1.tssD1 avrA 0.7968095 1.693363 0.7368453 -1.055534 0.4133751 0.6797624 0.4966549 +hcp1.tssD1 slrP 0.9066832 0.9327705 0.8529123 -0.8717455 0.01001345 0.01510206 0.9879508 +hcp1.tssD1 lpfB 0.8827915 1.715174 0.831719 0.197309 -0.1348051 -0.2461844 0.8055395 +hcp1.tssD1 lpfA 0.8827915 1.715174 0.831719 0.197309 -0.1348051 -0.2461844 0.8055395 +hcp1.tssD1 flgL 0.8327414 0.8181818 0.7861473 0.8747035 -0.2512772 -0.4093485 0.6822839 +hcp1.tssD1 PA2366 0.8390968 2.391807 0.7872986 0.6605019 -0.6325269 -1.186692 0.2353493 +hcp1.tssD1 cdtB.1 0.9373867 1.429807 0.8872343 -1.326127 -0.1798835 -0.3460995 0.7292679 +ssaO allD 1.130791 2.198441 -1.145804 -1.971217 0.6868885 1.350005 0.1770145 +ssaO allB 1.132496 2.174894 -1.147485 -1.990702 0.6840479 1.346902 0.1780119 +ssaO allC 1.131476 2.121991 -1.144878 -1.90635 0.7070146 1.400375 0.1614009 +ssaO iucA 0.5862439 0.6090735 -0.6043254 0.5774695 1.37942 2.043696 0.04098358 +ssaO iucB 0.5862439 0.6090735 -0.6043254 0.5774695 1.37942 2.043696 0.04098358 +ssaO cdtB 0.6565341 0.3271216 -0.6769015 0.3107345 1.151615 1.660363 0.09684146 +ssaO iucC 0.6178843 0.4896168 -0.6363576 0.4679791 1.293914 1.901185 0.05727774 +ssaO sinH 1.07054 1.815768 -1.126812 0.5327263 -0.1913839 -0.4350524 0.6635244 +ssaO tssF 0.6529394 0.3262273 -0.6748204 0.302223 1.109781 1.579261 0.1142761 +ssaO iucD 0.6178843 0.4896168 -0.6363576 0.4679791 1.293914 1.901185 0.05727774 +ssaO iutA 0.6178843 0.4896168 -0.6363576 0.4679791 1.293914 1.901185 0.05727774 +ssaO hcp.tssD 1.054514 1.535226 -1.103019 -1.736067 0.1811288 0.3725285 0.7094994 +ssaO icsP.sopA 0.6553485 0.3289139 -0.6756925 0.3004544 1.119339 1.597213 0.1102182 +ssaO fyuA 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 +ssaO ybtT 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 +ssaO ybtU 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 +ssaO nleC 0.7183888 0.08512009 -0.7424208 0.08064533 0.9389336 1.305898 0.1915874 +ssaO irp1 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 +ssaO irp2 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 +ssaO ybtQ 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 +ssaO ybtX 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 +ssaO ybtS 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 +ssaO ybtA 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 +ssaO cesT 0.6522452 0.3384607 -0.6743325 0.2905069 1.068105 1.496974 0.1344 +ssaO vipA.tssB 0.7202883 0.08952815 -0.7460816 0.07460339 0.891142 1.212801 0.225206 +ssaO wbtL.1 1.005135 6.442691 -1.036421 -0.7064252 0.876709 1.782482 0.07467067 +ssaO galU 1.005398 4.941779 -1.034445 -0.770771 0.8459039 1.736869 0.08241029 +ssaO fliH 0.6046011 0.4764795 -0.6243226 0.4486642 1.203378 1.727537 0.08407124 +ssaO clpV1 0.4580104 1.0734 -0.4725394 0.926336 1.659912 2.52959 0.01141958 +ssaO tviA 0.9413169 1.314914 -0.9846778 -0.8036399 0.3600593 0.5039291 0.6143112 +ssaO tviB 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO tviC 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO tviD 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO tviE 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO vexA 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO vexB 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO vexC 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO flgM 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO vexD 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO vexE 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 +ssaO clpV.tssH 1.033626 3.90687 -1.059818 1.264426 -0.6912681 -1.354838 0.1754691 +ssaO ipfE 1.125591 1.798416 -1.179577 0.320752 -0.2131917 -0.4714999 0.6372838 +ssaO sopA 0.9825906 1.618324 -1.048158 -1.280782 -0.4280146 -0.9152699 0.36005 +ssaO PA2367 1.000575 2.761284 -1.066164 -0.2810555 -0.5253263 -1.152593 0.2490776 +ssaO lpfD 1.133322 2.684928 -1.197063 -0.5158274 -0.4993049 -1.227164 0.2197609 +ssaO avrA 0.5256897 0.9630601 -0.543863 -0.8560078 -1.665697 -2.542876 0.01099441 +ssaO slrP 0.601502 0.4957123 -0.6205573 -0.4676137 -1.231201 -1.776906 0.07558372 +ssaO lpfB 1.125591 1.798416 -1.179577 0.320752 -0.2131917 -0.4714999 0.6372838 +ssaO lpfA 1.125591 1.798416 -1.179577 0.320752 -0.2131917 -0.4714999 0.6372838 +ssaO flgL 0.9514038 0.7837972 -1.030646 0.8693347 0.337751 0.566231 0.5712368 +ssaO PA2366 1.049587 3.217455 -1.107703 0.07755387 -0.3037558 -0.7593325 0.4476537 +ssaO cdtB.1 1.024891 1.254452 -1.081329 -1.175424 -0.2987103 -0.6425476 0.5205177 +allD allB 2.341921 2.311737 -2.273317 -2.263804 1.569244 4.023754 5.727784e-05 +allD allC 2.419635 2.192439 -2.328536 -2.160828 1.659733 4.049656 5.129289e-05 +allD iucA 1.894254 1.148719 -1.776794 1.056663 -0.1402699 -0.3133323 0.7540282 +allD iucB 1.894254 1.148719 -1.776794 1.056663 -0.1402699 -0.3133323 0.7540282 +allD cdtB 1.882795 0.7034524 -1.766482 0.6603556 -0.1087911 -0.1942963 0.8459439 +allD iucC 2.010708 0.9644567 -1.830315 0.9097365 -0.3418609 -0.6962004 0.4863033 +allD sinH 1.839005 1.840015 -1.765285 0.4368651 0.1618032 0.4887113 0.6250461 +allD tssF 1.897277 0.6937818 -1.785236 0.6438611 -0.1431689 -0.247094 0.8048355 +allD iucD 2.010708 0.9644567 -1.830315 0.9097365 -0.3418609 -0.6962004 0.4863033 +allD iutA 2.010708 0.9644567 -1.830315 0.9097365 -0.3418609 -0.6962004 0.4863033 +allD hcp.tssD 1.819865 1.480524 -1.726353 -1.667806 0.01339337 0.03604665 0.9712452 +allD icsP.sopA 1.519965 0.5673311 -1.496794 0.5323223 0.618978 1.031094 0.3024969 +allD fyuA 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 +allD ybtT 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 +allD ybtU 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 +allD nleC 1.665501 0.2788342 -1.615132 0.2896591 0.3007154 0.4489717 0.6534521 +allD irp1 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 +allD irp2 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 +allD ybtQ 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 +allD ybtX 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 +allD ybtS 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 +allD ybtA 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 +allD cesT 1.922843 0.7120301 -1.819742 0.6089475 -0.2058346 -0.3426108 0.7318913 +allD vipA.tssB 1.684884 0.2911275 -1.612989 0.2671827 0.2769467 0.3986858 0.6901247 +allD wbtL.1 1.856305 6.399638 -1.785947 -0.1267683 0.5715079 2.54232 0.01101193 +allD galU 1.851159 5.089321 -1.792258 -0.3381306 0.7305 2.7937 0.005210875 +allD fliH 1.471168 0.73782 -1.375929 0.6883157 0.8099704 1.378272 0.1681192 +allD clpV1 1.41215 1.479076 -0.9716272 1.109259 1.424548 2.793451 0.005214893 +allD tviA 1.440316 1.257104 -1.393197 -0.8431645 0.7890197 1.131254 0.2579481 +allD tviB 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD tviC 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD tviD 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD tviE 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD vexA 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD vexB 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD vexC 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD flgM 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD vexD 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD vexE 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 +allD clpV.tssH 1.864442 2.479299 -1.860987 2.124749 -0.4931166 -1.848332 0.06455429 +allD ipfE 1.75716 1.716357 -1.701683 0.2488807 0.2262331 0.643241 0.5200677 +allD sopA 1.87103 2.413132 -1.76577 -0.9353444 0.2048205 0.6702314 0.5027103 +allD PA2367 1.809511 2.923181 -1.705268 -0.44405 -0.1282964 -0.4183258 0.6757089 +allD lpfD 1.82174 2.73157 -1.730678 -0.6842262 0.006017359 0.01949427 0.9844468 +allD avrA 1.653196 1.669512 -1.53899 -1.22396 -0.5893409 -1.614052 0.1065161 +allD slrP 1.444112 0.757699 -1.382519 -0.7057059 -0.8562574 -1.490345 0.1361335 +allD lpfB 1.75716 1.716357 -1.701683 0.2488807 0.2262331 0.643241 0.5200677 +allD lpfA 1.75716 1.716357 -1.701683 0.2488807 0.2262331 0.643241 0.5200677 +allD flgL 1.750075 0.8767325 -1.691185 0.9579055 0.1302215 0.2537617 0.7996797 +allD PA2366 1.781036 2.969826 -1.576062 -0.08356573 -0.492584 -1.350217 0.1769465 +allD cdtB.1 1.741033 1.32527 -1.683642 -1.208086 -0.4010211 -1.197158 0.231245 +allB allC 2.412806 2.217071 -2.349115 -2.185552 1.689161 4.037232 5.408565e-05 +allB iucA 1.882222 1.148836 -1.786828 1.056757 -0.1395624 -0.3120272 0.7550199 +allB iucB 1.882222 1.148836 -1.786828 1.056757 -0.1395624 -0.3120272 0.7550199 +allB cdtB 1.870099 0.703383 -1.77567 0.660303 -0.1063742 -0.1904106 0.8489874 +allB iucC 1.99373 0.9649887 -1.843914 0.9101586 -0.3395333 -0.693593 0.4879375 +allB sinH 1.828055 1.84018 -1.774898 0.4366164 0.1619643 0.4893894 0.6245661 +allB tssF 1.88436 0.6938241 -1.794493 0.6438765 -0.1406578 -0.2432648 0.8078003 +allB iucD 1.99373 0.9649887 -1.843914 0.9101586 -0.3395333 -0.693593 0.4879375 +allB iutA 1.99373 0.9649887 -1.843914 0.9101586 -0.3395333 -0.693593 0.4879375 +allB hcp.tssD 1.809994 1.480495 -1.734667 -1.667822 0.01366276 0.03678644 0.9706553 +allB icsP.sopA 1.514379 0.5667152 -1.500282 0.5318501 0.6197324 1.032747 0.3017223 +allB fyuA 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 +allB ybtT 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 +allB ybtU 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 +allB nleC 1.657339 0.2783073 -1.619946 0.2892108 0.302863 0.4527904 0.6506997 +allB irp1 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 +allB irp2 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 +allB ybtQ 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 +allB ybtX 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 +allB ybtS 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 +allB ybtA 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 +allB cesT 1.540135 0.6259853 -1.495783 0.4807056 0.563049 0.8716724 0.3833871 +allB vipA.tssB 1.676243 0.2906509 -1.618077 0.26671 0.2792938 0.4026417 0.6872118 +allB wbtL.1 1.851102 6.477035 -1.791487 -0.1422346 0.5951325 2.592445 0.009529628 +allB galU 1.84355 5.121302 -1.798026 -0.3493595 0.7467236 2.794141 0.00520377 +allB fliH 1.066931 0.435392 -1.036775 0.4090133 1.618184 2.373043 0.01764223 +allB clpV1 1.650341 1.739774 -1.095069 1.186326 1.009641 2.445891 0.01444946 +allB tviA 1.435124 1.256356 -1.395977 -0.8436833 0.79014 1.133471 0.2570166 +allB tviB 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB tviC 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB tviD 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB tviE 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB vexA 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB vexB 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB vexC 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB flgM 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB vexD 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB vexE 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 +allB clpV.tssH 1.846421 2.441062 -1.838714 2.07948 -0.3465141 -1.283266 0.199399 +allB ipfE 1.814419 1.745813 -1.740488 0.2629372 -0.006199547 -0.01873933 0.985049 +allB sopA 1.814789 2.197668 -1.741222 -1.043359 0.006631084 0.02043576 0.9836958 +allB PA2367 1.785279 2.79908 -1.645736 -0.4021978 -0.3327462 -0.9873494 0.3234714 +allB lpfD 1.811953 2.731456 -1.739174 -0.6841792 0.005640939 0.01828147 0.9854143 +allB avrA 1.503208 1.487002 -1.449557 -1.214471 -0.8924747 -2.132328 0.0329799 +allB slrP 1.43932 0.7570888 -1.385654 -0.7051599 -0.8564667 -1.490888 0.1359908 +allB lpfB 1.814419 1.745813 -1.740488 0.2629372 -0.006199547 -0.01873933 0.985049 +allB lpfA 1.814419 1.745813 -1.740488 0.2629372 -0.006199547 -0.01873933 0.985049 +allB flgL 1.741158 0.8763591 -1.697841 0.9576404 0.1312168 0.2558895 0.7980361 +allB PA2366 1.772571 2.970689 -1.584071 -0.08250263 -0.490796 -1.348198 0.1775947 +allB cdtB.1 1.783792 1.350347 -1.722683 -1.23347 -0.187301 -0.588589 0.556137 +allC iucA 1.83608 1.154084 -1.72074 1.058882 -0.1763836 -0.3929491 0.6943571 +allC iucB 1.83608 1.154084 -1.72074 1.058882 -0.1763836 -0.3929491 0.6943571 +allC cdtB 1.831345 0.7076342 -1.710128 0.6621535 -0.1504491 -0.2675373 0.7890555 +allC iucC 1.953098 0.9675159 -1.771721 0.9090917 -0.3828588 -0.7785335 0.4362546 +allC sinH 1.761375 1.846478 -1.719167 0.4281033 0.2494797 0.7318413 0.4642654 +allC tssF 1.840853 0.6960368 -1.729473 0.6454435 -0.1790432 -0.3090518 0.7572821 +allC iucD 1.953098 0.9675159 -1.771721 0.9090917 -0.3828588 -0.7785335 0.4362546 +allC iutA 1.953098 0.9675159 -1.771721 0.9090917 -0.3828588 -0.7785335 0.4362546 +allC hcp.tssD 1.757929 1.486283 -1.681521 -1.666517 -0.04498226 -0.1185701 0.905616 +allC icsP.sopA 1.471425 0.5748486 -1.445676 0.5397306 0.5803159 0.9627478 0.3356741 +allC fyuA 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 +allC ybtT 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 +allC ybtU 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 +allC nleC 1.615843 0.2842535 -1.563838 0.2939495 0.261255 0.3887788 0.6974398 +allC irp1 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 +allC irp2 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 +allC ybtQ 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 +allC ybtX 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 +allC ybtS 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 +allC ybtA 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 +allC cesT 1.495753 0.630799 -1.439169 0.4894032 0.5282523 0.8189947 0.4127894 +allC vipA.tssB 1.632545 0.2950494 -1.561236 0.2712543 0.2408584 0.3468092 0.7287346 +allC wbtL.1 1.78283 6.502628 -1.715977 -0.1875104 0.6468153 2.709011 0.0067484 +allC galU 2.258986 1.91239 0.2766387 1.529589 1.679714 4.525925 6.013186e-06 +allC fliH 1.023562 0.4455266 -0.9879667 0.41881 1.583564 2.321486 0.02026064 +allC clpV1 2.152489 1.607387 0.06953368 1.290612 1.358983 3.230198 0.001237046 +allC tviA 1.391528 1.265206 -1.344616 -0.8377843 0.7516571 1.076505 0.2817013 +allC tviB 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC tviC 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC tviD 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC tviE 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC vexA 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC vexB 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC vexC 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC flgM 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC vexD 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC vexE 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 +allC clpV.tssH 1.775022 2.486577 -1.778473 2.071223 -0.4024059 -1.468922 0.141854 +allC ipfE 1.704186 1.726962 -1.647543 0.2534086 0.1591212 0.4428846 0.6578492 +allC sopA 1.766601 2.301659 -1.676228 -0.9759735 0.06715093 0.2020698 0.8398622 +allC PA2367 1.73786 2.835525 -1.574835 -0.4208571 -0.2734937 -0.7965387 0.425719 +allC lpfD 1.762488 2.711723 -1.668035 -0.6757987 -0.06682523 -0.2090624 0.8343995 +allC avrA 1.463203 1.495209 -1.379064 -1.22554 -0.8604632 -2.049156 0.04044691 +allC slrP 1.394934 0.7659208 -1.330672 -0.7138574 -0.8205974 -1.426229 0.1538021 +allC lpfB 1.704186 1.726962 -1.647543 0.2534086 0.1591212 0.4428846 0.6578492 +allC lpfA 1.704186 1.726962 -1.647543 0.2534086 0.1591212 0.4428846 0.6578492 +allC flgL 1.698881 0.8851481 -1.635097 0.9627229 0.09392192 0.1831008 0.8547189 +allC PA2366 1.630966 2.16116 -0.6067156 -0.2523828 -1.203969 -1.477907 0.1394327 +allC cdtB.1 1.684721 1.328851 -1.628604 -1.218577 -0.3358741 -0.9829586 0.3256278 +iucA iucB 1.58079 1.580792 1.54777 1.547769 1.5405 3.117167 0.001825981 +iucA cdtB 1.530783 0.9057502 1.260898 0.8315979 0.8067255 1.350374 0.1768959 +iucA iucC 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 +iucA sinH 1.089751 1.770896 0.9921116 0.1229722 -0.8192081 -1.652227 0.09848827 +iucA tssF 1.496173 0.8519293 1.310073 0.8041347 0.7876887 1.310424 0.1900523 +iucA iucD 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 +iucA iutA 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 +iucA hcp.tssD 1.256268 1.441221 1.096755 -1.549655 0.5501935 1.182161 0.2371416 +iucA icsP.sopA 1.121697 0.6900094 1.038079 0.6134855 -0.01840495 -0.02829327 0.9774283 +iucA fyuA 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucA ybtT 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucA ybtU 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucA nleC 1.258974 0.3763442 1.137104 0.3739135 0.261154 0.3666319 0.7138936 +iucA irp1 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucA irp2 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucA ybtQ 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucA ybtX 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucA ybtS 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucA ybtA 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucA cesT 1.134314 0.7093702 1.048473 0.5963204 0.009431357 0.01383715 0.9889599 +iucA vipA.tssB 1.253514 0.371165 1.14673 0.3485392 0.2609075 0.3598106 0.7189888 +iucA wbtL.1 1.019432 6.489531 0.9810757 -0.7004935 -0.9677566 -2.081291 0.03740732 +iucA galU 1.008296 5.149093 0.9629856 -0.76199 -0.9186835 -1.955753 0.0504943 +iucA fliH 0.6371633 0.4806734 0.5847111 0.4417555 -1.121964 -1.584305 0.1131244 +iucA clpV1 0.6503178 1.432693 0.4209461 0.7316674 -1.429822 -2.011573 0.04426495 +iucA tviA 0.9997642 1.34102 0.930444 -0.8045516 -0.2874614 -0.3983025 0.6904072 +iucA tviB 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA tviC 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA tviD 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA tviE 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA vexA 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA vexB 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA vexC 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA flgM 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA vexD 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA vexE 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucA clpV.tssH 1.12918 2.28755 1.041206 1.98706 -0.03942571 -0.1071743 0.9146507 +iucA ipfE 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 +iucA sopA 1.153684 2.511369 1.090582 -1.073435 -0.4150992 -0.9349058 0.3498369 +iucA PA2367 1.133141 3.047337 1.055226 -0.5950539 -0.2047775 -0.4870117 0.62625 +iucA lpfD 1.093682 2.748975 1.020578 -0.7699904 -0.167069 -0.3559975 0.7218425 +iucA avrA 1.135738 3.020079 1.052775 -0.2699497 -0.0587481 -0.1433038 0.8860503 +iucA slrP 1.025877 0.851988 0.9439888 -0.7915183 0.256802 0.4178511 0.676056 +iucA lpfB 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 +iucA lpfA 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 +iucA flgL 0.9739816 0.7707923 0.9318502 0.836862 -0.4054108 -0.6879496 0.4914845 +iucA PA2366 1.116799 3.253764 1.032329 0.0151578 0.1389289 0.324325 0.745692 +iucA cdtB.1 1.100639 1.293878 0.9955299 -1.183167 0.1957921 0.4246151 0.6711173 +iucB cdtB 1.530783 0.9057502 1.260898 0.8315979 0.8067255 1.350374 0.1768959 +iucB iucC 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 +iucB sinH 1.089751 1.770896 0.9921116 0.1229722 -0.8192081 -1.652227 0.09848827 +iucB tssF 1.496173 0.8519293 1.310073 0.8041347 0.7876887 1.310424 0.1900523 +iucB iucD 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 +iucB iutA 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 +iucB hcp.tssD 1.256268 1.441221 1.096755 -1.549655 0.5501935 1.182161 0.2371416 +iucB icsP.sopA 1.121697 0.6900094 1.038079 0.6134855 -0.01840495 -0.02829327 0.9774283 +iucB fyuA 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucB ybtT 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucB ybtU 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucB nleC 1.258974 0.3763442 1.137104 0.3739135 0.261154 0.3666319 0.7138936 +iucB irp1 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucB irp2 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucB ybtQ 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucB ybtX 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucB ybtS 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucB ybtA 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 +iucB cesT 1.134314 0.7093702 1.048473 0.5963204 0.009431357 0.01383715 0.9889599 +iucB vipA.tssB 1.253514 0.371165 1.14673 0.3485392 0.2609075 0.3598106 0.7189888 +iucB wbtL.1 1.019432 6.489531 0.9810757 -0.7004935 -0.9677566 -2.081291 0.03740732 +iucB galU 1.008296 5.149093 0.9629856 -0.76199 -0.9186835 -1.955753 0.0504943 +iucB fliH 0.6371633 0.4806734 0.5847111 0.4417555 -1.121964 -1.584305 0.1131244 +iucB clpV1 0.6503178 1.432693 0.4209461 0.7316674 -1.429822 -2.011573 0.04426495 +iucB tviA 0.9997642 1.34102 0.930444 -0.8045516 -0.2874614 -0.3983025 0.6904072 +iucB tviB 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB tviC 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB tviD 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB tviE 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB vexA 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB vexB 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB vexC 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB flgM 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB vexD 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB vexE 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 +iucB clpV.tssH 1.12918 2.28755 1.041206 1.98706 -0.03942571 -0.1071743 0.9146507 +iucB ipfE 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 +iucB sopA 1.153684 2.511369 1.090582 -1.073435 -0.4150992 -0.9349058 0.3498369 +iucB PA2367 1.133141 3.047337 1.055226 -0.5950539 -0.2047775 -0.4870117 0.62625 +iucB lpfD 1.093682 2.748975 1.020578 -0.7699904 -0.167069 -0.3559975 0.7218425 +iucB avrA 1.135738 3.020079 1.052775 -0.2699497 -0.0587481 -0.1433038 0.8860503 +iucB slrP 1.025877 0.851988 0.9439888 -0.7915183 0.256802 0.4178511 0.676056 +iucB lpfB 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 +iucB lpfA 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 +iucB flgL 0.9739816 0.7707923 0.9318502 0.836862 -0.4054108 -0.6879496 0.4914845 +iucB PA2366 1.116799 3.253764 1.032329 0.0151578 0.1389289 0.324325 0.745692 +iucB cdtB.1 1.100639 1.293878 0.9955299 -1.183167 0.1957921 0.4246151 0.6711173 +cdtB iucC 0.4824906 0.838991 0.4477608 -0.8666818 1.620617 2.410712 0.01592142 +cdtB sinH 0.571752 1.67264 0.5428737 -0.03237634 -1.055251 -1.701614 0.0888277 +cdtB tssF 0.802842 0.5415143 -0.8399745 0.4964618 1.660984 2.450622 0.01426096 +cdtB iucD 0.4824906 0.838991 0.4477608 -0.8666818 1.620617 2.410712 0.01592142 +cdtB iutA 0.4824906 0.838991 0.4477608 -0.8666818 1.620617 2.410712 0.01592142 +cdtB hcp.tssD 0.7613753 1.288947 0.6849708 -1.337112 1.10769 1.875818 0.06068029 +cdtB icsP.sopA 0.7954941 0.7975215 0.7238841 0.6749611 0.2678566 0.3852704 0.7000371 +cdtB fyuA 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 +cdtB ybtT 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 +cdtB ybtU 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 +cdtB nleC 0.9719917 0.4476238 0.7490021 0.4369588 0.5779185 0.6814268 0.4956014 +cdtB irp1 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 +cdtB irp2 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 +cdtB ybtQ 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 +cdtB ybtX 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 +cdtB ybtS 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 +cdtB ybtA 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 +cdtB cesT 0.7927447 0.7823458 0.7330901 0.6710024 0.2554318 0.3655326 0.7147139 +cdtB vipA.tssB 0.9248478 0.4264243 0.7889413 0.4020169 0.5373412 0.689983 0.4902049 +cdtB wbtL.1 0.6270628 6.461312 0.6106943 -0.5822654 -0.7662805 -1.751963 0.07978016 +cdtB galU 0.6238643 5.12403 0.6025558 -0.6221792 -0.707983 -1.534281 0.1249606 +cdtB fliH 0.3470571 0.5470688 0.3236162 0.5097608 -0.9234972 -1.284615 0.1989268 +cdtB clpV1 0.2938853 1.387803 0.1830018 0.8539605 -1.26826 -1.777304 0.07551832 +cdtB tviA 0.6762861 1.409166 0.6386605 -0.7496376 -0.04295128 -0.05746636 0.9541737 +cdtB tviB 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB tviC 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB tviD 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB tviE 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB vexA 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB vexB 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB vexC 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB flgM 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB vexD 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB vexE 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 +cdtB clpV.tssH 0.6602382 2.049825 0.5933844 1.893781 -0.4241786 -0.9096263 0.3630196 +cdtB ipfE 0.5040143 1.584447 0.484176 -0.1054886 -0.7789643 -1.219781 0.2225479 +cdtB sopA 0.6909465 2.676267 0.6648851 -1.004668 -0.4978576 -0.8860958 0.3755659 +cdtB PA2367 0.6919042 3.029904 0.6596949 -0.5933386 -0.1793383 -0.3602994 0.7186233 +cdtB lpfD 0.616143 2.742535 0.593754 -0.8984629 -0.3644701 -0.6357041 0.5249693 +cdtB avrA 0.6043385 1.697592 0.5529983 -1.107241 0.3687957 0.6228969 0.5333523 +cdtB slrP 0.6881481 0.9320808 0.6482641 -0.871013 0.01351881 0.02128316 0.9830198 +cdtB lpfB 0.5040143 1.584447 0.484176 -0.1054886 -0.7789643 -1.219781 0.2225479 +cdtB lpfA 0.5040143 1.584447 0.484176 -0.1054886 -0.7789643 -1.219781 0.2225479 +cdtB flgL 0.6633531 0.8734421 0.6325501 0.9406634 -0.09476433 -0.1503703 0.8804724 +cdtB PA2366 0.6581127 3.195022 0.6101839 0.1234813 0.3573685 0.7272199 0.4670912 +cdtB cdtB.1 0.3455887 0.8280416 0.2977856 -0.759084 1.263349 1.850547 0.06423477 +iucC sinH 0.775702 1.657831 0.7281304 -0.08336428 -1.266998 -2.119576 0.03404185 +iucC tssF 0.8082481 0.4568164 -0.842095 0.4206678 1.539842 2.276499 0.02281618 +iucC iucD 1.377229 1.377229 1.192796 1.192796 1.335161 2.539025 0.01111618 +iucC iutA 1.377229 1.377229 1.192796 1.192796 1.335161 2.539025 0.01111618 +iucC hcp.tssD 1.051643 1.386786 0.951118 -1.485811 0.7630346 1.500596 0.13346 +iucC icsP.sopA 0.9732418 0.7227798 0.9166405 0.6345458 0.07544119 0.1140623 0.9091884 +iucC fyuA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucC ybtT 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucC ybtU 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucC nleC 1.111416 0.3972032 1.004742 0.3922722 0.3609291 0.4954256 0.6202997 +iucC irp1 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucC irp2 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucC ybtQ 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucC ybtX 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucC ybtS 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucC ybtA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucC cesT 0.9789876 0.7309543 0.9242583 0.6194309 0.08729324 0.1280246 0.8981295 +iucC vipA.tssB 1.098462 0.3873343 1.016296 0.3642474 0.3504909 0.4780526 0.6326128 +iucC wbtL.1 0.8608394 6.4734 0.8384082 -0.6245271 -0.8511788 -1.927758 0.05388518 +iucC galU 0.8521862 5.141666 0.8247274 -0.6793624 -0.8043874 -1.769042 0.07688683 +iucC fliH 0.5112494 0.5085772 0.4777412 0.4707158 -1.049185 -1.478721 0.1392149 +iucC clpV1 0.4851709 1.398267 0.3232514 0.7892282 -1.382858 -1.967966 0.04907191 +iucC tviA 0.8575531 1.364332 0.8158431 -0.7829425 -0.2000673 -0.2751732 0.7831832 +iucC tviB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC tviC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC tviD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC tviE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC vexA 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC vexB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC vexC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC flgM 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC vexD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC vexE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucC clpV.tssH 0.9312428 2.168614 0.8644256 1.960148 -0.2153673 -0.5339415 0.593382 +iucC ipfE 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 +iucC sopA 0.9215632 2.744774 0.8950083 -1.060009 -0.6779943 -1.342917 0.1792987 +iucC PA2367 0.9301972 3.08798 0.8976496 -0.7185401 -0.4047291 -0.9121071 0.3617124 +iucC lpfD 0.8065369 2.750563 0.7820058 -0.9946548 -0.5511319 -1.005202 0.3147995 +iucC avrA 0.9521033 3.081437 0.9113306 -0.2922484 -0.2104685 -0.4942775 0.6211102 +iucC slrP 0.8749626 0.8784749 0.8260442 -0.8187196 0.176918 0.2860023 0.7748764 +iucC lpfB 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 +iucC lpfA 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 +iucC flgL 0.8390309 0.8089211 0.8141409 0.8743174 -0.2949091 -0.4904466 0.6238179 +iucC PA2366 0.9310098 2.537204 0.8754787 0.8371932 -0.3208286 -0.7376738 0.4607127 +iucC cdtB.1 0.8021408 1.129791 0.7366892 -1.041618 0.595839 1.066157 0.2863526 +sinH tssF 1.649231 0.5587571 -0.0385489 0.523037 -0.9913814 -1.583116 0.113395 +sinH iucD 1.657831 0.775702 -0.08336428 0.7281304 -1.266998 -2.119579 0.03404154 +sinH iutA 1.657831 0.775702 -0.08336428 0.7281304 -1.266998 -2.119579 0.03404154 +sinH hcp.tssD 1.875557 1.592655 0.4141049 -1.716199 -0.2276696 -0.4323465 0.6654896 +sinH icsP.sopA 1.77328 0.6889999 0.3422427 0.624104 -0.2649611 -0.4720064 0.6369222 +sinH fyuA 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 +sinH ybtT 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 +sinH ybtU 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 +sinH nleC 1.688774 0.2671094 0.08253519 0.2591136 -0.7480123 -1.128247 0.2592156 +sinH irp1 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 +sinH irp2 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 +sinH ybtQ 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 +sinH ybtX 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 +sinH ybtS 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 +sinH ybtA 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 +sinH cesT 1.775226 0.7033863 0.3493368 0.5933185 -0.2119988 -0.3660064 0.7143603 +sinH vipA.tssB 1.676767 0.2648633 0.08969445 0.2443066 -0.6789789 -1.00047 0.3170831 +sinH wbtL.1 1.626522 2.242109 0.5770772 -2.064224 -0.4091271 -1.431269 0.1523531 +sinH galU 1.873057 5.081229 0.5223344 -0.2395992 0.4282778 1.667908 0.09533408 +sinH fliH 1.878892 0.7971426 0.8850403 0.753765 0.7202634 1.271573 0.2035248 +sinH clpV1 1.821788 1.686822 1.095665 1.357026 1.039622 2.632278 0.008481439 +sinH tviA 1.76826 1.40935 0.3590676 -0.7335823 -0.1992381 -0.3047093 0.7605876 +sinH tviB 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH tviC 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH tviD 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH tviE 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH vexA 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH vexB 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH vexC 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH flgM 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH vexD 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH vexE 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 +sinH clpV.tssH 1.667991 2.182483 0.5771968 1.955321 0.4182768 1.488194 0.1366997 +sinH ipfE 2.035986 1.794655 0.4988751 0.1159236 0.6697394 1.048529 0.2943951 +sinH sopA 1.873739 2.033047 0.3230936 -1.281313 0.6671756 1.768866 0.07691616 +sinH PA2367 1.837449 3.042849 0.4557993 -0.4810529 0.07664568 0.1925038 0.8473476 +sinH lpfD 1.927043 2.91869 0.5609404 -0.7975625 0.4327031 0.9535762 0.3402982 +sinH avrA 1.795004 2.949962 0.4793742 -0.2934509 -0.05036877 -0.1311523 0.8956548 +sinH slrP 1.730392 0.9074336 0.2754724 -0.8530113 0.3771672 0.718755 0.4722919 +sinH lpfB 2.035986 1.794655 0.4988751 0.1159236 0.6697394 1.048529 0.2943951 +sinH lpfA 2.035986 1.794655 0.4988751 0.1159236 0.6697394 1.048529 0.2943951 +sinH flgL 1.807173 0.9050059 0.4779488 0.9736244 0.03090682 0.06532985 0.9479114 +sinH PA2366 1.835386 2.576232 0.5553226 1.133859 0.4810982 1.189868 0.2340982 +sinH cdtB.1 1.833623 1.362532 0.4864446 -1.243287 -0.1473729 -0.3490952 0.7270178 +tssF iucD 0.4568159 0.8082479 0.4206679 -0.8420951 1.539842 2.276499 0.02281618 +tssF iutA 0.4568159 0.8082479 0.4206679 -0.8420951 1.539842 2.276499 0.02281618 +tssF hcp.tssD 0.5356894 0.9565677 0.4859896 -0.9803676 1.769725 2.614186 0.008944025 +tssF icsP.sopA 0.75092 0.7714161 0.6975195 0.6727455 0.2102661 0.3121734 0.7549088 +tssF fyuA 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 +tssF ybtT 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 +tssF ybtU 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 +tssF nleC 0.8355853 0.419041 0.7674545 0.4309692 0.4490282 0.6384683 0.5231689 +tssF irp1 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 +tssF irp2 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 +tssF ybtQ 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 +tssF ybtX 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 +tssF ybtS 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 +tssF ybtA 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 +tssF cesT 0.7963886 0.8222266 0.7403279 0.6778274 0.3113444 0.4427161 0.6579711 +tssF vipA.tssB 0.9075461 0.4563837 0.8256525 0.4274462 0.5801622 0.7659428 0.4437103 +tssF wbtL.1 0.6246625 6.348434 0.5917784 -0.5401176 -0.6356934 -1.273749 0.2027525 +tssF galU 0.6250887 4.900388 0.588462 -0.6097353 -0.613309 -1.160184 0.2459741 +tssF fliH 0.3495918 0.5472097 0.3171061 0.5105618 -0.8870699 -1.216951 0.2236228 +tssF clpV1 0.2894217 1.37231 0.1881232 0.8706021 -1.215404 -1.650599 0.09882051 +tssF tviA 0.684089 1.422675 0.6342991 -0.7410116 -0.000559012 -0.0007386919 0.9994106 +tssF tviB 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF tviC 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF tviD 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF tviE 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF vexA 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF vexB 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF vexC 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF flgM 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF vexD 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF vexE 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 +tssF clpV.tssH 0.6825397 2.286622 0.6322588 1.983972 -0.0366936 -0.06127088 0.9511435 +tssF ipfE 0.5041028 1.577538 0.4731556 -0.1002436 -0.7289772 -1.124978 0.2605983 +tssF sopA 0.6813481 2.590119 0.6480972 -1.088071 -0.47949 -0.8371504 0.4025081 +tssF PA2367 0.6477602 3.080226 0.6136992 -0.8673015 -0.5370924 -0.9714259 0.3313363 +tssF lpfD 0.6198309 2.730407 0.5834383 -0.8785355 -0.3052697 -0.521823 0.6017936 +tssF avrA 0.6928268 3.034812 0.6433001 -0.2999529 -0.09696838 -0.1819265 0.8556404 +tssF slrP 0.346642 0.5645375 0.3136489 -0.5275065 0.9100199 1.253759 0.2099296 +tssF lpfB 0.5041028 1.577538 0.4731556 -0.1002436 -0.7289772 -1.124978 0.2605983 +tssF lpfA 0.5041028 1.577538 0.4731556 -0.1002436 -0.7289772 -1.124978 0.2605983 +tssF flgL 0.6533574 0.8666993 0.6063348 0.9289062 -0.1184093 -0.1881722 0.8507417 +tssF PA2366 0.5994226 3.239789 0.5419202 0.3827504 0.6424356 1.167235 0.2431153 +tssF cdtB.1 0.3413244 0.8203823 0.2898207 -0.7569125 1.217652 1.756918 0.07893174 +iucD iutA 1.377229 1.377229 1.192796 1.192796 1.335161 2.539025 0.01111618 +iucD hcp.tssD 1.051643 1.386786 0.951118 -1.485811 0.7630346 1.500596 0.13346 +iucD icsP.sopA 0.9732418 0.7227798 0.9166405 0.6345458 0.07544119 0.1140623 0.9091884 +iucD fyuA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucD ybtT 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucD ybtU 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucD nleC 1.111416 0.3972032 1.004742 0.3922722 0.3609291 0.4954256 0.6202997 +iucD irp1 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucD irp2 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucD ybtQ 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucD ybtX 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucD ybtS 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucD ybtA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iucD cesT 0.9789876 0.7309543 0.9242583 0.6194309 0.08729324 0.1280246 0.8981295 +iucD vipA.tssB 1.098462 0.3873343 1.016296 0.3642474 0.3504909 0.4780526 0.6326128 +iucD wbtL.1 0.8608394 6.4734 0.8384082 -0.6245271 -0.8511788 -1.927758 0.05388518 +iucD galU 0.8521862 5.141666 0.8247274 -0.6793624 -0.8043874 -1.769042 0.07688683 +iucD fliH 0.5112494 0.5085772 0.4777412 0.4707158 -1.049185 -1.478721 0.1392149 +iucD clpV1 0.4851709 1.398267 0.3232514 0.7892282 -1.382858 -1.967966 0.04907191 +iucD tviA 0.8575531 1.364332 0.8158431 -0.7829425 -0.2000673 -0.2751732 0.7831832 +iucD tviB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD tviC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD tviD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD tviE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD vexA 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD vexB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD vexC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD flgM 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD vexD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD vexE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iucD clpV.tssH 0.9312428 2.168614 0.8644256 1.960148 -0.2153673 -0.5339415 0.593382 +iucD ipfE 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 +iucD sopA 0.9215632 2.744774 0.8950083 -1.060009 -0.6779943 -1.342917 0.1792987 +iucD PA2367 0.9301972 3.08798 0.8976496 -0.7185401 -0.4047291 -0.9121071 0.3617124 +iucD lpfD 0.8065369 2.750563 0.7820058 -0.9946548 -0.5511319 -1.005202 0.3147995 +iucD avrA 0.9521033 3.081437 0.9113306 -0.2922484 -0.2104685 -0.4942775 0.6211102 +iucD slrP 0.8749626 0.8784749 0.8260442 -0.8187196 0.176918 0.2860023 0.7748764 +iucD lpfB 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 +iucD lpfA 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 +iucD flgL 0.8390309 0.8089211 0.8141409 0.8743174 -0.2949091 -0.4904466 0.6238179 +iucD PA2366 0.9310098 2.537204 0.8754787 0.8371932 -0.3208286 -0.7376738 0.4607127 +iucD cdtB.1 0.8021408 1.129791 0.7366892 -1.041618 0.595839 1.066157 0.2863526 +iutA hcp.tssD 1.051643 1.386786 0.951118 -1.485811 0.7630346 1.500596 0.13346 +iutA icsP.sopA 0.9732418 0.7227798 0.9166405 0.6345458 0.07544119 0.1140623 0.9091884 +iutA fyuA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iutA ybtT 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iutA ybtU 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iutA nleC 1.111416 0.3972032 1.004742 0.3922722 0.3609291 0.4954256 0.6202997 +iutA irp1 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iutA irp2 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iutA ybtQ 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iutA ybtX 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iutA ybtS 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iutA ybtA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 +iutA cesT 0.9789876 0.7309543 0.9242583 0.6194309 0.08729324 0.1280246 0.8981295 +iutA vipA.tssB 1.098462 0.3873343 1.016296 0.3642474 0.3504909 0.4780526 0.6326128 +iutA wbtL.1 0.8608394 6.4734 0.8384082 -0.6245271 -0.8511788 -1.927758 0.05388518 +iutA galU 0.8521862 5.141666 0.8247274 -0.6793624 -0.8043874 -1.769042 0.07688683 +iutA fliH 0.5112494 0.5085772 0.4777412 0.4707158 -1.049185 -1.478721 0.1392149 +iutA clpV1 0.4851709 1.398267 0.3232514 0.7892282 -1.382858 -1.967966 0.04907191 +iutA tviA 0.8575531 1.364332 0.8158431 -0.7829425 -0.2000673 -0.2751732 0.7831832 +iutA tviB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA tviC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA tviD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA tviE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA vexA 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA vexB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA vexC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA flgM 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA vexD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA vexE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 +iutA clpV.tssH 0.9312428 2.168614 0.8644256 1.960148 -0.2153673 -0.5339415 0.593382 +iutA ipfE 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 +iutA sopA 0.9215632 2.744774 0.8950083 -1.060009 -0.6779943 -1.342917 0.1792987 +iutA PA2367 0.9301972 3.08798 0.8976496 -0.7185401 -0.4047291 -0.9121071 0.3617124 +iutA lpfD 0.8065369 2.750563 0.7820058 -0.9946548 -0.5511319 -1.005202 0.3147995 +iutA avrA 0.9521033 3.081437 0.9113306 -0.2922484 -0.2104685 -0.4942775 0.6211102 +iutA slrP 0.8749626 0.8784749 0.8260442 -0.8187196 0.176918 0.2860023 0.7748764 +iutA lpfB 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 +iutA lpfA 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 +iutA flgL 0.8390309 0.8089211 0.8141409 0.8743174 -0.2949091 -0.4904466 0.6238179 +iutA PA2366 0.9310098 2.537204 0.8754787 0.8371932 -0.3208286 -0.7376738 0.4607127 +iutA cdtB.1 0.8021408 1.129791 0.7366892 -1.041618 0.595839 1.066157 0.2863526 +hcp.tssD icsP.sopA 1.423478 0.7361171 -1.571208 0.6413931 0.2695447 0.4890603 0.624799 +hcp.tssD fyuA 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 +hcp.tssD ybtT 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 +hcp.tssD ybtU 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 +hcp.tssD nleC 1.324681 0.3541516 -1.431479 0.343561 0.601671 0.94588 0.3442098 +hcp.tssD irp1 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 +hcp.tssD irp2 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 +hcp.tssD ybtQ 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 +hcp.tssD ybtX 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 +hcp.tssD ybtS 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 +hcp.tssD ybtA 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 +hcp.tssD cesT 1.447941 0.7234915 -1.613414 0.6076498 0.1185038 0.2011216 0.8406035 +hcp.tssD vipA.tssB 0.9729976 0.2170595 -1.019984 0.1964389 1.413972 1.976819 0.04806207 +hcp.tssD wbtL.1 1.570484 6.380559 -1.758699 -0.307128 -0.4632085 -1.528486 0.1263919 +hcp.tssD galU 1.551018 5.051432 -1.732582 -0.3036996 -0.3768362 -1.145897 0.2518379 +hcp.tssD fliH 1.534156 0.8761936 -1.751074 0.8215102 -0.1746059 -0.3103969 0.7562592 +hcp.tssD clpV1 1.697023 1.55439 -2.164211 1.276821 -0.9887285 -2.096817 0.0360098 +hcp.tssD tviA 1.170478 1.37864 -1.263434 -0.7131984 0.8809535 1.288241 0.1976621 +hcp.tssD tviB 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD tviC 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD tviD 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD tviE 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD vexA 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD vexB 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD vexC 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD flgM 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD vexD 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD vexE 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 +hcp.tssD clpV.tssH 1.461487 2.168915 -1.723701 1.949305 -0.326549 -1.069547 0.2848233 +hcp.tssD ipfE 1.47184 1.742999 -1.658867 0.2681873 0.02519951 0.04852294 0.9612995 +hcp.tssD sopA 1.4927 2.24629 -1.667448 -1.043778 -0.07843605 -0.1883943 0.8505676 +hcp.tssD PA2367 1.401995 2.839532 -1.630621 -0.3856608 0.2331271 0.4504279 0.652402 +hcp.tssD lpfD 1.384658 2.59161 -1.584596 -0.5929995 0.2471067 0.4240848 0.671504 +hcp.tssD avrA 1.481761 2.985065 -1.668011 -0.2655094 0.00577389 0.01469949 0.9882719 +hcp.tssD slrP 1.54178 0.8996083 -1.761153 -0.8450948 0.199562 0.3574803 0.7207322 +hcp.tssD lpfB 1.47184 1.742999 -1.658867 0.2681873 0.02519951 0.04852294 0.9612995 +hcp.tssD lpfA 1.47184 1.742999 -1.658867 0.2681873 0.02519951 0.04852294 0.9612995 +hcp.tssD flgL 1.457507 0.921513 -1.633861 0.9942108 0.1129498 0.2345036 0.814594 +hcp.tssD PA2366 1.259305 2.721122 -1.597252 0.04989388 0.7282969 1.347343 0.1778697 +hcp.tssD cdtB.1 1.640711 1.244119 -1.838629 -1.17484 0.5406894 1.099423 0.2715838 +icsP.sopA fyuA 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 +icsP.sopA ybtT 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 +icsP.sopA ybtU 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 +icsP.sopA nleC 1.011218 0.4782975 0.7204795 0.4658917 0.6507616 0.7585104 0.4481455 +icsP.sopA irp1 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 +icsP.sopA irp2 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 +icsP.sopA ybtQ 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 +icsP.sopA ybtX 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 +icsP.sopA ybtS 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 +icsP.sopA ybtA 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 +icsP.sopA cesT 0.8294811 0.8108599 0.7128404 0.6988124 0.3281385 0.4560388 0.6483621 +icsP.sopA vipA.tssB 0.9532151 0.449457 0.7654723 0.4246726 0.5970144 0.7597208 0.4474215 +icsP.sopA wbtL.1 0.5563902 1.870736 0.4640577 -1.807731 0.9146251 1.582076 0.1136321 +icsP.sopA galU 0.6969783 3.699162 0.600646 -0.5357086 0.2247929 0.424945 0.6708768 +icsP.sopA fliH 0.3510409 0.5484352 0.3146234 0.5112378 -0.8945764 -1.22962 0.2188395 +icsP.sopA clpV1 0.268009 1.385275 0.2029918 0.8562155 -1.223748 -1.652738 0.09838425 +icsP.sopA tviA 0.6953177 1.421982 0.6170346 -0.741471 -0.002679563 -0.003531611 0.9971822 +icsP.sopA tviB 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA tviC 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA tviD 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA tviE 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA vexA 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA vexB 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA vexC 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA flgM 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA vexD 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA vexE 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 +icsP.sopA clpV.tssH 0.6773117 2.063502 0.5499863 1.888295 -0.4209591 -0.9077783 0.3639954 +icsP.sopA ipfE 0.5079951 1.583468 0.4692012 -0.1033269 -0.7414473 -1.148316 0.2508381 +icsP.sopA sopA 0.621385 1.775967 0.5574283 -1.136763 0.3339443 0.5367993 0.5914063 +icsP.sopA PA2367 0.6945597 3.018328 0.6252953 -0.5832237 -0.1517192 -0.2942846 0.7685404 +icsP.sopA lpfD 0.6205737 2.751152 0.567496 -0.9086195 -0.3491718 -0.5986505 0.549406 +icsP.sopA avrA 0.6085904 1.73178 0.5345122 -1.085547 0.3540046 0.5912693 0.55434 +icsP.sopA slrP 0.7154175 0.9563326 0.6333238 -0.8940281 -0.05341301 -0.08200536 0.9346425 +icsP.sopA lpfB 0.5079951 1.583468 0.4692012 -0.1033269 -0.7414473 -1.148316 0.2508381 +icsP.sopA lpfA 0.5079951 1.583468 0.4692012 -0.1033269 -0.7414473 -1.148316 0.2508381 +icsP.sopA flgL 0.6866937 0.894938 0.6122462 0.9633317 -0.03014376 -0.04652853 0.962889 +icsP.sopA PA2366 0.6519525 2.477634 0.5749732 0.6704078 -0.5827461 -1.094078 0.2739207 +icsP.sopA cdtB.1 0.61652 1.205681 0.5542663 -1.115471 0.3549633 0.5930593 0.5531415 +fyuA ybtT 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +fyuA ybtU 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +fyuA nleC 1.109957 0.4398855 1.024664 0.4327277 0.4478665 0.6048879 0.5452535 +fyuA irp1 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +fyuA irp2 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +fyuA ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +fyuA ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +fyuA ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +fyuA ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +fyuA cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 +fyuA vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 +fyuA wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 +fyuA galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 +fyuA fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 +fyuA clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 +fyuA tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 +fyuA tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +fyuA clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 +fyuA ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +fyuA sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 +fyuA PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 +fyuA lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 +fyuA avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 +fyuA slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 +fyuA lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +fyuA lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +fyuA flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 +fyuA PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 +fyuA cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 +ybtT ybtU 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtT nleC 1.109957 0.4398855 1.024664 0.4327277 0.4478665 0.6048879 0.5452535 +ybtT irp1 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtT irp2 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtT ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtT ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtT ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtT ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtT cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 +ybtT vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 +ybtT wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 +ybtT galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 +ybtT fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 +ybtT clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 +ybtT tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 +ybtT tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtT clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 +ybtT ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtT sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 +ybtT PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 +ybtT lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 +ybtT avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 +ybtT slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 +ybtT lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtT lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtT flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 +ybtT PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 +ybtT cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 +ybtU nleC 1.109957 0.4398855 1.024664 0.4327277 0.4478665 0.6048879 0.5452535 +ybtU irp1 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtU irp2 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtU ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtU ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtU ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtU ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtU cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 +ybtU vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 +ybtU wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 +ybtU galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 +ybtU fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 +ybtU clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 +ybtU tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 +ybtU tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtU clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 +ybtU ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtU sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 +ybtU PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 +ybtU lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 +ybtU avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 +ybtU slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 +ybtU lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtU lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtU flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 +ybtU PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 +ybtU cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 +nleC irp1 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 +nleC irp2 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 +nleC ybtQ 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 +nleC ybtX 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 +nleC ybtS 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 +nleC ybtA 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 +nleC cesT 0.4660287 0.8948511 0.4731566 0.7747683 0.5536077 0.7460253 0.4556522 +nleC vipA.tssB 0.5253479 0.5051307 0.5439416 0.4769749 0.8049921 1.037994 0.2992728 +nleC wbtL.1 0.281541 6.448572 0.2821156 -0.5195887 -0.6648157 -1.540051 0.123548 +nleC galU 0.2826274 5.097334 0.2817373 -0.5350719 -0.5807287 -1.217767 0.2233124 +nleC fliH 0.1021079 0.6103203 0.09778328 0.5713829 -0.7285412 -0.9840322 0.3250997 +nleC clpV1 0.02512209 1.475887 0.008294946 0.9030564 -1.055768 -1.363722 0.172655 +nleC tviA 0.3729944 1.500448 0.3791262 -0.699768 0.209753 0.2676555 0.7889645 +nleC tviB 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC tviC 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC tviD 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC tviE 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC vexA 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC vexB 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC vexC 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC flgM 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC vexD 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC vexE 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 +nleC clpV.tssH 0.2322466 1.874382 0.2229301 1.74896 -0.7697094 -1.326308 0.1847376 +nleC ipfE 0.2291807 1.631153 0.225749 -0.002523465 -0.5204883 -0.7710408 0.4406827 +nleC sopA 0.3266987 2.387181 0.3280083 -0.9784776 -0.1270043 -0.1690207 0.8657803 +nleC PA2367 0.3050347 2.946265 0.3100986 -0.3138681 0.2126807 0.3543987 0.7230401 +nleC lpfD 0.3042079 2.73548 0.3057908 -0.7504655 -0.1018613 -0.1640493 0.8696923 +nleC avrA 0.04779605 1.195291 0.0334569 -0.9143134 1.088074 1.505738 0.1321343 +nleC slrP 0.3830474 1.041294 0.3912842 -0.9723235 -0.2736848 -0.40491 0.6855436 +nleC lpfB 0.2291807 1.631153 0.225749 -0.002523465 -0.5204883 -0.7710408 0.4406827 +nleC lpfA 0.2291807 1.631153 0.225749 -0.002523465 -0.5204883 -0.7710408 0.4406827 +nleC flgL 0.3678076 1.001533 0.363832 1.078714 0.2559833 0.3655738 0.7146831 +nleC PA2366 0.3156522 3.305817 0.318769 0.01100548 0.01867661 0.03013086 0.9759627 +nleC cdtB.1 0.08780108 0.8863509 0.07652964 -0.8260744 1.047519 1.470713 0.1413687 +irp1 irp2 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +irp1 ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +irp1 ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +irp1 ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +irp1 ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +irp1 cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 +irp1 vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 +irp1 wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 +irp1 galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 +irp1 fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 +irp1 clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 +irp1 tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 +irp1 tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp1 clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 +irp1 ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +irp1 sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 +irp1 PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 +irp1 lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 +irp1 avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 +irp1 slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 +irp1 lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +irp1 lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +irp1 flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 +irp1 PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 +irp1 cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 +irp2 ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +irp2 ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +irp2 ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +irp2 ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +irp2 cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 +irp2 vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 +irp2 wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 +irp2 galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 +irp2 fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 +irp2 clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 +irp2 tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 +irp2 tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +irp2 clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 +irp2 ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +irp2 sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 +irp2 PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 +irp2 lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 +irp2 avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 +irp2 slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 +irp2 lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +irp2 lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +irp2 flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 +irp2 PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 +irp2 cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 +ybtQ ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtQ ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtQ ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtQ cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 +ybtQ vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 +ybtQ wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 +ybtQ galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 +ybtQ fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 +ybtQ clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 +ybtQ tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 +ybtQ tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtQ clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 +ybtQ ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtQ sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 +ybtQ PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 +ybtQ lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 +ybtQ avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 +ybtQ slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 +ybtQ lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtQ lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtQ flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 +ybtQ PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 +ybtQ cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 +ybtX ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtX ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtX cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 +ybtX vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 +ybtX wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 +ybtX galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 +ybtX fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 +ybtX clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 +ybtX tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 +ybtX tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtX clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 +ybtX ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtX sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 +ybtX PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 +ybtX lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 +ybtX avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 +ybtX slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 +ybtX lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtX lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtX flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 +ybtX PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 +ybtX cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 +ybtS ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 +ybtS cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 +ybtS vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 +ybtS wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 +ybtS galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 +ybtS fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 +ybtS clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 +ybtS tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 +ybtS tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtS clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 +ybtS ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtS sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 +ybtS PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 +ybtS lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 +ybtS avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 +ybtS slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 +ybtS lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtS lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtS flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 +ybtS PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 +ybtS cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 +ybtA cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 +ybtA vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 +ybtA wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 +ybtA galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 +ybtA fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 +ybtA clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 +ybtA tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 +ybtA tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 +ybtA clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 +ybtA ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtA sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 +ybtA PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 +ybtA lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 +ybtA avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 +ybtA slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 +ybtA lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtA lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 +ybtA flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 +ybtA PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 +ybtA cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 +cesT vipA.tssB 1.000396 0.4980317 0.7933284 0.4716883 0.6790421 0.855308 0.3923807 +cesT wbtL.1 0.6955823 6.338122 0.5885309 -0.2177101 -0.3002058 -0.8573104 0.3912734 +cesT galU 0.706563 3.847979 0.5904103 -0.4886965 0.1477007 0.2615959 0.793633 +cesT fliH 0.7848984 0.9981025 0.6608742 0.930216 0.2121784 0.3001801 0.7640398 +cesT clpV1 0.2823433 1.381811 0.2096041 0.8752209 -1.150192 -1.4717 0.1411018 +cesT tviA 0.7292066 1.442969 0.6104089 -0.7278 0.05463702 0.07046024 0.9438273 +cesT tviB 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT tviC 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT tviD 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT tviE 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT vexA 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT vexB 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT vexC 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT flgM 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT vexD 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT vexE 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 +cesT clpV.tssH 0.7047067 2.247617 0.5853018 1.963203 -0.1014948 -0.1874448 0.8513119 +cesT ipfE 0.5227515 1.576738 0.4549065 -0.09451777 -0.6797488 -1.031906 0.3021163 +cesT sopA 0.6946229 2.508865 0.6228044 -1.210465 -0.5114579 -0.8714385 0.3835148 +cesT PA2367 0.6576257 3.075337 0.5745627 -0.9453656 -0.5816508 -0.9915926 0.3213963 +cesT lpfD 0.6424779 2.735481 0.5526511 -0.879843 -0.2766353 -0.4594439 0.6459155 +cesT avrA 0.7038151 2.983215 0.5905671 -0.245137 0.02953836 0.05392458 0.9569953 +cesT slrP 0.7755455 1.012569 0.6464858 -0.9464551 -0.1838974 -0.2636088 0.7920814 +cesT lpfB 0.5227515 1.576738 0.4549065 -0.09451777 -0.6797488 -1.031906 0.3021163 +cesT lpfA 0.5227515 1.576738 0.4549065 -0.09451777 -0.6797488 -1.031906 0.3021163 +cesT flgL 0.7016125 0.8981555 0.587999 0.9662147 -0.02060316 -0.03093335 0.9753227 +cesT PA2366 0.6428753 3.218964 0.5366154 0.3311648 0.502775 0.9019781 0.3670685 +cesT cdtB.1 0.3434469 0.8153949 0.2841948 -0.7548763 1.172456 1.66093 0.09672759 +vipA.tssB wbtL.1 0.2938771 6.343901 0.2741834 -0.3986107 -0.4593043 -0.8302539 0.4063952 +vipA.tssB galU 0.3114223 4.011217 0.2888616 -0.6897016 -0.18714 -0.2871011 0.7740349 +vipA.tssB fliH 0.1098239 0.6158582 0.09263559 0.5770948 -0.6851082 -0.9051136 0.3654052 +vipA.tssB clpV1 0.04239594 1.506861 0.01722561 0.9155442 -0.9701563 -1.150237 0.2500462 +vipA.tssB tviA 0.3964171 1.535962 0.3697565 -0.6828948 0.2747567 0.337585 0.7356759 +vipA.tssB tviB 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB tviC 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB tviD 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB tviE 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB vexA 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB vexB 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB vexC 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB flgM 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB vexD 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB vexE 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 +vipA.tssB clpV.tssH 0.2739465 2.009117 0.2517591 1.842082 -0.4668097 -0.6663646 0.5051781 +vipA.tssB ipfE 0.2366846 1.632517 0.2172177 0.0159098 -0.4575602 -0.6580044 0.5105353 +vipA.tssB sopA 0.3260257 2.331468 0.3040375 -1.020162 -0.1127274 -0.1531188 0.8783046 +vipA.tssB PA2367 0.314593 3.018256 0.2932652 -0.6621384 -0.2337965 -0.3698701 0.7114793 +vipA.tssB lpfD 0.3169911 2.730062 0.2938449 -0.6932279 -0.01369809 -0.02101501 0.9832337 +vipA.tssB avrA 0.05612035 1.201216 0.03356474 -0.9259261 1.022676 1.357718 0.1745531 +vipA.tssB slrP 0.1070758 0.6328443 0.08984243 -0.5941138 0.706291 0.9359225 0.3493131 +vipA.tssB lpfB 0.2366846 1.632517 0.2172177 0.0159098 -0.4575602 -0.6580044 0.5105353 +vipA.tssB lpfA 0.2366846 1.632517 0.2172177 0.0159098 -0.4575602 -0.6580044 0.5105353 +vipA.tssB flgL 0.3622627 0.9969185 0.3381095 1.083395 0.2503519 0.3527418 0.724282 +vipA.tssB PA2366 0.2858364 3.278038 0.2628896 0.272104 0.3878237 0.6040575 0.5458054 +vipA.tssB cdtB.1 0.09114923 0.8871323 0.07097796 -0.8298908 0.9941276 1.360751 0.1735923 +wbtL.1 galU 2.73336 4.850536 -2.610554 0.02417099 1.369448 4.644246 3.413206e-06 +wbtL.1 fliH 1.830746 0.7078083 -1.708307 0.6646098 1.052731 1.804503 0.07115245 +wbtL.1 clpV1 0.09999087 0.09999086 0.1000091 0.1000183 0.0999817 NaN NaN +wbtL.1 tviA 6.331608 1.409526 0.2091526 -0.7439703 0.1998215 0.4435835 0.6573437 +wbtL.1 tviB 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 tviC 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 tviD 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 tviE 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 vexA 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 vexB 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 vexC 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 flgM 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 vexD 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 vexE 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 +wbtL.1 clpV.tssH 5.952024 2.329973 0.02465025 2.089005 -0.4775238 -2.061098 0.03929368 +wbtL.1 ipfE 2.441957 1.63531 -2.165564 0.1746323 -0.8174982 -3.428421 0.0006071039 +wbtL.1 sopA 6.267049 2.165857 -0.01001202 -1.092745 0.2330801 1.244389 0.2133564 +wbtL.1 PA2367 2.232022 2.676688 -2.085135 -0.3501119 -0.5030517 -1.903173 0.05701795 +wbtL.1 lpfD 2.438977 2.378864 -2.156439 -0.6526814 -0.7798748 -3.332874 0.0008595385 +wbtL.1 avrA 2.278755 2.916415 -2.054803 0.108922 -0.6918018 -2.78025 0.005431712 +wbtL.1 slrP 6.057883 0.8370413 0.6604558 -0.8046774 -0.7961373 -1.968737 0.04898329 +wbtL.1 lpfB 2.441957 1.63531 -2.165564 0.1746323 -0.8174982 -3.428421 0.0006071039 +wbtL.1 lpfA 2.441957 1.63531 -2.165564 0.1746323 -0.8174982 -3.428421 0.0006071039 +wbtL.1 flgL 6.444975 0.9023131 -0.2647198 0.9600701 -0.425183 -1.501765 0.1331578 +wbtL.1 PA2366 6.287969 3.312249 0.03446844 0.01125426 -0.02975456 -0.1596764 0.873136 +wbtL.1 cdtB.1 2.448393 1.229257 -2.109531 -1.256928 0.6031912 2.502476 0.01233278 +galU fliH 3.601094 0.7168748 0.2161678 0.6956545 1.171473 2.074709 0.03801352 +galU clpV1 0.1000007 0.09999661 0.1000037 0.1000071 0.09999725 30.90446 0 +galU tviA 3.819797 1.407135 -0.3205758 -0.7535036 0.3555793 0.6100404 0.541835 +galU tviB 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU tviC 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU tviD 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU tviE 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU vexA 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU vexB 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU vexC 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU flgM 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU vexD 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU vexE 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 +galU clpV.tssH 4.724643 2.353498 -0.2440867 2.242679 -0.8925893 -3.496863 0.0004707642 +galU ipfE 3.379764 1.694109 -1.075122 0.2108362 -0.5023469 -1.913341 0.05570447 +galU sopA 3.757428 2.25248 -0.634622 -0.9598375 -0.1273744 -0.4387102 0.6608715 +galU PA2367 3.258453 2.753016 -0.9248409 -0.4012193 -0.3873707 -1.225014 0.2205698 +galU lpfD 3.392028 2.534376 -1.047534 -0.6672867 -0.4677643 -1.828899 0.06741473 +galU avrA 3.484042 2.947881 -0.7482097 -0.1673667 -0.4219341 -1.536161 0.1244988 +galU slrP 3.697826 0.8892614 -0.2357602 -0.8464597 -0.6065625 -1.346461 0.1781538 +galU lpfB 3.379764 1.694109 -1.075122 0.2108362 -0.5023469 -1.913341 0.05570447 +galU lpfA 3.379764 1.694109 -1.075122 0.2108362 -0.5023469 -1.913341 0.05570447 +galU flgL 5.01376 0.900524 -0.3074719 0.9579182 -0.3571141 -1.101755 0.2705684 +galU PA2366 3.192627 2.950416 -0.9409649 -0.1126462 -0.4596274 -1.512696 0.1303568 +galU cdtB.1 3.700166 1.306002 -0.7685057 -1.25613 0.2683225 1.032906 0.301648 +fliH clpV1 0.4207034 1.324332 0.3562207 0.8283177 -1.277791 -1.69735 0.08963054 +fliH tviA 0.8622808 1.383378 0.8049985 -0.7698083 -0.1151699 -0.1541762 0.8774708 +fliH tviB 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH tviC 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH tviD 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH tviE 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH vexA 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH vexB 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH vexC 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH flgM 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH vexD 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH vexE 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 +fliH clpV.tssH 0.7076917 1.7571 0.6732679 1.657843 -0.9549109 -1.616469 0.1059929 +fliH ipfE 0.9608544 1.840423 0.8989108 0.4885634 0.4632145 0.8928347 0.3719457 +fliH sopA 0.8028265 1.749044 0.7334655 -1.035016 0.4748153 0.7877835 0.4308233 +fliH PA2367 0.8780104 2.938746 0.819908 -0.1868181 0.379098 0.7683595 0.4422736 +fliH lpfD 0.961886 2.700507 0.8962994 -0.241983 0.7156533 1.421525 0.1551642 +fliH avrA 0.9275795 3.027198 0.8719983 -0.4875056 -0.3186984 -0.6618902 0.5080416 +fliH slrP 0.4995695 0.5193892 0.4630933 -0.4829223 0.9969684 1.375991 0.1688246 +fliH lpfB 0.9608544 1.840423 0.8989108 0.4885634 0.4632145 0.8928347 0.3719457 +fliH lpfA 0.9608544 1.840423 0.8989108 0.4885634 0.4632145 0.8928347 0.3719457 +fliH flgL 0.5046544 0.4857678 0.4755067 0.5090826 -1.121641 -1.606758 0.1081075 +fliH PA2366 0.842818 2.393165 0.791175 0.6876704 -0.5711636 -1.051878 0.2928554 +fliH cdtB.1 0.9345117 1.424559 0.879136 -1.324958 -0.1717729 -0.3305337 0.7409968 +clpV1 tviA 2.789579 1.469411 -1.19895 -0.8208644 0.9734631 1.474812 0.1402632 +clpV1 tviB 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 tviC 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 tviD 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 tviE 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 vexA 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 vexB 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 vexC 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 flgM 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 vexD 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 vexE 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 +clpV1 clpV.tssH 1.007216 1.348877 0.9141394 1.013797 -2.249469 -3.331174 0.0008648061 +clpV1 ipfE 2.955124 1.627893 -1.999335 0.1128775 -0.6132354 -2.468582 0.01356496 +clpV1 sopA 1.977038 2.556104 1.239952 -0.02977652 0.7675624 2.013863 0.04402394 +clpV1 PA2367 2.241496 2.859872 1.098055 -0.02293023 0.6796591 1.380555 0.1674159 +clpV1 lpfD 2.953905 2.479272 -1.978478 -0.7685092 -0.5897135 -2.440668 0.01466012 +clpV1 avrA 3.06367 2.964436 -1.692278 -0.2727016 -0.3068574 -1.14765 0.2511132 +clpV1 slrP 3.006362 0.980318 -1.321023 -0.9162143 -0.7271425 -1.655698 0.09778305 +clpV1 lpfB 2.955124 1.627893 -1.999335 0.1128775 -0.6132354 -2.468582 0.01356496 +clpV1 lpfA 2.955124 1.627893 -1.999335 0.1128775 -0.6132354 -2.468582 0.01356496 +clpV1 flgL 1.585279 0.627131 1.134248 0.6703421 -0.837247 -1.50934 0.131212 +clpV1 PA2366 1.656164 3.146444 1.392219 0.657349 1.173887 3.090685 0.001996955 +clpV1 cdtB.1 3.077266 1.185385 -1.857572 -1.172752 0.5244907 2.112735 0.03462344 +tviA tviB 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA tviC 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA tviD 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA tviE 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA vexA 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA vexB 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA vexC 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA flgM 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA vexD 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA vexE 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 +tviA clpV.tssH 1.223688 1.724572 -0.866178 1.632006 -0.9916814 -1.423098 0.1547077 +tviA ipfE 1.423519 1.746116 -0.7406404 0.264466 0.003272864 0.004923212 0.9960719 +tviA sopA 1.328172 1.582268 -0.8286445 -1.140645 0.4993853 0.6764018 0.4987856 +tviA PA2367 1.421022 2.960504 -0.7600212 -0.2946924 0.2316437 0.3854042 0.699938 +tviA lpfD 1.481251 2.710327 -0.7320116 -0.4193939 0.3837169 0.6142133 0.5390744 +tviA avrA 1.423519 2.991645 -0.7403304 -0.2683959 -0.007747433 -0.01210456 0.9903422 +tviA slrP 1.385808 0.8930099 -0.7633544 -0.8366385 0.1010854 0.1341266 0.8933025 +tviA lpfB 1.423519 1.746116 -0.7406404 0.264466 0.003272864 0.004923212 0.9960719 +tviA lpfA 1.423519 1.746116 -0.7406404 0.264466 0.003272864 0.004923212 0.9960719 +tviA flgL 1.34235 0.8082094 -0.7857057 0.8620014 -0.2662415 -0.3706077 0.7109297 +tviA PA2366 1.42286 3.309197 -0.7435572 0.02714026 0.03996759 0.06503833 0.9481435 +tviA cdtB.1 1.332904 1.130031 -0.828639 -1.050799 0.486751 0.6980313 0.4851576 +tviB tviC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviB tviD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviB tviE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviB vexA 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviB vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviB vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviB flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviB vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviB vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviB clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +tviB ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviB sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +tviB PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +tviB lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +tviB avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +tviB slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +tviB lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviB lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviB flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +tviB PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +tviB cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +tviC tviD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviC tviE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviC vexA 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviC vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviC vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviC flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviC vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviC vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviC clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +tviC ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviC sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +tviC PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +tviC lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +tviC avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +tviC slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +tviC lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviC lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviC flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +tviC PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +tviC cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +tviD tviE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviD vexA 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviD vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviD vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviD flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviD vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviD vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviD clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +tviD ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviD sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +tviD PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +tviD lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +tviD avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +tviD slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +tviD lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviD lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviD flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +tviD PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +tviD cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +tviE vexA 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviE vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviE vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviE flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviE vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviE vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +tviE clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +tviE ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviE sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +tviE PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +tviE lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +tviE avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +tviE slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +tviE lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviE lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +tviE flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +tviE PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +tviE cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +vexA vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexA vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexA flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexA vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexA vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexA clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +vexA ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexA sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +vexA PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +vexA lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +vexA avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +vexA slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +vexA lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexA lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexA flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +vexA PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +vexA cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +vexB vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexB flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexB vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexB vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexB clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +vexB ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexB sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +vexB PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +vexB lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +vexB avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +vexB slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +vexB lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexB lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexB flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +vexB PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +vexB cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +vexC flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexC vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexC vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexC clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +vexC ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexC sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +vexC PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +vexC lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +vexC avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +vexC slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +vexC lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexC lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexC flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +vexC PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +vexC cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +flgM vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +flgM vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +flgM clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +flgM ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +flgM sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +flgM PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +flgM lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +flgM avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +flgM slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +flgM lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +flgM lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +flgM flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +flgM PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +flgM cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +vexD vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 +vexD clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +vexD ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexD sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +vexD PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +vexD lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +vexD avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +vexD slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +vexD lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexD lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexD flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +vexD PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +vexD cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +vexE clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 +vexE ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexE sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 +vexE PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 +vexE lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 +vexE avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 +vexE slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 +vexE lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexE lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 +vexE flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 +vexE PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 +vexE cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 +clpV.tssH ipfE 2.333973 1.739234 2.049461 0.2587758 0.2647544 1.063935 0.2873581 +clpV.tssH sopA 2.228026 2.511298 1.958453 -0.570637 0.3066321 1.071667 0.2838694 +clpV.tssH PA2367 2.261762 2.919723 1.997054 -0.4264048 0.1354723 0.48105 0.630481 +clpV.tssH lpfD 2.321494 2.635261 2.044573 -0.6458864 0.2345695 0.9711877 0.3314548 +clpV.tssH avrA 2.268519 3.015913 1.979383 -0.1623373 0.1422695 0.5142563 0.6070728 +clpV.tssH slrP 1.330285 0.4146319 1.277279 -0.3891002 1.852138 2.743246 0.006083514 +clpV.tssH lpfB 2.333973 1.739234 2.049461 0.2587758 0.2647544 1.063935 0.2873581 +clpV.tssH lpfA 2.333973 1.739234 2.049461 0.2587758 0.2647544 1.063935 0.2873581 +clpV.tssH flgL 1.959805 0.7881111 1.863659 0.8981374 -0.5660233 -1.232111 0.2179075 +clpV.tssH PA2366 2.111254 2.888564 1.939628 -0.0381054 0.7339336 2.628392 0.008578947 +clpV.tssH cdtB.1 2.336886 1.32547 2.018148 -1.270182 -0.2282062 -0.9261668 0.3543593 +ipfE sopA 1.710074 1.690225 0.1355114 -1.291138 0.5512611 1.332424 0.1827209 +ipfE PA2367 1.758886 3.020911 0.2637804 -0.4180633 0.1528848 0.4529572 0.6505796 +ipfE lpfD 2.180438 3.452137 0.4102994 -0.7210062 1.206371 3.035463 0.002401663 +ipfE avrA 1.694096 1.726756 0.1436534 -1.204643 0.4207773 1.015611 0.3098147 +ipfE slrP 1.70936 0.9032173 0.1838489 -0.8459417 0.1650244 0.3036113 0.761424 +ipfE lpfB 2.170748 2.170707 1.209489 1.209549 2.217145 5.188827 2.116229e-07 +ipfE lpfA 2.170748 2.170707 1.209489 1.209549 2.217145 5.188827 2.116229e-07 +ipfE flgL 1.712626 0.8809322 0.2312984 0.9525529 -0.1063225 -0.2050665 0.8375201 +ipfE PA2366 1.638893 2.893354 0.1098771 -0.4521164 -0.6671162 -1.367306 0.1715295 +ipfE cdtB.1 1.662872 1.27186 0.2543001 -1.225753 0.1720613 0.3290673 0.7421048 +sopA PA2367 1.984399 3.043691 -1.27607 -0.5592768 0.2828197 0.8699119 0.3843485 +sopA lpfD 1.797571 2.775794 -1.295575 -0.7509772 0.3119957 0.7950807 0.4265666 +sopA avrA 2.201492 2.954699 -1.020316 -0.2823485 -0.0403429 -0.1133306 0.9097685 +sopA slrP 2.301743 0.9614024 -1.136948 -0.9067145 0.2236097 0.4457228 0.6557975 +sopA lpfB 1.690225 1.710073 -1.291138 0.1355115 0.551261 1.332424 0.1827209 +sopA lpfA 1.690225 1.710073 -1.291138 0.1355115 0.551261 1.332424 0.1827209 +sopA flgL 1.345709 0.6760522 -1.217311 0.7537166 0.8493058 1.555184 0.1199022 +sopA PA2366 2.182335 2.587823 -1.040928 0.9533258 0.1718283 0.5492437 0.5828382 +sopA cdtB.1 2.314204 1.354936 -0.9189866 -1.231764 -0.1072356 -0.2956521 0.7674958 +PA2367 lpfD 2.980138 2.718345 -0.4854438 -0.6833329 -0.02769259 -0.08205084 0.9346063 +PA2367 avrA 2.963424 2.92537 -0.4567334 -0.3136244 -0.08051184 -0.2527922 0.8004288 +PA2367 slrP 2.964147 0.8979 -0.08748013 -0.834033 -0.5085252 -1.049231 0.2940718 +PA2367 lpfB 3.020911 1.758885 -0.4180632 0.2637803 0.1528848 0.4529571 0.6505796 +PA2367 lpfA 3.020911 1.758885 -0.4180632 0.2637803 0.1528848 0.4529571 0.6505796 +PA2367 flgL 2.906801 0.8814856 -0.3163084 0.9552164 0.2875356 0.6747477 0.499836 +PA2367 PA2366 3.041887 2.63909 -0.4251279 1.009294 0.2852903 0.968701 0.3326944 +PA2367 cdtB.1 2.871582 1.297523 -0.5497652 -1.263528 0.3682519 1.068389 0.2853451 +lpfD avrA 2.760225 2.990088 -0.7005205 -0.2502911 0.08207519 0.2320877 0.8164699 +lpfD slrP 2.724911 0.9579197 -0.6047816 -0.8919575 -0.1293467 -0.2604968 0.7944806 +lpfD lpfB 3.452137 2.180438 -0.7210062 0.4102994 1.206371 3.035473 0.002401589 +lpfD lpfA 3.452137 2.180438 -0.7210062 0.4102994 1.206371 3.035473 0.002401589 +lpfD flgL 2.722195 0.9434605 -0.5792496 1.019784 0.3016286 0.6897491 0.490352 +lpfD PA2366 2.070237 2.521129 -0.7982236 -0.5258785 -1.068269 -1.967287 0.0491501 +lpfD cdtB.1 2.439637 1.20526 -0.5726455 -1.204133 0.3033361 0.4762696 0.6338823 +avrA slrP 2.956398 0.9239777 -0.2263228 -0.8633793 -0.08175653 -0.1651206 0.868849 +avrA lpfB 1.726756 1.694096 -1.204643 0.1436534 0.4207773 1.015611 0.3098147 +avrA lpfA 1.726756 1.694096 -1.204643 0.1436534 0.4207773 1.015611 0.3098147 +avrA flgL 0.9935498 0.4074215 -0.8799182 0.4267309 1.578086 2.402346 0.01629027 +avrA PA2366 3.062077 2.619171 -0.1320913 0.941465 0.1105437 0.2327713 0.815939 +avrA cdtB.1 2.988577 1.354383 -0.2652034 -1.250027 -0.009831211 -0.02785396 0.9777786 +slrP lpfB 0.9032173 1.70936 -0.8459417 0.1838488 0.1650244 0.3036113 0.7614241 +slrP lpfA 0.9032173 1.70936 -0.8459417 0.1838488 0.1650244 0.3036113 0.7614241 +slrP flgL 0.8499315 0.8086917 -0.7958243 0.8627139 0.2850743 0.4683571 0.6395292 +slrP PA2366 0.8681558 2.386689 -0.8189542 0.7462297 0.5085698 0.9355513 0.3495042 +slrP cdtB.1 0.815286 1.143082 -0.7502885 -1.04648 -0.5014882 -0.8603253 0.3896097 +lpfB lpfA 2.170748 2.170707 1.209489 1.209549 2.217145 5.188827 2.116229e-07 +lpfB flgL 1.712626 0.8809322 0.2312984 0.9525529 -0.1063225 -0.2050665 0.8375201 +lpfB PA2366 1.638893 2.893354 0.1098771 -0.4521164 -0.6671162 -1.367306 0.1715295 +lpfB cdtB.1 1.662872 1.27186 0.2543001 -1.225753 0.1720613 0.3290673 0.7421048 +lpfA flgL 1.712626 0.8809322 0.2312984 0.9525529 -0.1063225 -0.2050665 0.8375201 +lpfA PA2366 1.638893 2.893354 0.1098771 -0.4521164 -0.6671162 -1.367306 0.1715295 +lpfA cdtB.1 1.662872 1.27186 0.2543001 -1.225753 0.1720613 0.3290673 0.7421048 +flgL PA2366 0.8264205 3.096426 0.8980853 0.1688573 0.5386864 1.184692 0.2361394 +flgL cdtB.1 0.4880692 0.782391 0.5021924 -0.7462665 1.522324 2.310276 0.02087287 +PA2366 cdtB.1 2.489824 1.109635 -0.4728231 -1.1199 1.376306 2.694901 0.007040958 diff --git a/test/Salmindizio.csv b/test/Salmindizio.csv new file mode 100644 index 0000000..fd13dec --- /dev/null +++ b/test/Salmindizio.csv @@ -0,0 +1,60 @@ 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diff --git a/test/tree.nw b/test/tree.nw new file mode 100644 index 0000000..88961c9 --- /dev/null +++ b/test/tree.nw @@ -0,0 +1 @@ +((Salmonella_enterica_VII_1__2439_64:0.033157000000000006,((Salmonella_enterica_diarizonae_14_SA00836_0:0.001577000000000009,(Salmonella_enterica_diarizonae_b_50__XXB1403:0.0018729999999999997,(Salmonella_enterica_diarizonae__HZS154:2.2999999999995246E-5,(Salmonella_enterica_diarizonae__11_01853:1.000000000001E-6,(Salmonella_enterica_diarizonae__11_01854:0.0,Salmonella_enterica_diarizonae__11_01855:0.0):0.0):3.699999999999537E-5):0.0013230000000000047):0.0010550000000000004):0.017687999999999995,(Salmonella_enterica_salamae__NCTC10310:0.013152999999999998,(Salmonella_enterica_indica:0.020297999999999997,((Salmonella_enterica_enterica_Typhimurium__FORC88:0.0038810000000000094,(Salmonella_enterica__FDAARGOS_709:0.003819000000000003,Salmonella_enterica_enterica_Typhimurium__NCTC_74:0.004405000000000006):0.001462000000000005):0.002937999999999996,((Salmonella_enterica_enterica_Indiana__SI102:0.005532000000000009,(Salmonella_enterica_enterica_Mikawasima__RSE15:0.005511000000000002,((Salmonella_enterica_enterica_Napoli__LC0541_17:6.760000000000099E-4,Salmonella_enterica_enterica_Napoli__16_174478:8.050000000000002E-4):0.00605399999999999,(Salmonella_enterica_enterica_Paratyphi__CMCC50093:0.005531999999999995,((Salmonella_enterica_enterica_Typhi:5.9999999999990616E-5,(Salmonella_enterica_enterica_Typhi__LXYSH:5.9000000000003494E-5,(Salmonella_enterica_enterica_Typhi__WGS1146:8.999999999995123E-6,Salmonella_enterica_enterica_Typhi__343077_214162:6.0000000000060005E-6):4.500000000000337E-5):3.9999999999901226E-6):1.0000000000010001E-5,(Salmonella_enterica_enterica_Typhi__B_SF_13_03_195:6.999999999993123E-6,Salmonella_enterica_enterica_Typhi__PM016_13:1.7999999999990246E-5):5.000000000000837E-5):0.005259):0.0015029999999999905):0.0015070000000000083):0.0012860000000000094):0.0012529999999999764,((Salmonella_enterica_enterica_Typhimurium__FORC_015:0.006194999999999992,(Salmonella_enterica_enterica_Stanleyville__RSE01:0.005607000000000001,Salmonella_enterica_enterica_Goldcoast__Sal_5364:0.004435000000000008):0.0011279999999999901):7.100000000000162E-4,((Salmonella_enterica_enterica_Virchow__FORC_080:0.0047840000000000105,Salmonella_enterica_enterica_Infantis__SPE100:0.0045630000000000115):0.001334999999999975,(((Salmonella_enterica_enterica_Newport__VNSEC031:0.004801000000000014,Salmonella_enterica_enterica_Bovismorbificans__2020LSAL11867:0.004415000000000016):9.949999999999959E-4,(Salmonella_enterica_enterica_Typhimurium__FORC58:0.002729000000000009,(((Salmonella_enterica_enterica_Typhimurium__B3589:1.920000000000116E-4,Salmonella_enterica_enterica_Typhimurium:6.40000000000085E-5):0.0,(Salmonella_enterica__DA34827:1.1800000000000699E-4,(Salmonella_enterica__FORC_079:7.699999999999374E-5,((Salmonella_enterica_enterica_Typhimurium__SOHS_02_68:4.099999999999937E-5,Salmonella_enterica_enterica_Typhimurium__D23580:1.0799999999999699E-4):5.4999999999999494E-5,(Salmonella_enterica_enterica_1__SA20143792:1.1300000000000199E-4,Salmonella_enterica_enterica_Typhimurium__RM13672:3.300000000000525E-5):3.0000000000030003E-6):2.6999999999999247E-5):6.0000000000060005E-6):1.779999999999976E-4):1.6000000000002124E-5,Salmonella_enterica__FORC_030:1.5400000000000136E-4):0.0027490000000000014):0.002246999999999999):7.149999999999934E-4,((Salmonella_enterica_enterica_Choleraesuis:0.005867000000000011,Salmonella_enterica_enterica_Ouakam:0.005254000000000009):0.0010529999999999984,((Salmonella_enterica_enterica_Enteritidis__CP255:1.2000000000000899E-4,(((Salmonella_enterica_enterica_Enteritidis__Durban:2.1000000000007124E-5,Salmonella_enterica_enterica_Enteritidis:1.239999999999991E-4):2.3999999999996247E-5,(((Salmonella_enterica__FORC_074:1.2999999999999123E-5,((Salmonella_enterica__FORC_019:1.000000000001E-6,Salmonella_enterica_enterica_Typhimurium__FORC50:3.0000000000030003E-6):4.000000000004E-6,(Salmonella_enterica__FORC_051:5.0000000000050004E-6,Salmonella_enterica_enterica_Enteritidis__SE74:5.0000000000050004E-6):1.000000000001E-6):1.000000000001E-6):2.9999999999891225E-6,Salmonella_enterica_enterica_Enteritidis__FORC_075:4.999999999991123E-6):5.0000000000050004E-6,Salmonella_enterica__FORC_078:8.999999999995123E-6):2.2400000000000198E-4):2.8000000000000247E-5,Salmonella_enterica_enterica_Enteritidis__RM4283:1.1999999999999511E-4):1.000000000001E-6):0.005167000000000005,(Salmonella_enterica_enterica_Paratyphi:0.004893999999999996,(Salmonella_enterica_enterica_Heidelberg__5:4.300000000000137E-5,Salmonella_enterica_enterica_Heidelberg__11_004736_1_7:9.000000000009E-6):0.004409999999999997):0.0011980000000000046):6.700000000000039E-4):6.279999999999897E-4):7.630000000000137E-4):0.0010829999999999729):8.020000000000249E-4):0.0015139999999999876):0.015296000000000004):0.002794999999999992):0.006054000000000004):0.0073659999999999975):0.0038155,(Salmonella_enterica_arizonae__RSK2980:0.031673999999999994,(Salmonella_bongori__Se40:5.1999999999996493E-5,Salmonella_bongori:1.4900000000001024E-4):0.086189):0.003815499999999999); \ No newline at end of file diff --git a/test2/interaction_scores_squareform.csv b/test2/interaction_scores_squareform.csv new file mode 100644 index 0000000..7e6aa41 --- /dev/null +++ b/test2/interaction_scores_squareform.csv @@ -0,0 +1,795 @@ 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diff --git a/test2/p_values_squareform.csv b/test2/p_values_squareform.csv new file mode 100644 index 0000000..88a2508 --- /dev/null +++ b/test2/p_values_squareform.csv @@ -0,0 +1,795 @@ 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diff --git a/test2/presence_absence.csv b/test2/presence_absence.csv new file mode 100644 index 0000000..4a9770e --- /dev/null +++ b/test2/presence_absence.csv @@ -0,0 +1,61 @@ 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0000000..06cf58e --- /dev/null +++ b/test2/salmonella_tree.nw @@ -0,0 +1 @@ +((Salmonella_enterica_arizonae_RSK2980:0.031877253999999994,(Salmonella_enterica_VII_243964:0.033394191000000004,((Salmonella_enterica_diarizonae_14SA008360:0.0016183179999999936,(Salmonella_enterica_diarizonae_XXB1403:0.0019135109999999927,(Salmonella_enterica_diarizonae_HZS154:1.0089900000001539E-4,(Salmonella_enterica_diarizonae_1101853:9.549999999969305E-7,(Salmonella_enterica_diarizonae_1101854:4.999999997368221E-9,Salmonella_enterica_diarizonae_1101855:4.999999997368221E-9):4.999999997368221E-9):4.236500000001642E-5):0.00127846999999999):0.001033328):0.018150152000000003,(Salmonella_enterica_salamae_NCTC10310:0.013525961000000003,(Salmonella_enterica_indica_1121:0.020953152000000003,((Salmonella_enterica_enterica_Typhimurium_FORC88:0.003856742999999996,(Salmonella_enterica_FDAARGOS_709:0.003953762999999999,90371_4793:0.004509380000000007):0.001635586999999994):0.003123632000000015,(((Salmonella_enterica_enterica_Paratyphi_A_CMCC50093:0.005906912,((Salmonella_enterica_enterica_Napoli_LC054117:7.901909999999956E-4,1151001_14:7.696670000000017E-4):0.006054677999999994,((Salmonella_enterica_enterica_Typhi_CT18:6.007200000000823E-5,((Salmonella_enterica_enterica_Typhi_WGS1146:9.695000000004006E-6,Salmonella_enterica_enterica_Typhi_343077_214162:6.459000000000326E-6):4.5202999999993665E-5,Salmonella_enterica_enterica_Typhi_LXYSH:5.9107000000002685E-5):3.547000000006517E-6):9.696999999989075E-6,(Salmonella_enterica_enterica_Typhi_BSF1303195:1.8868000000005214E-5,Salmonella_enterica_enterica_Typhi_PM01613:4.4906599999999797E-4):5.000199999999344E-5):0.005486940999999995):0.0016145060000000155):0.0018400369999999888,(Salmonella_enterica_enterica_Mikawasima_RSE15:0.005810366999999997,Salmonella_enterica_enterica_Indiana_SI102:0.005507396999999997):0.0012101330000000021):0.0011152590000000073,((Salmonella_enterica_enterica_Goldcoast_Sal5364:0.005224992999999997,(Salmonella_enterica_enterica_Stanleyville_RSE01:0.005777392999999992,Salmonella_enterica_enterica_Typhimurium_FORC_015:0.006321760999999995):0.0012464160000000002):8.52645000000013E-4,(((Salmonella_enterica_enterica_Typhimurium_FORC58:0.002749119000000022,((Salmonella_enterica_enterica_Typhimurium_B3589:1.8621999999998695E-4,Salmonella_enterica_enterica_Typhimurium_SO469809:6.125299999998335E-5):1.6098999999991648E-5,(Salmonella_enterica_FORC_030:5.610799999999916E-5,(Salmonella_enterica_FORC_074:5.377000000000853E-6,(Salmonella_enterica_enterica_SA20143792:9.633200000000453E-5,((Salmonella_enterica_FORC_079:8.744799999998998E-5,(Salmonella_enterica_enterica_Typhimurium_SOHS_0268:3.988099999999162E-5,Salmonella_enterica_enterica_Typhimurium_D23580:1.0865600000001252E-4):4.0704000000002516E-5):1.5226000000007067E-5,Salmonella_enterica_enterica_Typhimurium_RM13672:3.48990000000049E-5):1.884899999998746E-5):1.1759299999999917E-4):4.7017800000001553E-4):2.207839999999739E-4):0.002784133000000022):0.002296853999999987,(Salmonella_enterica_enterica_Bovismorbificans_2020LSAL11867:0.004467210999999999,Salmonella_enterica_enterica_Newport_VNSEC031:0.00534654599999998):9.847580000000022E-4):7.815260000000046E-4,(((Salmonella_enterica_enterica_Paratyphi_B_SPB7:0.004978070000000001,(Salmonella_enterica_enterica_Heidelberg_5:5.600399999999839E-5,Salmonella_enterica_enterica_Heidelberg_1100473617:8.30000000000275E-6):0.004852591000000003):0.0013146539999999984,(Salmonella_enterica_enterica_Ouakam:0.005978317999999996,((((Salmonella_enterica_enterica_Enteritidis_Durban:2.1081000000006123E-5,(Salmonella_enterica_enterica_Enteritidis_EC20110223:3.055999999999892E-5,Salmonella_enterica_enterica_Enteritidis_EC20110354:1.1484099999999053E-4):8.181000000009875E-6):2.408499999999314E-5,((Salmonella_enterica_FORC_074xxx:1.0175000000001155E-5,((Salmonella_enterica_FORC_019:6.359999999983046E-7,Salmonella_enterica_enterica_Typhimurium_FORC50:2.5489999999905866E-6):4.100000000006876E-6,(Salmonella_enterica_FORC_051:5.09499999999663E-6,Salmonella_enterica_enterica_Enteritidis_SE74:5.350000000001187E-6):1.002999999999421E-6):6.739999999921809E-7):1.2710000000110133E-6,(Salmonella_enterica_enterica_Enteritidis_FORC_075:4.693000000000058E-6,Salmonella_enterica_FORC_078:9.754300000000549E-5):1.6780000000049533E-6):6.47816999999995E-4):2.8433999999993853E-5,Salmonella_enterica_enterica_Enteritidis_CP255:1.226739999999893E-4):1.1480000000063662E-6,Salmonella_enterica_enterica_Enteritidis_RM4283:1.1424000000000156E-4):0.005101124999999998):0.0012148800000000015):8.13586000000005E-4,(Salmonella_enterica_enterica_Choleraesuis_SCB67:0.006904955000000004,(Salmonella_enterica_enterica_Virchow_FORC_080:0.004849181000000008,Salmonella_enterica_enterica_Infantis_SPE100:0.005011976000000001):0.0011447450000000026):6.05093000000001E-4):6.111689999999947E-4):0.0012756529999999877):0.0012411220000000112):0.0016175089999999892):0.015774814000000012):0.002948256999999996):0.006270918):0.007439399999999999):0.008128025000000011):0.0435455275,(Salmonella_bongori_Se40:1.0211199999998755E-4,Salmonella_bongori_NCTC_12419:5.384069999999908E-4):0.0435455275); \ No newline at end of file From a8c24269c359d09bf8f3d81669c506b512bd24fd Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 25 Dec 2023 11:38:34 +1000 Subject: [PATCH 03/81] Checkpoint --- indizio/__main__.py | 92 +++--- indizio/assets/global.css | 2 +- indizio/cache.py | 11 + indizio/components/matrix/matrix_plot.py | 34 +-- .../components/matrix/parameters/__init__.py | 2 +- .../matrix/parameters/binning_option.py | 23 -- .../matrix/parameters/color_slider.py | 49 +++- .../components/matrix/parameters/metric.py | 18 +- indizio/components/network_form/__init__.py | 12 +- .../components/network_form/btn_dl_graphml.py | 67 ++++- indizio/components/network_form/btn_update.py | 85 ++++-- indizio/components/network_form/degree.py | 98 +++++++ indizio/components/network_form/layout.py | 48 +++- .../network_form/node_of_interest.py | 15 +- .../components/network_form/thresh_corr.py | 38 --- .../components/network_form/thresh_degree.py | 23 -- .../network_form/thresh_filter_container.py | 89 ++++++ .../network_form/thresh_filter_item.py | 68 +++++ .../network_form/thresh_matching.py | 22 ++ .../components/network_properties/__init__.py | 162 +++++------ indizio/components/network_viz/__init__.py | 4 + .../components/network_viz/network_graph.py | 52 ++-- .../components/network_viz/progress_bar.py | 18 ++ indizio/components/network_viz/reset_view.py | 44 +++ indizio/components/upload_form/__init__.py | 6 +- indizio/components/upload_form/btn_clear.py | 11 +- indizio/components/upload_form/btn_upload.py | 216 +++++++------- indizio/components/upload_form/close_btn.py | 57 ++++ .../components/upload_form/file_selector.py | 67 ++++- .../upload_form/file_selector_container.py | 13 +- .../upload_form/file_upload_form.py | 26 +- .../components/upload_form/file_uploaded.py | 36 --- .../upload_form/file_uploaded_container.py | 81 ------ indizio/components/uploaded_files/__init__.py | 81 ++++++ .../uploaded_files/uploaded_file.py | 32 +++ indizio/config.py | 27 +- indizio/interfaces/boolean.py | 10 + indizio/interfaces/bound.py | 8 + indizio/pages/index.py | 34 ++- indizio/store/distance_matrix.py | 70 +++-- indizio/store/dm_graph.py | 264 ++++++++++++++---- indizio/store/matrix_parameters.py | 2 +- indizio/store/metadata_file.py | 41 +-- indizio/store/network_form_store.py | 45 ++- indizio/store/presence_absence.py | 72 +++-- indizio/store/tree_file.py | 42 +-- indizio/store/upload_form_store.py | 32 ++- indizio/util/cache.py | 63 +++++ indizio/util/dataframe.py | 8 + indizio/util/files.py | 77 +++++ indizio/util/graph.py | 34 ++- indizio/util/hashing.py | 9 + indizio/util/plot.py | 71 +++++ indizio/util/types.py | 4 + indizio/utils.py | 68 ----- 55 files changed, 1896 insertions(+), 787 deletions(-) create mode 100644 indizio/components/network_form/degree.py delete mode 100644 indizio/components/network_form/thresh_corr.py delete mode 100644 indizio/components/network_form/thresh_degree.py create mode 100644 indizio/components/network_form/thresh_filter_container.py create mode 100644 indizio/components/network_form/thresh_filter_item.py create mode 100644 indizio/components/network_form/thresh_matching.py create mode 100644 indizio/components/network_viz/progress_bar.py create mode 100644 indizio/components/network_viz/reset_view.py create mode 100644 indizio/components/upload_form/close_btn.py delete mode 100644 indizio/components/upload_form/file_uploaded.py delete mode 100644 indizio/components/upload_form/file_uploaded_container.py create mode 100644 indizio/components/uploaded_files/__init__.py create mode 100644 indizio/components/uploaded_files/uploaded_file.py create mode 100644 indizio/interfaces/boolean.py create mode 100644 indizio/interfaces/bound.py create mode 100644 indizio/util/dataframe.py create mode 100644 indizio/util/files.py create mode 100644 indizio/util/hashing.py create mode 100644 indizio/util/plot.py create mode 100644 indizio/util/types.py diff --git a/indizio/__main__.py b/indizio/__main__.py index 9a4c826..b6c5fa9 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -1,64 +1,78 @@ +import logging + import dash import dash_bootstrap_components as dbc import dash_cytoscape as cyto from dash import dcc +from indizio.cache import CACHE_MANAGER from indizio.components.navbar import NavBar -from indizio.config import RELOAD_ID -from indizio.store.distance_matrix import DistanceMatrixFileStore +from indizio.config import RELOAD_ID, TMP_DIR +from indizio.store.distance_matrix import DistanceMatrixStore from indizio.store.dm_graph import DistanceMatrixGraphStore from indizio.store.matrix_parameters import MatrixParametersStore from indizio.store.metadata_file import MetadataFileStore from indizio.store.network_form_store import NetworkFormStore -from indizio.store.presence_absence import PresenceAbsenceFileStore +from indizio.store.presence_absence import PresenceAbsenceStore from indizio.store.tree_file import TreeFileStore from indizio.store.upload_form_store import UploadFormStore from indizio.util.log import setup_logger - +import shutil # Load extra layouts cyto.load_extra_layouts() def main(): - setup_logger() + TMP_DIR.mkdir(exist_ok=True) + + try: + setup_logger() + log = logging.getLogger() + + log.info(f'Writing temporary files to: {TMP_DIR.as_posix()}') + + # Create the Dash application + app = dash.Dash( + __name__, + use_pages=True, + suppress_callback_exceptions=True, + external_stylesheets=[dbc.themes.JOURNAL, dbc.icons.FONT_AWESOME], + background_callback_manager=CACHE_MANAGER, + ) - # Create the Dash application - app = dash.Dash( - __name__, - use_pages=True, - suppress_callback_exceptions=True, - external_stylesheets=[dbc.themes.JOURNAL, dbc.icons.FONT_AWESOME], - ) + # Create the default layout TODO! + app.layout = dbc.Container( + className="container-main", + fluid=True, + children= + [ + # Stores + NetworkFormStore(), + UploadFormStore(), + PresenceAbsenceStore(), + DistanceMatrixStore(), + MetadataFileStore(), + TreeFileStore(), + DistanceMatrixGraphStore(), + MatrixParametersStore(), # todo, add clear? - # Create the default layout TODO! - app.layout = dbc.Container( - className="container-main", - fluid=True, - children= - [ - # Stores - NetworkFormStore(), - UploadFormStore(), - PresenceAbsenceFileStore(), - DistanceMatrixFileStore(), - MetadataFileStore(), - TreeFileStore(), - DistanceMatrixGraphStore(), - MatrixParametersStore(), # todo, add clear? + NavBar(), + dcc.Location(id=RELOAD_ID, refresh=True), + dbc.Container( + fluid=True, + children= + [ + dash.page_container, + ] + ) + ] + ) - NavBar(), - dcc.Location(id=RELOAD_ID, refresh=True), - dbc.Container( - fluid=True, - children= - [ - dash.page_container, - ] - ) - ] - ) + app.run(debug=True) - app.run(debug=True) + finally: + print('TODO') + # shutil.rmtree(TMP_DIR.as_posix()) if __name__ == "__main__": diff --git a/indizio/assets/global.css b/indizio/assets/global.css index b4f3070..8a82a38 100644 --- a/indizio/assets/global.css +++ b/indizio/assets/global.css @@ -32,6 +32,6 @@ Additional CSS added below .network-properties-container { background-color: #ffffff; - min-width: 600px; + min-width: 50%; } diff --git a/indizio/cache.py b/indizio/cache.py index e69de29..190278f 100644 --- a/indizio/cache.py +++ b/indizio/cache.py @@ -0,0 +1,11 @@ +import diskcache +from dash import DiskcacheManager + +from indizio.config import TMP_DIR + +# So far the diskcache manager only supports monitoring background=True +# processess, I haven't been able to get it to cache execution results. +CACHE = diskcache.Cache(TMP_DIR) +CACHE_MANAGER = DiskcacheManager( + CACHE, +) diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 763eaf0..621ca6c 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -5,8 +5,7 @@ from dash import Output, Input, callback, State, html, dcc from dash.exceptions import PreventUpdate -from indizio.components.network_properties import NetworkPropertiesCard -from indizio.store.distance_matrix import DistanceMatrixFileStore, DistanceMatrixFile +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData @@ -14,12 +13,15 @@ from indizio.util.graph import filter_graph import plotly.graph_objects as go import numpy as np +import os + +from indizio.util.plot import get_color + class MatrixPlot(dcc.Graph): """ The cytoscape network graph component. """ - ID = 'matrix-plot' def __init__(self): super().__init__( @@ -37,9 +39,9 @@ def __init__(self): ), inputs=dict( ts_params=Input(MatrixParametersStore.ID, "modified_timestamp"), - ts_dm=Input(DistanceMatrixFileStore.ID, "modified_timestamp"), + ts_dm=Input(DistanceMatrixStore.ID, "modified_timestamp"), state_params=State(MatrixParametersStore.ID, "data"), - state_dm=State(DistanceMatrixFileStore.ID, "data"), + state_dm=State(DistanceMatrixStore.ID, "data"), ) ) @freezeargs @@ -52,18 +54,18 @@ def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): log.debug(f'{self.ID} - No data to update from.') raise PreventUpdate - # De-serialize the distance matrix - print('TODO!@@!@!@!@') - key = 'pa2.csv' - - fig = go.Figure() - # empty initially - - # De-serialize the states - feature_df = DistanceMatrixFile.deserialize(state_dm[key]).df + # De-serialize the distance matrix store + state_dm = DistanceMatrixData(**state_dm) params = MatrixParameters(**state_params) - meta_df = None + # If the metric is not set from the parameters, choose the first one + if params.metric is None: + feature_df = state_dm.get_files()[0].read() + else: + feature_df = state_dm.get_file(params.metric).read() + + # empty initially + fig = go.Figure() # if dataset in meta_dict.keys(): # meta_df = meta_dict[dataset] @@ -75,7 +77,7 @@ def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): if params.bin_option is MatrixBinOption.BINNED: colorscale = [] - colors = get_color(scale, np.linspace(0, 1, len(slidervals) - 1)) + colors = get_color(params.color_scale, np.linspace(0, 1, len(slidervals) - 1)) minval = min(slidervals) maxval = max(slidervals) normed_vals = [(x - minval) / (maxval - minval) for x in slidervals] diff --git a/indizio/components/matrix/parameters/__init__.py b/indizio/components/matrix/parameters/__init__.py index a50fa9b..620060d 100644 --- a/indizio/components/matrix/parameters/__init__.py +++ b/indizio/components/matrix/parameters/__init__.py @@ -18,7 +18,7 @@ class MatrixParametersCanvas(dbc.Card): def __init__(self): super().__init__( children=[ - dbc.CardHeader("Matrix Parameters"), + dbc.CardHeader(html.H5("Matrix Parameters")), dbc.CardBody( children=[ dbc.Row(MatrixParamsMetric()), diff --git a/indizio/components/matrix/parameters/binning_option.py b/indizio/components/matrix/parameters/binning_option.py index 1bafb34..f21936d 100644 --- a/indizio/components/matrix/parameters/binning_option.py +++ b/indizio/components/matrix/parameters/binning_option.py @@ -31,26 +31,3 @@ def __init__(self): ) ] ) - - # @callback( - # output=dict( - # options=Output(self.ID, "options"), - # ), - # inputs=dict( - # ts=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), - # state=State(DistanceMatrixGraphStore.ID, "data"), - # ) - # ) - # def update_options_on_file_upload(ts, state): - # log = logging.getLogger() - # log.debug(f'{self.ID} - Updating the nodes of interest selection from user file update.') - # - # if ts is None or state is None: - # log.debug(f'{self.ID} - No data to update from.') - # raise PreventUpdate - # - # # De-serialize the graph and return the nodes - # graph = DmGraph.deserialize(state) - # return dict( - # options=[x for x in graph.graph.nodes] - # ) diff --git a/indizio/components/matrix/parameters/color_slider.py b/indizio/components/matrix/parameters/color_slider.py index 07b20ba..ace4fe9 100644 --- a/indizio/components/matrix/parameters/color_slider.py +++ b/indizio/components/matrix/parameters/color_slider.py @@ -1,4 +1,5 @@ import logging +from functools import lru_cache import dash_bootstrap_components as dbc import numpy as np @@ -6,16 +7,18 @@ from dash import dcc, State, ctx from dash.exceptions import PreventUpdate -from indizio.config import PERSISTENCE_TYPE +from indizio.config import PERSISTENCE_TYPE, ID_MATRIX_PARAMS_METRIC +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParameters +from indizio.util.cache import freezeargs class MatrixParamsColorSlider(dbc.Row): ID = "matrix-params-color-slider" - ID_BTN_MINUS = "matrix-params-color-slider-btn-minus" - ID_BTN_PLUS = "matrix-params-color-slider-btn-plus" - ID_RANGE = "matrix-params-color-slider-range" + ID_BTN_MINUS = f"{ID}-btn-minus" + ID_BTN_PLUS = f"{ID}-btn-plus" + ID_RANGE = f"{ID}-range" def __init__(self): slider_min = MatrixParameters().slider[0] @@ -50,8 +53,8 @@ def __init__(self): max=slider_max, value=[slider_min, slider_max], marks={ - slider_min: {'label': f'{slider_min:.2f}'}, - slider_max: {'label': f'{slider_max:.2f}'} + slider_min: dict(label=f'{slider_min:.2f}'), + slider_max: dict(label=f'{slider_max:.2f}') }, step=(slider_max - slider_max) / 100, tooltip={"placement": "bottom", "always_visible": False}, @@ -111,3 +114,37 @@ def toggle_slider_nodes(minus_clicks, plus_clicks, prev_value): else: log.error(f'{self.ID} - Unknown trigger: {triggered_id}.') raise PreventUpdate + + @callback( + output=dict( + min=Output(self.ID_RANGE, "min"), + max=Output(self.ID_RANGE, "max"), + marks=Output(self.ID_RANGE, "marks"), + ), + inputs=dict( + metric=Input(ID_MATRIX_PARAMS_METRIC, "value"), + matrix_store=State(DistanceMatrixStore.ID, "data"), + ), + ) + def update_min_max(metric, matrix_store): + log = logging.getLogger() + log.debug(f'{self.ID} - Adjusting matrix slider min/max.') + + if not matrix_store: + log.debug(f'{self.ID} - Nothing to do.') + raise PreventUpdate + + matrix_store = DistanceMatrixData(**matrix_store) + matrix = matrix_store.get_file(metric) + + matrix_min, matrix_max = matrix.min_value, matrix.max_value + marks = { + round(matrix_min, 2): dict(label=f'{matrix_min:.2f}'), + round(matrix_max, 2): dict(label=f'{matrix_max:.2f}') + } + print(marks) + return dict( + min=matrix_min, + max=matrix_max, + marks=marks + ) diff --git a/indizio/components/matrix/parameters/metric.py b/indizio/components/matrix/parameters/metric.py index da51490..ab09658 100644 --- a/indizio/components/matrix/parameters/metric.py +++ b/indizio/components/matrix/parameters/metric.py @@ -5,12 +5,12 @@ from dash import dcc from dash.exceptions import PreventUpdate -from indizio.config import PERSISTENCE_TYPE -from indizio.store.distance_matrix import DistanceMatrixFileStore +from indizio.config import PERSISTENCE_TYPE, ID_MATRIX_PARAMS_METRIC +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData class MatrixParamsMetric(dbc.Row): - ID = "matrix-params-metric" + ID = ID_MATRIX_PARAMS_METRIC def __init__(self): super().__init__( @@ -42,8 +42,8 @@ def __init__(self): value=Output(self.ID, "value"), ), inputs=dict( - ts=Input(DistanceMatrixFileStore.ID, "modified_timestamp"), - state=State(DistanceMatrixFileStore.ID, "data"), + ts=Input(DistanceMatrixStore.ID, "modified_timestamp"), + state=State(DistanceMatrixStore.ID, "data"), ) ) def update_values_on_dm_load(ts, state): @@ -54,9 +54,13 @@ def update_values_on_dm_load(ts, state): log.debug(f'{self.ID} - No data to update from.') raise PreventUpdate + # De-serialize the state + state = DistanceMatrixData(**state) + # No need to de-serialize as the key values are the file names - options = [x for x in state.keys()] + options = state.as_options() + default = options[0]['value'] if options else None return dict( options=options, - value=options[0] if options else None + value=default ) diff --git a/indizio/components/network_form/__init__.py b/indizio/components/network_form/__init__.py index c390bf1..49dff20 100644 --- a/indizio/components/network_form/__init__.py +++ b/indizio/components/network_form/__init__.py @@ -3,11 +3,10 @@ from indizio.components.network_form.btn_dl_graphml import DownloadGraphMlButton from indizio.components.network_form.btn_update import NetworkFormBtnUpdate +from indizio.components.network_form.degree import NetworkFormDegree from indizio.components.network_form.layout import NetworkFormLayout from indizio.components.network_form.node_of_interest import NetworkFormNodeOfInterest -from indizio.components.network_form.thresh_corr import NetworkThreshCorrAIO -from indizio.components.network_form.thresh_degree import NetworkThreshDegreeAIO -from indizio.components.network_properties import NetworkPropertiesCard +from indizio.components.network_form.thresh_filter_container import NetworkThreshFilterContainer class NetworkFormAIO(html.Div): @@ -39,9 +38,10 @@ def __init__(self): # Node of interest dbc.Row(NetworkFormNodeOfInterest()), + NetworkFormDegree(), + # Thresholds - dbc.Row(NetworkThreshDegreeAIO()), - dbc.Row(NetworkThreshCorrAIO()), + NetworkThreshFilterContainer(), # Update button dbc.Row(NetworkFormBtnUpdate()), @@ -50,7 +50,7 @@ def __init__(self): dbc.Row(DownloadGraphMlButton()), # Network properties - dbc.Row(NetworkPropertiesCard()), + # dbc.Row(NetworkPropertiesCard()), ] ), diff --git a/indizio/components/network_form/btn_dl_graphml.py b/indizio/components/network_form/btn_dl_graphml.py index b272cdc..c209451 100644 --- a/indizio/components/network_form/btn_dl_graphml.py +++ b/indizio/components/network_form/btn_dl_graphml.py @@ -1,16 +1,75 @@ +from datetime import datetime + import dash_bootstrap_components as dbc +import networkx as nx +from dash import Output, Input, callback, html, dcc, State +from dash.exceptions import PreventUpdate + +from indizio.cache import CACHE_MANAGER +from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +from indizio.util.graph import filter_graph -class DownloadGraphMlButton(dbc.Button): +class DownloadGraphMlButton(html.Div): """ This component is the "Download as GraphML" button. """ ID = "download-graphml-button" + ID_DOWNLOAD = f'{ID}-download' def __init__(self): super().__init__( - "Download as GraphML", - id=self.ID, - color="success" + [ + dbc.Button( + "Download as GraphML", + id=self.ID, + color="success" + ), + dcc.Download(id=self.ID_DOWNLOAD) + ] + ) + + @callback( + output=dict( + dl=Output(self.ID_DOWNLOAD, "data"), + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + state_graph=State(DistanceMatrixGraphStore.ID, "data"), + state_params=State(NetworkFormStore.ID, "data"), + ), + running=[ + (Output(self.ID, "disabled"), True, False), + ], + prevent_initial_call=True, + background=True, + manager=CACHE_MANAGER ) + def on_click(n_clicks, state_graph, state_params): + if not n_clicks: + raise PreventUpdate + + # De-serialize the states + graph = DmGraph(**state_graph).read() + params = NetworkFormStoreData(**state_params) + + # Filter the graph based on the parameters + filtered_graph = filter_graph( + G=graph, + node_subset=params.node_of_interest, + degree=params.thresh_degree, + thresh=params.corr_input, + thresh_op=params.thresh_corr_select, + ) + + # Convert the graph to GraphML and format the output + graphml_str = '\n'.join(nx.generate_graphml(filtered_graph)) + date_string = datetime.strftime(datetime.now(), '%Y-%m-%d_%H-%M-%S') + file_name = f'indizio-graph-{date_string}.graphml' + + # Return the data + return dict( + dl=dict(content=graphml_str, filename=file_name) + ) diff --git a/indizio/components/network_form/btn_update.py b/indizio/components/network_form/btn_update.py index 3ecdb13..2fa9da9 100644 --- a/indizio/components/network_form/btn_update.py +++ b/indizio/components/network_form/btn_update.py @@ -1,15 +1,20 @@ import logging import dash_bootstrap_components as dbc -from dash import Output, Input, callback, State +from dash import Output, Input, callback, State, ALL, ctx from dash.exceptions import PreventUpdate + from indizio.components.network_form.layout import NetworkFormLayout from indizio.components.network_form.node_of_interest import NetworkFormNodeOfInterest -from indizio.components.network_form.thresh_corr import NetworkThreshCorrAIO -from indizio.components.network_form.thresh_degree import NetworkThreshDegreeAIO +from indizio.components.network_form.thresh_filter_item import NetworkThreshFilterItem +from indizio.components.network_form.thresh_matching import NetworkThreshMatching +from indizio.config import ID_NETWORK_FORM_DEGREE_LOWER_VALUE, ID_NETWORK_FORM_DEGREE_UPPER_VALUE, \ + ID_NETWORK_FORM_EDGES_TO_SELF +from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide +from indizio.interfaces.bound import Bound from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkFormLayoutOption, \ - NetworkThreshCorrOption + NetworkParamThreshold, NetworkParamDegree class NetworkFormBtnUpdate(dbc.Button): @@ -36,24 +41,33 @@ def __init__(self): n_clicks=Input(self.ID, "n_clicks"), layout=State(NetworkFormLayout.ID, "value"), node_of_interest=State(NetworkFormNodeOfInterest.ID, "value"), - thresh_degree=State(NetworkThreshDegreeAIO.ID, "value"), - corr_select=State(NetworkThreshCorrAIO.ID_SELECT, "value"), - corr_input=State(NetworkThreshCorrAIO.ID_INPUT, "value"), state=State(NetworkFormStore.ID, "data"), + corr_lower_bound=State({'type': NetworkThreshFilterItem.ID_LEFT_BOUND, 'file_id': ALL}, 'value'), + corr_upper_bound=State({'type': NetworkThreshFilterItem.ID_RIGHT_BOUND, 'file_id': ALL}, 'value'), + corr_lower_value=State({'type': NetworkThreshFilterItem.ID_LEFT_VALUE, 'file_id': ALL}, 'value'), + corr_upper_value=State({'type': NetworkThreshFilterItem.ID_RIGHT_VALUE, 'file_id': ALL}, 'value'), + corr_matching=State(NetworkThreshMatching.ID, 'value'), + degree_lower_value=State(ID_NETWORK_FORM_DEGREE_LOWER_VALUE, 'value'), + degree_upper_value=State(ID_NETWORK_FORM_DEGREE_UPPER_VALUE, 'value'), + edges_to_self=State(ID_NETWORK_FORM_EDGES_TO_SELF, 'value'), ), ) - def on_submit(n_clicks, layout, node_of_interest, thresh_degree, corr_select, corr_input, state): + def on_submit( + n_clicks, + layout, + node_of_interest, + state, + corr_lower_bound, + corr_upper_bound, + corr_lower_value, + corr_upper_value, + corr_matching, + degree_lower_value, + degree_upper_value, + edges_to_self + ): log = logging.getLogger() - dbg_msg = { - 'n_clicks': n_clicks, - 'layout': layout, - 'node_of_interest': node_of_interest, - 'thresh_degree': thresh_degree, - 'corr_select': corr_select, - 'corr_input': corr_input, - 'state': state - } - log.debug(f'{self.ID} - {dbg_msg}') + log.debug(f'{self.ID} - Updating network parameters.') if n_clicks is None: raise PreventUpdate @@ -61,11 +75,38 @@ def on_submit(n_clicks, layout, node_of_interest, thresh_degree, corr_select, co network_form_state = NetworkFormStoreData(**state) network_form_state.layout = NetworkFormLayoutOption(layout) network_form_state.node_of_interest = node_of_interest or list() - network_form_state.thresh_degree = thresh_degree or 0 - network_form_state.thresh_corr_select = NetworkThreshCorrOption(corr_select) - network_form_state.corr_input = corr_input or 0 - network_form_state.is_set = True + network_form_state.thresh_matching = BooleanAllAny(corr_matching) + network_form_state.degree = NetworkParamDegree( + min_value=min(degree_lower_value or 0.0, degree_upper_value or 1.0), + max_value=max(degree_lower_value or 0.0, degree_upper_value or 1.0), + ) + network_form_state.show_edges_to_self = BooleanShowHide(edges_to_self) + + # Extract the thresholds from the dynamically generated data + d_lower_bound = dict() + d_lower_vals = dict() + d_upper_bound = dict() + d_upper_vals = dict() + for d_attr in ctx.args_grouping['corr_lower_bound']: + d_lower_bound[d_attr['id']['file_id']] = Bound(d_attr['value']) + for d_attr in ctx.args_grouping['corr_upper_bound']: + d_upper_bound[d_attr['id']['file_id']] = Bound(d_attr['value']) + for d_attr in ctx.args_grouping['corr_lower_value']: + d_lower_vals[d_attr['id']['file_id']] = d_attr['value'] or 0.0 + for d_attr in ctx.args_grouping['corr_upper_value']: + d_upper_vals[d_attr['id']['file_id']] = d_attr['value'] or 1.0 + file_ids = (set(d_lower_bound.keys()) & set(d_upper_bound.keys()) & + set(d_lower_vals.keys()) & set(d_upper_vals.keys())) + for file_id in sorted(file_ids): + network_form_state.thresholds[file_id] = NetworkParamThreshold( + file_id=file_id, + left_bound=d_lower_bound[file_id], + right_bound=d_upper_bound[file_id], + left_value=min(d_lower_vals[file_id], d_upper_vals[file_id]), + right_value=max(d_lower_vals[file_id], d_upper_vals[file_id]) + ) + # Serialize and return the data return dict( network_store=network_form_state.model_dump(mode='json') ) diff --git a/indizio/components/network_form/degree.py b/indizio/components/network_form/degree.py new file mode 100644 index 0000000..d264a61 --- /dev/null +++ b/indizio/components/network_form/degree.py @@ -0,0 +1,98 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, html +from dash.exceptions import PreventUpdate + +from indizio.components.network_form.thresh_filter_item import NetworkThreshFilterItem +from indizio.components.network_form.thresh_matching import NetworkThreshMatching +from indizio.config import ID_NETWORK_FORM_DEGREE_LOWER_VALUE, ID_NETWORK_FORM_DEGREE_UPPER_VALUE, \ + ID_NETWORK_FORM_DEGREE, ID_NETWORK_FORM_EDGES_TO_SELF +from indizio.interfaces.boolean import BooleanShowHide +from indizio.interfaces.bound import Bound +from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph +from indizio.store.network_form_store import NetworkFormStoreData, NetworkParamThreshold, \ + NetworkFormStore, NetworkParamDegree + + +class NetworkFormDegree(dbc.Card): + ID = ID_NETWORK_FORM_DEGREE + ID_LOWER_VALUE = ID_NETWORK_FORM_DEGREE_LOWER_VALUE + ID_UPPER_VALUE = ID_NETWORK_FORM_DEGREE_UPPER_VALUE + ID_SHOW_EDGES_TO_SELF = ID_NETWORK_FORM_EDGES_TO_SELF + + def __init__(self): + super().__init__( + className='p-0', + children=[ + dbc.CardHeader([ + html.H5("Degree (depth of neighborhood)"), + ], + className='d-flex' + ), + dbc.CardBody( + dbc.Table([ + html.Thead(html.Tr([ + html.Th("Minimum"), + html.Th("Maximum"), + html.Th("Edges to self"), + ])), + html.Tbody([ + html.Tr([ + html.Td( + dbc.Input( + id=self.ID_LOWER_VALUE, + type="number", + value=0, + step=1, + size='sm' + ) + ), + html.Td( + dbc.Input( + id=self.ID_UPPER_VALUE, + type="number", + value=1, + step=1, + size='sm' + ) + ), + html.Td( + dbc.Select( + id=self.ID_SHOW_EDGES_TO_SELF, + options=BooleanShowHide.to_options(), + value=1, + size='sm' + ) + ), + ]) + ]), + ], + hover=True, + size='sm', + className='mb-0' + ) + ) + ], + ) + + @callback( + output=dict( + lower_value=Output(self.ID_LOWER_VALUE, 'value'), + upper_value=Output(self.ID_UPPER_VALUE, 'value'), + edges_to_self=Output(self.ID_SHOW_EDGES_TO_SELF, 'value') + ), + inputs=dict( + ts_params=Input(NetworkFormStore.ID, "modified_timestamp"), + state_params=State(NetworkFormStore.ID, "data"), + ), + ) + def update_on_store_refresh(ts_params, state_params): + """ + Updates the degree filter item when the store is refreshed. + """ + params = NetworkFormStoreData(**state_params) + + return dict( + lower_value=params.degree.min_value, + upper_value=params.degree.max_value, + edges_to_self=params.show_edges_to_self.value + ) diff --git a/indizio/components/network_form/layout.py b/indizio/components/network_form/layout.py index 9cc0d88..3ce164e 100644 --- a/indizio/components/network_form/layout.py +++ b/indizio/components/network_form/layout.py @@ -1,8 +1,11 @@ import dash_bootstrap_components as dbc -from dash import dcc, html +from dash import Output, Input, callback, State +from dash import html from indizio.config import PERSISTENCE_TYPE -from indizio.store.network_form_store import NetworkFormLayoutOption, NetworkFormStoreData +from indizio.store.dm_graph import DistanceMatrixGraphStore +from indizio.store.network_form_store import NetworkFormLayoutOption +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData class NetworkFormLayout(html.Div): @@ -14,13 +17,38 @@ class NetworkFormLayout(html.Div): def __init__(self): super().__init__( [ - dbc.Label("Change network layout", html_for=self.ID), - dcc.Dropdown( - id=self.ID, - options=NetworkFormLayoutOption.to_options(), - persistence=True, - persistence_type=PERSISTENCE_TYPE, - value=NetworkFormStoreData().layout.value, - ), + # dbc.Label("Change network layout", html_for=self.ID), + # dcc.Dropdown( + # id=self.ID, + # options=NetworkFormLayoutOption.to_options(), + # persistence=True, + # persistence_type=PERSISTENCE_TYPE, + # value=NetworkFormStoreData().layout.value, + # ), + dbc.InputGroup([ + dbc.InputGroupText("Network layout"), + dbc.Select( + id=self.ID, + options=NetworkFormLayoutOption.to_options(), + persistence=True, + persistence_type=PERSISTENCE_TYPE, + value=NetworkFormStoreData().layout.value, + ) + ]) ] ) + + @callback( + output=dict( + value=Output(self.ID, "value"), + ), + inputs=dict( + ts=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), + state=State(NetworkFormStore.ID, "data"), + ) + ) + def update_options_on_file_upload(ts, state): + params = NetworkFormStoreData(**state) + return dict( + value=params.layout.value + ) diff --git a/indizio/components/network_form/node_of_interest.py b/indizio/components/network_form/node_of_interest.py index b4f763f..58bf2e9 100644 --- a/indizio/components/network_form/node_of_interest.py +++ b/indizio/components/network_form/node_of_interest.py @@ -5,8 +5,8 @@ from dash import html, dcc from dash.exceptions import PreventUpdate -from indizio.config import PERSISTENCE_TYPE from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData class NetworkFormNodeOfInterest(html.Div): @@ -29,8 +29,6 @@ def __init__(self): value=[], className="bg-light text-dark", multi=True, - persistence=True, - persistence_type=PERSISTENCE_TYPE ), ] @@ -39,13 +37,15 @@ def __init__(self): @callback( output=dict( options=Output(self.ID, "options"), + value=Output(self.ID, "value"), ), inputs=dict( ts=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), state=State(DistanceMatrixGraphStore.ID, "data"), + state_params=State(NetworkFormStore.ID, "data"), ) ) - def update_options_on_file_upload(ts, state): + def update_options_on_file_upload(ts, state, state_params): log = logging.getLogger() log.debug(f'{self.ID} - Updating the nodes of interest selection from user file update.') @@ -54,7 +54,10 @@ def update_options_on_file_upload(ts, state): raise PreventUpdate # De-serialize the graph and return the nodes - graph = DmGraph.deserialize(state) + graph = DmGraph(**state).read() + params = NetworkFormStoreData(**state_params) + return dict( - options=[x for x in graph.graph.nodes] + options=list(graph.nodes), + value=params.node_of_interest ) diff --git a/indizio/components/network_form/thresh_corr.py b/indizio/components/network_form/thresh_corr.py deleted file mode 100644 index cc3fece..0000000 --- a/indizio/components/network_form/thresh_corr.py +++ /dev/null @@ -1,38 +0,0 @@ -import dash_bootstrap_components as dbc - -from indizio.config import PERSISTENCE_TYPE -from indizio.store.network_form_store import NetworkThreshCorrOption, NetworkFormStoreData - - -class NetworkThreshCorrAIO(dbc.InputGroup): - ID = "network-thresh-corr" - ID_SELECT = f"{ID}-select" - ID_INPUT = f"{ID}-input" - ID_CORR = f"{ID}-corr" - - def __init__(self): - super().__init__( - [ - dbc.InputGroupText( - "TODO thresh", - style={"minWidth": "70%"}, - id=self.ID_CORR - ), - dbc.Select( - id=self.ID_SELECT, - options=NetworkThreshCorrOption.to_options(), - style={"maxWidth": "15%"}, - persistence=True, - persistence_type=PERSISTENCE_TYPE, - value=NetworkFormStoreData().thresh_corr_select.value - ), - dbc.Input( - id=self.ID_INPUT, - type="number", - value=0, - style={"maxWidth": "15%"}, - persistence=True, - persistence_type=PERSISTENCE_TYPE - ), - ] - ) diff --git a/indizio/components/network_form/thresh_degree.py b/indizio/components/network_form/thresh_degree.py deleted file mode 100644 index f161d71..0000000 --- a/indizio/components/network_form/thresh_degree.py +++ /dev/null @@ -1,23 +0,0 @@ -import dash_bootstrap_components as dbc - -from indizio.config import PERSISTENCE_TYPE - - -class NetworkThreshDegreeAIO(dbc.InputGroup): - ID = "network-thresh-degree" - - def __init__(self): - super().__init__( - [ - dbc.InputGroupText("Degree (depth of neighborhood)"), - dbc.Input( - id=self.ID, - type="number", - min=0, - step=1, - value=0, - persistence=True, - persistence_type=PERSISTENCE_TYPE - ), - ] - ) diff --git a/indizio/components/network_form/thresh_filter_container.py b/indizio/components/network_form/thresh_filter_container.py new file mode 100644 index 0000000..4b1e67c --- /dev/null +++ b/indizio/components/network_form/thresh_filter_container.py @@ -0,0 +1,89 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, html +from dash.exceptions import PreventUpdate + +from indizio.components.network_form.thresh_filter_item import NetworkThreshFilterItem +from indizio.components.network_form.thresh_matching import NetworkThreshMatching +from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph +from indizio.store.network_form_store import NetworkFormStoreData, NetworkParamThreshold, \ + NetworkFormStore + + +class NetworkThreshFilterContainer(dbc.Card): + ID = "network-thresh-filter-container" + ID_TABLE = f"{ID}-table" + + def __init__(self): + super().__init__( + id=self.ID, + className='p-0', + children=[ + dbc.CardHeader([ + html.H5("Thresholds"), + html.Div([ + NetworkThreshMatching() + ], + style={'marginLeft': 'auto', 'marginRight': '0px', 'paddingLeft': '10px'}, + ) + ], + className='d-flex' + ), + dbc.CardBody( + dbc.Table([ + html.Thead(html.Tr([ + html.Th("Metric"), + html.Th("Lower bound"), + html.Th("Minimum value"), + html.Th("Maximum value"), + html.Th("Upper bound"), + ])), + html.Tbody(id=self.ID_TABLE), + ], + hover=True, + size='sm', + className='mb-0' + ) + ) + ], + ) + + @callback( + output=dict( + children=Output(self.ID_TABLE, 'children'), + ), + inputs=dict( + ts_graph=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), + ts_params=Input(NetworkFormStore.ID, "modified_timestamp"), + state_graph=State(DistanceMatrixGraphStore.ID, "data"), + state_params=State(NetworkFormStore.ID, "data"), + ), + ) + def update_metric(ts_graph, ts_params, state_graph, state_params): + """ + Creates the threshold filtering options based on the items present + in the graph. Restores any values stored in the network parameters. + """ + if ts_graph is None or state_graph is None: + raise PreventUpdate + + # De-serialize the state + state = DmGraph(**state_graph) + params = NetworkFormStoreData(**state_params) + + out = dict() + for dm in state.matrices: + if dm.file_id in params.thresholds: + out[dm.file_id] = NetworkThreshFilterItem( + threshold=params.thresholds[dm.file_id] + ) + else: + out[dm.file_id] = NetworkThreshFilterItem( + threshold=NetworkParamThreshold( + file_id=dm.file_id, + left_value=dm.min_value, + right_value=dm.max_value + ) + ) + return dict( + children=list(out.values()), + ) diff --git a/indizio/components/network_form/thresh_filter_item.py b/indizio/components/network_form/thresh_filter_item.py new file mode 100644 index 0000000..7b1d299 --- /dev/null +++ b/indizio/components/network_form/thresh_filter_item.py @@ -0,0 +1,68 @@ +import dash_bootstrap_components as dbc +from dash import html, dcc + +from indizio.interfaces.bound import Bound +from indizio.store.network_form_store import NetworkParamThreshold + + +class NetworkThreshFilterItem(html.Tr): + ID = "network-thresh-filter-item" + ID_LEFT_BOUND = f"{ID}-left-bound" + ID_RIGHT_BOUND = f"{ID}-right-bound" + ID_LEFT_VALUE = f"{ID}-left-value" + ID_RIGHT_VALUE = f"{ID}-right-value" + + def __init__(self, threshold: NetworkParamThreshold): + super().__init__( + [ + html.Td( + f"{threshold.file_id}", + ), + html.Td( + dbc.Select( + id={ + "type": self.ID_LEFT_BOUND, + "file_id": threshold.file_id + }, + options=Bound.to_options(), + value=threshold.left_bound.value, + size='sm' + ) + ), + html.Td( + dbc.Input( + id={ + "type": self.ID_LEFT_VALUE, + "file_id": threshold.file_id + }, + type="number", + value=threshold.left_value, + step=0.1, + size='sm' + ) + ), + html.Td( + dbc.Input( + id={ + "type": self.ID_RIGHT_VALUE, + "file_id": threshold.file_id + }, + type="number", + value=threshold.right_value, + step=0.1, + size='sm' + ) + ), + html.Td( + dbc.Select( + id={ + "type": self.ID_RIGHT_BOUND, + "file_id": threshold.file_id + }, + options=Bound.to_options(), + value=threshold.right_bound.value, + size='sm' + ) + ) + ] + ) diff --git a/indizio/components/network_form/thresh_matching.py b/indizio/components/network_form/thresh_matching.py new file mode 100644 index 0000000..6fb6a27 --- /dev/null +++ b/indizio/components/network_form/thresh_matching.py @@ -0,0 +1,22 @@ +import dash_bootstrap_components as dbc + +from indizio.interfaces.boolean import BooleanAllAny +from indizio.store.network_form_store import NetworkFormStoreData + + +class NetworkThreshMatching(dbc.InputGroup): + ID = "network-thresh-matching" + + def __init__(self): + super().__init__( + children=[ + dbc.InputGroupText("Match"), + dbc.Select( + id=self.ID, + options=BooleanAllAny.to_options(), + value=NetworkFormStoreData().thresh_matching.value, + size='sm', + ) + ], + size='sm' + ) diff --git a/indizio/components/network_properties/__init__.py b/indizio/components/network_properties/__init__.py index c883be7..cdedf5b 100644 --- a/indizio/components/network_properties/__init__.py +++ b/indizio/components/network_properties/__init__.py @@ -1,86 +1,76 @@ -import logging - -import dash_bootstrap_components as dbc -from dash import Output, Input, html, callback, State -from dash.exceptions import PreventUpdate - -from indizio.config import CORR_METHOD -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData - - -class NetworkPropertiesCard(dbc.Card): - """ - This component shows the values that are selected in the NetworkForm component. - """ - ID = "network-properties-card" - - ID_FOCAL_NODE = f"{ID}-focal-node" - ID_DEGREE = f"{ID}-degree" - ID_CORR = f"{ID}-corr" - ID_N_NODES = f"{ID}-n-nodes" - ID_N_EDGES = f"{ID}-n-edges" - - def __init__(self): - super().__init__( - [ - dbc.CardHeader( - html.H5("Network Properties") - ), - dbc.CardBody( - [ - dbc.Table([ - html.Thead(html.Tr([html.Th("Property"), html.Th("Value")])), - html.Tbody([ - html.Tr([html.Td("Focal node"), html.Td(id=self.ID_FOCAL_NODE)]), - html.Tr([html.Td("Degree"), html.Td(id=self.ID_DEGREE)]), - html.Tr([html.Td("TODO (abs) thresh"), html.Td(id=self.ID_CORR)]), - html.Tr([html.Td("Num nodes"), html.Td(id=self.ID_N_NODES)]), - html.Tr([html.Td("Num edges"), html.Td(id=self.ID_N_EDGES)]), - ]) - ], - hover=True, - responsive=True, - ) - ] - ) - ] - ) - - # When the update button is pressed, then update the network parameters - @callback( - output=dict( - focal_node=Output(self.ID_FOCAL_NODE, "children"), - degree=Output(self.ID_DEGREE, "children"), - corr=Output(self.ID_CORR, "children"), - ), - inputs=dict( - ts=Input(NetworkFormStore.ID, "modified_timestamp"), - state=State(NetworkFormStore.ID, "data"), - ) - ) - def update_values(ts, state): - # Output debugging information - log = logging.getLogger() - log.debug(f'{self.ID} - {{ts: {ts}, state: {state}}}') - - # Check if an update should happen - if ts is None or state is None: - raise PreventUpdate - - network_form_state = NetworkFormStoreData(**state) - - # Obtain the values - focal_node = network_form_state.node_of_interest or ['All'] - focal_node = ', '.join(focal_node) - - degree = network_form_state.thresh_degree or 0 - corr_operator = network_form_state.thresh_corr_select.value - corr_value = network_form_state.corr_input - corr = f"{CORR_METHOD}: {corr_operator} {corr_value}" - - # Return the output values - return dict( - focal_node=focal_node, - degree=degree, - corr=corr, - ) +# import logging +# +# import dash_bootstrap_components as dbc +# from dash import Output, Input, html, callback, State +# from dash.exceptions import PreventUpdate +# +# from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +# +# +# class NetworkPropertiesCard(dbc.Card): +# """ +# This component shows the values that are selected in the NetworkForm component. +# """ +# ID = "network-properties-card" +# +# ID_FOCAL_NODE = f"{ID}-focal-node" +# ID_DEGREE = f"{ID}-degree" +# ID_CORR = f"{ID}-corr" +# ID_N_NODES = f"{ID}-n-nodes" +# ID_N_EDGES = f"{ID}-n-edges" +# +# def __init__(self): +# super().__init__( +# [ +# dbc.CardHeader( +# html.H5("Network Properties") +# ), +# dbc.CardBody( +# [ +# dbc.Table([ +# html.Thead(html.Tr([html.Th("Property"), html.Th("Value")])), +# html.Tbody([ +# html.Tr([html.Td("Focal node"), html.Td(id=self.ID_FOCAL_NODE)]), +# html.Tr([html.Td("Degree"), html.Td(id=self.ID_DEGREE)]), +# html.Tr([html.Td("Threshold"), html.Td(id=self.ID_CORR)]), +# html.Tr([html.Td("Num nodes"), html.Td(id=self.ID_N_NODES)]), +# html.Tr([html.Td("Num edges"), html.Td(id=self.ID_N_EDGES)]), +# ]) +# ], +# hover=True, +# responsive=True, +# ) +# ], +# className='p-5' +# ) +# ] +# ) +# +# # When the update button is pressed, then update the network parameters +# @callback( +# output=dict( +# focal_node=Output(self.ID_FOCAL_NODE, "children"), +# # degree=Output(self.ID_DEGREE, "children"), +# corr=Output(self.ID_CORR, "children"), +# ), +# inputs=dict( +# ts=Input(NetworkFormStore.ID, "modified_timestamp"), +# state=State(NetworkFormStore.ID, "data"), +# ) +# ) +# def update_values(ts, state): +# # Output debugging information +# log = logging.getLogger() +# log.debug(f'{self.ID} - {{ts: {ts}, state: {state}}}') +# +# # Check if an update should happen +# if ts is None or state is None: +# raise PreventUpdate +# network_form_state = NetworkFormStoreData(**state) +# +# # Return the output values +# return dict( +# focal_node=network_form_state.get_focal_node_str(), +# # degree=network_form_state.thresh_degree, +# corr=network_form_state.get_threshold_str(), +# ) diff --git a/indizio/components/network_viz/__init__.py b/indizio/components/network_viz/__init__.py index 638d489..3b58e0a 100644 --- a/indizio/components/network_viz/__init__.py +++ b/indizio/components/network_viz/__init__.py @@ -4,6 +4,8 @@ import dash_cytoscape as cyto from indizio.components.network_viz.network_graph import NetworkVizGraph +from indizio.components.network_viz.progress_bar import NetworkVizProgressBar +from indizio.components.network_viz.reset_view import NetworkVizResetView class NetworkVizContainer(dbc.Row): @@ -12,6 +14,8 @@ class NetworkVizContainer(dbc.Row): def __init__(self): super().__init__( [ + NetworkVizProgressBar(), + NetworkVizResetView(), NetworkVizGraph() ] ) diff --git a/indizio/components/network_viz/network_graph.py b/indizio/components/network_viz/network_graph.py index f98a773..2116294 100644 --- a/indizio/components/network_viz/network_graph.py +++ b/indizio/components/network_viz/network_graph.py @@ -4,12 +4,19 @@ import dash_cytoscape as cyto from dash import Output, Input, callback, State from dash.exceptions import PreventUpdate +import dash +from indizio.cache import CACHE_MANAGER +from indizio.config import ID_NETWORK_VIZ_PROGRESS -from indizio.components.network_properties import NetworkPropertiesCard from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData -from indizio.util.cache import freezeargs, from_hashable +from indizio.util.cache import freezeargs, from_hashable, cache_by from indizio.util.graph import filter_graph +from cachetools import cached, LRUCache, TTLCache +from cachetools.keys import hashkey +import networkx as nx + +from indizio.util.types import ProgressFn class NetworkVizGraph(cyto.Cytoscape): @@ -23,7 +30,6 @@ def __init__(self): super().__init__( id=self.ID, elements=[], - # stylesheet=stylesheet, layout={"name": "grid", 'animate': True}, style={'width': '100%', 'height': 'calc(100vh - 150px)'}, responsive=True, @@ -33,8 +39,8 @@ def __init__(self): output=dict( elements=Output(self.ID, 'elements'), layout=Output(self.ID, "layout"), - n_nodes=Output(NetworkPropertiesCard.ID_N_NODES, "children"), - n_edges=Output(NetworkPropertiesCard.ID_N_EDGES, "children"), + # n_nodes=Output(NetworkPropertiesCard.ID_N_NODES, "children"), + # n_edges=Output(NetworkPropertiesCard.ID_N_EDGES, "children"), ), inputs=dict( ts_graph=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), @@ -42,9 +48,16 @@ def __init__(self): state_graph=State(DistanceMatrixGraphStore.ID, "data"), state_params=State(NetworkFormStore.ID, "data"), ), + # running=[ + # (Output(self.ID, 'style'), {'visibility': 'hidden'}, {'visibility': 'visible'}), + # (Output(ID_NETWORK_VIZ_PROGRESS, 'style'), {'visibility': 'visible'}, {'visibility': 'hidden'}), + # ], + # progress=[ + # Output(ID_NETWORK_VIZ_PROGRESS, "value"), + # ], + prevent_initial_call=False, + background=True, ) - @freezeargs - @lru_cache def draw_graph(ts_graph, ts_param, state_graph, state_params): # Output debugging information log = logging.getLogger() @@ -53,33 +66,16 @@ def draw_graph(ts_graph, ts_param, state_graph, state_params): log.debug(f'{self.ID} - No data to draw graph.') raise PreventUpdate - # Networkx mutates the state so it must be de-serialized - state_graph = from_hashable(state_graph) - - # De-serialize the states - graph = DmGraph.deserialize(state_graph) + graph = DmGraph(**state_graph) params = NetworkFormStoreData(**state_params) - # Filter the graph based on the parameters - out_graph = filter_graph( - G=graph.graph, - node_subset=params.node_of_interest, - degree=params.thresh_degree, - thresh=params.corr_input, - thresh_op=params.thresh_corr_select - )['elements'] - - # There is a formatting quirk with cytoscape that requires a reformat - # to display the label correctly - for node in out_graph['nodes']: - node['data']['label'] = node['data']['name'] - del node['data']['name'] + out_graph = graph.filter_to_cytoscape(params) return dict( elements=out_graph, layout={'name': params.layout.name, 'animate': True}, - n_nodes=len(out_graph['nodes']), - n_edges=len(out_graph['edges']) + # n_nodes=len(out_graph['nodes']), + # n_edges=len(out_graph['edges']) ) @callback( diff --git a/indizio/components/network_viz/progress_bar.py b/indizio/components/network_viz/progress_bar.py new file mode 100644 index 0000000..ef85338 --- /dev/null +++ b/indizio/components/network_viz/progress_bar.py @@ -0,0 +1,18 @@ +import dash_bootstrap_components as dbc + +from indizio.config import ID_NETWORK_VIZ_PROGRESS + + +class NetworkVizProgressBar(dbc.Progress): + """ + The cytoscape network graph component. + """ + + ID = ID_NETWORK_VIZ_PROGRESS + + def __init__(self): + super().__init__( + id=self.ID, + min=0, + max=100 + ) diff --git a/indizio/components/network_viz/reset_view.py b/indizio/components/network_viz/reset_view.py new file mode 100644 index 0000000..2bba631 --- /dev/null +++ b/indizio/components/network_viz/reset_view.py @@ -0,0 +1,44 @@ +import time + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback +from dash.exceptions import PreventUpdate + +from indizio.components.network_viz import NetworkVizGraph + + +class NetworkVizResetView(dbc.Button): + ID = "network-viz-reset-view" + + def __init__(self): + super().__init__( + children=[ + "Centre graph", + + ], + id=self.ID, + color="warning" + ) + + @callback( + output=dict( + layout=Output(NetworkVizGraph.ID, "layout", allow_duplicate=True), + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + prev_layout=Input(NetworkVizGraph.ID, "layout"), + ), + prevent_initial_call=True + ) + def reset_view(n_clicks, prev_layout): + """ + Reset the view of the cytoscape graph. This works by adding a + a new value to the layout that will cause a refresh of the graph. + """ + new_layout = prev_layout + new_layout['reset-view'] = time.time() + if n_clicks is None: + raise PreventUpdate + return dict( + layout=new_layout + ) diff --git a/indizio/components/upload_form/__init__.py b/indizio/components/upload_form/__init__.py index 6a8583f..606eedf 100644 --- a/indizio/components/upload_form/__init__.py +++ b/indizio/components/upload_form/__init__.py @@ -5,7 +5,7 @@ from indizio.components.upload_form.file_selector import UploadFormFileSelector from indizio.components.upload_form.file_selector_container import UploadFormFileSelectorContainer from indizio.components.upload_form.file_upload_form import UploadFormFileUploadForm -from indizio.components.upload_form.file_uploaded_container import UploadFormFileUploadedContainer +from indizio.components.uploaded_files import UploadedFileContainer class UploadFormContainer(html.Div): @@ -15,9 +15,9 @@ def __init__(self): [ UploadFormFileUploadForm(), UploadFormFileSelectorContainer(), - UploadFormFileUploadedContainer(), + UploadedFileContainer(), UploadFormBtnUpload(), - UploadFormBtnClear() + UploadFormBtnClear(), ] ) diff --git a/indizio/components/upload_form/btn_clear.py b/indizio/components/upload_form/btn_clear.py index 722b0d4..6660606 100644 --- a/indizio/components/upload_form/btn_clear.py +++ b/indizio/components/upload_form/btn_clear.py @@ -5,11 +5,12 @@ from dash.exceptions import PreventUpdate from indizio.config import RELOAD_ID -from indizio.store.distance_matrix import DistanceMatrixFileStore +from indizio.store.distance_matrix import DistanceMatrixStore from indizio.store.dm_graph import DistanceMatrixGraphStore +from indizio.store.matrix_parameters import MatrixParametersStore from indizio.store.metadata_file import MetadataFileStore from indizio.store.network_form_store import NetworkFormStore -from indizio.store.presence_absence import PresenceAbsenceFileStore +from indizio.store.presence_absence import PresenceAbsenceStore from indizio.store.tree_file import TreeFileStore from indizio.store.upload_form_store import UploadFormStore @@ -35,11 +36,12 @@ def __init__(self): output=dict( network_store=Output(NetworkFormStore.ID, "clear_data"), upload_store=Output(UploadFormStore.ID, "clear_data"), - presence_absence_store=Output(PresenceAbsenceFileStore.ID, "clear_data"), - distance_matrix_store=Output(DistanceMatrixFileStore.ID, "clear_data"), + presence_absence_store=Output(PresenceAbsenceStore.ID, "clear_data"), + distance_matrix_store=Output(DistanceMatrixStore.ID, "clear_data"), metadata_store=Output(MetadataFileStore.ID, "clear_data"), tree_store=Output(TreeFileStore.ID, "clear_data"), dm_graph_store=Output(DistanceMatrixGraphStore.ID, "clear_data"), + matrix_graph_store=Output(MatrixParametersStore.ID, "clear_data"), reload=Output(RELOAD_ID, "href", allow_duplicate=True), ), inputs=dict( @@ -66,5 +68,6 @@ def reset_state(n_clicks): metadata_store=True, tree_store=True, dm_graph_store=True, + matrix_graph_store=True, reload="/" ) diff --git a/indizio/components/upload_form/btn_upload.py b/indizio/components/upload_form/btn_upload.py index 0096f4d..c20a492 100644 --- a/indizio/components/upload_form/btn_upload.py +++ b/indizio/components/upload_form/btn_upload.py @@ -6,13 +6,16 @@ from indizio.components.upload_form.file_selector import UploadFormFileSelector from indizio.config import RELOAD_ID +from indizio.interfaces.bound import Bound from indizio.interfaces.file_type import UserFileType -from indizio.store.distance_matrix import DistanceMatrixFileStore, DistanceMatrixFile +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData from indizio.store.dm_graph import DmGraph, DistanceMatrixGraphStore -from indizio.store.metadata_file import MetadataFile, MetadataFileStore -from indizio.store.presence_absence import PresenceAbsenceFileStore, PresenceAbsenceFile -from indizio.store.tree_file import TreeFile, TreeFileStore -from indizio.store.upload_form_store import UploadFormStore, UploadFormStoreData +from indizio.store.metadata_file import MetadataFile, MetadataFileStore, MetadataData +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkParamThreshold +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData +from indizio.store.tree_file import TreeFile, TreeFileStore, TreeData +from indizio.store.upload_form_store import UploadFormStore, UploadFormData +from indizio.util.types import ProgressFn class UploadFormBtnUpload(dbc.Button): @@ -21,33 +24,57 @@ class UploadFormBtnUpload(dbc.Button): """ ID = "upload-form-upload-button" + ID_PROGRESS = f'{ID}-progress' def __init__(self): super().__init__( - "Upload Files", + [ + "Upload & Process", + dbc.Progress( + id=self.ID_PROGRESS, + min=0, + max=100 + ) + ], id=self.ID, color="success", - disabled=False ) @callback( output=dict( - pa=Output(PresenceAbsenceFileStore.ID, 'data'), - dm=Output(DistanceMatrixFileStore.ID, 'data'), + pa=Output(PresenceAbsenceStore.ID, 'data'), + dm=Output(DistanceMatrixStore.ID, 'data'), meta=Output(MetadataFileStore.ID, 'data'), tree=Output(TreeFileStore.ID, 'data'), graph=Output(DistanceMatrixGraphStore.ID, 'data'), + network_params=Output(NetworkFormStore.ID, 'data', allow_duplicate=True), upload_store_clear=Output(UploadFormStore.ID, 'clear_data', allow_duplicate=True), reload=Output(RELOAD_ID, "href", allow_duplicate=True), ), inputs=dict( n_clicks=Input(self.ID, 'n_clicks'), - values=State({'type': UploadFormFileSelector.ID_TYPE, 'name': ALL}, 'value'), + values=State({'type': UploadFormFileSelector.ID_TYPE, 'hash': ALL}, 'value'), + names=State({'type': UploadFormFileSelector.ID_NAME, 'hash': ALL}, 'value'), state_upload=State(UploadFormStore.ID, 'data'), + state_pa=State(PresenceAbsenceStore.ID, 'data'), + state_dm=State(DistanceMatrixStore.ID, 'data'), + state_meta=State(MetadataFileStore.ID, 'data'), + state_tree=State(TreeFileStore.ID, 'data'), + state_network_params=State(NetworkFormStore.ID, 'data') ), + running=[ + (Output(self.ID, "disabled"), True, False), + # (Output(self.ID_PROGRESS, "style"), {'visibility': 'visible'}, {'visibility': 'hidden'}), + ], + progress=[ + Output(self.ID_PROGRESS, "value") + ], prevent_initial_call=True, + background=True, ) - def upload_content(n_clicks, values, state_upload): + def upload_content(set_progress: ProgressFn, n_clicks, values, names, state_upload, state_pa, state_dm, + state_meta, + state_tree, state_network_params): """ Processess each of the uploaded files as per their file type. @@ -62,135 +89,98 @@ def upload_content(n_clicks, values, state_upload): raise PreventUpdate log.debug(f'{self.ID} - Processing files: {values}') + # Load the existing state of the stores (if present) + pa_store = PresenceAbsenceData(**state_pa) if state_pa else PresenceAbsenceData() + dm_store = DistanceMatrixData(**state_dm) if state_dm else DistanceMatrixData() + meta_store = MetadataData(**state_meta) if state_meta else MetadataData() + tree_store = TreeData(**state_tree) if state_tree else TreeData() + upload_store = UploadFormData(**state_upload) + # This extracts the content from the pattern matching state input + # Ignores files that do not have a file type specified d_file_types = dict() for cur_state in ctx.states_list[0]: cur_type_str = cur_state['value'] - if cur_type_str is None: - d_file_types[cur_state['id']['name']] = None - else: - d_file_types[cur_state['id']['name']] = UserFileType(cur_type_str) + if cur_type_str: + d_file_types[cur_state['id']['hash']] = UserFileType(cur_type_str) log.debug(f'{self.ID} - Found the following files: {d_file_types}') - # Convert each of the uploaded files into objects - lst_files_pa = list() - lst_files_dm = list() - lst_files_meta = list() - lst_files_tree = list() - for file_json in state_upload: - file_obj = UploadFormStoreData(**file_json) - file_type = d_file_types[file_obj.file_name] - if file_type is UserFileType.PA: - lst_files_pa.append(file_obj) - elif file_type is UserFileType.DM: - lst_files_dm.append(file_obj) - elif file_type is UserFileType.META: - lst_files_meta.append(file_obj) - elif file_type is UserFileType.TREE: - lst_files_tree.append(file_obj) - else: - log.warning(f'{self.ID} - Skipping file: {file_obj.file_name} of unknown type {file_type}') - continue + # Extract the file names provided from the pattern matching input + d_file_names = dict() + for cur_state in ctx.states_list[1]: + cur_file_name = cur_state['value'] + if cur_file_name: + d_file_names[cur_state['id']['hash']] = cur_state['value'] - # TODO: Validate that the correct number of input files were provided. - if len(lst_files_pa) > 1: - log.warning(f'{self.ID} - Only one P/A table is allowed.') - raise PreventUpdate - if len(lst_files_meta) > 1: - log.warning(f'{self.ID} - Only one metadata file is allowed.') + # Do nothing if no file types have been provided + if len(d_file_types) == 0: + log.debug(f'No files were provided.') raise PreventUpdate - if len(lst_files_tree) > 1: - log.warning(f'{self.ID} - Only one tree file is allowed.') - raise PreventUpdate - - # Now that we've validated the file are correct, insert them - # into a dictionary for further processing - d_files = dict() - if len(lst_files_pa) > 0: - d_files[lst_files_pa[0].file_name] = lst_files_pa[0] - if len(lst_files_dm) > 0: - for cur_file in lst_files_dm: - d_files[cur_file.file_name] = cur_file - if len(lst_files_meta) > 0: - d_files[lst_files_meta[0].file_name] = lst_files_meta[0] - if len(lst_files_tree) > 0: - d_files[lst_files_tree[0].file_name] = lst_files_tree[0] - """ - Determine what needs to be done based on the files that were uploaded. - - 1. Only one P/A table is allowed. - 2. Multiple distance matricies are allowed. - 3. Only one metadata file is allowed. - 4. Only one tree file is allowed. - - - If no DMs are provided, then calc Pearson corr from P/A. - - If a P/A table exists, and a tree is provided, then subset tree to P/A values (pa.index). - """ - - # TODO: Verify that the above rules are met based on the files given - out_pa_file = None - out_distance_matrices = dict() - out_meta_file = None - out_tree_file = None - - # Process each file depending on the type - for file_name, file_obj in d_files.items(): - file_type = d_file_types[file_name] - log.debug(f'{self.ID} - Processing file: {file_name} of type {file_type}') - - # Presence/absence file + # Classify the files into their respective types + for file_obj in upload_store.data.values(): + file_type = d_file_types.get(file_obj.hash) + file_obj.name = d_file_names.get(file_obj.hash, file_obj.name) if file_type is UserFileType.PA: - log.debug(f'{self.ID} - Processing presence/absence file: {file_name}') - out_pa_file = PresenceAbsenceFile.from_upload_data(file_obj) - - # Distance matrix file + pa_store.add_item(PresenceAbsenceFile.from_upload_data(file_obj)) elif file_type is UserFileType.DM: - log.debug(f'{self.ID} - Processing distance matrix file: {file_name}') - out_distance_matrices[file_name] = DistanceMatrixFile.from_upload_data(file_obj) - - # Metadata file + dm_store.add_item(DistanceMatrixFile.from_upload_data(file_obj)) elif file_type is UserFileType.META: - log.debug(f'{self.ID} - Processing metadata file: {file_name}') - out_meta_file = MetadataFile.from_upload_data(file_obj) - - # Tree file + meta_store.add_item(MetadataFile.from_upload_data(file_obj)) elif file_type is UserFileType.TREE: - log.debug(f'{self.ID} - Processing tree file: {file_name}') - out_tree_file = TreeFile.from_upload_data(file_obj) - - # Unknown file type + tree_store.add_item(TreeFile.from_upload_data(file_obj)) else: - log.warning(f'{self.ID} - Skipping file: {file_name} of type {file_type}') + log.warning(f'{self.ID} - Skipping file: {file_obj.file_name} of unknown type {file_type}') + continue # If no distance matrices were provided, then create and calculate # one from the presence/absence file. - if len(out_distance_matrices) == 0: + if len(dm_store.data) == 0: log.info(f'{self.ID} - No distance matrices provided, creating one from presence/absence file.') - if out_pa_file is None: + if len(pa_store.data) == 0: log.warning(f'{self.ID} - No presence/absence file provided.') raise PreventUpdate + # Otherwise, compute one from each presence absence file else: - out_distance_matrices[out_pa_file.file_name] = out_pa_file.as_distance_matrix() + for pa_file in pa_store.data.values(): + dm_store.add_item(pa_file.as_distance_matrix()) # Create the graph - graph = DmGraph.from_distance_matricies(list(out_distance_matrices.values())) + graph = DmGraph.from_distance_matricies(dm_store.get_files(), set_progress) + + # Load the graph + graph_nx = graph.read() + graph_nodes = frozenset(graph_nx.nodes) + graph_max_degree = max(d for _, d in graph_nx.degree) + set_progress(100) + + # Create the network parameters + network_params = NetworkFormStoreData(**state_network_params) + network_thresholds = dict() + for cur_dm in dm_store.get_files(): + if cur_dm.file_id in network_params: + network_thresholds[cur_dm.file_id] = network_params[cur_dm.file_id] + else: + network_thresholds[cur_dm.file_id] = NetworkParamThreshold( + file_id=cur_dm.file_id, + left_value=cur_dm.min_value if len(graph_nodes) < 100 else round(cur_dm.max_value * 0.8, 2), + right_value=cur_dm.max_value, + ) + network_params.thresholds = network_thresholds + network_params.node_of_interest = [x for x in network_params.node_of_interest if x in graph_nodes] + network_params.degree.min_value = 0 + network_params.degree.max_value = graph_max_degree # Now that we've calculated everything, we need to serialize the content # into JSON so that it can be stored in the browser - out_pa_file = out_pa_file.serialize() if out_pa_file else None - out_distance_matrices = {k: v.serialize() for k, v in out_distance_matrices.items()} - out_meta_file = out_meta_file.serialize() if out_meta_file else None - out_tree_file = out_tree_file.serialize() if out_tree_file else None - out_graph = graph.serialize() if graph else None - log.debug(f'{self.ID} - Finished processing files, returning data to stores.') return dict( - pa=out_pa_file, - dm=out_distance_matrices, - meta=out_meta_file, - tree=out_tree_file, - graph=out_graph, + pa=pa_store.model_dump(mode='json'), + dm=dm_store.model_dump(mode='json'), + meta=meta_store.model_dump(mode='json'), + tree=tree_store.model_dump(mode='json'), + graph=graph.model_dump(mode='json'), upload_store_clear=True, - reload=None, + network_params=network_params.model_dump(mode='json'), + reload='/', ) diff --git a/indizio/components/upload_form/close_btn.py b/indizio/components/upload_form/close_btn.py new file mode 100644 index 0000000..2773843 --- /dev/null +++ b/indizio/components/upload_form/close_btn.py @@ -0,0 +1,57 @@ +from typing import List, Optional + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, ALL, ctx +from dash.exceptions import PreventUpdate + +from indizio.store.upload_form_store import UploadFormStore, UploadFormData + + +class UploadFormCloseButton(dbc.Button): + """ + This is the card that is used to display each file that the user has + uploaded. A drop-down menu option allows the user to select the + file type. + """ + ID = 'uploaded-form-close-button' + + def __init__( + self, + file_hash: str, + + ): + super().__init__( + id={ + 'type': self.ID, + 'hash': file_hash, + }, + className='fas fa-close px-2 py-1', + ) + + +@callback( + output=dict( + upload_store=Output(UploadFormStore.ID, 'data', allow_duplicate=True), + ), + inputs=dict( + n_clicks=Input({'type': UploadFormCloseButton.ID, 'hash': ALL}, 'n_clicks'), + upload_store=State(UploadFormStore.ID, 'data'), + ), + prevent_initial_call=True +) +def close_button(n_clicks: List[Optional[int]], upload_store): + if not n_clicks or not any(n_clicks): + raise PreventUpdate + + # De-serialize the upload store state + store = UploadFormData(**upload_store) + + # Extract the hash from the input + file_hash = ctx.triggered_id['hash'] + + # Remove the file from the store + store.remove_item(file_hash) + + return dict( + upload_store=store.model_dump(mode='json'), + ) diff --git a/indizio/components/upload_form/file_selector.py b/indizio/components/upload_form/file_selector.py index e592510..f9ef659 100644 --- a/indizio/components/upload_form/file_selector.py +++ b/indizio/components/upload_form/file_selector.py @@ -1,6 +1,9 @@ +from typing import Optional + import dash_bootstrap_components as dbc -from dash import html, dcc +from dash import html +from indizio.components.upload_form.close_btn import UploadFormCloseButton from indizio.interfaces.file_type import UserFileType @@ -10,10 +13,20 @@ class UploadFormFileSelector(dbc.Card): uploaded. A drop-down menu option allows the user to select the file type. """ - ID_TYPE = 'upload-form-file-selector-type' + ID = 'upload-form-file-selector' + ID_TYPE = f'{ID}-type' + ID_NAME = f'{ID}-name' + + def __init__( + self, + file_name: str, + file_hash: str, + file_type: Optional[UserFileType] = None, + + ): + # Store identifying information + self.FILE_HASH = file_hash - def __init__(self, file_name: str, file_type=None): - self.FILE_NAME = file_name super().__init__( className="d-flex m-1", style={ @@ -21,17 +34,47 @@ def __init__(self, file_name: str, file_type=None): }, children= [ - dbc.CardHeader(html.H5(self.FILE_NAME)), + dbc.CardHeader( + className="text-center", + children=[ + html.Div( + className='d-flex', + style={'paddingLeft': '10px'}, + children=[ + html.H5(file_name), + html.Div( + UploadFormCloseButton(file_hash), + style={'marginLeft': 'auto', 'marginRight': '0px', 'paddingLeft': '10px'}, + ) + ] + ) + ] + ), dbc.CardBody( [ - dcc.Dropdown( - id={ - 'type': self.ID_TYPE, - 'name': self.FILE_NAME, - }, - options=UserFileType.to_options(), - value=file_type, + dbc.InputGroup( + [ + dbc.InputGroupText("Name", style={"minWidth": "80px"}), + dbc.Input( + id={ + 'type': self.ID_NAME, + 'hash': file_hash, + }, + value=file_name, + ), + ] ), + dbc.InputGroup([ + dbc.InputGroupText("Type", style={"minWidth": "80px"}), + dbc.Select( + id={ + 'type': self.ID_TYPE, + 'hash': file_hash, + }, + options=UserFileType.to_options(), + value=file_type, + ), + ], className="mt-2"), ] ), ] diff --git a/indizio/components/upload_form/file_selector_container.py b/indizio/components/upload_form/file_selector_container.py index cdadd29..3f15cfb 100644 --- a/indizio/components/upload_form/file_selector_container.py +++ b/indizio/components/upload_form/file_selector_container.py @@ -4,7 +4,7 @@ from dash.exceptions import PreventUpdate from indizio.components.upload_form.file_selector import UploadFormFileSelector -from indizio.store.upload_form_store import UploadFormStore, UploadFormStoreData +from indizio.store.upload_form_store import UploadFormStore, UploadFormItem, UploadFormData class UploadFormFileSelectorContainer(html.Div): @@ -40,10 +40,15 @@ def refresh_uploaded(ts, state): raise PreventUpdate log.debug(f'{self.ID} - Refreshing uploaded files.') + upload_form_data = UploadFormData(**state) children = list() - for file_data in state: - file_obj = UploadFormStoreData(**file_data) - children.append(UploadFormFileSelector(file_obj.file_name)) + for file_obj in upload_form_data.data.values(): + children.append( + UploadFormFileSelector( + file_name=file_obj.file_name, + file_hash=file_obj.hash + ) + ) return dict( children=children diff --git a/indizio/components/upload_form/file_upload_form.py b/indizio/components/upload_form/file_upload_form.py index a36905a..0d8af77 100644 --- a/indizio/components/upload_form/file_upload_form.py +++ b/indizio/components/upload_form/file_upload_form.py @@ -5,7 +5,11 @@ from dash import dcc from dash.exceptions import PreventUpdate -from indizio.store.upload_form_store import UploadFormStore, UploadFormStoreData +from indizio.config import TMP_DIR +from indizio.store.upload_form_store import UploadFormStore, UploadFormItem, UploadFormData +from indizio.util.cache import get_tmp_dir +from indizio.util.files import to_file +from indizio.util.hashing import calc_md5 class UploadFormFileUploadForm(html.Div): @@ -56,7 +60,7 @@ def __init__(self): def store_upload(list_of_contents, list_of_names, list_of_dates, state): """ After a user has input a file, this will convert the base64 content - into a byte string. This is then stored in the store to be processed + into a byte string. This is then stored on disk to be processed on file upload. """ log = logging.getLogger() @@ -66,11 +70,23 @@ def store_upload(list_of_contents, list_of_names, list_of_dates, state): if list_of_contents is None: raise PreventUpdate - output = [UploadFormStoreData(**x) for x in state] + # Seed the output with any previously uploaded files + output = UploadFormData(**state) if state else UploadFormData() + + # Process one or many files for c, n, d in zip(list_of_contents, list_of_names, list_of_dates): + # Decode the content into bytes content_type, content_string = c.split(',', 1) data_decoded = base64.b64decode(content_string) - output.append(UploadFormStoreData(data=data_decoded, file_name=n)) + + # Generate a unique path for this file and write it to disk + md5 = calc_md5(data_decoded) + path = to_file(data=data_decoded, name=md5) + + # Store this file in the output + item = UploadFormItem(path=path, file_name=n, hash=md5) + output.add_item(item) + return dict( - data=[x.model_dump(mode='json') for x in output] + data=output.model_dump(mode='json') ) diff --git a/indizio/components/upload_form/file_uploaded.py b/indizio/components/upload_form/file_uploaded.py deleted file mode 100644 index 3082641..0000000 --- a/indizio/components/upload_form/file_uploaded.py +++ /dev/null @@ -1,36 +0,0 @@ -import logging - -from dash import Output, Input, html, callback, State -from dash.exceptions import PreventUpdate - -from indizio.components.upload_form.file_selector import UploadFormFileSelector -from indizio.store.upload_form_store import UploadFormStore, UploadFormStoreData -import dash_bootstrap_components as dbc -from dash import html, dcc - -from indizio.interfaces.file_type import UserFileType - - -class UploadFormFileUploaded(dbc.Card): - - - ID = 'upload-form-file-uploaded' - - def __init__(self, file_name: str, description: str, file_type: UserFileType): - super().__init__( - className="d-flex m-1", - style={ - 'minWidth': '250px', - }, - children= - [ - dbc.CardHeader(html.H5(file_name)), - dbc.CardBody( - [ - file_type.value, - html.Br(), - description, - ] - ), - ] - ) diff --git a/indizio/components/upload_form/file_uploaded_container.py b/indizio/components/upload_form/file_uploaded_container.py deleted file mode 100644 index 0aa2b78..0000000 --- a/indizio/components/upload_form/file_uploaded_container.py +++ /dev/null @@ -1,81 +0,0 @@ -import logging - -from dash import Output, Input, html, callback, State - -from indizio.components.upload_form.file_uploaded import UploadFormFileUploaded -from indizio.interfaces.file_type import UserFileType -from indizio.store.distance_matrix import DistanceMatrixFileStore, DistanceMatrixFile -from indizio.store.metadata_file import MetadataFileStore, MetadataFile -from indizio.store.presence_absence import PresenceAbsenceFileStore, PresenceAbsenceFile -from indizio.store.tree_file import TreeFileStore, TreeFile - - -class UploadFormFileUploadedContainer(html.Div): - """ - This component wraps each of the files that have been processed. - """ - - ID = 'upload-form-file-uploaded-container' - - def __init__(self): - super().__init__( - id=self.ID, - children=list(), - className='d-flex flex-wrap' - ) - - @callback( - output=dict( - children=Output(self.ID, 'children'), - ), - inputs=dict( - pa_ts=Input(PresenceAbsenceFileStore.ID, "modified_timestamp"), - dm_ts=Input(DistanceMatrixFileStore.ID, "modified_timestamp"), - meta_ts=Input(MetadataFileStore.ID, "modified_timestamp"), - tree_ts=Input(TreeFileStore.ID, "modified_timestamp"), - pa_store=State(PresenceAbsenceFileStore.ID, "data"), - dm_store=State(DistanceMatrixFileStore.ID, "data"), - meta_store=State(MetadataFileStore.ID, "data"), - tree_store=State(TreeFileStore.ID, "data"), - ), - ) - def refresh_uploaded(pa_ts, dm_ts, meta_ts, tree_ts, pa_store, dm_store, meta_store, tree_store): - log = logging.getLogger() - log.debug(f'{self.ID} - Refreshing uploaded & processed files.') - - # Deserialize the data and create a html element for each type - children = list() - if pa_store is not None: - pa_file = PresenceAbsenceFile.deserialize(pa_store) - - children.append(UploadFormFileUploaded( - file_name=pa_file.file_name, - description=f'Shape: {pa_file.df.shape[0]:,} x {pa_file.df.shape[1]:,}', - file_type=UserFileType.PA - )) - if dm_store is not None: - for dm_value in dm_store.values(): - dm_file = DistanceMatrixFile.deserialize(dm_value) - children.append(UploadFormFileUploaded( - file_name=dm_file.file_name, - description=f'Shape: {dm_file.df.shape[0]:,} x {dm_file.df.shape[1]:,}', - file_type=UserFileType.DM - )) - if meta_store is not None: - meta_file = MetadataFile.deserialize(meta_store) - children.append(UploadFormFileUploaded( - file_name=meta_file.file_name, - description=f'Shape: {meta_file.df.shape[0]:,} x {meta_file.df.shape[1]:,}', - file_type=UserFileType.META - )) - if tree_store is not None: - tree_file = TreeFile.deserialize(tree_store) - children.append(UploadFormFileUploaded( - file_name=tree_file.file_name, - description=f'Leaf nodes: {len(tree_file.taxon_namespace):,}', - file_type=UserFileType.TREE - )) - - return dict( - children=children - ) diff --git a/indizio/components/uploaded_files/__init__.py b/indizio/components/uploaded_files/__init__.py new file mode 100644 index 0000000..3548dc0 --- /dev/null +++ b/indizio/components/uploaded_files/__init__.py @@ -0,0 +1,81 @@ +import logging + +from dash import Output, Input, html, callback, State + +from indizio.components.uploaded_files.uploaded_file import UploadedFileDisplay +from indizio.interfaces.file_type import UserFileType +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData +from indizio.store.metadata_file import MetadataFileStore, MetadataData +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData +from indizio.store.tree_file import TreeFileStore, TreeData + + +class UploadedFileContainer(html.Div): + """ + This component wraps each of the files that have been processed. + """ + + ID = 'uploaded-files-container' + + def __init__(self): + super().__init__( + id=self.ID, + children=list(), + className='d-flex flex-wrap' + ) + + @callback( + output=dict( + children=Output(self.ID, 'children'), + ), + inputs=dict( + pa_ts=Input(PresenceAbsenceStore.ID, "modified_timestamp"), + dm_ts=Input(DistanceMatrixStore.ID, "modified_timestamp"), + meta_ts=Input(MetadataFileStore.ID, "modified_timestamp"), + tree_ts=Input(TreeFileStore.ID, "modified_timestamp"), + pa_store=State(PresenceAbsenceStore.ID, "data"), + dm_store=State(DistanceMatrixStore.ID, "data"), + meta_store=State(MetadataFileStore.ID, "data"), + tree_store=State(TreeFileStore.ID, "data"), + ), + ) + def refresh_uploaded(pa_ts, dm_ts, meta_ts, tree_ts, pa_store, dm_store, meta_store, tree_store): + log = logging.getLogger() + log.debug(f'{self.ID} - Refreshing uploaded & processed files.') + + # Deserialize the sores + pa_store = PresenceAbsenceData(**pa_store) if pa_store else PresenceAbsenceData() + dm_store = DistanceMatrixData(**dm_store) if dm_store else DistanceMatrixData() + meta_store = MetadataData(**meta_store) if meta_store else MetadataData() + tree_store = TreeData(**tree_store) if tree_store else TreeData() + + # Deserialize the data and create a html element for each type + children = list() + for pa_file in pa_store.get_files(): + children.append(UploadedFileDisplay( + file_name=pa_file.file_name, + name=pa_file.file_id, + file_type=UserFileType.PA + )) + for dm_file in dm_store.get_files(): + children.append(UploadedFileDisplay( + file_name=dm_file.file_name, + name=dm_file.file_id, + file_type=UserFileType.DM + )) + for meta_file in meta_store.get_files(): + children.append(UploadedFileDisplay( + file_name=meta_file.file_name, + name=meta_file.file_id, + file_type=UserFileType.META + )) + for tree_file in tree_store.get_files(): + children.append(UploadedFileDisplay( + file_name=tree_file.file_name, + name=tree_file.file_id, + file_type=UserFileType.TREE + )) + + return dict( + children=children + ) diff --git a/indizio/components/uploaded_files/uploaded_file.py b/indizio/components/uploaded_files/uploaded_file.py new file mode 100644 index 0000000..961cf10 --- /dev/null +++ b/indizio/components/uploaded_files/uploaded_file.py @@ -0,0 +1,32 @@ +from typing import Optional + +import dash_bootstrap_components as dbc +from dash import html + +from indizio.interfaces.file_type import UserFileType + + +class UploadedFileDisplay(dbc.Card): + ID = 'uploaded-files-uploaded-file' + + def __init__(self, file_name: str, file_type: UserFileType, description: Optional[str] = None, name: Optional[str] = None): + children = list() + if name: + children.append(file_name) + children.append(html.Br()) + children.append(file_type.value) + if description: + children.append(html.Br()) + children.append(description) + + super().__init__( + className="d-flex m-1", + style={ + 'minWidth': '250px', + }, + children= + [ + dbc.CardHeader(html.H5(name if name else file_name)), + dbc.CardBody(children), + ] + ) diff --git a/indizio/config.py b/indizio/config.py index 1b5b9ab..ef43c60 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -1,11 +1,30 @@ +import tempfile +from pathlib import Path + +# The page title used in displaying the application name. PAGE_TITLE = 'Indizio' -# PERSISTENCE_TYPE = 'memory' +# Data retention policy for Dash stores and input fields. +# memory - Reset of page refresh. +# local - Data is kept indefinetely within the browser. +# session - Kept on page reload, but cleared when the browser is closed. PERSISTENCE_TYPE = 'session' -CORR_METHOD = '(abs) pearson' - - +# This is a universally unique ID that allows for a full refresh of the page. RELOAD_ID = 'reload-loc' +# TODO: Remove? CONSOLE_REFRESH_MS = 1000 + +# The temporary directory is used to store files that are uploaded. +TMP_DIR = Path(tempfile.gettempdir()) / 'indizio' + +# Identifiers for some components where a circular import would otherwise be created +ID_MATRIX_PARAMS_METRIC = 'matrix-params-metric' +ID_NETWORK_VIZ_PROGRESS = 'network-viz-progress-bar' +ID_NETWORK_FORM_DEGREE = 'network-form-degree' +ID_NETWORK_FORM_DEGREE_LOWER_VALUE = f'{ID_NETWORK_FORM_DEGREE}-lower-value' +ID_NETWORK_FORM_DEGREE_UPPER_VALUE = f'{ID_NETWORK_FORM_DEGREE}-upper-value' +ID_NETWORK_FORM_EDGES_TO_SELF = f'{ID_NETWORK_FORM_DEGREE}-show-edges-to-self' + +ENABLE_CACHE = True diff --git a/indizio/interfaces/boolean.py b/indizio/interfaces/boolean.py new file mode 100644 index 0000000..91897f5 --- /dev/null +++ b/indizio/interfaces/boolean.py @@ -0,0 +1,10 @@ +from indizio.interfaces.html_option import HtmlOption + + +class BooleanAllAny(HtmlOption): + ALL = 'All' + ANY = 'Any' + +class BooleanShowHide(HtmlOption): + SHOW = 'Show' + HIDE = 'Hide' diff --git a/indizio/interfaces/bound.py b/indizio/interfaces/bound.py new file mode 100644 index 0000000..b7f79a7 --- /dev/null +++ b/indizio/interfaces/bound.py @@ -0,0 +1,8 @@ +from indizio.interfaces.html_option import HtmlOption + + +class Bound(HtmlOption): + """Bounds selection for a number range.""" + INCLUSIVE = 'Inclusive' + EXCLUSIVE = 'Exclusive' + diff --git a/indizio/pages/index.py b/indizio/pages/index.py index a5a4481..10631fb 100644 --- a/indizio/pages/index.py +++ b/indizio/pages/index.py @@ -1,8 +1,16 @@ +from functools import lru_cache + import dash -from dash import html +from dash import html, callback, Output, Input from indizio import config +from indizio.cache import CACHE_MANAGER from indizio.components.upload_form import UploadFormContainer +from indizio.components.uploaded_files import UploadedFileContainer + +import time + +from indizio.util.cache import cache_by dash.register_page(__name__, path='/', name=config.PAGE_TITLE) @@ -10,4 +18,28 @@ html.H1('INDEX'), html.Div('This is our Home page content.'), UploadFormContainer(), + # html.Div([html.P(id="paragraph_id", children=["Button not clicked"])]), + # html.Button(id="button_id", children="Run Job!"), + # html.Button(id="cancel_button_id", children="Cancel Running Job!"), ]) + +# @callback( +# output=(Output("paragraph_id", "children"), Output("button_id", "n_clicks")), +# inputs=Input("button_id", "n_clicks"), +# running=[ +# (Output("button_id", "disabled"), True, False), +# (Output("cancel_button_id", "disabled"), False, True), +# ], +# cancel=[Input("cancel_button_id", "n_clicks")], +# background=True, +# manager=CACHE_MANAGER, +# ) +# def callback(n_clicks): +# return do_callback(n_clicks=n_clicks) +# +# +# # @cache_by('n_clicks') +# def do_callback(n_clicks): +# print('called', n_clicks) +# time.sleep(10) +# return [f"Clicked {n_clicks} times"], (n_clicks or 0) % 2 diff --git a/indizio/store/distance_matrix.py b/indizio/store/distance_matrix.py index 2954b69..e01f3ef 100644 --- a/indizio/store/distance_matrix.py +++ b/indizio/store/distance_matrix.py @@ -1,36 +1,72 @@ -import io -import json +from functools import lru_cache +from pathlib import Path +from typing import Optional, Dict, Tuple, List import pandas as pd from dash import dcc from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.store.upload_form_store import UploadFormStoreData +from indizio.store.upload_form_store import UploadFormItem +from indizio.util.files import to_pickle_df, from_pickle_df class DistanceMatrixFile(BaseModel): file_name: str - df: pd.DataFrame - - class Config: - arbitrary_types_allowed = True + file_id: str + path: Path + hash: str + min_value: float + max_value: float @classmethod - def from_upload_data(cls, data: UploadFormStoreData): - decoded_str = io.StringIO(data.data.decode('utf-8')) - df = pd.read_table(decoded_str, sep=',', index_col=0) - return cls(file_name=data.file_name, df=df) + def from_upload_data(cls, data: UploadFormItem): + """ + Convert the data from the upload form store into a distance matrix file + """ + df = pd.read_table(data.path, sep=',', index_col=0) + min_value = float(df.min().min()) + max_value = float(df.max().max()) + path, md5 = to_pickle_df(df) + return cls( + file_name=data.file_name, + file_id=data.name, + path=path, + hash=md5, + min_value=min_value, + max_value=max_value + ) - def serialize(self): - return {'file_name': self.file_name, 'df': self.df.to_json()} + def read(self) -> pd.DataFrame: + return from_pickle_df(self.path) + + def get_min_max(self) -> Tuple[float, float]: + df = self.read() + return float(df.min().min()), float(df.max().max()) + + +class DistanceMatrixData(BaseModel): + data: Dict[str, DistanceMatrixFile] = dict() + + def add_item(self, item: DistanceMatrixFile): + self.data[item.file_id] = item + + def get_files(self) -> Tuple[DistanceMatrixFile]: + return tuple(self.data.values()) + + def get_file(self, file_id: str) -> DistanceMatrixFile: + return self.data[file_id] + + def as_options(self) -> List[Dict[str, str]]: + """Returns the keys of the data as a dictionary of HTML options""" + out = list() + for file in self.get_files(): + out.append({'label': file.file_id, 'value': file.file_id,}) + return out - @classmethod - def deserialize(cls, data): - return cls(file_name=data['file_name'], df=pd.read_json(io.StringIO(data['df']))) -class DistanceMatrixFileStore(dcc.Store): +class DistanceMatrixStore(dcc.Store): ID = 'distance-matrix-file-store' def __init__(self): diff --git a/indizio/store/dm_graph.py b/indizio/store/dm_graph.py index 6ea4fdc..c4dada7 100644 --- a/indizio/store/dm_graph.py +++ b/indizio/store/dm_graph.py @@ -1,66 +1,236 @@ -import logging -from typing import List +from collections import defaultdict +from pathlib import Path +from typing import List, Optional, Collection, FrozenSet import networkx as nx -import numpy as np from dash import dcc +from diskcache import Cache from pydantic import BaseModel -from tqdm import tqdm -from indizio.config import PERSISTENCE_TYPE +from indizio.cache import CACHE +from indizio.config import PERSISTENCE_TYPE, ENABLE_CACHE +from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide +from indizio.interfaces.bound import Bound from indizio.store.distance_matrix import DistanceMatrixFile +from indizio.store.network_form_store import NetworkFormStoreData +from indizio.util.dataframe import dataframe_to_pairs +from indizio.util.files import to_pickle, from_pickle +from indizio.util.graph import neighborhood +from indizio.util.hashing import calc_md5 +from indizio.util.types import ProgressFn class DmGraph(BaseModel): - graph: nx.Graph - - class Config: - arbitrary_types_allowed = True + path: Path + matrices: List[DistanceMatrixFile] + hash: str @classmethod - def from_distance_matricies(cls, matrices: List[DistanceMatrixFile]): - log = logging.getLogger() - - G = nx.Graph() - # add edges first - edge_dfs = [] - edge_attrs = [] + def from_distance_matricies( + cls, + matrices: Collection[DistanceMatrixFile], + set_progress: Optional[ProgressFn] = None + ): + """ + Create a graph from a collection of distance matrices. + """ + + # Process each distance matrix file and add the data to the graph + all_nodes = set() + all_edges = defaultdict(lambda: defaultdict(dict)) for dm in matrices: - edge_attrs.append(dm.file_name) - edge_dfs.append(dm.df) - - # Make sure the dfs are all same shapes - assert len(list(set([df.shape[0] for df in edge_dfs]))) == 1 - assert len(list(set([df.shape[1] for df in edge_dfs]))) == 1 - - stacked = [frame.where(np.triu(np.ones(frame.shape)).astype(bool)).stack() for frame in edge_dfs] - pairs = stacked[0].index - log.debug("Constructing nodes. . .") - nodes = list(edge_dfs[0].columns) - for node in tqdm(nodes): - G.add_node(node) + # Read the distance matrix + df = dm.read() - log.debug("Constructing edges. . .") - # edges = [] - data = list(zip(edge_attrs, stacked)) - edge_dict = {k: dict() for k in pairs} - for tup in tqdm(pairs): - for attribute, df in data: - edge_dict[tup][attribute] = df.loc[tup] + # Update the nodes seen + all_nodes.update(set(df.index)) - edges = [(*k, v) for k, v in edge_dict.items()] - G.add_edges_from(edges) - # Need to add the metadata... + # Extract the pairwise values from the upper triangle + df_edge_pairs = dataframe_to_pairs(df) + for key, value in df_edge_pairs.items(): + # Sort the keys to ensure that a/b is always used instead of b/a + key_a, key_b = sorted(key) + all_edges[key_a][key_b][dm.file_id] = value - return cls(graph=G) - - def serialize(self): - return {'graph': nx.cytoscape_data(self.graph)} - - @classmethod - def deserialize(cls, data): - return cls(graph=nx.cytoscape_graph(data['graph'])) + # Construct the graph + G = nx.Graph() + G.add_nodes_from(sorted(all_nodes)) + for key_a, edge_dict in all_edges.items(): + for key_b, edge_attr_dict in edge_dict.items(): + G.add_edge(key_a, key_b, **edge_attr_dict) + + # Write the graph to disk + path, md5 = to_pickle(G) + + # Return the object + return cls(path=path, matrices=matrices, hash=md5) + + def read(self) -> nx.Graph: + return from_pickle(self.path) + + def get_metrics(self) -> FrozenSet[str]: + """Return all metrics used in the construction of the graph edges.""" + out = set() + for dm in self.matrices: + out.add(dm.file_id) + return frozenset(out) + + def filter_to_cytoscape(self, params: NetworkFormStoreData): + + if ENABLE_CACHE: + # Extract the caching key from the parameters + param_cache_key = params.get_cache_key() + combined_cache_key = calc_md5(self.hash.encode() + param_cache_key) + cache_key = f'cyto-graph-{combined_cache_key}' + + # Check if the graph is already cached + with Cache(CACHE.directory) as cache: + existing_result = cache.get(cache_key) + if existing_result: + print("returning from cache") + return existing_result + + # No existing data were found, compute it + print('reading graph') + G = self.read() + print('read') + + # Extract all edges for procesing + # Filter the nodes if specified + nodes_to_keep = params.node_of_interest if params.node_of_interest else list(G.nodes) + edges_to_process = G.edges(nodes_to_keep, data=True) + + # Iterate over each edge and filter them based on the thresholding + edges_to_keep = list() + print('calculating from edges') + for edge_from, edge_to, d_edge_data in edges_to_process: + + # Skip edges from self if applicable + if params.show_edges_to_self is BooleanShowHide.HIDE: + if edge_from == edge_to: + continue + + # Process each metric used to construct the edge to check bounds + edge_matches = list() + for file_id, corr in d_edge_data.items(): + cur_threshold = params.thresholds[file_id] + + meets_lower = False + if cur_threshold.left_bound is Bound.INCLUSIVE: + meets_lower = corr >= cur_threshold.left_value + elif cur_threshold.left_bound is Bound.EXCLUSIVE: + meets_lower = corr > cur_threshold.left_value + + meets_upper = False + if cur_threshold.right_bound is Bound.INCLUSIVE: + meets_upper = corr <= cur_threshold.right_value + elif cur_threshold.right_bound is Bound.EXCLUSIVE: + meets_upper = corr < cur_threshold.right_value + + edge_matches.append(meets_lower and meets_upper) + + # Depending on the filtering type, check if we should keep the edge + if params.thresh_matching is BooleanAllAny.ALL: + if all(edge_matches): + edges_to_keep.append((edge_from, edge_to)) + elif params.thresh_matching is BooleanAllAny.ANY: + if any(edge_matches): + edges_to_keep.append((edge_from,edge_to)) + + + # Create a subgraph based on those edges that meet the filtering + print("create subgraph") + edge_subgraph = G.edge_subgraph(edges_to_keep) + + # Filter the nodes based on the degree + print('filter nodes to keep') + nodes_to_keep = set() + for cur_node, cur_degree in edge_subgraph.degree(): + if params.degree.min_value <= cur_degree <= params.degree.max_value: + # Add the node and its neighbors to the list of nodes to keep + nodes_to_keep.add(cur_node) + nodes_to_keep.update(set(edge_subgraph.neighbors(cur_node))) + + # Create the subgraph containing only those nodes that meet the criteria + print("composing") + composed = edge_subgraph.subgraph(nodes_to_keep) + print("done") + + # print() + # subgraphs = list() + # + # nodes_to_keep = params.node_of_interest if params.node_of_interest else list(G.nodes) + # print("finding nodes to keep") + # # For each node, iterate over each edge that connects to it + # for i, node in enumerate(nodes_to_keep): + # edges = list() + # for edge in G.edges(node, data=True): + # + # # Check each of the edge attributes to see if it is within bounds + # file_matches = list() + # for file_id, corr in edge[2].items(): + # cur_threshold = params.thresholds[file_id] + # + # meets_lower = False + # if cur_threshold.left_bound is Bound.INCLUSIVE: + # meets_lower = corr >= cur_threshold.left_value + # elif cur_threshold.left_bound is Bound.EXCLUSIVE: + # meets_lower = corr > cur_threshold.left_value + # + # meets_upper = False + # if cur_threshold.right_bound is Bound.INCLUSIVE: + # meets_upper = corr <= cur_threshold.right_value + # elif cur_threshold.right_bound is Bound.EXCLUSIVE: + # meets_upper = corr < cur_threshold.right_value + # + # file_matches.append(meets_lower and meets_upper) + # + # # Depending on the filtering type, check if we should keep the edge + # if params.thresh_matching is BooleanAllAny.ALL: + # if all(file_matches): + # edges.append((edge[0], edge[1])) + # elif params.thresh_matching is BooleanAllAny.ANY: + # if any(file_matches): + # edges.append((edge[0], edge[1])) + # + # # Subset the original graph to contain only these edges + # H = G.edge_subgraph(edges) + # for node_id, node_degree in H.degree(): + # if params.degree.min_value <= node_degree <= params.degree.max_value: + # continue + # if node in set(H.nodes): + # if params.thresh_degree == 0: + # subgraphs.append(H) + # else: + # subgraphs.append(H.subgraph(neighborhood(H, node, params.thresh_degree))) + # else: + # subgraphs.append(G.subgraph([node])) + # + # # Update the progress function if provided + # # if progress: + # # progress(100 * i / len(nodes_to_keep)) + # print('composing') + # composed = nx.compose_all(subgraphs) + + + # Convert the graph to cytoscape format + print('converitng to cytoscape') + cyto_data = nx.cytoscape_data(composed) + out_graph = cyto_data['elements'] + + # There is a formatting quirk with cytoscape that requires a reformat + # to display the label correctly + for node in out_graph['nodes']: + node['data']['label'] = node['data']['name'] + del node['data']['name'] + + # Store the result in the cache + if ENABLE_CACHE: + print('saving in cache') + with Cache(CACHE.directory) as cache: + cache.set(cache_key, out_graph) + return out_graph class DistanceMatrixGraphStore(dcc.Store): diff --git a/indizio/store/matrix_parameters.py b/indizio/store/matrix_parameters.py index 433d73c..a11d3f1 100644 --- a/indizio/store/matrix_parameters.py +++ b/indizio/store/matrix_parameters.py @@ -7,7 +7,7 @@ from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.store.upload_form_store import UploadFormStoreData +from indizio.store.upload_form_store import UploadFormItem from indizio.interfaces.html_option import HtmlOption diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py index 940e82e..0a51460 100644 --- a/indizio/store/metadata_file.py +++ b/indizio/store/metadata_file.py @@ -1,33 +1,42 @@ -import io -import json +from pathlib import Path +from typing import Optional, Dict import pandas as pd from dash import dcc from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.store.upload_form_store import UploadFormStoreData +from indizio.store.upload_form_store import UploadFormItem +from indizio.util.files import to_pickle_df, from_pickle_df class MetadataFile(BaseModel): file_name: str - df: pd.DataFrame - - class Config: - arbitrary_types_allowed = True + file_id: Optional[str] = None + path: Path + hash: str @classmethod - def from_upload_data(cls, data: UploadFormStoreData): - decoded_str = io.StringIO(data.data.decode('utf-8')) - df = pd.read_table(decoded_str, sep=',', index_col=0) - return cls(file_name=data.file_name, data=df) + def from_upload_data(cls, data: UploadFormItem): + """ + Create a metadata file from the upload data. + """ + df = pd.read_table(data.path, sep=',', index_col=0) + path, md5 = to_pickle_df(df) + return cls(file_name=data.file_name, file_id=data.name, path=path, hash=md5) - def serialize(self): - return {'file_name': self.file_name, 'df': self.df.to_json()} + def read(self) -> pd.DataFrame: + return from_pickle_df(self.path) - @classmethod - def deserialize(cls, data): - return cls(file_name=data['file_name'], df=pd.read_json(io.StringIO(data['df']))) + +class MetadataData(BaseModel): + data: Dict[str, MetadataFile] = dict() + + def add_item(self, item: MetadataFile): + self.data[item.file_id] = item + + def get_files(self): + return self.data.values() class MetadataFileStore(dcc.Store): diff --git a/indizio/store/network_form_store.py b/indizio/store/network_form_store.py index 26f5c33..77eff30 100644 --- a/indizio/store/network_form_store.py +++ b/indizio/store/network_form_store.py @@ -1,7 +1,11 @@ +from typing import Optional, List, Dict + from dash import dcc from pydantic import BaseModel - +import orjson from indizio.config import PERSISTENCE_TYPE +from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide +from indizio.interfaces.bound import Bound from indizio.interfaces.html_option import HtmlOption @@ -30,6 +34,17 @@ class NetworkFormLayoutOption(HtmlOption): spread = 'Spread' euler = 'Euler' +class NetworkParamThreshold(BaseModel): + file_id: str + left_bound: Bound = Bound.INCLUSIVE + right_bound: Bound = Bound.INCLUSIVE + left_value: float + right_value: float + +class NetworkParamDegree(BaseModel): + min_value: float = 0.0 + max_value: float = 1.0 + class NetworkFormStoreData(BaseModel): """ @@ -37,11 +52,29 @@ class NetworkFormStoreData(BaseModel): """ layout: NetworkFormLayoutOption = NetworkFormLayoutOption.grid - node_of_interest: list[str] = list() - thresh_degree: int = 0 - thresh_corr_select: NetworkThreshCorrOption = NetworkThreshCorrOption.GEQ - corr_input: float = 0.0 - is_set: bool = False + node_of_interest: List[str] = list() + thresholds: Dict[str, NetworkParamThreshold] = dict() + thresh_matching: BooleanAllAny = BooleanAllAny.ALL + degree: NetworkParamDegree = NetworkParamDegree() + show_edges_to_self: BooleanShowHide = BooleanShowHide.SHOW + + def get_focal_node_str(self): + """Returns the string output of the focal node.""" + return ', '.join(self.node_of_interest) if self.node_of_interest else 'All' + + def get_threshold_str(self): + """Returns the string output of the threshold filtering.""" + return 'TODO' + + def get_cache_key(self) -> bytes: + """ + Returns a unique key for this object. + Note that only the attributes that would affect the structure of the + graph are considered. + """ + param_json = self.model_dump(mode='json') + param_json.pop('layout') + return orjson.dumps(param_json, option=orjson.OPT_SORT_KEYS) class NetworkFormStore(dcc.Store): diff --git a/indizio/store/presence_absence.py b/indizio/store/presence_absence.py index 2b6ec99..d5b5402 100644 --- a/indizio/store/presence_absence.py +++ b/indizio/store/presence_absence.py @@ -1,4 +1,5 @@ -import io +from pathlib import Path +from typing import Optional, Dict import pandas as pd from dash import dcc @@ -6,37 +7,72 @@ from indizio.config import PERSISTENCE_TYPE from indizio.store.distance_matrix import DistanceMatrixFile -from indizio.store.upload_form_store import UploadFormStoreData +from indizio.store.upload_form_store import UploadFormItem +from indizio.util.files import to_pickle_df, from_pickle_df class PresenceAbsenceFile(BaseModel): file_name: str - df: pd.DataFrame - - class Config: - arbitrary_types_allowed = True + file_id: str + path: Path + hash: str @classmethod - def from_upload_data(cls, data: UploadFormStoreData): - decoded_str = io.StringIO(data.data.decode('utf-8')) - df = pd.read_table(decoded_str, sep=',', dtype=str) + def from_upload_data(cls, data: UploadFormItem): + """ + Convert the uploaded file data to a presence/absence file. + """ + df = pd.read_table(data.path, sep=',', dtype=str) df.set_index(df.columns[0], inplace=True) df = df.astype(float) - return cls(file_name=data.file_name, df=df) + path, md5 = to_pickle_df(df) + return cls(file_name=data.file_name, file_id=data.name, path=path, hash=md5) + + def read(self) -> pd.DataFrame: + """ + Return the saved P/A matrix from disk. + """ + return from_pickle_df(self.path) def as_distance_matrix(self) -> DistanceMatrixFile: - return DistanceMatrixFile(file_name=self.file_name, df=self.df.corr().abs()) + # Convert the dataframe to a distance matrix and compute the correlation + df_corr = self.read().corr().abs() + df_min = df_corr.min().min() + df_max = df_corr.max().max() - def serialize(self): - return {'file_name': self.file_name, 'df': self.df.to_json()} + # Store the correlation matrix on disk + path, md5 = to_pickle_df(df_corr) - @classmethod - def deserialize(cls, data): - return cls(file_name=data['file_name'], df=pd.read_json(io.StringIO(data['df']))) + # Create the distance matrix + return DistanceMatrixFile( + file_name=self.file_name, + file_id=f'{self.file_id if self.file_id else self.file_name} (Pearson Corr.)', + path=path, + hash=md5, + min_value=df_min, + max_value=df_max, + ) + + +class PresenceAbsenceData(BaseModel): + """ + This class represents the presence absence store. + Items are keyed by their hash. + """ + data: Dict[str, PresenceAbsenceFile] = dict() + + def add_item(self, item: PresenceAbsenceFile): + """ + Add an item to the store. + """ + self.data[item.file_id] = item + + def get_files(self): + return self.data.values() -class PresenceAbsenceFileStore(dcc.Store): - ID = 'presence-absence-file-store' +class PresenceAbsenceStore(dcc.Store): + ID = 'presence-absence-store' def __init__(self): super().__init__( diff --git a/indizio/store/tree_file.py b/indizio/store/tree_file.py index 4623be6..adf4981 100644 --- a/indizio/store/tree_file.py +++ b/indizio/store/tree_file.py @@ -1,37 +1,41 @@ -import io -import json +from pathlib import Path +from typing import Optional, Dict import dendropy from dash import dcc from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.store.upload_form_store import UploadFormStoreData +from indizio.store.upload_form_store import UploadFormItem +from indizio.util.files import to_pickle, from_pickle class TreeFile(BaseModel): file_name: str - tree: dendropy.Tree - newick: str - - class Config: - arbitrary_types_allowed = True + file_id: str + path: Path + hash: str @classmethod - def from_upload_data(cls, data: UploadFormStoreData): - decoded_str = io.StringIO(data.data.decode('utf-8')) - tree = dendropy.Tree.get(data=decoded_str, schema='newick') - return cls(file_name=data.file_name, newick=decoded_str, tree=tree) + def from_upload_data(cls, data: UploadFormItem): + """ + Convert the tree into a pickle. + """ + tree = dendropy.Tree.get_from_path(data.path.as_posix(), schema='newick') + path, md5 = to_pickle(tree) + return cls(file_name=data.file_name, name=data.name, path=path, hash=md5) - def serialize(self): - return {'file_name': self.file_name, 'newick': self.newick} + def read(self) -> dendropy.Tree: + return from_pickle(self.path) - @classmethod - def deserialize(cls, data): - newick = data['newick'] - tree = dendropy.Tree.get(data=newick, schema='newick') - return cls(file_name=data['file_name'], newick=newick, tree=tree) +class TreeData(BaseModel): + data: Dict[str, TreeFile] = dict() + + def add_item(self, item: TreeFile): + self.data[item.file_id] = item + def get_files(self): + return self.data.values() class TreeFileStore(dcc.Store): ID = 'tree-file-store' diff --git a/indizio/store/upload_form_store.py b/indizio/store/upload_form_store.py index 648cab0..54f108b 100644 --- a/indizio/store/upload_form_store.py +++ b/indizio/store/upload_form_store.py @@ -1,3 +1,5 @@ +from pathlib import Path +from typing import Optional, Dict from dash import dcc from pydantic import BaseModel @@ -5,12 +7,34 @@ from indizio.config import PERSISTENCE_TYPE -class UploadFormStoreData(BaseModel): +class UploadFormItem(BaseModel): """ - This class represents the data that is stored in the network form store. + This class represents the data that is stored in the upload form store. """ file_name: str - data: bytes + name: Optional[str] = None + path: Path + hash: str + + +class UploadFormData(BaseModel): + """ + This class represents the upload form store. + Items are keyed by their hash. + """ + data: Dict[str, UploadFormItem] = dict() + + def add_item(self, item: UploadFormItem): + """ + Adds an item to the store. + """ + self.data[item.hash] = item + + def remove_item(self, file_hash: str): + """ + Removes an item from the store. + """ + self.data.pop(file_hash, None) class UploadFormStore(dcc.Store): @@ -20,5 +44,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=list() + data=dict() ) diff --git a/indizio/util/cache.py b/indizio/util/cache.py index 046fa95..ceb6ab1 100644 --- a/indizio/util/cache.py +++ b/indizio/util/cache.py @@ -1,7 +1,15 @@ import functools +import os +import tempfile +from pathlib import Path +import orjson +from diskcache import Cache from frozendict import frozendict +from indizio.cache import CACHE +from indizio.util.hashing import calc_md5 + def to_hashable(obj): """ @@ -39,3 +47,58 @@ def wrapped(*args, **kwargs): return func(*args_frozen, **kwargs_frozen) return wrapped + + +def get_tmp_dir() -> Path: + """ + Returns a temporary path for storing files. + This is set to be prefixed by the parent PID. + """ + parent_pid = os.getppid() + tmp_root = tempfile.gettempdir() + return Path(tmp_root) / f'indizio-{parent_pid}' + + +def cache_by(kwargs_to_cache): + """ + This wrapper will use the diskcache to memoize the function's results + based on the keys given. + """ + # If a string is provided, convert it into a list for consistency + if isinstance(kwargs_to_cache, str): + kwargs_to_cache = [kwargs_to_cache] + + def actual_decorator(func): + @functools.wraps(func) + def wrapper(*args, **kwargs): + + # Generate the cache key + cache_key = { + 'func': repr(func), + } + for key in kwargs_to_cache: + cache_key[key] = kwargs[key] + cache_key = orjson.dumps(cache_key, option=orjson.OPT_SORT_KEYS) + cache_key = calc_md5(cache_key) + + print(f"kwargs_to_cache: {cache_key}") + + # Check the cache to see if the result already exists + with Cache(CACHE.directory) as cache: + existing_result = cache.get(cache_key) + if existing_result: + print('found existing result') + return existing_result + + # Otherwise, run the function and save the result + result = func(*args, **kwargs) + print('result') + with Cache(CACHE.directory) as cache: + print('saving to cache') + cache.set(cache_key, result) + print('done saving') + return result + + return wrapper + + return actual_decorator diff --git a/indizio/util/dataframe.py b/indizio/util/dataframe.py new file mode 100644 index 0000000..a3e8af4 --- /dev/null +++ b/indizio/util/dataframe.py @@ -0,0 +1,8 @@ +import pandas as pd + +import numpy as np + + +def dataframe_to_pairs(df: pd.DataFrame): + """Extracts the pairs of values from the upper triangle of a dataframe.""" + return df.where(np.triu(np.ones(df.shape)).astype(bool)).stack() diff --git a/indizio/util/files.py b/indizio/util/files.py new file mode 100644 index 0000000..ee286f5 --- /dev/null +++ b/indizio/util/files.py @@ -0,0 +1,77 @@ +import io +import pickle +from pathlib import Path +from typing import Optional, Tuple + +import pandas as pd + +from indizio.config import TMP_DIR +from indizio.util.hashing import calc_md5 + + +def to_pickle_df(df: pd.DataFrame) -> Tuple[Path, str]: + """ + Save a dataframe to a pickle object. + Returns the temp path to the pickle object (by default, this is the md5). + """ + # Save the dataframe to a buffer + buffer = io.BytesIO() + df.to_pickle(buffer) + value = buffer.getvalue() + + # Compute the path based on the md5 + md5 = calc_md5(value) + path = TMP_DIR / md5 + + # Write to disk + with open(path, 'wb') as f: + f.write(value) + return path, md5 + + +def from_pickle_df(path: Path) -> pd.DataFrame: + """ + Read a Pandas dataframe pickle from disk. + """ + with open(path, 'rb') as f: + return pd.read_pickle(f) + + +def to_pickle(obj) -> Tuple[Path, str]: + """ + Save a dataframe to a pickle object. + Returns the temp path to the pickle object (by default, this is the md5). + """ + buffer = io.BytesIO() + pickle.dump(obj, buffer, protocol=pickle.HIGHEST_PROTOCOL) + value = buffer.getvalue() + + # Compute the path based on the md5 + md5 = calc_md5(value) + path = TMP_DIR / md5 + + # Write to disk + with open(path, 'wb') as f: + f.write(value) + + return path, md5 + + +def from_pickle(path: Path): + """ + Load a pickle object from disk. + """ + with open(path, 'rb') as f: + return pickle.load(f) + + +def to_file(data: bytes, name: Optional[str] = None) -> Path: + """ + Saves the bytes object to disk and returns the path. + """ + if name is None: + name = calc_md5(data) + path = TMP_DIR / name + with open(path, 'wb') as f: + f.write(data) + return path diff --git a/indizio/util/graph.py b/indizio/util/graph.py index 5ab575b..f6f74f3 100644 --- a/indizio/util/graph.py +++ b/indizio/util/graph.py @@ -1,23 +1,31 @@ +from typing import Optional + import networkx as nx from indizio.store.network_form_store import NetworkThreshCorrOption +from indizio.util.types import ProgressFn -def filter_graph(G: nx.Graph, node_subset, degree, thresh, thresh_op: NetworkThreshCorrOption): +def filter_graph( + G: nx.Graph, + node_subset, + degree, + thresh, + thresh_op: NetworkThreshCorrOption, + progress: Optional[ProgressFn] = None +) -> nx.Graph: subgraphs = list() # Filter the nodes if specified nodes_to_keep = node_subset if node_subset else list(G.nodes) - for node in nodes_to_keep: - node_list = list() - if degree == 0: - node_list.append(node) + for i, node in enumerate(nodes_to_keep): edges = list() - for edge in G.edges(node_list, data=True): - for file_name in set(edge[2]) - {'target', 'source'}: + # TODO: Here I have removed the requirement for the degree to be 0 + # TODO: as it doesn't make any sense for filtering + for edge in G.edges(node, data=True): + for file_name, corr in edge[2].items(): keep_edge = False - corr = edge[2][file_name] if thresh_op is NetworkThreshCorrOption.GT: if corr > thresh: keep_edge = True @@ -48,11 +56,13 @@ def filter_graph(G: nx.Graph, node_subset, degree, thresh, thresh_op: NetworkThr else: subgraphs.append(G.subgraph([node])) + # Update the progress function if provided + if progress: + progress(100 * i / len(nodes_to_keep)) composed = nx.compose_all(subgraphs) - return nx.cytoscape_data(composed) + return composed def neighborhood(G, node, n): - path_lengths = nx.single_source_dijkstra_path_length(G, node) - return [node for node, length in path_lengths.items() - if length <= n] + path_lengths = nx.single_source_dijkstra_path_length(G, node, n) + return list(path_lengths.keys()) diff --git a/indizio/util/hashing.py b/indizio/util/hashing.py new file mode 100644 index 0000000..3cd5974 --- /dev/null +++ b/indizio/util/hashing.py @@ -0,0 +1,9 @@ +import hashlib + + +def calc_md5(data: bytes) -> str: + """ + Calculate the MD5 checksum of the given data. + """ + return hashlib.md5(data).hexdigest() + diff --git a/indizio/util/plot.py b/indizio/util/plot.py new file mode 100644 index 0000000..2002459 --- /dev/null +++ b/indizio/util/plot.py @@ -0,0 +1,71 @@ +import plotly +from PIL import ImageColor +from _plotly_utils.basevalidators import ColorscaleValidator + + +################################################################################ +## These two color functions from ## +## https://stackoverflow.com/questions/62710057/access-color-from-plotly-color-scale +################################################################################ +def get_color(colorscale_name, loc): + # first parameter: Name of the property being validated + # second parameter: a string, doesn't really matter in our use case + cv = ColorscaleValidator("colorscale", "") + # colorscale will be a list of lists: [[loc1, "rgb1"], [loc2, "rgb2"], ...] + colorscale = cv.validate_coerce(colorscale_name) + + if hasattr(loc, "__iter__"): + return [get_continuous_color(colorscale, x) for x in loc] + return get_continuous_color(colorscale, loc) + +def get_continuous_color(colorscale, intermed): + """ + Plotly continuous colorscales assign colors to the range [0, 1]. This function computes the intermediate + color for any value in that range. + + Plotly doesn't make the colorscales directly accessible in a common format. + Some are ready to use: + + colorscale = plotly.colors.PLOTLY_SCALES["Greens"] + + Others are just swatches that need to be constructed into a colorscale: + + viridis_colors, scale = plotly.colors.convert_colors_to_same_type(plotly.colors.sequential.Viridis) + colorscale = plotly.colors.make_colorscale(viridis_colors, scale=scale) + + :param colorscale: A plotly continuous colorscale defined with RGB string colors. + :param intermed: value in the range [0, 1] + :return: color in rgb string format + :rtype: str + """ + if len(colorscale) < 1: + raise ValueError("colorscale must have at least one color") + + hex_to_rgb = lambda c: "rgb" + str(ImageColor.getcolor(c, "RGB")) + + if intermed <= 0 or len(colorscale) == 1: + c = colorscale[0][1] + return c if c[0] != "#" else hex_to_rgb(c) + if intermed >= 1: + c = colorscale[-1][1] + return c if c[0] != "#" else hex_to_rgb(c) + + for cutoff, color in colorscale: + if intermed > cutoff: + low_cutoff, low_color = cutoff, color + else: + high_cutoff, high_color = cutoff, color + break + + if (low_color[0] == "#") or (high_color[0] == "#"): + # some color scale names (such as cividis) returns: + # [[loc1, "hex1"], [loc2, "hex2"], ...] + low_color = hex_to_rgb(low_color) + high_color = hex_to_rgb(high_color) + + return plotly.colors.find_intermediate_color( + lowcolor=low_color, + highcolor=high_color, + intermed=((intermed - low_cutoff) / (high_cutoff - low_cutoff)), + colortype="rgb", + ) diff --git a/indizio/util/types.py b/indizio/util/types.py new file mode 100644 index 0000000..6feae75 --- /dev/null +++ b/indizio/util/types.py @@ -0,0 +1,4 @@ +from typing import Callable + +ProgressFn = Callable[[float], None] + diff --git a/indizio/utils.py b/indizio/utils.py index abca8fc..3b4d9b9 100644 --- a/indizio/utils.py +++ b/indizio/utils.py @@ -237,71 +237,3 @@ def initialize_data(path): return metas, dms, pa, tree - -################################################################################ -## These two color functions from ## -## https://stackoverflow.com/questions/62710057/access-color-from-plotly-color-scale -################################################################################ -def get_color(colorscale_name, loc): - from _plotly_utils.basevalidators import ColorscaleValidator - # first parameter: Name of the property being validated - # second parameter: a string, doesn't really matter in our use case - cv = ColorscaleValidator("colorscale", "") - # colorscale will be a list of lists: [[loc1, "rgb1"], [loc2, "rgb2"], ...] - colorscale = cv.validate_coerce(colorscale_name) - - if hasattr(loc, "__iter__"): - return [get_continuous_color(colorscale, x) for x in loc] - return get_continuous_color(colorscale, loc) - -def get_continuous_color(colorscale, intermed): - """ - Plotly continuous colorscales assign colors to the range [0, 1]. This function computes the intermediate - color for any value in that range. - - Plotly doesn't make the colorscales directly accessible in a common format. - Some are ready to use: - - colorscale = plotly.colors.PLOTLY_SCALES["Greens"] - - Others are just swatches that need to be constructed into a colorscale: - - viridis_colors, scale = plotly.colors.convert_colors_to_same_type(plotly.colors.sequential.Viridis) - colorscale = plotly.colors.make_colorscale(viridis_colors, scale=scale) - - :param colorscale: A plotly continuous colorscale defined with RGB string colors. - :param intermed: value in the range [0, 1] - :return: color in rgb string format - :rtype: str - """ - if len(colorscale) < 1: - raise ValueError("colorscale must have at least one color") - - hex_to_rgb = lambda c: "rgb" + str(ImageColor.getcolor(c, "RGB")) - - if intermed <= 0 or len(colorscale) == 1: - c = colorscale[0][1] - return c if c[0] != "#" else hex_to_rgb(c) - if intermed >= 1: - c = colorscale[-1][1] - return c if c[0] != "#" else hex_to_rgb(c) - - for cutoff, color in colorscale: - if intermed > cutoff: - low_cutoff, low_color = cutoff, color - else: - high_cutoff, high_color = cutoff, color - break - - if (low_color[0] == "#") or (high_color[0] == "#"): - # some color scale names (such as cividis) returns: - # [[loc1, "hex1"], [loc2, "hex2"], ...] - low_color = hex_to_rgb(low_color) - high_color = hex_to_rgb(high_color) - - return plotly.colors.find_intermediate_color( - lowcolor=low_color, - highcolor=high_color, - intermed=((intermed - low_cutoff) / (high_cutoff - low_cutoff)), - colortype="rgb", - ) From a601288a32655f3448f725b695afdb5a4d827045 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 27 Dec 2023 09:58:57 +1000 Subject: [PATCH 04/81] Checkpoint --- Dockerfile | 29 +++++ env/meta.yaml | 37 +++++++ indizio/__main__.py | 2 +- indizio/components/clustergram/__init__.py | 0 indizio/components/console/__init__.py | 43 -------- .../components/console/console_interval.py | 14 --- indizio/components/console/console_msg.py | 28 ----- indizio/components/matrix/matrix_plot.py | 17 ++- indizio/components/navbar.py | 3 - indizio/components/network_form/__init__.py | 37 ++++--- .../components/network_form/btn_dl_graphml.py | 19 ++-- indizio/components/network_form/btn_update.py | 3 +- indizio/components/network_form/degree.py | 8 +- indizio/components/network_form/layout.py | 2 +- .../network_form/node_of_interest.py | 23 ++-- indizio/components/network_viz/__init__.py | 41 +++++-- .../components/network_viz/network_graph.py | 67 +++++------- .../components/network_viz/node_edge_count.py | 31 ++++++ .../components/network_viz/progress_bar.py | 6 +- indizio/components/network_viz/reset_view.py | 7 +- indizio/config.py | 4 +- indizio/pages/network.py | 5 +- indizio/store/dm_graph.py | 100 +++++------------- 23 files changed, 246 insertions(+), 280 deletions(-) create mode 100644 Dockerfile create mode 100644 env/meta.yaml create mode 100644 indizio/components/clustergram/__init__.py delete mode 100644 indizio/components/console/__init__.py delete mode 100644 indizio/components/console/console_interval.py delete mode 100644 indizio/components/console/console_msg.py create mode 100644 indizio/components/network_viz/node_edge_count.py diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..194f05c --- /dev/null +++ b/Dockerfile @@ -0,0 +1,29 @@ +FROM python:3.8-slim-buster + +RUN apt-get update && apt-get install -y \ + build-essential \ + && rm -rf /var/lib/apt/lists/* + +RUN mkdir -p /indizio + +COPY . ./indizio + +WORKDIR /indizio + +RUN python -m pip install \ + dash \ + dash_bootstrap_components \ + dash_cytoscape \ + diskcache \ + "dash[diskcache]" \ + dash_bio \ + pydantic \ + networkx \ + orjson \ + dendropy \ + frozendict \ + pillow \ + pandas + +EXPOSE 8050 +ENTRYPOINT [ "python", "-m", "indizio" ] diff --git a/env/meta.yaml b/env/meta.yaml new file mode 100644 index 0000000..23929a6 --- /dev/null +++ b/env/meta.yaml @@ -0,0 +1,37 @@ +{% set name = "indizio" %} +{% set version = "0.1.0" %} + +package: + name: {{ name|lower }} + version: {{ version }} + +source: + url: https://pypi.io/packages/source/{{ name[0] }}/{{ name }}/{{ name }}-{{ version }}.tar.gz + sha256: 3e01465ec2a3b8425495ab8c0739fb9030cf91683db6e44b5127a04775d186eb + +build: + noarch: python + number: 1 + +requirements: + host: + - python >=3.6 + - pip + run: + - python >=3.6 + - biolib >=0.1.0 + - numpy >=1.8.0 + - future + - dendropy + - blast + - hmmer ==3.1b2 + +test: + imports: + - genometk + commands: + - genometk -h + +about: + home: https://github.com/dparks1134/GenomeTk + summary: 'The genome toolkit is a collection of methods for determining characteristics about genomes.' \ No newline at end of file diff --git a/indizio/__main__.py b/indizio/__main__.py index b6c5fa9..f2b22dd 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -68,7 +68,7 @@ def main(): ] ) - app.run(debug=True) + app.run(debug=False, host="0.0.0.0", port=8050) finally: print('TODO') diff --git a/indizio/components/clustergram/__init__.py b/indizio/components/clustergram/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/components/console/__init__.py b/indizio/components/console/__init__.py deleted file mode 100644 index 3beb962..0000000 --- a/indizio/components/console/__init__.py +++ /dev/null @@ -1,43 +0,0 @@ -import dash_bootstrap_components as dbc -from dash import Output, Input, State, html, callback - -from indizio.components.console.console_interval import ConsoleInterval -from indizio.components.console.console_msg import ConsoleMsg - - -class ConsoleContainer(html.Div): - ID = 'console-container' - ID_TOGGLE_BTN = f'{ID}-toggle-btn' - ID_CANVAS = f'{ID}-canvas' - - def __init__(self): - super().__init__( - children=[ - dbc.Button( - "Console", - id=self.ID_TOGGLE_BTN, - n_clicks=0, - ), - dbc.Offcanvas( - id=self.ID_CANVAS, - scrollable=True, - title="Console Output", - placement="bottom", - backdrop=False, - is_open=False, - children=[ - ConsoleInterval(), - ConsoleMsg() - ] - ), - ]) - - @callback( - Output(self.ID_CANVAS, "is_open"), - Input(self.ID_TOGGLE_BTN, "n_clicks"), - State(self.ID_CANVAS, "is_open"), - ) - def toggle_console_output(n1, is_open): - if n1: - return not is_open - return is_open diff --git a/indizio/components/console/console_interval.py b/indizio/components/console/console_interval.py deleted file mode 100644 index b03dde7..0000000 --- a/indizio/components/console/console_interval.py +++ /dev/null @@ -1,14 +0,0 @@ -from dash import dcc - -from indizio.config import CONSOLE_REFRESH_MS - - -class ConsoleInterval(dcc.Interval): - ID = "console-interval" - - def __init__(self): - super().__init__( - id=self.ID, - interval=CONSOLE_REFRESH_MS, - n_intervals=0, - ) diff --git a/indizio/components/console/console_msg.py b/indizio/components/console/console_msg.py deleted file mode 100644 index 9172b84..0000000 --- a/indizio/components/console/console_msg.py +++ /dev/null @@ -1,28 +0,0 @@ -from dash import html, callback, Output, Input - -from indizio.components.console import ConsoleInterval -from indizio.logger import DASH_LOG_HANDLER - - -class ConsoleMsg(html.Iframe): - ID = "console-msg" - - def __init__(self): - super().__init__( - id=self.ID, - srcDoc='', - style={ - 'width': '100%', - 'height': '400px' - } - ) - - @callback( - Output(self.ID, 'srcDoc'), - Input(ConsoleInterval.ID, 'n_intervals') - ) - def update_output(n): - lines = list() - for ts, lvl, msg in DASH_LOG_HANDLER.queue: - lines.append(f'{ts} - {lvl} - {msg}') - return "
".join(lines) diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 621ca6c..55cb21a 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -1,20 +1,14 @@ import logging from functools import lru_cache -import dash_cytoscape as cyto -from dash import Output, Input, callback, State, html, dcc +import numpy as np +import plotly.graph_objects as go +from dash import Output, Input, callback, State, dcc from dash.exceptions import PreventUpdate -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData -from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData -from indizio.util.cache import freezeargs, from_hashable -from indizio.util.graph import filter_graph -import plotly.graph_objects as go -import numpy as np -import os - +from indizio.util.cache import freezeargs from indizio.util.plot import get_color @@ -23,6 +17,7 @@ class MatrixPlot(dcc.Graph): The cytoscape network graph component. """ ID = 'matrix-plot' + def __init__(self): super().__init__( id=self.ID, diff --git a/indizio/components/navbar.py b/indizio/components/navbar.py index 9ebf746..3fe2d5c 100644 --- a/indizio/components/navbar.py +++ b/indizio/components/navbar.py @@ -1,7 +1,5 @@ import dash_bootstrap_components as dbc -from indizio.components.console import ConsoleContainer - NAVBAR = dbc.NavbarSimple( children=[ dbc.NavItem(dbc.NavLink("Matrices", href="/matrix")), @@ -28,7 +26,6 @@ def __init__(self): dbc.NavItem(dbc.NavLink("Matrices", href="/matrix")), dbc.NavItem(dbc.NavLink("Network Visualization", href="/network")), dbc.NavItem(dbc.NavLink("Network Statistics", href="/stats")), - ConsoleContainer() ]) pass diff --git a/indizio/components/network_form/__init__.py b/indizio/components/network_form/__init__.py index 49dff20..f501103 100644 --- a/indizio/components/network_form/__init__.py +++ b/indizio/components/network_form/__init__.py @@ -1,7 +1,6 @@ import dash_bootstrap_components as dbc from dash import Output, Input, State, html, callback -from indizio.components.network_form.btn_dl_graphml import DownloadGraphMlButton from indizio.components.network_form.btn_update import NetworkFormBtnUpdate from indizio.components.network_form.degree import NetworkFormDegree from indizio.components.network_form.layout import NetworkFormLayout @@ -9,7 +8,7 @@ from indizio.components.network_form.thresh_filter_container import NetworkThreshFilterContainer -class NetworkFormAIO(html.Div): +class NetworkFormParameters(html.Div): """ This class wraps the network form. """ @@ -32,25 +31,33 @@ def __init__(self): title="Network Parameters", is_open=False, children=[ - # Network layout - dbc.Row(NetworkFormLayout()), + NetworkFormLayout(), - # Node of interest - dbc.Row(NetworkFormNodeOfInterest()), - NetworkFormDegree(), + html.Div( + className='mt-3', + children=[ + NetworkFormNodeOfInterest(), + ]), - # Thresholds - NetworkThreshFilterContainer(), + html.Div( + className='mt-3', + children=[ + NetworkFormDegree(), + ]), - # Update button - dbc.Row(NetworkFormBtnUpdate()), - # Download button - dbc.Row(DownloadGraphMlButton()), + html.Div( + className='mt-3', + children=[ + NetworkThreshFilterContainer(), + ]), - # Network properties - # dbc.Row(NetworkPropertiesCard()), + html.Div( + className='mt-3', + children=[ + NetworkFormBtnUpdate(), + ]) ] ), diff --git a/indizio/components/network_form/btn_dl_graphml.py b/indizio/components/network_form/btn_dl_graphml.py index c209451..ead5a55 100644 --- a/indizio/components/network_form/btn_dl_graphml.py +++ b/indizio/components/network_form/btn_dl_graphml.py @@ -8,7 +8,6 @@ from indizio.cache import CACHE_MANAGER from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData -from indizio.util.graph import filter_graph class DownloadGraphMlButton(html.Div): @@ -25,10 +24,11 @@ def __init__(self): dbc.Button( "Download as GraphML", id=self.ID, - color="success" + color="primary" ), - dcc.Download(id=self.ID_DOWNLOAD) - ] + dcc.Download(id=self.ID_DOWNLOAD), + ], + style={'marginLeft': '10px'} ) @callback( @@ -52,17 +52,10 @@ def on_click(n_clicks, state_graph, state_params): raise PreventUpdate # De-serialize the states - graph = DmGraph(**state_graph).read() + graph = DmGraph(**state_graph) params = NetworkFormStoreData(**state_params) - # Filter the graph based on the parameters - filtered_graph = filter_graph( - G=graph, - node_subset=params.node_of_interest, - degree=params.thresh_degree, - thresh=params.corr_input, - thresh_op=params.thresh_corr_select, - ) + filtered_graph = graph.filter(params) # Convert the graph to GraphML and format the output graphml_str = '\n'.join(nx.generate_graphml(filtered_graph)) diff --git a/indizio/components/network_form/btn_update.py b/indizio/components/network_form/btn_update.py index 2fa9da9..c53fee5 100644 --- a/indizio/components/network_form/btn_update.py +++ b/indizio/components/network_form/btn_update.py @@ -29,7 +29,8 @@ def __init__(self): super().__init__( "Update Network", id=self.ID, - color="success" + color="success", + className='w-100' ) # When the update button is pressed, then update the network parameters diff --git a/indizio/components/network_form/degree.py b/indizio/components/network_form/degree.py index d264a61..4e24bb3 100644 --- a/indizio/components/network_form/degree.py +++ b/indizio/components/network_form/degree.py @@ -1,16 +1,10 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State, html -from dash.exceptions import PreventUpdate -from indizio.components.network_form.thresh_filter_item import NetworkThreshFilterItem -from indizio.components.network_form.thresh_matching import NetworkThreshMatching from indizio.config import ID_NETWORK_FORM_DEGREE_LOWER_VALUE, ID_NETWORK_FORM_DEGREE_UPPER_VALUE, \ ID_NETWORK_FORM_DEGREE, ID_NETWORK_FORM_EDGES_TO_SELF from indizio.interfaces.boolean import BooleanShowHide -from indizio.interfaces.bound import Bound -from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph -from indizio.store.network_form_store import NetworkFormStoreData, NetworkParamThreshold, \ - NetworkFormStore, NetworkParamDegree +from indizio.store.network_form_store import NetworkFormStoreData, NetworkFormStore class NetworkFormDegree(dbc.Card): diff --git a/indizio/components/network_form/layout.py b/indizio/components/network_form/layout.py index 3ce164e..9603c6b 100644 --- a/indizio/components/network_form/layout.py +++ b/indizio/components/network_form/layout.py @@ -26,7 +26,7 @@ def __init__(self): # value=NetworkFormStoreData().layout.value, # ), dbc.InputGroup([ - dbc.InputGroupText("Network layout"), + dbc.InputGroupText(html.H5("Network layout")), dbc.Select( id=self.ID, options=NetworkFormLayoutOption.to_options(), diff --git a/indizio/components/network_form/node_of_interest.py b/indizio/components/network_form/node_of_interest.py index 58bf2e9..3c1ef70 100644 --- a/indizio/components/network_form/node_of_interest.py +++ b/indizio/components/network_form/node_of_interest.py @@ -9,7 +9,7 @@ from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData -class NetworkFormNodeOfInterest(html.Div): +class NetworkFormNodeOfInterest(dbc.Card): """ Dropdown menu option in the network form, that allows users to select nodes of interest. @@ -19,17 +19,16 @@ class NetworkFormNodeOfInterest(html.Div): def __init__(self): super().__init__( [ - dbc.Label( - "Select a node of interest", - html_for=self.ID - ), - dcc.Dropdown( - id=self.ID, - options=[], - value=[], - className="bg-light text-dark", - multi=True, - ), + dbc.CardHeader(html.H5("Nodes of interest")), + dbc.CardBody([ + dcc.Dropdown( + id=self.ID, + options=[], + value=[], + className="bg-light text-dark", + multi=True, + ), + ]), ] ) diff --git a/indizio/components/network_viz/__init__.py b/indizio/components/network_viz/__init__.py index 3b58e0a..18ff713 100644 --- a/indizio/components/network_viz/__init__.py +++ b/indizio/components/network_viz/__init__.py @@ -1,22 +1,45 @@ - -from dash import html, dcc import dash_bootstrap_components as dbc -import dash_cytoscape as cyto +from dash import html +from indizio.components.network_form import NetworkFormParameters +from indizio.components.network_form.btn_dl_graphml import DownloadGraphMlButton from indizio.components.network_viz.network_graph import NetworkVizGraph +from indizio.components.network_viz.node_edge_count import NetworkVizNodeEdgeCount from indizio.components.network_viz.progress_bar import NetworkVizProgressBar from indizio.components.network_viz.reset_view import NetworkVizResetView -class NetworkVizContainer(dbc.Row): +class NetworkVizContainer(dbc.Card): ID = 'network-viz-container' def __init__(self): super().__init__( [ - NetworkVizProgressBar(), - NetworkVizResetView(), - NetworkVizGraph() - ] - ) + dbc.CardHeader([ + html.Div( + className='d-flex', + style={'alignItems': 'center'}, + children=[ + html.H4("Network Visualization", className='mt-1'), + NetworkVizNodeEdgeCount(), + html.Div( + className='d-flex', + style={'marginLeft': 'auto', 'marginRight': '0px'}, + children=[ + NetworkFormParameters(), + NetworkVizResetView(), + DownloadGraphMlButton(), + ] + ), + ] + ), + ]), + dbc.CardBody([ + NetworkVizGraph() + ], + className='p-0' + ) + ], + className='mt-4' + ) diff --git a/indizio/components/network_viz/network_graph.py b/indizio/components/network_viz/network_graph.py index 2116294..ad8e49d 100644 --- a/indizio/components/network_viz/network_graph.py +++ b/indizio/components/network_viz/network_graph.py @@ -1,46 +1,39 @@ import logging -from functools import lru_cache import dash_cytoscape as cyto -from dash import Output, Input, callback, State +from dash import Output, Input, callback, State, html from dash.exceptions import PreventUpdate -import dash -from indizio.cache import CACHE_MANAGER -from indizio.config import ID_NETWORK_VIZ_PROGRESS +from indizio.config import ID_NETWORK_VIZ_NODE_EDGE_COUNT from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData -from indizio.util.cache import freezeargs, from_hashable, cache_by -from indizio.util.graph import filter_graph -from cachetools import cached, LRUCache, TTLCache -from cachetools.keys import hashkey -import networkx as nx -from indizio.util.types import ProgressFn - -class NetworkVizGraph(cyto.Cytoscape): +class NetworkVizGraph(html.Div): """ The cytoscape network graph component. """ - ID = 'network-viz-graph' + ID_GRAPH = f'{ID}-cytoscape' def __init__(self): super().__init__( - id=self.ID, - elements=[], - layout={"name": "grid", 'animate': True}, - style={'width': '100%', 'height': 'calc(100vh - 150px)'}, - responsive=True, + children=[ + cyto.Cytoscape( + id=self.ID_GRAPH, + elements=[], + layout={"name": "grid", 'animate': True}, + style={'width': '100%', 'height': 'calc(100vh - 210px)'}, + responsive=True, + ) + ], ) @callback( output=dict( - elements=Output(self.ID, 'elements'), - layout=Output(self.ID, "layout"), - # n_nodes=Output(NetworkPropertiesCard.ID_N_NODES, "children"), - # n_edges=Output(NetworkPropertiesCard.ID_N_EDGES, "children"), + elements=Output(self.ID_GRAPH, 'elements'), + layout=Output(self.ID_GRAPH, "layout"), + node_edge_children=Output(ID_NETWORK_VIZ_NODE_EDGE_COUNT, 'children'), ), inputs=dict( ts_graph=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), @@ -48,22 +41,19 @@ def __init__(self): state_graph=State(DistanceMatrixGraphStore.ID, "data"), state_params=State(NetworkFormStore.ID, "data"), ), - # running=[ - # (Output(self.ID, 'style'), {'visibility': 'hidden'}, {'visibility': 'visible'}), - # (Output(ID_NETWORK_VIZ_PROGRESS, 'style'), {'visibility': 'visible'}, {'visibility': 'hidden'}), - # ], - # progress=[ - # Output(ID_NETWORK_VIZ_PROGRESS, "value"), - # ], + running=[ + (Output(self.ID_GRAPH, 'style'), {'visibility': 'hidden'}, {'visibility': 'visible'}), + (Output(ID_NETWORK_VIZ_NODE_EDGE_COUNT, 'children'), 'Loading...', 'No distance matrix loaded.'), + ], prevent_initial_call=False, background=True, ) def draw_graph(ts_graph, ts_param, state_graph, state_params): # Output debugging information log = logging.getLogger() - log.debug(f'{self.ID} - Drawing graph.') + log.debug(f'{self.ID_GRAPH} - Drawing graph.') if ts_graph is None or state_graph is None: - log.debug(f'{self.ID} - No data to draw graph.') + log.debug(f'{self.ID_GRAPH} - No data to draw graph.') raise PreventUpdate graph = DmGraph(**state_graph) @@ -73,24 +63,23 @@ def draw_graph(ts_graph, ts_param, state_graph, state_params): return dict( elements=out_graph, - layout={'name': params.layout.name, 'animate': True}, - # n_nodes=len(out_graph['nodes']), - # n_edges=len(out_graph['edges']) + layout={'name': params.layout.name.replace('_', '-'), 'animate': True}, + node_edge_children=f'Nodes: {len(out_graph["nodes"]):,} | Edges: {len(out_graph["edges"]):,}' ) @callback( output=dict( - stylesheet=Output(self.ID, 'stylesheet'), + stylesheet=Output(self.ID_GRAPH, 'stylesheet'), ), inputs=dict( - node=Input(self.ID, "tapNode"), - prev_stylesheet=State(self.ID, 'stylesheet'), + node=Input(self.ID_GRAPH, "tapNode"), + prev_stylesheet=State(self.ID_GRAPH, 'stylesheet'), ), ) def highlight_on_node_select(node, prev_stylesheet): # Output debugging information log = logging.getLogger() - log.debug(f'{self.ID} - Node clicked.') + log.debug(f'{self.ID_GRAPH} - Node clicked.') stylesheet = [ { diff --git a/indizio/components/network_viz/node_edge_count.py b/indizio/components/network_viz/node_edge_count.py new file mode 100644 index 0000000..d708508 --- /dev/null +++ b/indizio/components/network_viz/node_edge_count.py @@ -0,0 +1,31 @@ +from typing import Optional + +from dash import html + +from indizio.config import ID_NETWORK_VIZ_NODE_EDGE_COUNT + +import dash_bootstrap_components as dbc + +class NetworkVizNodeEdgeCount(dbc.Badge): + """ + The cytoscape network graph component. + """ + ID = ID_NETWORK_VIZ_NODE_EDGE_COUNT + + def __init__(self, node_count: Optional[int] = None, edge_count: Optional[int] = None): + if node_count is None or edge_count is None: + msg = 'No graph data to display' + else: + msg = f'Nodes: {node_count:,} | Edges: {edge_count:,}' + super().__init__( + id=self.ID, + children=[ + msg + ], + pill=True, + style={'marginLeft': '15px'} + # style={ + # 'backgroundColor': '#eb6864', + # 'color': '#FFFFFF' + # } + ) diff --git a/indizio/components/network_viz/progress_bar.py b/indizio/components/network_viz/progress_bar.py index ef85338..f18477f 100644 --- a/indizio/components/network_viz/progress_bar.py +++ b/indizio/components/network_viz/progress_bar.py @@ -14,5 +14,9 @@ def __init__(self): super().__init__( id=self.ID, min=0, - max=100 + max=100, + value=100, + striped=True, + animated=True, + style={'visibility': 'hidden'} ) diff --git a/indizio/components/network_viz/reset_view.py b/indizio/components/network_viz/reset_view.py index 2bba631..b876423 100644 --- a/indizio/components/network_viz/reset_view.py +++ b/indizio/components/network_viz/reset_view.py @@ -14,19 +14,18 @@ def __init__(self): super().__init__( children=[ "Centre graph", - ], id=self.ID, - color="warning" + style={'marginLeft': '10px'} ) @callback( output=dict( - layout=Output(NetworkVizGraph.ID, "layout", allow_duplicate=True), + layout=Output(NetworkVizGraph.ID_GRAPH, "layout", allow_duplicate=True), ), inputs=dict( n_clicks=Input(self.ID, "n_clicks"), - prev_layout=Input(NetworkVizGraph.ID, "layout"), + prev_layout=Input(NetworkVizGraph.ID_GRAPH, "layout"), ), prevent_initial_call=True ) diff --git a/indizio/config.py b/indizio/config.py index ef43c60..dd19593 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -27,4 +27,6 @@ ID_NETWORK_FORM_DEGREE_UPPER_VALUE = f'{ID_NETWORK_FORM_DEGREE}-upper-value' ID_NETWORK_FORM_EDGES_TO_SELF = f'{ID_NETWORK_FORM_DEGREE}-show-edges-to-self' -ENABLE_CACHE = True +ID_NETWORK_VIZ_NODE_EDGE_COUNT = 'network-viz-node-edge-count' + +ENABLE_CACHE = False diff --git a/indizio/pages/network.py b/indizio/pages/network.py index fc25229..9a81990 100644 --- a/indizio/pages/network.py +++ b/indizio/pages/network.py @@ -2,7 +2,7 @@ import dash_bootstrap_components as dbc from indizio import config -from indizio.components.network_form import NetworkFormAIO +from indizio.components.network_form import NetworkFormParameters from indizio.components.network_viz import NetworkVizContainer dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Network') @@ -10,7 +10,6 @@ layout = dbc.Container( fluid=True, children=[ - NetworkFormAIO(), NetworkVizContainer(), - ] + ], ) diff --git a/indizio/store/dm_graph.py b/indizio/store/dm_graph.py index c4dada7..a6973c3 100644 --- a/indizio/store/dm_graph.py +++ b/indizio/store/dm_graph.py @@ -76,7 +76,7 @@ def get_metrics(self) -> FrozenSet[str]: out.add(dm.file_id) return frozenset(out) - def filter_to_cytoscape(self, params: NetworkFormStoreData): + def filter(self, params: NetworkFormStoreData): if ENABLE_CACHE: # Extract the caching key from the parameters @@ -88,13 +88,10 @@ def filter_to_cytoscape(self, params: NetworkFormStoreData): with Cache(CACHE.directory) as cache: existing_result = cache.get(cache_key) if existing_result: - print("returning from cache") return existing_result # No existing data were found, compute it - print('reading graph') G = self.read() - print('read') # Extract all edges for procesing # Filter the nodes if specified @@ -103,8 +100,7 @@ def filter_to_cytoscape(self, params: NetworkFormStoreData): # Iterate over each edge and filter them based on the thresholding edges_to_keep = list() - print('calculating from edges') - for edge_from, edge_to, d_edge_data in edges_to_process: + for idx, (edge_from, edge_to, d_edge_data) in enumerate(edges_to_process): # Skip edges from self if applicable if params.show_edges_to_self is BooleanShowHide.HIDE: @@ -136,15 +132,12 @@ def filter_to_cytoscape(self, params: NetworkFormStoreData): edges_to_keep.append((edge_from, edge_to)) elif params.thresh_matching is BooleanAllAny.ANY: if any(edge_matches): - edges_to_keep.append((edge_from,edge_to)) - + edges_to_keep.append((edge_from, edge_to)) # Create a subgraph based on those edges that meet the filtering - print("create subgraph") edge_subgraph = G.edge_subgraph(edges_to_keep) # Filter the nodes based on the degree - print('filter nodes to keep') nodes_to_keep = set() for cur_node, cur_degree in edge_subgraph.degree(): if params.degree.min_value <= cur_degree <= params.degree.max_value: @@ -153,70 +146,34 @@ def filter_to_cytoscape(self, params: NetworkFormStoreData): nodes_to_keep.update(set(edge_subgraph.neighbors(cur_node))) # Create the subgraph containing only those nodes that meet the criteria - print("composing") composed = edge_subgraph.subgraph(nodes_to_keep) - print("done") - - # print() - # subgraphs = list() - # - # nodes_to_keep = params.node_of_interest if params.node_of_interest else list(G.nodes) - # print("finding nodes to keep") - # # For each node, iterate over each edge that connects to it - # for i, node in enumerate(nodes_to_keep): - # edges = list() - # for edge in G.edges(node, data=True): - # - # # Check each of the edge attributes to see if it is within bounds - # file_matches = list() - # for file_id, corr in edge[2].items(): - # cur_threshold = params.thresholds[file_id] - # - # meets_lower = False - # if cur_threshold.left_bound is Bound.INCLUSIVE: - # meets_lower = corr >= cur_threshold.left_value - # elif cur_threshold.left_bound is Bound.EXCLUSIVE: - # meets_lower = corr > cur_threshold.left_value - # - # meets_upper = False - # if cur_threshold.right_bound is Bound.INCLUSIVE: - # meets_upper = corr <= cur_threshold.right_value - # elif cur_threshold.right_bound is Bound.EXCLUSIVE: - # meets_upper = corr < cur_threshold.right_value - # - # file_matches.append(meets_lower and meets_upper) - # - # # Depending on the filtering type, check if we should keep the edge - # if params.thresh_matching is BooleanAllAny.ALL: - # if all(file_matches): - # edges.append((edge[0], edge[1])) - # elif params.thresh_matching is BooleanAllAny.ANY: - # if any(file_matches): - # edges.append((edge[0], edge[1])) - # - # # Subset the original graph to contain only these edges - # H = G.edge_subgraph(edges) - # for node_id, node_degree in H.degree(): - # if params.degree.min_value <= node_degree <= params.degree.max_value: - # continue - # if node in set(H.nodes): - # if params.thresh_degree == 0: - # subgraphs.append(H) - # else: - # subgraphs.append(H.subgraph(neighborhood(H, node, params.thresh_degree))) - # else: - # subgraphs.append(G.subgraph([node])) - # - # # Update the progress function if provided - # # if progress: - # # progress(100 * i / len(nodes_to_keep)) - # print('composing') - # composed = nx.compose_all(subgraphs) + # If the user selected any nodes of interest, make sure they are included + # in the final graph just as a node. If they aren't included by this point + # then none of the metrics will be satisifed, so a node works. + nodes_of_interest_missing = set() + for cur_node_of_interest in params.node_of_interest: + if not composed.has_node(cur_node_of_interest): + nodes_of_interest_missing.add(cur_node_of_interest) + # If any were found, unfreeze the graph and add them + if len(nodes_of_interest_missing) > 0: + composed = nx.Graph(composed) + composed.add_nodes_from(nodes_of_interest_missing) + + # Store the result in the cache + if ENABLE_CACHE: + with Cache(CACHE.directory) as cache: + cache.set(cache_key, composed) + + # Return the filtered graph + return composed + + def filter_to_cytoscape(self, params: NetworkFormStoreData): + filtered_graph = self.filter(params) # Convert the graph to cytoscape format print('converitng to cytoscape') - cyto_data = nx.cytoscape_data(composed) + cyto_data = nx.cytoscape_data(filtered_graph) out_graph = cyto_data['elements'] # There is a formatting quirk with cytoscape that requires a reformat @@ -225,11 +182,6 @@ def filter_to_cytoscape(self, params: NetworkFormStoreData): node['data']['label'] = node['data']['name'] del node['data']['name'] - # Store the result in the cache - if ENABLE_CACHE: - print('saving in cache') - with Cache(CACHE.directory) as cache: - cache.set(cache_key, out_graph) return out_graph From fd10f12dfab90688c062f4920f1e3157e7bddeb6 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 27 Dec 2023 10:17:15 +1000 Subject: [PATCH 05/81] Checkpoint --- Dockerfile | 4 +++- env/meta.yaml | 39 ++++++++++++++++++++------------------- setup.py | 49 +++++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 72 insertions(+), 20 deletions(-) create mode 100644 setup.py diff --git a/Dockerfile b/Dockerfile index 194f05c..243f4dd 100644 --- a/Dockerfile +++ b/Dockerfile @@ -23,7 +23,9 @@ RUN python -m pip install \ dendropy \ frozendict \ pillow \ - pandas + pandas \ + numpy \ + tqdm EXPOSE 8050 ENTRYPOINT [ "python", "-m", "indizio" ] diff --git a/env/meta.yaml b/env/meta.yaml index 23929a6..2ba9ba8 100644 --- a/env/meta.yaml +++ b/env/meta.yaml @@ -1,37 +1,38 @@ -{% set name = "indizio" %} -{% set version = "0.1.0" %} +{% set name = "indizio-dev" %} +{% set version = "0.0.1" %} package: name: {{ name|lower }} version: {{ version }} source: - url: https://pypi.io/packages/source/{{ name[0] }}/{{ name }}/{{ name }}-{{ version }}.tar.gz - sha256: 3e01465ec2a3b8425495ab8c0739fb9030cf91683db6e44b5127a04775d186eb + git_url: https://github.com/aaronmussig/indizio.git + git_depth: 1 build: noarch: python - number: 1 + number: 0 requirements: host: - - python >=3.6 + - python >=3.8 - pip run: - - python >=3.6 - - biolib >=0.1.0 - - numpy >=1.8.0 - - future + - python >=3.8 + - dash + - dash_bootstrap_components + - dash_cytoscape + - diskcache + - dash_bio + - pydantic + - networkx + - orjson - dendropy - - blast - - hmmer ==3.1b2 + - frozendict + - pillow + - pandas + - numpy test: imports: - - genometk - commands: - - genometk -h - -about: - home: https://github.com/dparks1134/GenomeTk - summary: 'The genome toolkit is a collection of methods for determining characteristics about genomes.' \ No newline at end of file + - indizio diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..5786712 --- /dev/null +++ b/setup.py @@ -0,0 +1,49 @@ +import sys + +# Check setuptools is installed +try: + from setuptools import setup, find_packages +except ImportError: + sys.exit('Please install setuptools before installing this package.') + +setup(name='indizio-dev', + version='0.0.1', + # description=meta['description'], + # long_description=readme(), + # long_description_content_type='text/markdown', + # author=meta['author'], + # author_email=meta['author_email'], + # url=meta['url'], + # license=meta['license'], + # project_urls={ + # 'Bug Tracker': meta['bug_url'], + # 'Documentation': meta['doc_url'], + # 'Source Code': meta['src_url'], + # }, + entry_points={ + 'console_scripts': [ + 'indizio = indizio.__main__:main' + ] + }, + # classifiers=[ + # "Development Status :: 4 - Beta", + # "Intended Audience :: Science/Research", + # "License :: OSI Approved :: GNU General Public License v3 (GPLv3)", + # 'Natural Language :: English', + # "Operating System :: OS Independent", + # "Programming Language :: Python :: 3", + # "Programming Language :: Python :: 3.8", + # "Programming Language :: Python :: 3.9", + # "Programming Language :: Python :: 3.10", + # "Topic :: Scientific/Engineering :: Bio-Informatics", + # "Topic :: Software Development :: Libraries :: Python Modules", + # ], + packages=find_packages(), + include_package_data=True, + install_requires=['dash', 'dash_bootstrap_components', 'dash_cytoscape', 'diskcache', + 'dash[diskcache]', 'dash_bio', 'pydantic', 'networkx', 'orjson', 'dendropy', + 'frozendict', 'pillow', 'pandas', 'numpy', 'tqdm'], + setup_requires=['setuptools'], + python_requires='>=3.8', + zip_safe=False, + ) From cccfd52d122700a7932854d8cfb7eb4048083697 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 27 Dec 2023 10:28:38 +1000 Subject: [PATCH 06/81] Checkpoint --- indizio/config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/indizio/config.py b/indizio/config.py index dd19593..f21dd78 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -29,4 +29,4 @@ ID_NETWORK_VIZ_NODE_EDGE_COUNT = 'network-viz-node-edge-count' -ENABLE_CACHE = False +ENABLE_CACHE = True From 931774941a3c1b76d74bc8d39be990ce2fe88624 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 27 Dec 2023 10:57:38 +1000 Subject: [PATCH 07/81] Checkpoint --- indizio/__main__.py | 2 +- indizio/store/dm_graph.py | 9 ++++++++- 2 files changed, 9 insertions(+), 2 deletions(-) diff --git a/indizio/__main__.py b/indizio/__main__.py index f2b22dd..89076dd 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -68,7 +68,7 @@ def main(): ] ) - app.run(debug=False, host="0.0.0.0", port=8050) + app.run(debug=True, host="0.0.0.0", port=9001) finally: print('TODO') diff --git a/indizio/store/dm_graph.py b/indizio/store/dm_graph.py index a6973c3..72f1600 100644 --- a/indizio/store/dm_graph.py +++ b/indizio/store/dm_graph.py @@ -1,3 +1,4 @@ +import pickle from collections import defaultdict from pathlib import Path from typing import List, Optional, Collection, FrozenSet @@ -8,7 +9,7 @@ from pydantic import BaseModel from indizio.cache import CACHE -from indizio.config import PERSISTENCE_TYPE, ENABLE_CACHE +from indizio.config import PERSISTENCE_TYPE, ENABLE_CACHE, TMP_DIR from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide from indizio.interfaces.bound import Bound from indizio.store.distance_matrix import DistanceMatrixFile @@ -83,6 +84,11 @@ def filter(self, params: NetworkFormStoreData): param_cache_key = params.get_cache_key() combined_cache_key = calc_md5(self.hash.encode() + param_cache_key) cache_key = f'cyto-graph-{combined_cache_key}' + # cache_path = TMP_DIR / cache_key + + # if cache_path.is_file(): + # with cache_path.open('rb') as f: + # return pickle.load(f) # Check if the graph is already cached with Cache(CACHE.directory) as cache: @@ -159,6 +165,7 @@ def filter(self, params: NetworkFormStoreData): if len(nodes_of_interest_missing) > 0: composed = nx.Graph(composed) composed.add_nodes_from(nodes_of_interest_missing) + composed = nx.Graph(composed) # Store the result in the cache if ENABLE_CACHE: From 9cecf6eb21ebef21f82c9f178ae3a6ee19dbc4d4 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 8 Jan 2024 10:38:15 +1000 Subject: [PATCH 08/81] Checkpoint --- indizio/components/clustergram/__init__.py | 16 ++++++++++++++++ indizio/components/navbar.py | 17 +---------------- indizio/pages/stats.py | 4 ++-- 3 files changed, 19 insertions(+), 18 deletions(-) diff --git a/indizio/components/clustergram/__init__.py b/indizio/components/clustergram/__init__.py index e69de29..683cbc7 100644 --- a/indizio/components/clustergram/__init__.py +++ b/indizio/components/clustergram/__init__.py @@ -0,0 +1,16 @@ +import dash_bootstrap_components as dbc +from dash import html + +class ClustergramContainer(dbc.Card): + ID = 'clustergram-container' + + def __init__(self): + super().__init__( + className='mt-4', + children=[ + dbc.CardHeader(html.H4('Network Statistics')), + dbc.CardBody([ + "content!" + ]) + ] + ) diff --git a/indizio/components/navbar.py b/indizio/components/navbar.py index 3fe2d5c..07fe850 100644 --- a/indizio/components/navbar.py +++ b/indizio/components/navbar.py @@ -1,31 +1,16 @@ import dash_bootstrap_components as dbc -NAVBAR = dbc.NavbarSimple( - children=[ - dbc.NavItem(dbc.NavLink("Matrices", href="/matrix")), - dbc.NavItem(dbc.NavLink("Network Visualization", href="/network")), - dbc.NavItem(dbc.NavLink("Network Statistics", href="/stats")), - ], - brand="Indizio", - brand_href="/", - color="primary", - dark=True, -) - class NavBar(dbc.NavbarSimple): def __init__(self): - # Define the component's layout super().__init__( brand='Indizio', brand_href='/', color="primary", dark=True, children=[ - dbc.NavItem(dbc.NavLink("Matrices", href="/matrix")), + dbc.NavItem(dbc.NavLink("Matrices", href="/matrix", disabled=False)), dbc.NavItem(dbc.NavLink("Network Visualization", href="/network")), dbc.NavItem(dbc.NavLink("Network Statistics", href="/stats")), ]) - - pass diff --git a/indizio/pages/stats.py b/indizio/pages/stats.py index 361dda6..ee49c04 100644 --- a/indizio/pages/stats.py +++ b/indizio/pages/stats.py @@ -2,11 +2,11 @@ from dash import html from indizio import config +from indizio.components.clustergram import ClustergramContainer dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Statistics') layout = html.Div([ - html.H1('STATS'), - html.Div('This is our Home page content.'), + ClustergramContainer() ]) From 54797f8ce3f3967c18ab289c337facaf325499f8 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 11 Jan 2024 15:22:31 +1000 Subject: [PATCH 09/81] Checkpoint --- foo.tree | 1 + indizio/__main__.py | 2 + indizio/components/clustergram/__init__.py | 7 +- .../clustergram/clustergram_plot.py | 223 ++++++++++++++++++ .../clustergram/parameters/__init__.py | 36 +++ .../clustergram/parameters/metadata.py | 66 ++++++ .../clustergram/parameters/metric.py | 66 ++++++ .../components/clustergram/parameters/tree.py | 67 ++++++ .../clustergram/parameters/update_button.py | 51 ++++ indizio/components/matrix/matrix_plot.py | 1 + indizio/components/uploaded_files/__init__.py | 15 +- .../uploaded_files/uploaded_file.py | 17 +- indizio/config.py | 1 + indizio/pages/network.py | 1 - indizio/pages/stats.py | 21 +- indizio/store/clustergram_parameters.py | 24 ++ indizio/store/distance_matrix.py | 17 +- indizio/store/metadata_file.py | 28 ++- indizio/store/network_form_store.py | 11 +- indizio/store/presence_absence.py | 34 ++- indizio/store/tree_file.py | 23 +- indizio/util/files.py | 12 +- indizio/util/plot.py | 10 + metadata.csv | 4 + pa.csv | 3 +- setup.py | 2 +- 26 files changed, 705 insertions(+), 38 deletions(-) create mode 100644 foo.tree create mode 100644 indizio/components/clustergram/clustergram_plot.py create mode 100644 indizio/components/clustergram/parameters/__init__.py create mode 100644 indizio/components/clustergram/parameters/metadata.py create mode 100644 indizio/components/clustergram/parameters/metric.py create mode 100644 indizio/components/clustergram/parameters/tree.py create mode 100644 indizio/components/clustergram/parameters/update_button.py create mode 100644 indizio/store/clustergram_parameters.py create mode 100644 metadata.csv diff --git a/foo.tree b/foo.tree new file mode 100644 index 0000000..314ea8d --- /dev/null +++ b/foo.tree @@ -0,0 +1 @@ +(a:0.1,b:0.2,(c:0.3,d:0.4,e:0.2):0.5); \ No newline at end of file diff --git a/indizio/__main__.py b/indizio/__main__.py index 89076dd..eb68238 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -8,6 +8,7 @@ from indizio.cache import CACHE_MANAGER from indizio.components.navbar import NavBar from indizio.config import RELOAD_ID, TMP_DIR +from indizio.store.clustergram_parameters import ClustergramParametersStore from indizio.store.distance_matrix import DistanceMatrixStore from indizio.store.dm_graph import DistanceMatrixGraphStore from indizio.store.matrix_parameters import MatrixParametersStore @@ -55,6 +56,7 @@ def main(): TreeFileStore(), DistanceMatrixGraphStore(), MatrixParametersStore(), # todo, add clear? + ClustergramParametersStore(), NavBar(), dcc.Location(id=RELOAD_ID, refresh=True), diff --git a/indizio/components/clustergram/__init__.py b/indizio/components/clustergram/__init__.py index 683cbc7..ada0124 100644 --- a/indizio/components/clustergram/__init__.py +++ b/indizio/components/clustergram/__init__.py @@ -1,16 +1,19 @@ import dash_bootstrap_components as dbc from dash import html +from indizio.components.clustergram.clustergram_plot import ClustergramPlot +from indizio.components.clustergram.parameters import ClustergramParametersCanvas + + class ClustergramContainer(dbc.Card): ID = 'clustergram-container' def __init__(self): super().__init__( - className='mt-4', children=[ dbc.CardHeader(html.H4('Network Statistics')), dbc.CardBody([ - "content!" + ClustergramPlot() ]) ] ) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py new file mode 100644 index 0000000..7fe5339 --- /dev/null +++ b/indizio/components/clustergram/clustergram_plot.py @@ -0,0 +1,223 @@ +import logging + +import dash_bio +import numpy as np +import plotly.graph_objects as go +from dash import Output, Input, callback, State, dcc +from dash.exceptions import PreventUpdate +from phylodm import PhyloDM +from plotly.subplots import make_subplots +from scipy.cluster.hierarchy import linkage +from scipy.spatial.distance import squareform + +from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters +from indizio.store.metadata_file import MetadataFileStore, MetadataData +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData +from indizio.store.tree_file import TreeFileStore, TreeData + + +class ClustergramPlot(dcc.Graph): + ID = 'clustergram-plot' + + def __init__(self): + super().__init__( + id=self.ID, + style={ + 'width': 'min(calc(100vh - 170px), 100vw)', + 'height': 'min(calc(100vh - 170px), 100vw)' + }, + responsive=True, + ) + + @callback( + output=dict( + fig=Output(self.ID, "figure"), + ), + inputs=dict( + ts_params=Input(ClustergramParametersStore.ID, "modified_timestamp"), + ts_dm=Input(PresenceAbsenceStore.ID, "modified_timestamp"), + ts_tree=Input(TreeFileStore.ID, "modified_timestamp"), + ts_meta=Input(MetadataFileStore.ID, "modified_timestamp"), + state_params=State(ClustergramParametersStore.ID, "data"), + state_dm=State(PresenceAbsenceStore.ID, "data"), + state_tree=State(TreeFileStore.ID, "data"), + state_meta=State(MetadataFileStore.ID, "data"), + ) + ) + # @freezeargs + # @lru_cache + def update_options_on_file_upload(ts_params, ts_dm, ts_tree, ts_meta, state_params, state_dm, state_tree, + state_meta): + log = logging.getLogger() + log.debug(f'{self.ID} - Updating clustergram figure.') + + if ts_dm is None or not state_dm: + log.debug(f'{self.ID} - No data to update from.') + raise PreventUpdate + + # De-serialize the distance matrix store + state_dm = PresenceAbsenceData(**state_dm) + params = ClustergramParameters(**state_params) + state_tree = TreeData(**state_tree) + state_meta = MetadataData(**state_meta) + + # Optionally load the metadata + if params.metadata is not None: + df_meta = state_meta.get_file(params.metadata).read() + else: + df_meta = None + + # If the metric is not set from the parameters, choose the first one + if params.metric is None: + feature_df = state_dm.get_files()[0].read() + else: + feature_df = state_dm.get_file(params.metric).read() + + # If a tree has been provided then subset both the matrix and tree + # to only those present in both and compute the distance matrix + if params.tree is not None: + tree = state_tree.get_file(params.tree).read() + common_taxa = {x.label for x in tree.taxon_namespace}.intersection(set(feature_df.index)) + common_taxa = [x for x in feature_df.index if x in common_taxa] + tree = tree.extract_tree_with_taxa_labels(common_taxa) + feature_df = feature_df.filter(items=common_taxa, axis=0) + + # Convert the tree to a linkage object + tree_pdm = PhyloDM.load_from_dendropy(tree) + tree_pdm.compute_row_vec() + + # Sort the PDM in the same order as given in the feature matrix + tree_dm = np.zeros((len(common_taxa), len(common_taxa))) + for i, taxon_i in enumerate(feature_df.index): + for j, taxon_j in enumerate(feature_df.index): + tree_dm[i, j] = tree_pdm.distance(taxon_i, taxon_j) + + tree_dm_square = squareform(tree_dm) + tree_linkage = linkage(tree_dm_square) + + def phylo_linkage(y, method='single', metric='euclidean', optimal_ordering=False): + """ + A hack to allow us to use Clustergram. Linkage is precomputed + """ + return tree_linkage + + else: + phylo_linkage = None + + clustergram = dash_bio.Clustergram( + data=feature_df.values, + row_labels=feature_df.index.to_list(), + column_labels=feature_df.columns.to_list(), + link_fun=phylo_linkage, + cluster='row', + hidden_labels='row', + height=900, + width=1100, + color_map=[ + [0.0, '#FFFFFF'], + [1.0, '#EF553B'] + ], + return_computed_traces=True, + # row_colors=['#FF00FF', '#00FF00', '#000000', '#EF553B', '#19D3F3'], + # row_colors_label='Foobar' + ) + clustergram, clst_traces = clustergram + + colors = ['#FF00FF', '#00FF00', '#000000', '#EF553B', '#19D3F3'] + colorscale = [] + + + + + # As the rows may have been re-ordered due to clustering, select + # the correct color + row_colorscale = list() + for cur_idx, cur_coord in zip(clst_traces['row_ids'], clst_traces['heatmap'].y): + row_colorscale.append(colors[cur_idx]) + + + i = 0 + + step = round(1 / len(colors), 10) + + for color in colors: + colorscale.append([i, color]) + i = round(i + step, 10) + colorscale.append([i, color]) + + colorscale[-1][0] = 1 + + z = [[i] for i in range(len(colors))] + + test = go.Heatmap( + x=[0], + y=[5, 15, 25, 35, 45], + z=z, + colorscale=colorscale, + colorbar={"xpad": 100}, + showscale=False, + text=['test'] + ) + + """ + Initialise the plot using the following layout + [empty] [empty] [dendro_col] [dendro_col] + [empty] [empty] [meta_col] [meta_col] + [dendro_row] [meta_row] [heatmap] [heatmap] + [dendro_row] [meta_row] [heatmap] [heatmap] + """ + + + fig = make_subplots( + rows=4, + cols=4, + specs=[ + [{}, {}, {"colspan": 2}, None], + [{}, {}, {"colspan": 2}, None], + [{"rowspan": 2}, {"rowspan": 2}, {"colspan": 2, "rowspan": 2}, None], + [None, None, None, None], + ], + vertical_spacing=0, + horizontal_spacing=0, + print_grid=False, + shared_xaxes=True, + shared_yaxes=True, + ) + + # for trace in go.Figure(clustergram).data: + # fig.add_trace(trace, row=1, col=2) + # fig.add_trace(test, row=1, col=1) + + # fig.update_layout(clustergram.layout) + + fig.add_trace(clst_traces['heatmap'], row=2, col=3) + # fig.add_trace(clst_traces['dendro_traces']['row'], row=2, col=1) + + for trace in clst_traces['dendro_traces']['row']: + dendro_row = go.Scatter(trace) + fig.add_trace(dendro_row, row=2, col=1) + + for trace in clst_traces['dendro_traces']['col']: + dendro_col = go.Scatter(trace) + fig.add_trace(dendro_col, row=1, col=3) + + fig.add_trace(test, row=2, col=2) + + # Disable the heatmap levend as only boolean values are shown + for cur_item in clustergram.data: + if isinstance(cur_item, go.Heatmap): + cur_item.showscale = False + + # clustergram.update_layout( + # yaxis_scaleanchor="x" + # ) + + return dict( + fig=fig, + + ) + + + +def generate_annotation_heatmap(): + return diff --git a/indizio/components/clustergram/parameters/__init__.py b/indizio/components/clustergram/parameters/__init__.py new file mode 100644 index 0000000..abc6c23 --- /dev/null +++ b/indizio/components/clustergram/parameters/__init__.py @@ -0,0 +1,36 @@ +import dash_bootstrap_components as dbc +from dash import html + +from indizio.components.clustergram.parameters.metadata import ClustergramParamsMetadata +from indizio.components.clustergram.parameters.metric import ClustergramParamsMetric +from indizio.components.clustergram.parameters.tree import ClustergramParamsTree +from indizio.components.clustergram.parameters.update_button import ClustergramParamsUpdateButton +from indizio.components.matrix.parameters.binning_option import MatrixParamsBinningOption +from indizio.components.matrix.parameters.color_scale import MatrixParamsColorScale +from indizio.components.matrix.parameters.color_slider import MatrixParamsColorSlider +from indizio.components.matrix.parameters.metric import MatrixParamsMetric +from indizio.components.matrix.parameters.update_button import MatrixParamsUpdateButton + + +class ClustergramParametersCanvas(dbc.Card): + """ + This component shows the values that are selected in the NetworkForm component. + """ + ID = "clustergram-parameters-canvas" + + def __init__(self): + super().__init__( + children=[ + dbc.CardHeader(html.H5("Clustergram Parameters")), + dbc.CardBody( + children=[ + dbc.Row(ClustergramParamsMetric()), + dbc.Row(ClustergramParamsTree(), className="mt-2"), + dbc.Row(ClustergramParamsMetadata(), className="mt-2"), + # dbc.Row(MatrixParamsBinningOption(), className="mt-2"), + # dbc.Row(MatrixParamsColorSlider(), className="mt-2"), + dbc.Row(ClustergramParamsUpdateButton(), className="mt-2") + ] + ) + ] + ) diff --git a/indizio/components/clustergram/parameters/metadata.py b/indizio/components/clustergram/parameters/metadata.py new file mode 100644 index 0000000..a51f873 --- /dev/null +++ b/indizio/components/clustergram/parameters/metadata.py @@ -0,0 +1,66 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash import dcc +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.metadata_file import MetadataFileStore, MetadataData + + +class ClustergramParamsMetadata(dbc.Row): + ID = 'clustergram-params-metadata' + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Metadata", + html_for=self.ID, + style={'font-weight': 'bold'} + ), + width=3 + ), + dbc.Col( + dcc.Dropdown( + id=self.ID, + options=[], + value=None, + className="bg-light text-dark", + persistence=True, + persistence_type=PERSISTENCE_TYPE + ), + ), + ] + ) + + @callback( + output=dict( + options=Output(self.ID, "options"), + value=Output(self.ID, "value"), + ), + inputs=dict( + ts=Input(MetadataFileStore.ID, "modified_timestamp"), + state=State(MetadataFileStore.ID, "data"), + ) + ) + def update_values_on_dm_load(ts, state): + log = logging.getLogger() + log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') + + if ts is None or state is None: + log.debug(f'{self.ID} - No data to update from.') + raise PreventUpdate + + # De-serialize the state + state = MetadataData(**state) + + # No need to de-serialize as the key values are the file names + options = state.as_options() + default = options[0]['value'] if options else None + return dict( + options=options, + value=default + ) diff --git a/indizio/components/clustergram/parameters/metric.py b/indizio/components/clustergram/parameters/metric.py new file mode 100644 index 0000000..11b3769 --- /dev/null +++ b/indizio/components/clustergram/parameters/metric.py @@ -0,0 +1,66 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash import dcc +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE, ID_CLUSTERGRAM_PARAMS_METRIC +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData + + +class ClustergramParamsMetric(dbc.Row): + ID = ID_CLUSTERGRAM_PARAMS_METRIC + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Metric", + html_for=self.ID, + style={'font-weight': 'bold'} + ), + width=3 + ), + dbc.Col( + dcc.Dropdown( + id=self.ID, + options=[], + value=None, + className="bg-light text-dark", + persistence=True, + persistence_type=PERSISTENCE_TYPE + ), + ), + ] + ) + + @callback( + output=dict( + options=Output(self.ID, "options"), + value=Output(self.ID, "value"), + ), + inputs=dict( + ts=Input(PresenceAbsenceStore.ID, "modified_timestamp"), + state=State(PresenceAbsenceStore.ID, "data"), + ) + ) + def update_values_on_dm_load(ts, state): + log = logging.getLogger() + log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') + + if ts is None or state is None: + log.debug(f'{self.ID} - No data to update from.') + raise PreventUpdate + + # De-serialize the state + state = PresenceAbsenceData(**state) + + # No need to de-serialize as the key values are the file names + options = state.as_options() + default = options[0]['value'] if options else None + return dict( + options=options, + value=default + ) diff --git a/indizio/components/clustergram/parameters/tree.py b/indizio/components/clustergram/parameters/tree.py new file mode 100644 index 0000000..c841390 --- /dev/null +++ b/indizio/components/clustergram/parameters/tree.py @@ -0,0 +1,67 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash import dcc +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData +from indizio.store.tree_file import TreeFileStore, TreeData + + +class ClustergramParamsTree(dbc.Row): + ID = 'clustergram-params-tree' + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Tree", + html_for=self.ID, + style={'font-weight': 'bold'} + ), + width=3 + ), + dbc.Col( + dcc.Dropdown( + id=self.ID, + options=[], + value=None, + className="bg-light text-dark", + persistence=True, + persistence_type=PERSISTENCE_TYPE + ), + ), + ] + ) + + @callback( + output=dict( + options=Output(self.ID, "options"), + value=Output(self.ID, "value"), + ), + inputs=dict( + ts=Input(TreeFileStore.ID, "modified_timestamp"), + state=State(TreeFileStore.ID, "data"), + ) + ) + def update_values_on_dm_load(ts, state): + log = logging.getLogger() + log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') + + if ts is None or state is None: + log.debug(f'{self.ID} - No data to update from.') + raise PreventUpdate + + # De-serialize the state + state = TreeData(**state) + + # No need to de-serialize as the key values are the file names + options = state.as_options() + default = options[0]['value'] if options else None + return dict( + options=options, + value=default + ) diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py new file mode 100644 index 0000000..320c284 --- /dev/null +++ b/indizio/components/clustergram/parameters/update_button.py @@ -0,0 +1,51 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, ctx +from dash.exceptions import PreventUpdate + +from indizio.components.clustergram.parameters import ClustergramParamsMetric, ClustergramParamsTree, \ + ClustergramParamsMetadata +from indizio.components.matrix.parameters import MatrixParamsMetric +from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters + + +class ClustergramParamsUpdateButton(dbc.Button): + ID = "clustergram-params-update-button" + + def __init__(self): + super().__init__( + "Update Heatmap", + id=self.ID, + color="success", + n_clicks=0, + ) + + @callback( + output=dict( + params=Output(ClustergramParametersStore.ID, "data"), + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + metric=Input(ClustergramParamsMetric.ID, "value"), + tree=Input(ClustergramParamsTree.ID, 'value'), + metadata=Input(ClustergramParamsMetadata.ID, 'value'), + # bin_option=Input(MatrixParamsBinningOption.ID, 'value'), + # slider=Input(MatrixParamsColorSlider.ID_RANGE, 'value'), + ) + ) + def update_options_on_file_upload(n_clicks, metric, tree, metadata): + log = logging.getLogger() + log.debug(f'{self.ID} - Updating clustergram visualization parameters.') + + if not n_clicks or ctx.triggered_id != self.ID: + log.debug(f'{self.ID} - No data to update from.') + raise PreventUpdate + + return dict( + params=ClustergramParameters( + metric=metric, + tree=tree, + metadata=metadata + ).model_dump(mode='json') + ) diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 55cb21a..89e8c32 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -149,6 +149,7 @@ def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): "tickmode": "array", "ticktext": feature_df.columns.str.slice().to_list(), }, + yaxis_scaleanchor="x" ) return dict( fig=fig diff --git a/indizio/components/uploaded_files/__init__.py b/indizio/components/uploaded_files/__init__.py index 3548dc0..f21fc56 100644 --- a/indizio/components/uploaded_files/__init__.py +++ b/indizio/components/uploaded_files/__init__.py @@ -55,25 +55,32 @@ def refresh_uploaded(pa_ts, dm_ts, meta_ts, tree_ts, pa_store, dm_store, meta_st children.append(UploadedFileDisplay( file_name=pa_file.file_name, name=pa_file.file_id, - file_type=UserFileType.PA + file_type=UserFileType.PA, + n_cols=pa_file.n_cols, + n_rows=pa_file.n_rows, )) for dm_file in dm_store.get_files(): children.append(UploadedFileDisplay( file_name=dm_file.file_name, name=dm_file.file_id, - file_type=UserFileType.DM + file_type=UserFileType.DM, + n_cols=dm_file.n_cols, + n_rows=dm_file.n_rows, )) for meta_file in meta_store.get_files(): children.append(UploadedFileDisplay( file_name=meta_file.file_name, name=meta_file.file_id, - file_type=UserFileType.META + file_type=UserFileType.META, + n_cols=meta_file.n_cols, + n_rows=meta_file.n_rows, )) for tree_file in tree_store.get_files(): children.append(UploadedFileDisplay( file_name=tree_file.file_name, name=tree_file.file_id, - file_type=UserFileType.TREE + file_type=UserFileType.TREE, + n_leaves=tree_file.n_leaves )) return dict( diff --git a/indizio/components/uploaded_files/uploaded_file.py b/indizio/components/uploaded_files/uploaded_file.py index 961cf10..ab82f90 100644 --- a/indizio/components/uploaded_files/uploaded_file.py +++ b/indizio/components/uploaded_files/uploaded_file.py @@ -9,7 +9,16 @@ class UploadedFileDisplay(dbc.Card): ID = 'uploaded-files-uploaded-file' - def __init__(self, file_name: str, file_type: UserFileType, description: Optional[str] = None, name: Optional[str] = None): + def __init__( + self, + file_name: str, + file_type: UserFileType, + description: Optional[str] = None, + name: Optional[str] = None, + n_cols: Optional[int] = None, + n_rows: Optional[int] = None, + n_leaves: Optional[int] = None, + ): children = list() if name: children.append(file_name) @@ -18,6 +27,12 @@ def __init__(self, file_name: str, file_type: UserFileType, description: Optiona if description: children.append(html.Br()) children.append(description) + if n_cols is not None or n_cols is not None: + children.append(html.Br()) + children.append(f'Rows: {n_rows:,} | Columns: {n_cols:,}') + if n_leaves is not None: + children.append(html.Br()) + children.append(f'Leaves: {n_leaves:,}') super().__init__( className="d-flex m-1", diff --git a/indizio/config.py b/indizio/config.py index f21dd78..bce9687 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -21,6 +21,7 @@ # Identifiers for some components where a circular import would otherwise be created ID_MATRIX_PARAMS_METRIC = 'matrix-params-metric' +ID_CLUSTERGRAM_PARAMS_METRIC = 'clustergram-params-metric' ID_NETWORK_VIZ_PROGRESS = 'network-viz-progress-bar' ID_NETWORK_FORM_DEGREE = 'network-form-degree' ID_NETWORK_FORM_DEGREE_LOWER_VALUE = f'{ID_NETWORK_FORM_DEGREE}-lower-value' diff --git a/indizio/pages/network.py b/indizio/pages/network.py index 9a81990..ac4274f 100644 --- a/indizio/pages/network.py +++ b/indizio/pages/network.py @@ -2,7 +2,6 @@ import dash_bootstrap_components as dbc from indizio import config -from indizio.components.network_form import NetworkFormParameters from indizio.components.network_viz import NetworkVizContainer dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Network') diff --git a/indizio/pages/stats.py b/indizio/pages/stats.py index ee49c04..4124514 100644 --- a/indizio/pages/stats.py +++ b/indizio/pages/stats.py @@ -1,12 +1,25 @@ import dash +import dash_bootstrap_components as dbc from dash import html from indizio import config -from indizio.components.clustergram import ClustergramContainer +from indizio.components.clustergram import ClustergramContainer, ClustergramParametersCanvas dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Statistics') -layout = html.Div([ - ClustergramContainer() -]) +layout = html.Div( + className='pt-3', + children=[ + dbc.Row( + [ + dbc.Col( + ClustergramParametersCanvas(), + width=4 + ), + dbc.Col( + ClustergramContainer() + ) + ] + ) + ]) diff --git a/indizio/store/clustergram_parameters.py b/indizio/store/clustergram_parameters.py new file mode 100644 index 0000000..7201d88 --- /dev/null +++ b/indizio/store/clustergram_parameters.py @@ -0,0 +1,24 @@ +from typing import Optional + +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE + + +class ClustergramParameters(BaseModel): + metric: Optional[str] = None + tree: Optional[str] = None + metadata: Optional[str] = None + color_scale: str = 'inferno' + + +class ClustergramParametersStore(dcc.Store): + ID = 'clustergram-parameters-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=ClustergramParameters().model_dump(mode='json') + ) diff --git a/indizio/store/distance_matrix.py b/indizio/store/distance_matrix.py index e01f3ef..5d0e4bd 100644 --- a/indizio/store/distance_matrix.py +++ b/indizio/store/distance_matrix.py @@ -1,6 +1,5 @@ -from functools import lru_cache from pathlib import Path -from typing import Optional, Dict, Tuple, List +from typing import Dict, Tuple, List import pandas as pd from dash import dcc @@ -8,7 +7,7 @@ from indizio.config import PERSISTENCE_TYPE from indizio.store.upload_form_store import UploadFormItem -from indizio.util.files import to_pickle_df, from_pickle_df +from indizio.util.files import to_pickle_df, from_pickle_df, get_delimiter class DistanceMatrixFile(BaseModel): @@ -18,13 +17,16 @@ class DistanceMatrixFile(BaseModel): hash: str min_value: float max_value: float + n_cols: int + n_rows: int @classmethod def from_upload_data(cls, data: UploadFormItem): """ Convert the data from the upload form store into a distance matrix file """ - df = pd.read_table(data.path, sep=',', index_col=0) + delimiter = get_delimiter(data.path) + df = pd.read_table(data.path, sep=delimiter, index_col=0) min_value = float(df.min().min()) max_value = float(df.max().max()) path, md5 = to_pickle_df(df) @@ -34,7 +36,9 @@ def from_upload_data(cls, data: UploadFormItem): path=path, hash=md5, min_value=min_value, - max_value=max_value + max_value=max_value, + n_cols=int(df.shape[1]), + n_rows=int(df.shape[0]) ) def read(self) -> pd.DataFrame: @@ -61,11 +65,10 @@ def as_options(self) -> List[Dict[str, str]]: """Returns the keys of the data as a dictionary of HTML options""" out = list() for file in self.get_files(): - out.append({'label': file.file_id, 'value': file.file_id,}) + out.append({'label': file.file_id, 'value': file.file_id, }) return out - class DistanceMatrixStore(dcc.Store): ID = 'distance-matrix-file-store' diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py index 0a51460..183a74a 100644 --- a/indizio/store/metadata_file.py +++ b/indizio/store/metadata_file.py @@ -1,5 +1,5 @@ from pathlib import Path -from typing import Optional, Dict +from typing import Optional, Dict, List import pandas as pd from dash import dcc @@ -7,7 +7,7 @@ from indizio.config import PERSISTENCE_TYPE from indizio.store.upload_form_store import UploadFormItem -from indizio.util.files import to_pickle_df, from_pickle_df +from indizio.util.files import to_pickle_df, from_pickle_df, get_delimiter class MetadataFile(BaseModel): @@ -15,15 +15,25 @@ class MetadataFile(BaseModel): file_id: Optional[str] = None path: Path hash: str + n_cols: int + n_rows: int @classmethod def from_upload_data(cls, data: UploadFormItem): """ Create a metadata file from the upload data. """ - df = pd.read_table(data.path, sep=',', index_col=0) + delimiter = get_delimiter(data.path) + df = pd.read_table(data.path, sep=delimiter, index_col=0) path, md5 = to_pickle_df(df) - return cls(file_name=data.file_name, file_id=data.name, path=path, hash=md5) + return cls( + file_name=data.file_name, + file_id=data.name, + path=path, + hash=md5, + n_cols=int(df.shape[1]), + n_rows=int(df.shape[0]) + ) def read(self) -> pd.DataFrame: return from_pickle_df(self.path) @@ -38,6 +48,16 @@ def add_item(self, item: MetadataFile): def get_files(self): return self.data.values() + def get_file(self, file_id: str) -> MetadataFile: + return self.data[file_id] + + def as_options(self) -> List[Dict[str, str]]: + """Returns the keys of the data as a dictionary of HTML options""" + out = list() + for file in self.get_files(): + out.append({'label': file.file_id, 'value': file.file_id }) + return out + class MetadataFileStore(dcc.Store): ID = 'metadata-file-store' diff --git a/indizio/store/network_form_store.py b/indizio/store/network_form_store.py index 77eff30..f8a7c38 100644 --- a/indizio/store/network_form_store.py +++ b/indizio/store/network_form_store.py @@ -1,11 +1,12 @@ -from typing import Optional, List, Dict +from typing import List, Dict +import orjson from dash import dcc from pydantic import BaseModel -import orjson + from indizio.config import PERSISTENCE_TYPE from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide -from indizio.interfaces.bound import Bound +from indizio.interfaces.bound import Bound from indizio.interfaces.html_option import HtmlOption @@ -34,6 +35,7 @@ class NetworkFormLayoutOption(HtmlOption): spread = 'Spread' euler = 'Euler' + class NetworkParamThreshold(BaseModel): file_id: str left_bound: Bound = Bound.INCLUSIVE @@ -41,6 +43,7 @@ class NetworkParamThreshold(BaseModel): left_value: float right_value: float + class NetworkParamDegree(BaseModel): min_value: float = 0.0 max_value: float = 1.0 @@ -51,7 +54,7 @@ class NetworkFormStoreData(BaseModel): This class represents the data that is stored in the network form store. """ - layout: NetworkFormLayoutOption = NetworkFormLayoutOption.grid + layout: NetworkFormLayoutOption = NetworkFormLayoutOption.circle node_of_interest: List[str] = list() thresholds: Dict[str, NetworkParamThreshold] = dict() thresh_matching: BooleanAllAny = BooleanAllAny.ALL diff --git a/indizio/store/presence_absence.py b/indizio/store/presence_absence.py index d5b5402..47ba281 100644 --- a/indizio/store/presence_absence.py +++ b/indizio/store/presence_absence.py @@ -1,5 +1,5 @@ from pathlib import Path -from typing import Optional, Dict +from typing import Dict, List import pandas as pd from dash import dcc @@ -8,7 +8,7 @@ from indizio.config import PERSISTENCE_TYPE from indizio.store.distance_matrix import DistanceMatrixFile from indizio.store.upload_form_store import UploadFormItem -from indizio.util.files import to_pickle_df, from_pickle_df +from indizio.util.files import to_pickle_df, from_pickle_df, get_delimiter class PresenceAbsenceFile(BaseModel): @@ -16,17 +16,27 @@ class PresenceAbsenceFile(BaseModel): file_id: str path: Path hash: str + n_cols: int + n_rows: int @classmethod def from_upload_data(cls, data: UploadFormItem): """ Convert the uploaded file data to a presence/absence file. """ - df = pd.read_table(data.path, sep=',', dtype=str) + delimiter = get_delimiter(data.path) + df = pd.read_table(data.path, sep=delimiter, dtype=str) df.set_index(df.columns[0], inplace=True) df = df.astype(float) path, md5 = to_pickle_df(df) - return cls(file_name=data.file_name, file_id=data.name, path=path, hash=md5) + return cls( + file_name=data.file_name, + file_id=data.name, + path=path, + hash=md5, + n_cols=int(df.shape[1]), + n_rows=int(df.shape[0]) + ) def read(self) -> pd.DataFrame: """ @@ -37,8 +47,8 @@ def read(self) -> pd.DataFrame: def as_distance_matrix(self) -> DistanceMatrixFile: # Convert the dataframe to a distance matrix and compute the correlation df_corr = self.read().corr().abs() - df_min = df_corr.min().min() - df_max = df_corr.max().max() + df_min = float(df_corr.min().min()) + df_max = float(df_corr.max().max()) # Store the correlation matrix on disk path, md5 = to_pickle_df(df_corr) @@ -51,6 +61,8 @@ def as_distance_matrix(self) -> DistanceMatrixFile: hash=md5, min_value=df_min, max_value=df_max, + n_cols=int(df_corr.shape[1]), + n_rows=int(df_corr.shape[0]) ) @@ -70,6 +82,16 @@ def add_item(self, item: PresenceAbsenceFile): def get_files(self): return self.data.values() + def get_file(self, file_id: str) -> PresenceAbsenceFile: + return self.data[file_id] + + def as_options(self) -> List[Dict[str, str]]: + """Returns the keys of the data as a dictionary of HTML options""" + out = list() + for file in self.get_files(): + out.append({'label': file.file_id, 'value': file.file_id}) + return out + class PresenceAbsenceStore(dcc.Store): ID = 'presence-absence-store' diff --git a/indizio/store/tree_file.py b/indizio/store/tree_file.py index adf4981..b08ed86 100644 --- a/indizio/store/tree_file.py +++ b/indizio/store/tree_file.py @@ -1,5 +1,5 @@ from pathlib import Path -from typing import Optional, Dict +from typing import Dict, List import dendropy from dash import dcc @@ -15,6 +15,7 @@ class TreeFile(BaseModel): file_id: str path: Path hash: str + n_leaves: int @classmethod def from_upload_data(cls, data: UploadFormItem): @@ -23,11 +24,18 @@ def from_upload_data(cls, data: UploadFormItem): """ tree = dendropy.Tree.get_from_path(data.path.as_posix(), schema='newick') path, md5 = to_pickle(tree) - return cls(file_name=data.file_name, name=data.name, path=path, hash=md5) + return cls( + file_name=data.file_name, + file_id=data.name, + path=path, + hash=md5, + n_leaves=len(tree.taxon_namespace) + ) def read(self) -> dendropy.Tree: return from_pickle(self.path) + class TreeData(BaseModel): data: Dict[str, TreeFile] = dict() @@ -37,6 +45,17 @@ def add_item(self, item: TreeFile): def get_files(self): return self.data.values() + def get_file(self, file_id: str): + return self.data[file_id] + + def as_options(self) -> List[Dict[str, str]]: + """Returns the keys of the data as a dictionary of HTML options""" + out = list() + for file in self.get_files(): + out.append({'label': file.file_id, 'value': file.file_id}) + return out + + class TreeFileStore(dcc.Store): ID = 'tree-file-store' diff --git a/indizio/util/files.py b/indizio/util/files.py index ee286f5..0b9752b 100644 --- a/indizio/util/files.py +++ b/indizio/util/files.py @@ -4,7 +4,7 @@ from typing import Optional, Tuple import pandas as pd - +import csv from indizio.config import TMP_DIR from indizio.util.hashing import calc_md5 @@ -75,3 +75,13 @@ def to_file(data: bytes, name: Optional[str] = None) -> Path: with open(path, 'wb') as f: f.write(data) return path + + +def get_delimiter(file_path: Path, n_lines=5): + sniffer = csv.Sniffer() + lines = list() + with file_path.open() as f: + for _ in range(n_lines): + lines.append(f.readline()) + sample = '\n'.join(lines) + return sniffer.sniff(sample).delimiter diff --git a/indizio/util/plot.py b/indizio/util/plot.py index 2002459..7b0e32d 100644 --- a/indizio/util/plot.py +++ b/indizio/util/plot.py @@ -1,3 +1,5 @@ +from typing import Collection, Tuple + import plotly from PIL import ImageColor from _plotly_utils.basevalidators import ColorscaleValidator @@ -69,3 +71,11 @@ def get_continuous_color(colorscale, intermed): intermed=((intermed - low_cutoff) / (high_cutoff - low_cutoff)), colortype="rgb", ) + + + +def format_labels(labels: Collection[str]) -> Tuple[str]: + out = list() + for label in labels: + out.append(label[0:10]) + return tuple(out) diff --git a/metadata.csv b/metadata.csv new file mode 100644 index 0000000..d1989e9 --- /dev/null +++ b/metadata.csv @@ -0,0 +1,4 @@ +x,Habitat,Country,Type +a,Marsh,USA,1 +b,Marsh,USA,2 +c,Bog,Australia,1 diff --git a/pa.csv b/pa.csv index 53e741f..553e588 100644 --- a/pa.csv +++ b/pa.csv @@ -1,6 +1,7 @@ -x,a,b,c,d,e +x,one,two,three,four,five a,1,0,0,0,0 b,0,1,0,0,0 c,0,0,1,0,0 d,0,0,0,1,0 e,0,0,0,0,1 +f,0,1,1,0,1 diff --git a/setup.py b/setup.py index 5786712..21afb74 100644 --- a/setup.py +++ b/setup.py @@ -42,7 +42,7 @@ include_package_data=True, install_requires=['dash', 'dash_bootstrap_components', 'dash_cytoscape', 'diskcache', 'dash[diskcache]', 'dash_bio', 'pydantic', 'networkx', 'orjson', 'dendropy', - 'frozendict', 'pillow', 'pandas', 'numpy', 'tqdm'], + 'frozendict', 'pillow', 'pandas', 'numpy', 'tqdm', 'scipy', 'phylodm'], setup_requires=['setuptools'], python_requires='>=3.8', zip_safe=False, From 3c36bb4ac5ce3f0e0ab4999db44793b4e9237153 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 15 Jan 2024 10:52:26 +1000 Subject: [PATCH 10/81] Checkpoint --- .../clustergram/clustergram_plot.py | 427 ++++++++++++------ .../clustergram/parameters/__init__.py | 4 + .../clustergram/parameters/cluster_on.py | 69 +++ .../parameters/optimal_leaf_order.py | 70 +++ .../clustergram/parameters/update_button.py | 12 +- indizio/interfaces/boolean.py | 4 + indizio/interfaces/cluster_on.py | 14 + indizio/store/clustergram_parameters.py | 5 +- indizio/store/metadata_file.py | 2 +- indizio/store/presence_absence.py | 8 +- indizio/store/tree_file.py | 2 +- 11 files changed, 476 insertions(+), 141 deletions(-) create mode 100644 indizio/components/clustergram/parameters/cluster_on.py create mode 100644 indizio/components/clustergram/parameters/optimal_leaf_order.py create mode 100644 indizio/interfaces/cluster_on.py diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 7fe5339..73423dd 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -1,15 +1,18 @@ import logging +from typing import Optional import dash_bio import numpy as np +import pandas as pd +import plotly.express as px import plotly.graph_objects as go from dash import Output, Input, callback, State, dcc from dash.exceptions import PreventUpdate from phylodm import PhyloDM from plotly.subplots import make_subplots -from scipy.cluster.hierarchy import linkage -from scipy.spatial.distance import squareform +from scipy.spatial.distance import squareform, pdist +from indizio.interfaces.boolean import BooleanYesNo from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.metadata_file import MetadataFileStore, MetadataData from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData @@ -67,146 +70,36 @@ def update_options_on_file_upload(ts_params, ts_dm, ts_tree, ts_meta, state_para else: df_meta = None + # Optionally load the tree + if params.tree is not None and params.cluster_on.is_identifiers(): + tree = state_tree.get_file(params.tree).read() + else: + tree = None + # If the metric is not set from the parameters, choose the first one if params.metric is None: feature_df = state_dm.get_files()[0].read() else: feature_df = state_dm.get_file(params.metric).read() - # If a tree has been provided then subset both the matrix and tree - # to only those present in both and compute the distance matrix - if params.tree is not None: - tree = state_tree.get_file(params.tree).read() - common_taxa = {x.label for x in tree.taxon_namespace}.intersection(set(feature_df.index)) - common_taxa = [x for x in feature_df.index if x in common_taxa] - tree = tree.extract_tree_with_taxa_labels(common_taxa) - feature_df = feature_df.filter(items=common_taxa, axis=0) - - # Convert the tree to a linkage object - tree_pdm = PhyloDM.load_from_dendropy(tree) - tree_pdm.compute_row_vec() - - # Sort the PDM in the same order as given in the feature matrix - tree_dm = np.zeros((len(common_taxa), len(common_taxa))) - for i, taxon_i in enumerate(feature_df.index): - for j, taxon_j in enumerate(feature_df.index): - tree_dm[i, j] = tree_pdm.distance(taxon_i, taxon_j) - - tree_dm_square = squareform(tree_dm) - tree_linkage = linkage(tree_dm_square) - - def phylo_linkage(y, method='single', metric='euclidean', optimal_ordering=False): - """ - A hack to allow us to use Clustergram. Linkage is precomputed - """ - return tree_linkage - - else: - phylo_linkage = None - - clustergram = dash_bio.Clustergram( - data=feature_df.values, - row_labels=feature_df.index.to_list(), - column_labels=feature_df.columns.to_list(), - link_fun=phylo_linkage, - cluster='row', - hidden_labels='row', - height=900, - width=1100, - color_map=[ - [0.0, '#FFFFFF'], - [1.0, '#EF553B'] - ], - return_computed_traces=True, - # row_colors=['#FF00FF', '#00FF00', '#000000', '#EF553B', '#19D3F3'], - # row_colors_label='Foobar' + # Generate the Clustergram using DashBio and return the traces + feature_df, cg_traces = generate_clustergram( + feature_df=feature_df, + tree=tree, + optimal_leaf_ordering=params.optimal_leaf_order is BooleanYesNo.YES, + cluster_features=params.cluster_on.is_features(), + cluster_ids=params.cluster_on.is_identifiers(), ) - clustergram, clst_traces = clustergram - - colors = ['#FF00FF', '#00FF00', '#000000', '#EF553B', '#19D3F3'] - colorscale = [] - - - - - # As the rows may have been re-ordered due to clustering, select - # the correct color - row_colorscale = list() - for cur_idx, cur_coord in zip(clst_traces['row_ids'], clst_traces['heatmap'].y): - row_colorscale.append(colors[cur_idx]) - - - i = 0 - - step = round(1 / len(colors), 10) - - for color in colors: - colorscale.append([i, color]) - i = round(i + step, 10) - colorscale.append([i, color]) - colorscale[-1][0] = 1 - - z = [[i] for i in range(len(colors))] - - test = go.Heatmap( - x=[0], - y=[5, 15, 25, 35, 45], - z=z, - colorscale=colorscale, - colorbar={"xpad": 100}, - showscale=False, - text=['test'] - ) - - """ - Initialise the plot using the following layout - [empty] [empty] [dendro_col] [dendro_col] - [empty] [empty] [meta_col] [meta_col] - [dendro_row] [meta_row] [heatmap] [heatmap] - [dendro_row] [meta_row] [heatmap] [heatmap] - """ - - - fig = make_subplots( - rows=4, - cols=4, - specs=[ - [{}, {}, {"colspan": 2}, None], - [{}, {}, {"colspan": 2}, None], - [{"rowspan": 2}, {"rowspan": 2}, {"colspan": 2, "rowspan": 2}, None], - [None, None, None, None], - ], - vertical_spacing=0, - horizontal_spacing=0, - print_grid=False, - shared_xaxes=True, - shared_yaxes=True, - ) - - # for trace in go.Figure(clustergram).data: - # fig.add_trace(trace, row=1, col=2) - # fig.add_trace(test, row=1, col=1) - - # fig.update_layout(clustergram.layout) - - fig.add_trace(clst_traces['heatmap'], row=2, col=3) - # fig.add_trace(clst_traces['dendro_traces']['row'], row=2, col=1) - - for trace in clst_traces['dendro_traces']['row']: - dendro_row = go.Scatter(trace) - fig.add_trace(dendro_row, row=2, col=1) - - for trace in clst_traces['dendro_traces']['col']: - dendro_col = go.Scatter(trace) - fig.add_trace(dendro_col, row=1, col=3) - - fig.add_trace(test, row=2, col=2) + # Using the DashBio data, create our own Clustergram figure + # as the DashBio doesn't allow for multiple colour grouping (meta) + print('creating fig') + fig = generate_annotation_heatmap(feature_df, cg_traces, df_meta) # Disable the heatmap levend as only boolean values are shown - for cur_item in clustergram.data: - if isinstance(cur_item, go.Heatmap): - cur_item.showscale = False + # for cur_item in clustergram.data: + # if isinstance(cur_item, go.Heatmap): + # cur_item.showscale = False # clustergram.update_layout( # yaxis_scaleanchor="x" @@ -218,6 +111,272 @@ def phylo_linkage(y, method='single', metric='euclidean', optimal_ordering=False ) +def generate_clustergram( + feature_df: pd.DataFrame, + tree: Optional[TreeData], + optimal_leaf_ordering: bool, + cluster_features: bool, + cluster_ids: bool +): + """ + Helper function to generate the clustergram and return the traces. + """ + + # Determine what type of clustering based on the input argument + if cluster_features and cluster_ids: + cluster_arg = 'all' + elif cluster_features: + cluster_arg = 'col' + elif cluster_ids: + cluster_arg = 'row' + else: + cluster_arg = None + + # If a tree has been provided then subset both the matrix and tree + # to only those present in both and compute the distance matrix + if tree is not None and cluster_ids: + common_taxa = {x.label for x in tree.taxon_namespace}.intersection(set(feature_df.index)) + common_taxa = [x for x in feature_df.index if x in common_taxa] + tree = tree.extract_tree_with_taxa_labels(common_taxa) + feature_df = feature_df.filter(items=common_taxa, axis=0) + + # Convert the tree to a linkage object + tree_pdm = PhyloDM.load_from_dendropy(tree) + tree_pdm.compute_row_vec() + + # Sort the PDM in the same order as given in the feature matrix + tree_dm = np.zeros((len(common_taxa), len(common_taxa))) + for i, taxon_i in enumerate(feature_df.index): + for j, taxon_j in enumerate(feature_df.index): + tree_dm[i, j] = tree_pdm.distance(taxon_i, taxon_j) + + tree_dm_square = squareform(tree_dm) + + def dist_fun(X, metric='euclidean', *, out=None, **kwargs): + # Check if the tree was provided, and if so, compute the distance using it + if metric == 'row_dist': + return tree_dm_square + # Column distances will always be computed without any additional tree info + else: + return pdist(X, metric='euclidean', out=out, **kwargs) + + else: + dist_fun = pdist + + print('creating CG') + clustergram, traces = dash_bio.Clustergram( + data=feature_df.values, + row_labels=feature_df.index.to_list(), + column_labels=feature_df.columns.to_list(), + optimal_leaf_order=optimal_leaf_ordering, + # link_fun=phylo_linkage, + dist_fun=dist_fun, + row_dist='euclidean' if not tree else 'row_dist', + cluster=cluster_arg, + # hidden_labels='row', + # height=900, + # width=1100, + color_map=[ + [0.0, '#FFFFFF'], + [1.0, '#EF553B'] + ], + return_computed_traces=True, + ) + return feature_df, traces + + +def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Optional[MetadataData]): + """ + Creates the main clustergram figure + """ + + # As the ordering of indices may have changed in the main heatmap, get the + # names of the rows and columns in the correct order + idx_to_row_label = [feature_df.index[x] for x in cg_traces['row_ids']] + idx_to_col_label = [feature_df.columns[x] for x in cg_traces['column_ids']] + + """ + Create subplots equal to the following: + [empty] [empty] [dendro_col] + [dendro_row] [meta_row] [heatmap] + """ + + subplot_spacing = [25, 10, 80] + fig = make_subplots( + rows=2, + cols=3, + vertical_spacing=0, + horizontal_spacing=0, + shared_xaxes=True, + shared_yaxes=True, + column_widths=[20, 10, 70], + row_heights=[20, 80], + ) + + row_meta_left, col_meta_left = 2, 2 + row_dend_left, col_dend_left = 2, 1 + + row_dend_top, col_dend_top = 1, 3 + + row_heat_main, col_heat_main = 2, 3 + + # for trace in go.Figure(clustergram).data: + # fig.add_trace(trace, row=1, col=2) + # fig.add_trace(test, row=1, col=1) + + # fig.update_layout(clustergram.layout) + + """ + Create the main heatmap + """ + + # Use the pre-computed matrix from the DashBio library + main_heatmap = go.Heatmap( + cg_traces['heatmap'], + colorscale=((0.0, '#FFFFFF'), (1.0, '#EF553B')), + showscale=False, + hovertemplate='ID: %{y}
Feature: %{x}', + name='' + ) + + fig.add_trace(main_heatmap, row=row_heat_main, col=col_heat_main) + + # Remove the colorbar as it is not needed + # trace_heatmap.update_layout(coloraxis_showscale=False) + # main_heatmap.data[0].showscale = False + + # Add the tick labls + fig.update_xaxes( + ticktext=idx_to_col_label, tickvals=main_heatmap.x, + row=row_heat_main, col=col_heat_main + ) + fig.update_yaxes( + ticktext=idx_to_row_label, tickvals=main_heatmap.y, + row=row_heat_main, col=col_heat_main + ) + + """ + Create the dendrograms + """ + for trace in cg_traces['dendro_traces']['row']: + dendro_row = go.Scatter(trace, hoverinfo='skip') + fig.add_trace(dendro_row, row=row_dend_left, col=col_dend_left) + + for trace in cg_traces['dendro_traces']['col']: + dendro_col = go.Scatter(trace, hoverinfo='skip') + fig.add_trace(dendro_col, row=row_dend_top, col=col_dend_top) + + """ + Add the metadata grouping + """ + if df_meta is not None: + left_meta, left_meta_x_ticks, left_meta_y_ticks = generate_metadata_heatmap(feature_df, cg_traces, main_heatmap, + df_meta) + fig.add_trace(left_meta, row=row_meta_left, col=col_meta_left) + fig.update_xaxes( + ticktext=left_meta_x_ticks, tickvals=left_meta.x, + row=row_meta_left, col=col_meta_left, tickangle=-90 + ) + fig.update_yaxes( + ticktext=left_meta_y_ticks, tickvals=left_meta.y, + row=row_meta_left, col=col_meta_left + ) -def generate_annotation_heatmap(): - return + """ + Styling + """ + + # Hide the legend + fig.update_layout(showlegend=False) + + # Make the background transparent + fig.update_layout({ + 'paper_bgcolor': 'rgba(0,0,0,0)', + 'plot_bgcolor': 'rgba(0,0,0,0)', + }) + + # Hide the axis labels for all subplots + fig.update_xaxes(showticklabels=False) + fig.update_yaxes(showticklabels=False) + + # Show axis labels for select subplots + fig.update_xaxes(showticklabels=True, row=row_meta_left, col=col_meta_left) + fig.update_xaxes(showticklabels=True, row=row_heat_main, col=col_heat_main) + fig.update_yaxes(showticklabels=True, row=row_heat_main, col=col_heat_main) + + # Change the location of the axes for select subplots + fig.update_yaxes(side="right", row=row_heat_main, col=col_heat_main) + + # Prevent zooming for certain axes + fig.update_xaxes(fixedrange=True, row=row_meta_left, col=col_meta_left) + + return fig + + +def generate_metadata_heatmap(feature_df: pd.DataFrame, cg_traces, main_heatmap, df_meta: pd.DataFrame): + # Extract relevant information from the feature dataframe + d_id_to_row_idx = {x: i for i, x in enumerate(feature_df.index)} + + # Assign a unique color index to each unique value in each column + colors = px.colors.qualitative.Plotly + cur_color = 1 # the first colour is reserved for nothing + d_col_to_colors = dict() + column_names = list() + for col_idx, meta_col in enumerate(df_meta.columns): + d_col_colors = dict() + d_value_to_color = dict() + for row_idx, meta_row in enumerate(df_meta.index): + cur_value = df_meta.values[row_idx, col_idx] + if cur_value not in d_value_to_color: + d_value_to_color[cur_value] = cur_color + cur_color += 1 + d_col_colors[meta_row] = d_value_to_color[cur_value] + d_col_to_colors[meta_col] = d_col_colors + column_names.append(meta_col) + + # Add any missing values to the color dictionary + all_ids = frozenset(feature_df.index) + for cur_col in d_col_to_colors: + for cur_id in all_ids - set(d_col_to_colors[cur_col]): + d_col_to_colors[cur_col][cur_id] = 0 + + # Assign the Z value for each cell in the heatmap + step = round(1 / cur_color, 10) + heat_data = np.zeros((feature_df.shape[0], df_meta.shape[1]), dtype=float) + heat_text = np.zeros(heat_data.shape, dtype=object) + heat_text.fill('N/A') + for col_idx, meta_col in enumerate(df_meta.columns): + for meta_row in df_meta.index: + row_idx = d_id_to_row_idx[meta_row] + heat_data[row_idx, col_idx] = d_col_to_colors[meta_col][meta_row] * step + heat_text[row_idx, col_idx] = df_meta.values[row_idx, col_idx] + + # Create the colorscale to contain discrete bins + colorscale_new = list() + for i in range(cur_color): + if i == 0: + cur_color_hex = '#FFFFFF' + else: + cur_color_hex = colors[i % len(colors)] + colorscale_new.append([i * step, cur_color_hex]) + colorscale_new.append([(i + 1) * step, cur_color_hex]) + colorscale_new[-1][0] = 1.0 + + # Re-order the heatmap to be consistent with the main heatmap clustering + heat_data = heat_data[cg_traces['row_ids'], :] + heat_text = heat_text[cg_traces['row_ids'], :] + + # Create the heatmap and return it + left_meta = go.Heatmap( + x=list(range(heat_data.shape[1])), + y=main_heatmap.y, + z=heat_data, + colorscale=colorscale_new, + showscale=False, + name='', + customdata=heat_text, + hovertemplate='ID: %{y}
%{x}: %{customdata}' + ) + + row_names = [feature_df.index[x] for x in cg_traces['row_ids']] + return left_meta, column_names, row_names diff --git a/indizio/components/clustergram/parameters/__init__.py b/indizio/components/clustergram/parameters/__init__.py index abc6c23..871fa5f 100644 --- a/indizio/components/clustergram/parameters/__init__.py +++ b/indizio/components/clustergram/parameters/__init__.py @@ -1,8 +1,10 @@ import dash_bootstrap_components as dbc from dash import html +from indizio.components.clustergram.parameters.cluster_on import ClustergramParamsClusterOn from indizio.components.clustergram.parameters.metadata import ClustergramParamsMetadata from indizio.components.clustergram.parameters.metric import ClustergramParamsMetric +from indizio.components.clustergram.parameters.optimal_leaf_order import ClustergramParamsOptimalLeafOrder from indizio.components.clustergram.parameters.tree import ClustergramParamsTree from indizio.components.clustergram.parameters.update_button import ClustergramParamsUpdateButton from indizio.components.matrix.parameters.binning_option import MatrixParamsBinningOption @@ -29,6 +31,8 @@ def __init__(self): dbc.Row(ClustergramParamsMetadata(), className="mt-2"), # dbc.Row(MatrixParamsBinningOption(), className="mt-2"), # dbc.Row(MatrixParamsColorSlider(), className="mt-2"), + dbc.Row(ClustergramParamsClusterOn(), className='mt-2'), + dbc.Row(ClustergramParamsOptimalLeafOrder(), className='mt-2'), dbc.Row(ClustergramParamsUpdateButton(), className="mt-2") ] ) diff --git a/indizio/components/clustergram/parameters/cluster_on.py b/indizio/components/clustergram/parameters/cluster_on.py new file mode 100644 index 0000000..19b3ad7 --- /dev/null +++ b/indizio/components/clustergram/parameters/cluster_on.py @@ -0,0 +1,69 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash import dcc +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE +from indizio.interfaces.cluster_on import ClusterOn +from indizio.store.clustergram_parameters import ClustergramParameters +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData +from indizio.store.tree_file import TreeFileStore, TreeData + + +class ClustergramParamsClusterOn(dbc.Row): + ID = 'clustergram-params-cluster-on' + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Cluster", + html_for=self.ID, + style={'font-weight': 'bold'} + ), + width=3 + ), + dbc.Col( + dcc.Dropdown( + id=self.ID, + options=ClusterOn.to_options(), + value=ClustergramParameters().cluster_on.value, + className="bg-light text-dark", + persistence=True, + persistence_type=PERSISTENCE_TYPE + ), + ), + ] + ) + + # @callback( + # output=dict( + # options=Output(self.ID, "options"), + # value=Output(self.ID, "value"), + # ), + # inputs=dict( + # ts=Input(TreeFileStore.ID, "modified_timestamp"), + # state=State(TreeFileStore.ID, "data"), + # ) + # ) + # def update_values_on_dm_load(ts, state): + # log = logging.getLogger() + # log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') + # + # if ts is None or state is None: + # log.debug(f'{self.ID} - No data to update from.') + # raise PreventUpdate + # + # # De-serialize the state + # state = TreeData(**state) + # + # # No need to de-serialize as the key values are the file names + # options = state.as_options() + # default = options[0]['value'] if options else None + # return dict( + # options=options, + # value=default + # ) diff --git a/indizio/components/clustergram/parameters/optimal_leaf_order.py b/indizio/components/clustergram/parameters/optimal_leaf_order.py new file mode 100644 index 0000000..79cd770 --- /dev/null +++ b/indizio/components/clustergram/parameters/optimal_leaf_order.py @@ -0,0 +1,70 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash import dcc +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE +from indizio.interfaces.boolean import BooleanYesNo +from indizio.interfaces.cluster_on import ClusterOn +from indizio.store.clustergram_parameters import ClustergramParameters +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData +from indizio.store.tree_file import TreeFileStore, TreeData + + +class ClustergramParamsOptimalLeafOrder(dbc.Row): + ID = 'clustergram-params-optimal-leaf-order' + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Optimal leaf ordering", + html_for=self.ID, + style={'font-weight': 'bold'} + ), + width=3 + ), + dbc.Col( + dbc.RadioItems( + id=self.ID, + options=BooleanYesNo.to_options(), + value=ClustergramParameters().optimal_leaf_order.value, + className="bg-light text-dark", + persistence=True, + persistence_type=PERSISTENCE_TYPE + ), + ), + ] + ) + + # @callback( + # output=dict( + # options=Output(self.ID, "options"), + # value=Output(self.ID, "value"), + # ), + # inputs=dict( + # ts=Input(TreeFileStore.ID, "modified_timestamp"), + # state=State(TreeFileStore.ID, "data"), + # ) + # ) + # def update_values_on_dm_load(ts, state): + # log = logging.getLogger() + # log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') + # + # if ts is None or state is None: + # log.debug(f'{self.ID} - No data to update from.') + # raise PreventUpdate + # + # # De-serialize the state + # state = TreeData(**state) + # + # # No need to de-serialize as the key values are the file names + # options = state.as_options() + # default = options[0]['value'] if options else None + # return dict( + # options=options, + # value=default + # ) diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index 320c284..da8b8cb 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -5,8 +5,10 @@ from dash.exceptions import PreventUpdate from indizio.components.clustergram.parameters import ClustergramParamsMetric, ClustergramParamsTree, \ - ClustergramParamsMetadata + ClustergramParamsMetadata, ClustergramParamsClusterOn, ClustergramParamsOptimalLeafOrder from indizio.components.matrix.parameters import MatrixParamsMetric +from indizio.interfaces.boolean import BooleanYesNo +from indizio.interfaces.cluster_on import ClusterOn from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters @@ -30,11 +32,13 @@ def __init__(self): metric=Input(ClustergramParamsMetric.ID, "value"), tree=Input(ClustergramParamsTree.ID, 'value'), metadata=Input(ClustergramParamsMetadata.ID, 'value'), + cluster_on=Input(ClustergramParamsClusterOn.ID, 'value'), + optimal_leaf_ordering=Input(ClustergramParamsOptimalLeafOrder.ID, 'value'), # bin_option=Input(MatrixParamsBinningOption.ID, 'value'), # slider=Input(MatrixParamsColorSlider.ID_RANGE, 'value'), ) ) - def update_options_on_file_upload(n_clicks, metric, tree, metadata): + def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering): log = logging.getLogger() log.debug(f'{self.ID} - Updating clustergram visualization parameters.') @@ -46,6 +50,8 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata): params=ClustergramParameters( metric=metric, tree=tree, - metadata=metadata + metadata=metadata, + cluster_on=ClusterOn(cluster_on), + optimal_leaf_order=BooleanYesNo(optimal_leaf_ordering), ).model_dump(mode='json') ) diff --git a/indizio/interfaces/boolean.py b/indizio/interfaces/boolean.py index 91897f5..6152e2f 100644 --- a/indizio/interfaces/boolean.py +++ b/indizio/interfaces/boolean.py @@ -8,3 +8,7 @@ class BooleanAllAny(HtmlOption): class BooleanShowHide(HtmlOption): SHOW = 'Show' HIDE = 'Hide' + +class BooleanYesNo(HtmlOption): + YES = 'Yes' + NO = 'No' diff --git a/indizio/interfaces/cluster_on.py b/indizio/interfaces/cluster_on.py new file mode 100644 index 0000000..8602724 --- /dev/null +++ b/indizio/interfaces/cluster_on.py @@ -0,0 +1,14 @@ +from indizio.interfaces.html_option import HtmlOption + + +class ClusterOn(HtmlOption): + NOTHING = 'No clustering' + FEATURES = 'Features' + IDS = 'Identifiers' + BOTH = 'Features & Identifiers' + + def is_identifiers(self) -> bool: + return self is ClusterOn.IDS or self is ClusterOn.BOTH + + def is_features(self) -> bool: + return self is ClusterOn.FEATURES or self is ClusterOn.BOTH diff --git a/indizio/store/clustergram_parameters.py b/indizio/store/clustergram_parameters.py index 7201d88..8fe5a5c 100644 --- a/indizio/store/clustergram_parameters.py +++ b/indizio/store/clustergram_parameters.py @@ -4,13 +4,16 @@ from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE +from indizio.interfaces.boolean import BooleanYesNo +from indizio.interfaces.cluster_on import ClusterOn class ClustergramParameters(BaseModel): metric: Optional[str] = None tree: Optional[str] = None metadata: Optional[str] = None - color_scale: str = 'inferno' + cluster_on: ClusterOn = ClusterOn.IDS + optimal_leaf_order: BooleanYesNo = BooleanYesNo.NO class ClustergramParametersStore(dcc.Store): diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py index 183a74a..99fe4c2 100644 --- a/indizio/store/metadata_file.py +++ b/indizio/store/metadata_file.py @@ -46,7 +46,7 @@ def add_item(self, item: MetadataFile): self.data[item.file_id] = item def get_files(self): - return self.data.values() + return tuple(self.data.values()) def get_file(self, file_id: str) -> MetadataFile: return self.data[file_id] diff --git a/indizio/store/presence_absence.py b/indizio/store/presence_absence.py index 47ba281..d4f67c9 100644 --- a/indizio/store/presence_absence.py +++ b/indizio/store/presence_absence.py @@ -45,8 +45,14 @@ def read(self) -> pd.DataFrame: return from_pickle_df(self.path) def as_distance_matrix(self) -> DistanceMatrixFile: + # Convert the dataframe to a distance matrix and compute the correlation df_corr = self.read().corr().abs() + + # Round all values within 10 decimal places of precision + df_corr = df_corr.round(10) + + # Compute the min/max df_min = float(df_corr.min().min()) df_max = float(df_corr.max().max()) @@ -80,7 +86,7 @@ def add_item(self, item: PresenceAbsenceFile): self.data[item.file_id] = item def get_files(self): - return self.data.values() + return tuple(self.data.values()) def get_file(self, file_id: str) -> PresenceAbsenceFile: return self.data[file_id] diff --git a/indizio/store/tree_file.py b/indizio/store/tree_file.py index b08ed86..2bec64a 100644 --- a/indizio/store/tree_file.py +++ b/indizio/store/tree_file.py @@ -43,7 +43,7 @@ def add_item(self, item: TreeFile): self.data[item.file_id] = item def get_files(self): - return self.data.values() + return tuple(self.data.values()) def get_file(self, file_id: str): return self.data[file_id] From edbdc8cf4cc88c6f82091d16cbc4e5dc7d9c9fe9 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 17 Jan 2024 14:42:22 +1000 Subject: [PATCH 11/81] Checkpoint --- env/meta.yaml | 48 ++++++++++++++++++------------- indizio/store/presence_absence.py | 1 - 2 files changed, 28 insertions(+), 21 deletions(-) diff --git a/env/meta.yaml b/env/meta.yaml index 2ba9ba8..8a08c0f 100644 --- a/env/meta.yaml +++ b/env/meta.yaml @@ -1,38 +1,46 @@ {% set name = "indizio-dev" %} -{% set version = "0.0.1" %} +{% set version = "0.0.2" %} package: name: {{ name|lower }} version: {{ version }} source: - git_url: https://github.com/aaronmussig/indizio.git - git_depth: 1 + git_url: git@github.com:aaronmussig/Indizio.git build: noarch: python number: 0 + entry_points: + - indizio = indizio.__main__:main + script: {{ PYTHON }} -m pip install . --ignore-installed --no-deps -vvv requirements: host: - python >=3.8 - pip + - setuptools run: - - python >=3.8 - - dash - - dash_bootstrap_components - - dash_cytoscape - - diskcache - - dash_bio - - pydantic - - networkx - - orjson - - dendropy - - frozendict - - pillow - - pandas - - numpy + - python >=3.8.0 + - dash >=2.14.0 + - dash-bootstrap-components >=1.5.0 + - dash_cytoscape >=0.2.0 + - diskcache>=5.2.1 + - multiprocess>=0.70.12 + - psutil>=5.8.0 + - dash-bio >=1.0.2 + - pydantic >=2.5.0 + - networkx >=3.2.0 + - orjson >=3.9.0 + - dendropy >=4.6.0 + - frozendict >=2.3.0 + - pillow >=10.1.0 + - pandas >=2.1.0 + - numpy >=1.26.0 + - tqdm >=4.66.0 + - scipy >=1.11.0 + - phylodm >=3.0.0 -test: - imports: - - indizio +#test: +# imports: +# - indizio diff --git a/indizio/store/presence_absence.py b/indizio/store/presence_absence.py index d4f67c9..80e434d 100644 --- a/indizio/store/presence_absence.py +++ b/indizio/store/presence_absence.py @@ -45,7 +45,6 @@ def read(self) -> pd.DataFrame: return from_pickle_df(self.path) def as_distance_matrix(self) -> DistanceMatrixFile: - # Convert the dataframe to a distance matrix and compute the correlation df_corr = self.read().corr().abs() From 71b700f89668741f363c4fa9ffce9c9c2e801b75 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 09:49:11 +1000 Subject: [PATCH 12/81] prior to refactor --- Dockerfile | 18 +- env/meta.yaml | 30 +- example/matrix.tsv | 11 + example/metadata.tsv | 8 + example/pa.tsv | 8 + example/tree.nwk | 1 + indizio/__main__.py | 2 + indizio/assets/global.css | 26 + .../clustergram/clustergram_plot.py | 26 +- .../clustergram/parameters/cluster_on.py | 2 +- .../clustergram/parameters/metadata.py | 2 +- .../clustergram/parameters/metric.py | 2 +- .../parameters/optimal_leaf_order.py | 2 +- .../components/clustergram/parameters/tree.py | 2 +- indizio/components/matrix/matrix_plot.py | 95 +-- .../matrix/parameters/binning_option.py | 47 +- .../matrix/parameters/color_scale.py | 41 +- .../matrix/parameters/color_slider.py | 23 +- .../components/matrix/parameters/metric.py | 2 +- .../matrix/parameters/update_button.py | 31 +- indizio/components/navbar.py | 60 +- indizio/components/network_form/__init__.py | 8 + .../components/network_form/btn_dl_graphml.py | 1 - indizio/components/network_form/btn_update.py | 22 +- indizio/components/network_form/degree.py | 5 +- indizio/components/network_form/layout.py | 29 +- .../components/network_form/node_metadata.py | 163 ++++ .../network_form/node_of_interest.py | 2 +- .../network_form/thresh_filter_container.py | 2 +- .../components/network_properties/__init__.py | 76 -- .../components/network_viz/network_graph.py | 306 ++++--- indizio/components/upload_form/__init__.py | 30 +- indizio/components/upload_form/btn_clear.py | 33 +- indizio/components/upload_form/btn_example.py | 158 ++++ indizio/components/upload_form/btn_upload.py | 22 +- indizio/components/upload_form/close_btn.py | 5 +- .../components/upload_form/file_selector.py | 75 +- .../upload_form/file_selector_container.py | 20 +- .../upload_form/file_upload_form.py | 83 +- indizio/components/uploaded_files/__init__.py | 3 +- .../uploaded_files/uploaded_file.py | 31 +- indizio/config.py | 5 + indizio/pages/index.py | 61 +- indizio/store/dm_graph.py | 13 +- indizio/store/metadata_file.py | 6 +- indizio/store/network_form_store.py | 14 +- indizio/store/network_interaction.py | 38 + indizio/util/data.py | 10 + indizio/util/graph.py | 15 +- indizio/util/package.py | 5 + indizio/util/plot.py | 18 + pa_metadata.csv | 6 + pyproject.toml | 156 ---- setup.py | 10 +- test3/Salmonella_Genomes_metadata.xlsx | Bin 0 -> 33086 bytes test3/Saltree.nw | 1 + test3/salmIndizioGenes_intr_score_square.csv | 795 ++++++++++++++++++ test3/salmIndizioGenes_p_square.csv | 795 ++++++++++++++++++ test3/toSalInd_PA_scientific_names.csv | 61 ++ 59 files changed, 2862 insertions(+), 660 deletions(-) create mode 100644 example/matrix.tsv create mode 100644 example/metadata.tsv create mode 100644 example/pa.tsv create mode 100644 example/tree.nwk create mode 100644 indizio/components/network_form/node_metadata.py delete mode 100644 indizio/components/network_properties/__init__.py create mode 100644 indizio/components/upload_form/btn_example.py create mode 100644 indizio/store/network_interaction.py create mode 100644 indizio/util/data.py create mode 100644 indizio/util/package.py create mode 100644 pa_metadata.csv delete mode 100644 pyproject.toml create mode 100644 test3/Salmonella_Genomes_metadata.xlsx create mode 100644 test3/Saltree.nw create mode 100644 test3/salmIndizioGenes_intr_score_square.csv create mode 100644 test3/salmIndizioGenes_p_square.csv create mode 100644 test3/toSalInd_PA_scientific_names.csv diff --git a/Dockerfile b/Dockerfile index 243f4dd..5cf26a4 100644 --- a/Dockerfile +++ b/Dockerfile @@ -10,22 +10,6 @@ COPY . ./indizio WORKDIR /indizio -RUN python -m pip install \ - dash \ - dash_bootstrap_components \ - dash_cytoscape \ - diskcache \ - "dash[diskcache]" \ - dash_bio \ - pydantic \ - networkx \ - orjson \ - dendropy \ - frozendict \ - pillow \ - pandas \ - numpy \ - tqdm +RUN python -m pip install . -EXPOSE 8050 ENTRYPOINT [ "python", "-m", "indizio" ] diff --git a/env/meta.yaml b/env/meta.yaml index 8a08c0f..f2feebc 100644 --- a/env/meta.yaml +++ b/env/meta.yaml @@ -1,5 +1,5 @@ {% set name = "indizio-dev" %} -{% set version = "0.0.2" %} +{% set version = "0.0.5" %} package: name: {{ name|lower }} @@ -25,22 +25,24 @@ requirements: - dash >=2.14.0 - dash-bootstrap-components >=1.5.0 - dash_cytoscape >=0.2.0 - - diskcache>=5.2.1 - - multiprocess>=0.70.12 - - psutil>=5.8.0 - - dash-bio >=1.0.2 + - diskcache >=5.2.1 + - multiprocess >=0.70.12 + - psutil >=5.8.0 + - dash-bio - pydantic >=2.5.0 - - networkx >=3.2.0 - - orjson >=3.9.0 - - dendropy >=4.6.0 - - frozendict >=2.3.0 - - pillow >=10.1.0 - - pandas >=2.1.0 - - numpy >=1.26.0 - - tqdm >=4.66.0 - - scipy >=1.11.0 + - networkx + - orjson + - dendropy + - frozendict + - pillow + - pandas + - numpy + - tqdm + - scipy <1.12.0 - phylodm >=3.0.0 +# Needs scipy <1.12.0 as plotly dendrogram doesn't support higher versions + #test: # imports: # - indizio diff --git a/example/matrix.tsv b/example/matrix.tsv new file mode 100644 index 0000000..e443346 --- /dev/null +++ b/example/matrix.tsv @@ -0,0 +1,11 @@ + pltB aslA ssaI steC tssA fimZ sseL gtrB ssaQ ssaT +pltB 1 0.5045 0.3817 0.1144 0.5526 0.5187 0.2791 0.1528 0.6629 0.7419 +aslA 0.5045 1 0.3792 0.4271 0.8532 0.7695 0.0837 0.8979 0.5102 0.3714 +ssaI 0.3817 0.3792 1 0.5597 0.0448 0.4179 0.4126 0.8278 0.7041 0.7469 +steC 0.1144 0.4271 0.5597 1 0.2437 0.9079 0.6653 0.0218 0.9054 0.564 +tssA 0.5526 0.8532 0.0448 0.2437 1 0.538 0.3899 0.6417 0.7765 0.6357 +fimZ 0.5187 0.7695 0.4179 0.9079 0.538 1 0.8314 0.2902 0.7564 0.3387 +sseL 0.2791 0.0837 0.4126 0.6653 0.3899 0.8314 1 0.9695 0.6123 0.7846 +gtrB 0.1528 0.8979 0.8278 0.0218 0.6417 0.2902 0.9695 1 0.5948 0.4315 +ssaQ 0.6629 0.5102 0.7041 0.9054 0.7765 0.7564 0.6123 0.5948 1 0.431 +ssaT 0.7419 0.3714 0.7469 0.564 0.6357 0.3387 0.7846 0.4315 0.431 1 diff --git a/example/metadata.tsv b/example/metadata.tsv new file mode 100644 index 0000000..2538dda --- /dev/null +++ b/example/metadata.tsv @@ -0,0 +1,8 @@ +Taxon Genus Factor +Campylobacter jejuni Helicobacter 30 +Haemophilus influenzae Haemophilus 45.2 +Helicobacter pylori Helicobacter 1.2 +Mycobacterium tuberculosis Mycobacterium 150.2 +Streptococcus pneumoniae Streptococcus 0 +Streptococcus pyogenes Streptococcus 0 +Staphylococcus aureus Staphylococcus 20 diff --git a/example/pa.tsv b/example/pa.tsv new file mode 100644 index 0000000..d96590c --- /dev/null +++ b/example/pa.tsv @@ -0,0 +1,8 @@ + pltB aslA ssaI steC tssA fimZ sseL gtrB ssaQ +Campylobacter jejuni 0 0 0 1 1 1 1 0 1 +Haemophilus influenzae 0 1 1 0 0 1 1 0 1 +Helicobacter pylori 0 1 1 0 0 1 0 0 1 +Mycobacterium tuberculosis 0 0 0 0 1 1 0 0 1 +Streptococcus pneumoniae 1 1 0 0 0 1 0 0 1 +Streptococcus pyogenes 1 1 0 0 1 1 0 0 0 +Staphylococcus aureus 0 1 1 1 1 1 0 0 0 diff --git a/example/tree.nwk b/example/tree.nwk new file mode 100644 index 0000000..718e2d3 --- /dev/null +++ b/example/tree.nwk @@ -0,0 +1 @@ +((('Campylobacter jejuni':0.1,'Helicobacter pylori':0.2):0.3,('Streptococcus pneumoniae':0.4,'Streptococcus pyogenes':0.5):0.6):0.7,(('Haemophilus influenzae':0.8,'Mycobacterium tuberculosis':0.9):1,'Staphylococcus aureus':1.1):1.2); diff --git a/indizio/__main__.py b/indizio/__main__.py index eb68238..186e417 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -14,6 +14,7 @@ from indizio.store.matrix_parameters import MatrixParametersStore from indizio.store.metadata_file import MetadataFileStore from indizio.store.network_form_store import NetworkFormStore +from indizio.store.network_interaction import NetworkInteractionStore from indizio.store.presence_absence import PresenceAbsenceStore from indizio.store.tree_file import TreeFileStore from indizio.store.upload_form_store import UploadFormStore @@ -57,6 +58,7 @@ def main(): DistanceMatrixGraphStore(), MatrixParametersStore(), # todo, add clear? ClustergramParametersStore(), + NetworkInteractionStore(), NavBar(), dcc.Location(id=RELOAD_ID, refresh=True), diff --git a/indizio/assets/global.css b/indizio/assets/global.css index 8a82a38..4dd2770 100644 --- a/indizio/assets/global.css +++ b/indizio/assets/global.css @@ -35,3 +35,29 @@ Additional CSS added below min-width: 50%; } + +/* Restyle radio buttons for DBC */ +.radio-group .form-check { + padding-left: 0; +} + +.radio-group .btn-group > .form-check:not(:last-child) > .btn { + border-top-right-radius: 0; + border-bottom-right-radius: 0; +} + +.radio-group .btn-group > .form-check:not(:first-child) > .btn { + border-top-left-radius: 0; + border-bottom-left-radius: 0; + margin-left: -1px; +} + + +/* +User + */ +.uploadFormFileSelector { + background-color: #f3f3f3; + padding-top: 30px; + padding-bottom: 30px; +} \ No newline at end of file diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 73423dd..20f5a5c 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -14,7 +14,9 @@ from indizio.interfaces.boolean import BooleanYesNo from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters +from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.metadata_file import MetadataFileStore, MetadataData +from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeData @@ -41,28 +43,42 @@ def __init__(self): ts_dm=Input(PresenceAbsenceStore.ID, "modified_timestamp"), ts_tree=Input(TreeFileStore.ID, "modified_timestamp"), ts_meta=Input(MetadataFileStore.ID, "modified_timestamp"), + ts_interaction=Input(NetworkInteractionStore.ID, "modified_timestamp"), state_params=State(ClustergramParametersStore.ID, "data"), state_dm=State(PresenceAbsenceStore.ID, "data"), state_tree=State(TreeFileStore.ID, "data"), state_meta=State(MetadataFileStore.ID, "data"), + state_interaction=State(NetworkInteractionStore.ID, "data") ) ) # @freezeargs # @lru_cache - def update_options_on_file_upload(ts_params, ts_dm, ts_tree, ts_meta, state_params, state_dm, state_tree, - state_meta): + def update_options_on_file_upload( + ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, state_params, state_dm, + state_tree, state_meta, state_interaction + ): log = logging.getLogger() log.debug(f'{self.ID} - Updating clustergram figure.') - if ts_dm is None or not state_dm: - log.debug(f'{self.ID} - No data to update from.') - raise PreventUpdate + # if ts_dm is None or not state_dm: + # log.debug(f'{self.ID} - No data to update from.') + # raise PreventUpdate # De-serialize the distance matrix store state_dm = PresenceAbsenceData(**state_dm) params = ClustergramParameters(**state_params) state_tree = TreeData(**state_tree) state_meta = MetadataData(**state_meta) + state_interaction = NetworkInteractionData(**state_interaction) + + # Check if any nodes are selected, as we will subset the distance matrix + # to those nodes + nodes_to_keep = set() + if state_interaction.has_node_selected(): + nodes_to_keep = state_interaction.get_all_nodes() + + # Load the distance matrix based on what was used to generate the graph + # Optionally load the metadata if params.metadata is not None: diff --git a/indizio/components/clustergram/parameters/cluster_on.py b/indizio/components/clustergram/parameters/cluster_on.py index 19b3ad7..664804b 100644 --- a/indizio/components/clustergram/parameters/cluster_on.py +++ b/indizio/components/clustergram/parameters/cluster_on.py @@ -22,7 +22,7 @@ def __init__(self): dbc.Label( "Cluster", html_for=self.ID, - style={'font-weight': 'bold'} + style={'fontWeight': 'bold'} ), width=3 ), diff --git a/indizio/components/clustergram/parameters/metadata.py b/indizio/components/clustergram/parameters/metadata.py index a51f873..b75152d 100644 --- a/indizio/components/clustergram/parameters/metadata.py +++ b/indizio/components/clustergram/parameters/metadata.py @@ -19,7 +19,7 @@ def __init__(self): dbc.Label( "Metadata", html_for=self.ID, - style={'font-weight': 'bold'} + style={'fontWeight': 'bold'} ), width=3 ), diff --git a/indizio/components/clustergram/parameters/metric.py b/indizio/components/clustergram/parameters/metric.py index 11b3769..dcbffa9 100644 --- a/indizio/components/clustergram/parameters/metric.py +++ b/indizio/components/clustergram/parameters/metric.py @@ -19,7 +19,7 @@ def __init__(self): dbc.Label( "Metric", html_for=self.ID, - style={'font-weight': 'bold'} + style={'fontWeight': 'bold'} ), width=3 ), diff --git a/indizio/components/clustergram/parameters/optimal_leaf_order.py b/indizio/components/clustergram/parameters/optimal_leaf_order.py index 79cd770..aab5c43 100644 --- a/indizio/components/clustergram/parameters/optimal_leaf_order.py +++ b/indizio/components/clustergram/parameters/optimal_leaf_order.py @@ -23,7 +23,7 @@ def __init__(self): dbc.Label( "Optimal leaf ordering", html_for=self.ID, - style={'font-weight': 'bold'} + style={'fontWeight': 'bold'} ), width=3 ), diff --git a/indizio/components/clustergram/parameters/tree.py b/indizio/components/clustergram/parameters/tree.py index c841390..1127bdd 100644 --- a/indizio/components/clustergram/parameters/tree.py +++ b/indizio/components/clustergram/parameters/tree.py @@ -20,7 +20,7 @@ def __init__(self): dbc.Label( "Tree", html_for=self.ID, - style={'font-weight': 'bold'} + style={'fontWeight': 'bold'} ), width=3 ), diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 89e8c32..35a288a 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -9,23 +9,30 @@ from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption from indizio.util.cache import freezeargs +from indizio.util.graph import format_axis_labels from indizio.util.plot import get_color -class MatrixPlot(dcc.Graph): +class MatrixPlot(dcc.Loading): """ The cytoscape network graph component. """ ID = 'matrix-plot' + ID_LOADING = 'matrix-plot-loading' def __init__(self): super().__init__( - id=self.ID, - style={ - 'width': 'min(calc(100vh - 150px), 100vw)', - 'height': 'min(calc(100vh - 150px), 100vw)' - }, - responsive=True, + id=self.ID_LOADING, + children=[ + dcc.Graph( + id=self.ID, + style={ + 'width': 'min(calc(100vh - 150px), 100vw)', + 'height': 'min(calc(100vh - 150px), 100vw)' + }, + responsive=True, + ) + ] ) @callback( @@ -82,75 +89,31 @@ def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): else: colorscale = params.color_scale + # Create the hovertext for the heatmap + xy_labels_full = list() + for y in feature_df.index: + cur_vals = list() + for x in feature_df.columns: + cur_vals.append((y, x)) + xy_labels_full.append(cur_vals) + ava_hm = go.Heatmap( - x=feature_df.columns, - y=feature_df.index, + x=format_axis_labels(feature_df.columns), + y=format_axis_labels(feature_df.index), z=feature_df, colorscale=colorscale, zmin=slidervals[0], zmax=slidervals[-1], + customdata=xy_labels_full, + hovertemplate='%{customdata[0]}
%{customdata[1]}' # colorbar=colorbar, ) - # if type(meta_df) != type(None): - # meta_hm = go.Heatmap( - # x=meta_df.columns, - # y=meta_df.index, - # z=meta_df, - # colorscale=colorscale, - # zmin=slidervals[0], - # zmax=slidervals[-1], - # showscale=False, - # ) - # f1 = go.Figure(meta_hm) - # for data in f1.data: - # fig.add_trace(data) - # - # f2 = go.Figure(ava_hm) - # for i in range(len(f2["data"])): - # f2["data"][i]["xaxis"] = "x2" - # - # for data in f2.data: - # fig.add_trace(data) - # - # fig.update_layout({"height": 800}) - # fig.update_layout( - # xaxis={ - # "domain": [0.0, 0.20], - # "mirror": False, - # "showgrid": False, - # "showline": False, - # "zeroline": False, - # # 'ticks':"", - # # 'showticklabels': False - # } - # ) - # # Edit xaxis2 - # fig.update_layout( - # xaxis2={ - # "domain": [0.25, 1.0], - # "mirror": False, - # "showgrid": False, - # "showline": False, - # "zeroline": False, - # # 'showticklabels': False, - # # 'ticks':"" - # } - # ) - # else: + + f = go.Figure(ava_hm) for data in f.data: fig.add_trace(data) - fig.update_layout( - xaxis={ - "mirror": False, - "showgrid": False, - "showline": False, - "zeroline": False, - "tickmode": "array", - "ticktext": feature_df.columns.str.slice().to_list(), - }, - yaxis_scaleanchor="x" - ) + return dict( fig=fig ) diff --git a/indizio/components/matrix/parameters/binning_option.py b/indizio/components/matrix/parameters/binning_option.py index f21936d..c23a373 100644 --- a/indizio/components/matrix/parameters/binning_option.py +++ b/indizio/components/matrix/parameters/binning_option.py @@ -2,6 +2,24 @@ from indizio.config import PERSISTENCE_TYPE from indizio.store.matrix_parameters import MatrixBinOption, MatrixParameters +import plotly.express as px +from dash import dcc + +from indizio.config import PERSISTENCE_TYPE +from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore +import logging +from functools import lru_cache + +import numpy as np +from dash import Output, Input, callback +from dash import dcc, State, ctx +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE, ID_MATRIX_PARAMS_METRIC +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData +from indizio.store.matrix_parameters import MatrixParameters +from indizio.util.cache import freezeargs + class MatrixParamsBinningOption(dbc.Row): @@ -14,7 +32,7 @@ def __init__(self): dbc.Label( "Aggregation", html_for=self.ID, - style={'font-weight': 'bold'} + style={'fontWeight': 'bold'} ), width=3 ), @@ -24,10 +42,33 @@ def __init__(self): value=MatrixParameters().bin_option.value, id=self.ID, inline=True, - persistence=True, - persistence_type=PERSISTENCE_TYPE ) ) ] ) + + + @callback( + output=dict( + value=Output(self.ID, "value"), + ), + inputs=dict( + mat_param_ts=Input(MatrixParametersStore.ID, "modified_timestamp"), + mat_param_store=State(MatrixParametersStore.ID, "data"), + ), + ) + def refresh_to_value_in_use(mat_param_ts, mat_param_store): + log = logging.getLogger() + log.debug(f'{self.ID} - Adjusting binning option.') + + if not mat_param_ts or not mat_param_store: + log.debug(f'{self.ID} - Nothing to do.') + raise PreventUpdate + + dm_store = MatrixParameters(**mat_param_store) + + return dict( + value=dm_store.bin_option.value + ) + diff --git a/indizio/components/matrix/parameters/color_scale.py b/indizio/components/matrix/parameters/color_scale.py index cbd72b1..cdb1a45 100644 --- a/indizio/components/matrix/parameters/color_scale.py +++ b/indizio/components/matrix/parameters/color_scale.py @@ -3,7 +3,20 @@ from dash import dcc from indizio.config import PERSISTENCE_TYPE +from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore +import logging +from functools import lru_cache + +import numpy as np +from dash import Output, Input, callback +from dash import dcc, State, ctx +from dash.exceptions import PreventUpdate + +from indizio.config import PERSISTENCE_TYPE, ID_MATRIX_PARAMS_METRIC +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParameters +from indizio.util.cache import freezeargs + class MatrixParamsColorScale(dbc.Row): @@ -16,7 +29,7 @@ def __init__(self): dbc.Label( "Color scale", html_for=self.ID, - style={'font-weight': 'bold'} + style={'fontWeight': 'bold'} ), width=3, ), @@ -26,9 +39,31 @@ def __init__(self): options=px.colors.named_colorscales(), value=MatrixParameters().color_scale, className="bg-light text-dark", - persistence=True, - persistence_type=PERSISTENCE_TYPE ) ) ] ) + + @callback( + output=dict( + value=Output(self.ID, "value"), + ), + inputs=dict( + mat_param_ts=Input(MatrixParametersStore.ID, "modified_timestamp"), + mat_param_store=State(MatrixParametersStore.ID, "data"), + ), + ) + def refresh_to_value_in_use(mat_param_ts, mat_param_store): + log = logging.getLogger() + log.debug(f'{self.ID} - Adjusting matrix color scale.') + + if not mat_param_ts or not mat_param_store: + log.debug(f'{self.ID} - Nothing to do.') + raise PreventUpdate + + dm_store = MatrixParameters(**mat_param_store) + + return dict( + value=dm_store.color_scale + ) + diff --git a/indizio/components/matrix/parameters/color_slider.py b/indizio/components/matrix/parameters/color_slider.py index ace4fe9..653e48e 100644 --- a/indizio/components/matrix/parameters/color_slider.py +++ b/indizio/components/matrix/parameters/color_slider.py @@ -9,7 +9,7 @@ from indizio.config import PERSISTENCE_TYPE, ID_MATRIX_PARAMS_METRIC from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData -from indizio.store.matrix_parameters import MatrixParameters +from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore from indizio.util.cache import freezeargs @@ -27,7 +27,7 @@ def __init__(self): [ dbc.Col( "Scale", - style={'font-weight': 'bold'}, + style={'fontWeight': 'bold'}, width=3 ), @@ -122,20 +122,27 @@ def toggle_slider_nodes(minus_clicks, plus_clicks, prev_value): marks=Output(self.ID_RANGE, "marks"), ), inputs=dict( - metric=Input(ID_MATRIX_PARAMS_METRIC, "value"), - matrix_store=State(DistanceMatrixStore.ID, "data"), + mat_param_ts=Input(MatrixParametersStore.ID, "modified_timestamp"), + mat_param_store=State(MatrixParametersStore.ID, "data"), + dm_store=State(DistanceMatrixStore.ID, "data") ), ) - def update_min_max(metric, matrix_store): + def update_min_max(mat_param_ts, mat_param_store, dm_store): log = logging.getLogger() log.debug(f'{self.ID} - Adjusting matrix slider min/max.') - if not matrix_store: + if not mat_param_ts or not mat_param_store: log.debug(f'{self.ID} - Nothing to do.') raise PreventUpdate - matrix_store = DistanceMatrixData(**matrix_store) - matrix = matrix_store.get_file(metric) + # Read the stored matrix value + param_store = MatrixParameters(**mat_param_store) + if param_store.metric is None: + raise PreventUpdate + + # Load the file to obtain the minimum / maximum value + dm_store = DistanceMatrixData(**dm_store) + matrix = dm_store.get_file(param_store.metric) matrix_min, matrix_max = matrix.min_value, matrix.max_value marks = { diff --git a/indizio/components/matrix/parameters/metric.py b/indizio/components/matrix/parameters/metric.py index ab09658..27354ec 100644 --- a/indizio/components/matrix/parameters/metric.py +++ b/indizio/components/matrix/parameters/metric.py @@ -19,7 +19,7 @@ def __init__(self): dbc.Label( "Metric", html_for=self.ID, - style={'font-weight': 'bold'} + style={'fontWeight': 'bold'} ), width=3 ), diff --git a/indizio/components/matrix/parameters/update_button.py b/indizio/components/matrix/parameters/update_button.py index 39438da..27217ca 100644 --- a/indizio/components/matrix/parameters/update_button.py +++ b/indizio/components/matrix/parameters/update_button.py @@ -20,6 +20,34 @@ def __init__(self): n_clicks=0, ) + @callback( + output=dict( + disabled=Output(self.ID, "disabled"), + ), + inputs=dict( + bin_option=Input(MatrixParamsBinningOption.ID, 'value'), + color_scale=Input(MatrixParamsColorScale.ID, 'value'), + slider=Input(MatrixParamsColorSlider.ID_RANGE, 'value'), + metric=Input(MatrixParamsMetric.ID, "value"), + ), + ) + def toggle_disabled(metric, color_scale, bin_option, slider): + log = logging.getLogger() + log.debug(f'{self.ID} - Toggling update heatmap button.') + + disabled = False + if metric is None: + disabled = True + if color_scale is None: + disabled = True + if bin_option is None: + disabled = True + if slider is None: + disabled = True + return dict( + disabled=disabled + ) + @callback( output=dict( params=Output(MatrixParametersStore.ID, "data"), @@ -30,7 +58,8 @@ def __init__(self): color_scale=Input(MatrixParamsColorScale.ID, 'value'), bin_option=Input(MatrixParamsBinningOption.ID, 'value'), slider=Input(MatrixParamsColorSlider.ID_RANGE, 'value'), - ) + ), + prevent_initial_call=True ) def update_options_on_file_upload(n_clicks, metric, color_scale, bin_option, slider): log = logging.getLogger() diff --git a/indizio/components/navbar.py b/indizio/components/navbar.py index 07fe850..f29999e 100644 --- a/indizio/components/navbar.py +++ b/indizio/components/navbar.py @@ -1,8 +1,30 @@ import dash_bootstrap_components as dbc +import logging + +from dash import Output, Input, callback, State, ALL, ctx +from dash.exceptions import PreventUpdate + +from indizio.components.upload_form.file_selector import UploadFormFileSelector +from indizio.config import RELOAD_ID +from indizio.interfaces.bound import Bound +from indizio.interfaces.file_type import UserFileType +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData +from indizio.store.dm_graph import DmGraph, DistanceMatrixGraphStore +from indizio.store.metadata_file import MetadataFile, MetadataFileStore, MetadataData +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkParamThreshold +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData +from indizio.store.tree_file import TreeFile, TreeFileStore, TreeData +from indizio.store.upload_form_store import UploadFormStore, UploadFormData +from indizio.util.types import ProgressFn class NavBar(dbc.NavbarSimple): + ID = 'navbar-container' + ID_MATRIX = f'{ID}-matrix' + ID_VIZ = f'{ID}-viz' + ID_STATS = f'{ID}-stats' + def __init__(self): super().__init__( brand='Indizio', @@ -10,7 +32,39 @@ def __init__(self): color="primary", dark=True, children=[ - dbc.NavItem(dbc.NavLink("Matrices", href="/matrix", disabled=False)), - dbc.NavItem(dbc.NavLink("Network Visualization", href="/network")), - dbc.NavItem(dbc.NavLink("Network Statistics", href="/stats")), + dbc.NavItem(dbc.NavLink( + "Matrices", + href="/matrix", + disabled=False, + id=self.ID_MATRIX + )), + dbc.NavItem(dbc.NavLink( + "Network Visualization", + href="/network", + id=self.ID_VIZ + )), + dbc.NavItem(dbc.NavLink( + "Network Statistics", + href="/stats", + id=self.ID_STATS + )), ]) + + @callback( + output=dict( + matrix=Output(self.ID_MATRIX, 'disabled'), + viz=Output(self.ID_VIZ, 'disabled'), + stats=Output(self.ID_STATS, 'disabled') + ), + inputs=dict( + state_dm=Input(DistanceMatrixStore.ID, 'data'), + ), + ) + def toggle_nav_disabled(state_dm): + disabled = not state_dm + return dict( + matrix=disabled, + viz=disabled, + stats=disabled + ) + diff --git a/indizio/components/network_form/__init__.py b/indizio/components/network_form/__init__.py index f501103..1822ef0 100644 --- a/indizio/components/network_form/__init__.py +++ b/indizio/components/network_form/__init__.py @@ -4,6 +4,7 @@ from indizio.components.network_form.btn_update import NetworkFormBtnUpdate from indizio.components.network_form.degree import NetworkFormDegree from indizio.components.network_form.layout import NetworkFormLayout +from indizio.components.network_form.node_metadata import NetworkFormNodeMetadata from indizio.components.network_form.node_of_interest import NetworkFormNodeOfInterest from indizio.components.network_form.thresh_filter_container import NetworkThreshFilterContainer @@ -40,6 +41,13 @@ def __init__(self): NetworkFormNodeOfInterest(), ]), + html.Div( + className='mt-3', + children=[ + NetworkFormNodeMetadata(), + ] + ), + html.Div( className='mt-3', children=[ diff --git a/indizio/components/network_form/btn_dl_graphml.py b/indizio/components/network_form/btn_dl_graphml.py index ead5a55..b4633b2 100644 --- a/indizio/components/network_form/btn_dl_graphml.py +++ b/indizio/components/network_form/btn_dl_graphml.py @@ -45,7 +45,6 @@ def __init__(self): ], prevent_initial_call=True, background=True, - manager=CACHE_MANAGER ) def on_click(n_clicks, state_graph, state_params): if not n_clicks: diff --git a/indizio/components/network_form/btn_update.py b/indizio/components/network_form/btn_update.py index c53fee5..424010f 100644 --- a/indizio/components/network_form/btn_update.py +++ b/indizio/components/network_form/btn_update.py @@ -4,17 +4,17 @@ from dash import Output, Input, callback, State, ALL, ctx from dash.exceptions import PreventUpdate - from indizio.components.network_form.layout import NetworkFormLayout from indizio.components.network_form.node_of_interest import NetworkFormNodeOfInterest from indizio.components.network_form.thresh_filter_item import NetworkThreshFilterItem from indizio.components.network_form.thresh_matching import NetworkThreshMatching from indizio.config import ID_NETWORK_FORM_DEGREE_LOWER_VALUE, ID_NETWORK_FORM_DEGREE_UPPER_VALUE, \ - ID_NETWORK_FORM_EDGES_TO_SELF + ID_NETWORK_FORM_EDGES_TO_SELF, ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, \ + ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide from indizio.interfaces.bound import Bound from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkFormLayoutOption, \ - NetworkParamThreshold, NetworkParamDegree + NetworkParamThreshold, NetworkParamDegree, NetworkParamNodeColor, NetworkParamNodeSize class NetworkFormBtnUpdate(dbc.Button): @@ -51,6 +51,10 @@ def __init__(self): degree_lower_value=State(ID_NETWORK_FORM_DEGREE_LOWER_VALUE, 'value'), degree_upper_value=State(ID_NETWORK_FORM_DEGREE_UPPER_VALUE, 'value'), edges_to_self=State(ID_NETWORK_FORM_EDGES_TO_SELF, 'value'), + node_color_file=State(ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, 'value'), + node_color_column=State(ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, 'value'), + node_size_file=State(ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, 'value'), + node_size_column=State(ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, 'value'), ), ) def on_submit( @@ -65,7 +69,11 @@ def on_submit( corr_matching, degree_lower_value, degree_upper_value, - edges_to_self + edges_to_self, + node_color_file, + node_color_column, + node_size_file, + node_size_column ): log = logging.getLogger() log.debug(f'{self.ID} - Updating network parameters.') @@ -83,6 +91,12 @@ def on_submit( ) network_form_state.show_edges_to_self = BooleanShowHide(edges_to_self) + # Create the Node metadata options (if they're set) + if node_color_file and node_color_column: + network_form_state.node_color = NetworkParamNodeColor(file_id=node_color_file, column=node_color_column) + if node_size_file and node_size_column: + network_form_state.node_size = NetworkParamNodeSize(file_id=node_size_file, column=node_size_column) + # Extract the thresholds from the dynamically generated data d_lower_bound = dict() d_lower_vals = dict() diff --git a/indizio/components/network_form/degree.py b/indizio/components/network_form/degree.py index 4e24bb3..b26a275 100644 --- a/indizio/components/network_form/degree.py +++ b/indizio/components/network_form/degree.py @@ -18,12 +18,13 @@ def __init__(self): className='p-0', children=[ dbc.CardHeader([ - html.H5("Degree (depth of neighborhood)"), + html.B("Degree (depth of neighborhood)"), ], className='d-flex' ), dbc.CardBody( - dbc.Table([ + dbc.Table( + children=[ html.Thead(html.Tr([ html.Th("Minimum"), html.Th("Maximum"), diff --git a/indizio/components/network_form/layout.py b/indizio/components/network_form/layout.py index 9603c6b..ecd8254 100644 --- a/indizio/components/network_form/layout.py +++ b/indizio/components/network_form/layout.py @@ -17,24 +17,17 @@ class NetworkFormLayout(html.Div): def __init__(self): super().__init__( [ - # dbc.Label("Change network layout", html_for=self.ID), - # dcc.Dropdown( - # id=self.ID, - # options=NetworkFormLayoutOption.to_options(), - # persistence=True, - # persistence_type=PERSISTENCE_TYPE, - # value=NetworkFormStoreData().layout.value, - # ), - dbc.InputGroup([ - dbc.InputGroupText(html.H5("Network layout")), - dbc.Select( - id=self.ID, - options=NetworkFormLayoutOption.to_options(), - persistence=True, - persistence_type=PERSISTENCE_TYPE, - value=NetworkFormStoreData().layout.value, - ) - ]) + dbc.InputGroup( + children=[ + dbc.InputGroupText(html.B("Network layout")), + dbc.Select( + id=self.ID, + options=NetworkFormLayoutOption.to_options(), + persistence=True, + persistence_type=PERSISTENCE_TYPE, + value=NetworkFormStoreData().layout.value, + ) + ]) ] ) diff --git a/indizio/components/network_form/node_metadata.py b/indizio/components/network_form/node_metadata.py new file mode 100644 index 0000000..ab6f7ee --- /dev/null +++ b/indizio/components/network_form/node_metadata.py @@ -0,0 +1,163 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, html +from dash import dcc + +from indizio.config import ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, \ + ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, PERSISTENCE_TYPE +from indizio.store.metadata_file import MetadataFileStore, MetadataData + + +class NetworkFormNodeMetadata(dbc.Card): + ID = 'network-form-node-metadata' + + def __init__(self): + super().__init__( + className='p-0', + children=[ + dbc.CardHeader([ + html.B("Node Metadata"), + ], + className='d-flex' + ), + dbc.CardBody( + + dbc.Table( + hover=True, + size='sm', + className='mb-0', + children=[ + html.Thead(html.Tr([ + html.Th("Target"), + html.Th("Metadata file"), + html.Th("Column"), + ])), + html.Tbody([ + html.Tr([ + html.Td( + 'Node color' + ), + html.Td( + dcc.Dropdown( + id=ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, + options=list(), + value=None, + persistence=True, + persistence_type=PERSISTENCE_TYPE, + ) + ), + html.Td( + dcc.Dropdown( + id=ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, + options=list(), + value=None, + persistence=True, + persistence_type=PERSISTENCE_TYPE, + ) + ), + ]), + html.Tr([ + html.Td( + 'Node size' + ), + html.Td( + dcc.Dropdown( + id=ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, + options=list(), + value=None, + persistence=True, + persistence_type=PERSISTENCE_TYPE, + ) + ), + html.Td( + dcc.Dropdown( + id=ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, + options=list(), + value=None, + persistence=True, + persistence_type=PERSISTENCE_TYPE, + ) + ), + ]) + ]), + ], + ) + ) + ], + ) + + @callback( + output=dict( + color_meta_options=Output(ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, 'options'), + color_meta_columns=Output(ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, 'options'), + size_meta_options=Output(ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, 'options'), + size_meta_columns=Output(ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, 'options') + ), + inputs=dict( + ts_meta=Input(MetadataFileStore.ID, "modified_timestamp"), + state_meta=State(MetadataFileStore.ID, "data"), + ), + ) + def update_on_store_refresh(ts_meta, state_meta): + """ + Updates the degree filter item when the store is refreshed. + """ + color_meta_options = list() + size_meta_options = list() + + if ts_meta is not None: + meta = MetadataData(**state_meta) + for file in meta.get_files(): + color_meta_options.append({'label': file.file_name, 'value': file.file_id}) + size_meta_options.append({'label': file.file_name, 'value': file.file_id}) + + return dict( + color_meta_options=color_meta_options, + color_meta_columns=list(), + size_meta_options=size_meta_options, + size_meta_columns=list(), + ) + + @callback( + output=dict( + size_meta_columns=Output(ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, 'options', allow_duplicate=True), + ), + inputs=dict( + size_meta_file=Input(ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, 'value'), + state_meta=State(MetadataFileStore.ID, "data"), + ), + prevent_initial_call=True, + ) + def update_node_size_columns(size_meta_file, state_meta): + out = list() + if state_meta is not None and size_meta_file is not None: + meta = MetadataData(**state_meta) + meta_file = meta.get_file(size_meta_file) + if meta_file: + for column in meta_file.read().columns: + out.append({'label': column, 'value': column}) + return dict( + size_meta_columns=out, + ) + + @callback( + output=dict( + color_meta_columns=Output(ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, 'options', allow_duplicate=True), + ), + inputs=dict( + color_meta_file=Input(ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, 'value'), + state_meta=State(MetadataFileStore.ID, "data"), + ), + prevent_initial_call=True, + ) + def update_node_color_columns(color_meta_file, state_meta): + out = list() + if state_meta is not None and color_meta_file is not None: + meta = MetadataData(**state_meta) + meta_file = meta.get_file(color_meta_file) + if meta_file: + for column in meta_file.read().columns: + out.append({'label': column, 'value': column}) + print(out) + return dict( + color_meta_columns=out, + ) diff --git a/indizio/components/network_form/node_of_interest.py b/indizio/components/network_form/node_of_interest.py index 3c1ef70..d19d165 100644 --- a/indizio/components/network_form/node_of_interest.py +++ b/indizio/components/network_form/node_of_interest.py @@ -19,7 +19,7 @@ class NetworkFormNodeOfInterest(dbc.Card): def __init__(self): super().__init__( [ - dbc.CardHeader(html.H5("Nodes of interest")), + dbc.CardHeader(html.B("Nodes of interest")), dbc.CardBody([ dcc.Dropdown( id=self.ID, diff --git a/indizio/components/network_form/thresh_filter_container.py b/indizio/components/network_form/thresh_filter_container.py index 4b1e67c..3df8f81 100644 --- a/indizio/components/network_form/thresh_filter_container.py +++ b/indizio/components/network_form/thresh_filter_container.py @@ -19,7 +19,7 @@ def __init__(self): className='p-0', children=[ dbc.CardHeader([ - html.H5("Thresholds"), + html.B("Thresholds"), html.Div([ NetworkThreshMatching() ], diff --git a/indizio/components/network_properties/__init__.py b/indizio/components/network_properties/__init__.py deleted file mode 100644 index cdedf5b..0000000 --- a/indizio/components/network_properties/__init__.py +++ /dev/null @@ -1,76 +0,0 @@ -# import logging -# -# import dash_bootstrap_components as dbc -# from dash import Output, Input, html, callback, State -# from dash.exceptions import PreventUpdate -# -# from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData -# -# -# class NetworkPropertiesCard(dbc.Card): -# """ -# This component shows the values that are selected in the NetworkForm component. -# """ -# ID = "network-properties-card" -# -# ID_FOCAL_NODE = f"{ID}-focal-node" -# ID_DEGREE = f"{ID}-degree" -# ID_CORR = f"{ID}-corr" -# ID_N_NODES = f"{ID}-n-nodes" -# ID_N_EDGES = f"{ID}-n-edges" -# -# def __init__(self): -# super().__init__( -# [ -# dbc.CardHeader( -# html.H5("Network Properties") -# ), -# dbc.CardBody( -# [ -# dbc.Table([ -# html.Thead(html.Tr([html.Th("Property"), html.Th("Value")])), -# html.Tbody([ -# html.Tr([html.Td("Focal node"), html.Td(id=self.ID_FOCAL_NODE)]), -# html.Tr([html.Td("Degree"), html.Td(id=self.ID_DEGREE)]), -# html.Tr([html.Td("Threshold"), html.Td(id=self.ID_CORR)]), -# html.Tr([html.Td("Num nodes"), html.Td(id=self.ID_N_NODES)]), -# html.Tr([html.Td("Num edges"), html.Td(id=self.ID_N_EDGES)]), -# ]) -# ], -# hover=True, -# responsive=True, -# ) -# ], -# className='p-5' -# ) -# ] -# ) -# -# # When the update button is pressed, then update the network parameters -# @callback( -# output=dict( -# focal_node=Output(self.ID_FOCAL_NODE, "children"), -# # degree=Output(self.ID_DEGREE, "children"), -# corr=Output(self.ID_CORR, "children"), -# ), -# inputs=dict( -# ts=Input(NetworkFormStore.ID, "modified_timestamp"), -# state=State(NetworkFormStore.ID, "data"), -# ) -# ) -# def update_values(ts, state): -# # Output debugging information -# log = logging.getLogger() -# log.debug(f'{self.ID} - {{ts: {ts}, state: {state}}}') -# -# # Check if an update should happen -# if ts is None or state is None: -# raise PreventUpdate -# network_form_state = NetworkFormStoreData(**state) -# -# # Return the output values -# return dict( -# focal_node=network_form_state.get_focal_node_str(), -# # degree=network_form_state.thresh_degree, -# corr=network_form_state.get_threshold_str(), -# ) diff --git a/indizio/components/network_viz/network_graph.py b/indizio/components/network_viz/network_graph.py index ad8e49d..23a53dd 100644 --- a/indizio/components/network_viz/network_graph.py +++ b/indizio/components/network_viz/network_graph.py @@ -1,12 +1,85 @@ import logging +from typing import List, Dict, Optional import dash_cytoscape as cyto +import plotly.express as px from dash import Output, Input, callback, State, html from dash.exceptions import PreventUpdate from indizio.config import ID_NETWORK_VIZ_NODE_EDGE_COUNT from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +from indizio.store.metadata_file import MetadataFileStore, MetadataData +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkParamNodeSize, \ + NetworkParamNodeColor +from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData +from indizio.util.data import is_numeric +from indizio.util.plot import numerical_colorscale + + +class NetworkVizStyleSheet: + DEFAULT = { + "node": { + "width": "mapData(size, 0, 100, 15, 80)", + "height": "mapData(size, 0, 100, 15, 80)", + "background-color": "data(color)", + "content": "data(label)", + }, + "edge": { + "opacity": 0.4 + }, + } + + def __init__(self, data=None): + self.data = {**self.DEFAULT, **(data or {})} + + @classmethod + def from_graph(cls, stylesheet): + out = dict() + for item in stylesheet: + out[item['selector']] = item['style'] + return cls(out) + + def node_selected_key(self, node_id: str) -> str: + return f'node[id = "{node_id}"]' + + def edge_selected_key(self, edge_id: str) -> str: + return f'edge[id = "{edge_id}"]' + + def has_node_selected(self, node_id: str) -> bool: + return self.node_selected_key(node_id) in self.data + + def set_node_id_toggled(self, node_id: str): + node_key = self.node_selected_key(node_id) + new_data = { + "background-color": "#eb6864", + "border-color": "#963835", + "border-width": 2, + "border-opacity": 1, + "opacity": 1, + # "color": "#963835", + "text-opacity": 1, + # "font-size": 16, + "z-index": 9999, + } + self.data[node_key] = {**self.data.get(node_key, dict()), **new_data} + + def set_edge_id_toggled(self, edge_id: str): + edge_key = self.edge_selected_key(edge_id) + new_data = { + "line-color": "#eb6864", + "opacity": 0.9, + "z-index": 9000, + } + self.data[edge_key] = {**self.data.get(edge_key, dict()), **new_data} + + def export(self) -> List[Dict]: + out = list() + for selector, style in self.data.items(): + out.append({ + 'selector': selector, + 'style': style + }) + return out class NetworkVizGraph(html.Div): @@ -25,6 +98,7 @@ def __init__(self): layout={"name": "grid", 'animate': True}, style={'width': '100%', 'height': 'calc(100vh - 210px)'}, responsive=True, + stylesheet=NetworkVizStyleSheet().export() ) ], ) @@ -40,6 +114,7 @@ def __init__(self): ts_param=Input(NetworkFormStore.ID, "modified_timestamp"), state_graph=State(DistanceMatrixGraphStore.ID, "data"), state_params=State(NetworkFormStore.ID, "data"), + state_meta=State(MetadataFileStore.ID, "data"), ), running=[ (Output(self.ID_GRAPH, 'style'), {'visibility': 'hidden'}, {'visibility': 'visible'}), @@ -48,7 +123,7 @@ def __init__(self): prevent_initial_call=False, background=True, ) - def draw_graph(ts_graph, ts_param, state_graph, state_params): + def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta): # Output debugging information log = logging.getLogger() log.debug(f'{self.ID_GRAPH} - Drawing graph.') @@ -56,153 +131,148 @@ def draw_graph(ts_graph, ts_param, state_graph, state_params): log.debug(f'{self.ID_GRAPH} - No data to draw graph.') raise PreventUpdate + # Load the data graph = DmGraph(**state_graph) params = NetworkFormStoreData(**state_params) + meta = MetadataData(**state_meta) out_graph = graph.filter_to_cytoscape(params) + # If metadata is available, add it to the nodes + node_sizes = get_sizes_for_nodes(params.node_size, meta) + node_colors = get_colours_for_nodes(params.node_color, meta) + + # Update the node sizes + for cur_node in out_graph['nodes']: + cur_node_data = cur_node['data'] + cur_node_id = cur_node_data['id'] + + cur_node_data['size'] = node_sizes.get(cur_node_id, 20) + cur_node_data['color'] = node_colors.get(cur_node_id, '#848484') + + # Return the graph return dict( elements=out_graph, layout={'name': params.layout.name.replace('_', '-'), 'animate': True}, - node_edge_children=f'Nodes: {len(out_graph["nodes"]):,} | Edges: {len(out_graph["edges"]):,}' + node_edge_children=f'Nodes: {len(out_graph["nodes"]):,} | Edges: {len(out_graph["edges"]):,}', ) @callback( output=dict( stylesheet=Output(self.ID_GRAPH, 'stylesheet'), + network_interaction=Output(NetworkInteractionStore.ID, 'data') ), inputs=dict( node=Input(self.ID_GRAPH, "tapNode"), prev_stylesheet=State(self.ID_GRAPH, 'stylesheet'), + network_interaction_state=State(NetworkInteractionStore.ID, 'data') ), + prevent_initial_call=True ) - def highlight_on_node_select(node, prev_stylesheet): + def highlight_on_node_select(node, prev_stylesheet, network_interaction_state): # Output debugging information log = logging.getLogger() log.debug(f'{self.ID_GRAPH} - Node clicked.') - stylesheet = [ - { - "selector": "edge", - "style": { - # 'width': 'mapData(lr, 50, 200, 0.75, 5)', - "opacity": 0.4, - }, - }, - { - "selector": "node", - "style": { - # 'color': '#317b75', - "background-color": "#317b75", - "content": "data(label)", - }, - }, - { - "selector": ".focal", - "style": { - # 'color': '#E65340', - "background-color": "#E65340", - "content": "data(label)", - }, - }, - { - "selector": ".other", - "style": { - # 'color': '#317b75', - "background-color": "#317b75", - "content": "data(label)", - }, - }, - ] + # Load the default stylesheet + default_stylesheet = NetworkVizStyleSheet() + + # Store this in the network interaction store + network_interaction_store = NetworkInteractionData(**network_interaction_state) + + # No node is selected, just return the default stylesheet if node is None: return dict( - stylesheet=stylesheet + stylesheet=default_stylesheet.export(), + network_interaction=network_interaction_store.model_dump(mode='json') ) + # Record this interaction + network_interaction_store.select_node(node['data']['id']) + # Check the previous stylesheet to see if the user is clicking # the same node again (i.e. deselecting) - if prev_stylesheet is not None: - for style in prev_stylesheet: - if style.get('selector') == 'node[id = "{}"]'.format(node['data']['id']): - return dict( - stylesheet=stylesheet - ) + if prev_stylesheet: + prev_stylesheet_obj = NetworkVizStyleSheet().from_graph(prev_stylesheet) + if prev_stylesheet_obj.has_node_selected(node['data']['id']): + return dict( + stylesheet=default_stylesheet.export(), + network_interaction=network_interaction_store.model_dump(mode='json') + ) # Otherwise, update the stylesheet with the new node - stylesheet = [ - { - "selector": "edge", - "style": { - "opacity": 0.4, - # 'width': 'mapData(lr, 50, 200, 0.75, 5)', - }, - }, - { - "selector": "node", - "style": { - # 'color': '#317b75', - "background-color": "#317b75", - "content": "data(label)", - "width": "mapData(degree, 1, 100, 25, 200)", - }, - }, - { - "selector": ".focal", - "style": { - # 'color': '#E65340', - "background-color": "#E65340", - "content": "data(label)", - }, - }, - { - "selector": ".other", - "style": { - # 'color': '#317b75', - "background-color": "#317b75", - "content": "data(label)", - }, - }, - { - "selector": 'node[id = "{}"]'.format(node["data"]["id"]), - "style": { - "background-color": "#B10DC9", - "border-color": "purple", - "border-width": 2, - "border-opacity": 1, - "opacity": 1, - "label": "data(label)", - "color": "#B10DC9", - "text-opacity": 1, - "font-size": 12, - "z-index": 9999, - }, - }, - ] + default_stylesheet.set_node_id_toggled(node['data']['id']) for edge in node["edgesData"]: - stylesheet.append( - { - "selector": 'node[id= "{}"]'.format(edge["target"]), - "style": { - "background-color": "blue", - "opacity": 0.9, - }, - } - ) - stylesheet.append( - { - "selector": 'node[id= "{}"]'.format(edge["source"]), - "style": { - "background-color": "blue", - "opacity": 0.9, - }, - } - ) - stylesheet.append( - { - "selector": 'edge[id= "{}"]'.format(edge["id"]), - "style": {"line-color": "green", "opacity": 0.9, "z-index": 5000}, - } - ) + default_stylesheet.set_edge_id_toggled(edge["id"]) + + for edge in {x['source'] for x in node["edgesData"]}: + network_interaction_store.add_edge_node(edge) + + # Export the updated stylesheet with highlighting return dict( - stylesheet=stylesheet + stylesheet=default_stylesheet.export(), + network_interaction=network_interaction_store.model_dump(mode='json') ) + + +def get_sizes_for_nodes(param: Optional[NetworkParamNodeSize], meta: MetadataData): + # Nothing to do + if param is None: + return dict() + + # Read the metadata file + cur_meta_file = meta.get_file(param.file_id).read() + cur_row_to_val = cur_meta_file[param.column].dropna().to_dict() + + # Filter those to numeric values only + cur_row_to_val = {k: v for k, v in cur_row_to_val.items() if is_numeric(v)} + if not cur_row_to_val: + return dict() + + # Normalize the values between 0 and 100 + cur_min = min(cur_row_to_val.values()) + cur_max = max(cur_row_to_val.values()) + cur_range = cur_max - cur_min + cur_row_to_val = {k: (v - cur_min) / cur_range * 100 for k, v in cur_row_to_val.items()} + + # Format the value + out = dict() + for cur_node_id, cur_value in cur_row_to_val.items(): + out[cur_node_id] = float(cur_value) + + return out + + +def get_colours_for_nodes(param: Optional[NetworkParamNodeColor], meta: MetadataData): + # Nothing to do + if param is None: + return dict() + + # Read the metadata file + cur_meta_file = meta.get_file(param.file_id).read() + cur_row_to_val = cur_meta_file[param.column].dropna().to_dict() + + # Check if all values are numeric (gradient) + all_numeric = all(is_numeric(v) for v in cur_row_to_val.values()) + out = dict() + + # All numeric values implies a gradient for those values present + if all_numeric: + + d_value_to_color = numerical_colorscale(cur_row_to_val.values(), 'inferno') + + for cur_row, cur_val in cur_row_to_val.items(): + out[cur_row] = d_value_to_color[cur_val] + + # Otherwise, use a categorical color scheme + else: + categories = sorted(set(cur_row_to_val.values())) + + # Create a unique colour from the Plotly3 colour map for each category + color_scale = px.colors.qualitative.Dark24 + category_colors = {category: color_scale[i % len(color_scale)] for i, category in enumerate(categories)} + + for cur_row, cur_val in cur_row_to_val.items(): + out[cur_row] = category_colors[cur_val] + + return out diff --git a/indizio/components/upload_form/__init__.py b/indizio/components/upload_form/__init__.py index 606eedf..f5f978e 100644 --- a/indizio/components/upload_form/__init__.py +++ b/indizio/components/upload_form/__init__.py @@ -1,6 +1,8 @@ +import dash_bootstrap_components as dbc from dash import html from indizio.components.upload_form.btn_clear import UploadFormBtnClear +from indizio.components.upload_form.btn_example import UploadFormBtnExample from indizio.components.upload_form.btn_upload import UploadFormBtnUpload from indizio.components.upload_form.file_selector import UploadFormFileSelector from indizio.components.upload_form.file_selector_container import UploadFormFileSelectorContainer @@ -12,12 +14,28 @@ class UploadFormContainer(html.Div): def __init__(self): super().__init__( + className='', + children= [ - UploadFormFileUploadForm(), - UploadFormFileSelectorContainer(), - UploadedFileContainer(), - UploadFormBtnUpload(), - UploadFormBtnClear(), + dbc.Row( + className='justify-content-center align-items-center', + children=[ + UploadFormFileUploadForm() + ] + ), + dbc.Row( + className='justify-content-center align-items-center mt-3', + children=[ + UploadFormBtnUpload(), + UploadFormBtnClear(), + UploadFormBtnExample() + ] + ), + dbc.Row( + className='justify-content-center align-items-top mt-5', + children=[ + UploadedFileContainer() + ] + ), ] - ) diff --git a/indizio/components/upload_form/btn_clear.py b/indizio/components/upload_form/btn_clear.py index 6660606..fe4c4ea 100644 --- a/indizio/components/upload_form/btn_clear.py +++ b/indizio/components/upload_form/btn_clear.py @@ -5,11 +5,13 @@ from dash.exceptions import PreventUpdate from indizio.config import RELOAD_ID +from indizio.store.clustergram_parameters import ClustergramParametersStore from indizio.store.distance_matrix import DistanceMatrixStore from indizio.store.dm_graph import DistanceMatrixGraphStore from indizio.store.matrix_parameters import MatrixParametersStore from indizio.store.metadata_file import MetadataFileStore from indizio.store.network_form_store import NetworkFormStore +from indizio.store.network_interaction import NetworkInteractionStore from indizio.store.presence_absence import PresenceAbsenceStore from indizio.store.tree_file import TreeFileStore from indizio.store.upload_form_store import UploadFormStore @@ -24,24 +26,29 @@ class UploadFormBtnClear(dbc.Button): def __init__(self): super().__init__( + style={ + 'width': '150px', + }, + className='me-2', children=[ "Reset", - ], id=self.ID, - color="warning" + color="danger" ) @callback( output=dict( - network_store=Output(NetworkFormStore.ID, "clear_data"), - upload_store=Output(UploadFormStore.ID, "clear_data"), - presence_absence_store=Output(PresenceAbsenceStore.ID, "clear_data"), + clustergram_parameters=Output(ClustergramParametersStore.ID, "clear_data"), distance_matrix_store=Output(DistanceMatrixStore.ID, "clear_data"), - metadata_store=Output(MetadataFileStore.ID, "clear_data"), - tree_store=Output(TreeFileStore.ID, "clear_data"), dm_graph_store=Output(DistanceMatrixGraphStore.ID, "clear_data"), matrix_graph_store=Output(MatrixParametersStore.ID, "clear_data"), + metadata_store=Output(MetadataFileStore.ID, "clear_data"), + network_store=Output(NetworkFormStore.ID, "clear_data"), + network_interaction=Output(NetworkInteractionStore.ID, "clear_data"), + presence_absence_store=Output(PresenceAbsenceStore.ID, "clear_data"), + tree_store=Output(TreeFileStore.ID, "clear_data"), + upload_store=Output(UploadFormStore.ID, "clear_data"), reload=Output(RELOAD_ID, "href", allow_duplicate=True), ), inputs=dict( @@ -61,13 +68,15 @@ def reset_state(n_clicks): raise PreventUpdate log.debug(f'{self.ID} - Resetting program to default state.') return dict( - network_store=True, - upload_store=True, - presence_absence_store=True, + clustergram_parameters=True, distance_matrix_store=True, - metadata_store=True, - tree_store=True, dm_graph_store=True, matrix_graph_store=True, + metadata_store=True, + network_store=True, + network_interaction=True, + presence_absence_store=True, + tree_store=True, + upload_store=True, reload="/" ) diff --git a/indizio/components/upload_form/btn_example.py b/indizio/components/upload_form/btn_example.py new file mode 100644 index 0000000..93828ec --- /dev/null +++ b/indizio/components/upload_form/btn_example.py @@ -0,0 +1,158 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback +from dash.exceptions import PreventUpdate + +from indizio.config import RELOAD_ID +from indizio.interfaces.boolean import BooleanYesNo +from indizio.interfaces.bound import Bound +from indizio.interfaces.cluster_on import ClusterOn +from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData +from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph +from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption +from indizio.store.metadata_file import MetadataFileStore, MetadataFile, MetadataData +from indizio.store.network_form_store import NetworkFormStore, NetworkFormLayoutOption, NetworkFormStoreData, \ + NetworkParamThreshold, NetworkParamDegree +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData +from indizio.store.tree_file import TreeFileStore, TreeFile, TreeData +from indizio.store.upload_form_store import UploadFormStore, UploadFormData, UploadFormItem +from indizio.util.package import get_package_root + + +class UploadFormBtnExample(dbc.Button): + """ + This component will load the example data. + """ + + ID = "upload-form-upload-button-example" + + def __init__(self): + super().__init__( + style={ + 'width': '150px', + }, + children=[ + "Load Example", + ], + id=self.ID, + color="info" + ) + + @callback( + output=dict( + network_store=Output(NetworkFormStore.ID, "data", allow_duplicate=True), + upload_store=Output(UploadFormStore.ID, "clear_data", allow_duplicate=True), + presence_absence_store=Output(PresenceAbsenceStore.ID, "data", allow_duplicate=True), + distance_matrix_store=Output(DistanceMatrixStore.ID, "data", allow_duplicate=True), + metadata_store=Output(MetadataFileStore.ID, "data", allow_duplicate=True), + tree_store=Output(TreeFileStore.ID, "data", allow_duplicate=True), + dm_graph_store=Output(DistanceMatrixGraphStore.ID, "data", allow_duplicate=True), + matrix_param_store=Output(MatrixParametersStore.ID, "data", allow_duplicate=True), + clustergram_params=Output(ClustergramParametersStore.ID, "data", allow_duplicate=True), + reload=Output(RELOAD_ID, "href", allow_duplicate=True), + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + ), + prevent_initial_call=True + ) + def load_example(n_clicks): + """ + Removes all uploaded files and loads the example data. + """ + + # Output debugging information + log = logging.getLogger() + if n_clicks is None: + log.debug(f'{self.ID} - No click was made, updated prevented.') + raise PreventUpdate + log.debug(f'{self.ID} - Resetting program to default state and loading example data.') + + # Set the paths to the example data + pkg_root = get_package_root() + example_dir = pkg_root / 'example' + + pa_file = PresenceAbsenceFile.from_upload_data( + UploadFormItem( + file_name='pa.tsv', + name='Presence / Absence (Example)', + path=example_dir / 'pa.tsv', + hash='28eef894f240bbaa1ea88a64475811c8' + ) + ) + dm_file = DistanceMatrixFile.from_upload_data( + UploadFormItem( + file_name='matrix.tsv', + name='Matrix (Example)', + path=example_dir / 'matrix.tsv', + hash='95272f912a12aeca182875cedc714341' + ) + ) + tree_file = TreeFile.from_upload_data( + UploadFormItem( + file_name='tree.nwk', + name='Tree (Example)', + path=example_dir / 'tree.nwk', + hash='422bd885e40e8cae0f5aded841573a98' + ) + ) + meta_file = MetadataFile.from_upload_data( + UploadFormItem( + file_name='metadata.tsv', + name='Metadata (Example)', + path=example_dir / 'metadata.tsv', + hash='8df2f2b92401c5b4a8b3eeb165f924d5' + ) + ) + + # Create the stores and add their files + pa_store = PresenceAbsenceData() + dm_store = DistanceMatrixData() + meta_store = MetadataData() + tree_store = TreeData() + network_store = NetworkFormStoreData( + thresholds={ + dm_file.file_id: NetworkParamThreshold( + file_id=dm_file.file_id, + left_value=0, + right_value=100 + ) + }, + degree=NetworkParamDegree( + max_value=100.0, + ) + ) + clustergram_params = ClustergramParameters( + metric=pa_file.file_id, + tree=tree_file.file_id, + metadata=meta_file.file_id, + cluster_on=ClusterOn.BOTH, + optimal_leaf_order=BooleanYesNo.YES + ) + matrix_params = MatrixParameters( + metric=dm_file.file_id, + color_scale='agsunset', + ) + + pa_store.add_item(pa_file) + dm_store.add_item(dm_file) + meta_store.add_item(meta_file) + tree_store.add_item(tree_file) + graph_store = DmGraph.from_distance_matricies(dm_store.get_files()) + + return dict( + network_store=network_store.model_dump(mode='json'), + upload_store=True, + presence_absence_store=pa_store.model_dump(mode='json'), + distance_matrix_store=dm_store.model_dump(mode='json'), + metadata_store=meta_store.model_dump(mode='json'), + tree_store=tree_store.model_dump(mode='json'), + dm_graph_store=graph_store.model_dump(mode='json'), + clustergram_params=clustergram_params.model_dump(mode='json'), + matrix_param_store=matrix_params.model_dump(mode='json'), + # matrix_graph_store=True, + # upload_form=upload_form.model_dump(mode='json'), + reload="/" + ) diff --git a/indizio/components/upload_form/btn_upload.py b/indizio/components/upload_form/btn_upload.py index c20a492..3d80c28 100644 --- a/indizio/components/upload_form/btn_upload.py +++ b/indizio/components/upload_form/btn_upload.py @@ -29,15 +29,14 @@ class UploadFormBtnUpload(dbc.Button): def __init__(self): super().__init__( [ - "Upload & Process", - dbc.Progress( - id=self.ID_PROGRESS, - min=0, - max=100 - ) + "Process", ], id=self.ID, color="success", + style={ + 'width': '150px', + }, + className='me-2' ) @callback( @@ -64,15 +63,11 @@ def __init__(self): ), running=[ (Output(self.ID, "disabled"), True, False), - # (Output(self.ID_PROGRESS, "style"), {'visibility': 'visible'}, {'visibility': 'hidden'}), - ], - progress=[ - Output(self.ID_PROGRESS, "value") ], prevent_initial_call=True, - background=True, + background=False, ) - def upload_content(set_progress: ProgressFn, n_clicks, values, names, state_upload, state_pa, state_dm, + def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, state_meta, state_tree, state_network_params): """ @@ -146,13 +141,12 @@ def upload_content(set_progress: ProgressFn, n_clicks, values, names, state_uplo dm_store.add_item(pa_file.as_distance_matrix()) # Create the graph - graph = DmGraph.from_distance_matricies(dm_store.get_files(), set_progress) + graph = DmGraph.from_distance_matricies(dm_store.get_files()) # Load the graph graph_nx = graph.read() graph_nodes = frozenset(graph_nx.nodes) graph_max_degree = max(d for _, d in graph_nx.degree) - set_progress(100) # Create the network parameters network_params = NetworkFormStoreData(**state_network_params) diff --git a/indizio/components/upload_form/close_btn.py b/indizio/components/upload_form/close_btn.py index 2773843..3cc2078 100644 --- a/indizio/components/upload_form/close_btn.py +++ b/indizio/components/upload_form/close_btn.py @@ -25,7 +25,10 @@ def __init__( 'type': self.ID, 'hash': file_hash, }, - className='fas fa-close px-2 py-1', + className='fas fa-close px-2 py-1 mt-1', + style={ + 'marginLeft': '10px' + } ) diff --git a/indizio/components/upload_form/file_selector.py b/indizio/components/upload_form/file_selector.py index f9ef659..89a901b 100644 --- a/indizio/components/upload_form/file_selector.py +++ b/indizio/components/upload_form/file_selector.py @@ -1,13 +1,12 @@ from typing import Optional import dash_bootstrap_components as dbc -from dash import html from indizio.components.upload_form.close_btn import UploadFormCloseButton from indizio.interfaces.file_type import UserFileType -class UploadFormFileSelector(dbc.Card): +class UploadFormFileSelector(dbc.Row): """ This is the card that is used to display each file that the user has uploaded. A drop-down menu option allows the user to select the @@ -28,54 +27,46 @@ def __init__( self.FILE_HASH = file_hash super().__init__( - className="d-flex m-1", + className="m-1 p-2", style={ - 'minWidth': '250px', + 'backgroundColor': "#f0f0f0", + 'borderRadius': '5px', }, children= [ - dbc.CardHeader( - className="text-center", - children=[ - html.Div( - className='d-flex', - style={'paddingLeft': '10px'}, - children=[ - html.H5(file_name), - html.Div( - UploadFormCloseButton(file_hash), - style={'marginLeft': 'auto', 'marginRight': '0px', 'paddingLeft': '10px'}, - ) - ] - ) - ] - ), - dbc.CardBody( - [ - dbc.InputGroup( - [ - dbc.InputGroupText("Name", style={"minWidth": "80px"}), - dbc.Input( - id={ - 'type': self.ID_NAME, - 'hash': file_hash, - }, - value=file_name, - ), - ] - ), - dbc.InputGroup([ - dbc.InputGroupText("Type", style={"minWidth": "80px"}), - dbc.Select( + dbc.Col( + dbc.InputGroup( + [ + dbc.InputGroupText("Name", style={"minWidth": "80px"}), + dbc.Input( id={ - 'type': self.ID_TYPE, + 'type': self.ID_NAME, 'hash': file_hash, }, - options=UserFileType.to_options(), - value=file_type, + value=file_name, ), - ], className="mt-2"), - ] + ] + ), + width=6, + ), + dbc.Col( + dbc.InputGroup([ + dbc.InputGroupText("Type", style={"minWidth": "80px"}), + dbc.Select( + id={ + 'type': self.ID_TYPE, + 'hash': file_hash, + }, + options=UserFileType.to_options(), + value=file_type, + ), + ]), + width=5, + ), + dbc.Col( + UploadFormCloseButton(file_hash), + width=1, + className='justify-content-center align-items-center', ), ] ) diff --git a/indizio/components/upload_form/file_selector_container.py b/indizio/components/upload_form/file_selector_container.py index 3f15cfb..9054e65 100644 --- a/indizio/components/upload_form/file_selector_container.py +++ b/indizio/components/upload_form/file_selector_container.py @@ -1,13 +1,14 @@ import logging +import dash_bootstrap_components as dbc from dash import Output, Input, html, callback from dash.exceptions import PreventUpdate from indizio.components.upload_form.file_selector import UploadFormFileSelector -from indizio.store.upload_form_store import UploadFormStore, UploadFormItem, UploadFormData +from indizio.store.upload_form_store import UploadFormStore, UploadFormData -class UploadFormFileSelectorContainer(html.Div): +class UploadFormFileSelectorContainer(dbc.Card): """ This component wraps each of the files that are prepared for upload. """ @@ -16,9 +17,18 @@ class UploadFormFileSelectorContainer(html.Div): def __init__(self): super().__init__( - id=self.ID, - children=list(), - className='d-flex flex-wrap' + children=[ + dbc.CardHeader( + className='text-center', + children=[ + html.B("Uploaded Files") + ] + ), + dbc.CardBody( + id=self.ID, + children=list() + ) + ], ) @callback( diff --git a/indizio/components/upload_form/file_upload_form.py b/indizio/components/upload_form/file_upload_form.py index 0d8af77..60c4b3a 100644 --- a/indizio/components/upload_form/file_upload_form.py +++ b/indizio/components/upload_form/file_upload_form.py @@ -5,9 +5,8 @@ from dash import dcc from dash.exceptions import PreventUpdate -from indizio.config import TMP_DIR +from indizio.components.upload_form import UploadFormFileSelector from indizio.store.upload_form_store import UploadFormStore, UploadFormItem, UploadFormData -from indizio.util.cache import get_tmp_dir from indizio.util.files import to_file from indizio.util.hashing import calc_md5 @@ -18,30 +17,47 @@ class UploadFormFileUploadForm(html.Div): """ ID = "upload-form-file-upload-form" - ID_FEEDBACK = "upload-form-feedback" + ID_PENDING = f'{ID}-pending-files' def __init__(self): super().__init__( - [ - dcc.Upload( - id=self.ID, - children=html.Div([ - 'Drag and Drop or ', - html.A('Select Files') - ]), + className='p-3', + style={ + 'width': '100%', + 'marginLeft': 'auto', + 'marginRight': 'auto', + 'minHeight': '60px', + }, + children=[ + html.Div( style={ - 'width': '100%', - 'height': '60px', - 'lineHeight': '60px', 'borderWidth': '1px', 'borderStyle': 'dashed', 'borderRadius': '5px', - 'textAlign': 'center', - 'margin': '10px' }, - multiple=True + children=[ + dcc.Upload( + id=self.ID, + children=html.Div([ + 'Drag and drop or ', + html.B(html.A('select files')) + ]), + style={ + 'width': '100%', + 'height': '60px', + 'lineHeight': '60px', + 'textAlign': 'center', + }, + multiple=True + ), + html.Div( + id=self.ID_PENDING, + children=[ + + ] + ) + ], ), - html.Div(id=self.ID_FEEDBACK), ] ) @@ -90,3 +106,36 @@ def store_upload(list_of_contents, list_of_names, list_of_dates, state): return dict( data=output.model_dump(mode='json') ) + + @callback( + output=dict( + children=Output(self.ID_PENDING, 'children'), + ), + inputs=dict( + ts=Input(UploadFormStore.ID, "modified_timestamp"), + state=Input(UploadFormStore.ID, "data"), + ), + ) + def refresh_uploaded(ts, state): + # Output debugging information + log = logging.getLogger() + + # Check if an update should happen + if ts is None or state is None: + log.debug(f'{self.ID} - No action to take.') + raise PreventUpdate + + log.debug(f'{self.ID} - Refreshing uploaded files.') + upload_form_data = UploadFormData(**state) + children = list() + for file_obj in upload_form_data.data.values(): + children.append( + UploadFormFileSelector( + file_name=file_obj.file_name, + file_hash=file_obj.hash + ) + ) + + return dict( + children=children + ) diff --git a/indizio/components/uploaded_files/__init__.py b/indizio/components/uploaded_files/__init__.py index f21fc56..4a5376f 100644 --- a/indizio/components/uploaded_files/__init__.py +++ b/indizio/components/uploaded_files/__init__.py @@ -9,6 +9,7 @@ from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeData +import dash_bootstrap_components as dbc class UploadedFileContainer(html.Div): """ @@ -20,8 +21,8 @@ class UploadedFileContainer(html.Div): def __init__(self): super().__init__( id=self.ID, + className='d-flex justify-content-center align-items-top ', children=list(), - className='d-flex flex-wrap' ) @callback( diff --git a/indizio/components/uploaded_files/uploaded_file.py b/indizio/components/uploaded_files/uploaded_file.py index ab82f90..ab8def4 100644 --- a/indizio/components/uploaded_files/uploaded_file.py +++ b/indizio/components/uploaded_files/uploaded_file.py @@ -20,10 +20,10 @@ def __init__( n_leaves: Optional[int] = None, ): children = list() + children.append(html.B(file_type.value)) if name: - children.append(file_name) children.append(html.Br()) - children.append(file_type.value) + children.append(file_name) if description: children.append(html.Br()) children.append(description) @@ -34,14 +34,37 @@ def __init__( children.append(html.Br()) children.append(f'Leaves: {n_leaves:,}') + file_icon = "" + if file_type is UserFileType.TREE: + file_icon = "fa-tree" + elif file_type is UserFileType.DM: + file_icon = "fa-table-cells" + elif file_type is UserFileType.PA: + file_icon = "fa-border-none" + elif file_type is UserFileType.META: + file_icon = "fa-table-list" + super().__init__( className="d-flex m-1", style={ - 'minWidth': '250px', + 'minWidth': '200px', }, children= [ - dbc.CardHeader(html.H5(name if name else file_name)), + dbc.CardHeader( + className='d-flex align-items-center', + children=[ + html.I(className=f"fas {file_icon}"), + html.Div( + style={ + 'marginLeft': '10px' + }, + children=[ + html.H5(name if name else file_name) + ] + ), + ] + ), dbc.CardBody(children), ] ) diff --git a/indizio/config.py b/indizio/config.py index bce9687..b45fadb 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -30,4 +30,9 @@ ID_NETWORK_VIZ_NODE_EDGE_COUNT = 'network-viz-node-edge-count' +ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE = 'network-form-node-metadata-color-file' +ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN = 'network-form-node-metadata-color-column' +ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE = 'network-form-node-metadata-size-file' +ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN = 'network-form-node-metadata-size-column' + ENABLE_CACHE = True diff --git a/indizio/pages/index.py b/indizio/pages/index.py index 10631fb..4088eb7 100644 --- a/indizio/pages/index.py +++ b/indizio/pages/index.py @@ -1,45 +1,34 @@ -from functools import lru_cache - import dash -from dash import html, callback, Output, Input +from dash import html from indizio import config -from indizio.cache import CACHE_MANAGER from indizio.components.upload_form import UploadFormContainer -from indizio.components.uploaded_files import UploadedFileContainer - -import time - -from indizio.util.cache import cache_by dash.register_page(__name__, path='/', name=config.PAGE_TITLE) layout = html.Div([ - html.H1('INDEX'), - html.Div('This is our Home page content.'), - UploadFormContainer(), - # html.Div([html.P(id="paragraph_id", children=["Button not clicked"])]), - # html.Button(id="button_id", children="Run Job!"), - # html.Button(id="cancel_button_id", children="Cancel Running Job!"), + html.Div( + className='d-flex flex-column align-items-center mt-3', + children=[ + html.Div( + html.H1('Indizio', className='display-4') + ), + html.Div( + className='lead font-weight-normal', + children='Interactively explore connected data.' + ), + html.Div( + className='lead font-weight-normal mt-3', + style={ + 'fontSize': '16px', + }, + children='Upload a presence/absence, or distance matrix below to get started.' + ), + ]), + html.Div( + className='mt-3', + children=[ + UploadFormContainer(), + ] + ) ]) - -# @callback( -# output=(Output("paragraph_id", "children"), Output("button_id", "n_clicks")), -# inputs=Input("button_id", "n_clicks"), -# running=[ -# (Output("button_id", "disabled"), True, False), -# (Output("cancel_button_id", "disabled"), False, True), -# ], -# cancel=[Input("cancel_button_id", "n_clicks")], -# background=True, -# manager=CACHE_MANAGER, -# ) -# def callback(n_clicks): -# return do_callback(n_clicks=n_clicks) -# -# -# # @cache_by('n_clicks') -# def do_callback(n_clicks): -# print('called', n_clicks) -# time.sleep(10) -# return [f"Clicked {n_clicks} times"], (n_clicks or 0) % 2 diff --git a/indizio/store/dm_graph.py b/indizio/store/dm_graph.py index 72f1600..704d64f 100644 --- a/indizio/store/dm_graph.py +++ b/indizio/store/dm_graph.py @@ -1,7 +1,6 @@ -import pickle from collections import defaultdict from pathlib import Path -from typing import List, Optional, Collection, FrozenSet +from typing import List, Collection, FrozenSet import networkx as nx from dash import dcc @@ -9,16 +8,14 @@ from pydantic import BaseModel from indizio.cache import CACHE -from indizio.config import PERSISTENCE_TYPE, ENABLE_CACHE, TMP_DIR +from indizio.config import PERSISTENCE_TYPE, ENABLE_CACHE from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide from indizio.interfaces.bound import Bound from indizio.store.distance_matrix import DistanceMatrixFile from indizio.store.network_form_store import NetworkFormStoreData from indizio.util.dataframe import dataframe_to_pairs from indizio.util.files import to_pickle, from_pickle -from indizio.util.graph import neighborhood from indizio.util.hashing import calc_md5 -from indizio.util.types import ProgressFn class DmGraph(BaseModel): @@ -30,7 +27,6 @@ class DmGraph(BaseModel): def from_distance_matricies( cls, matrices: Collection[DistanceMatrixFile], - set_progress: Optional[ProgressFn] = None ): """ Create a graph from a collection of distance matrices. @@ -84,11 +80,6 @@ def filter(self, params: NetworkFormStoreData): param_cache_key = params.get_cache_key() combined_cache_key = calc_md5(self.hash.encode() + param_cache_key) cache_key = f'cyto-graph-{combined_cache_key}' - # cache_path = TMP_DIR / cache_key - - # if cache_path.is_file(): - # with cache_path.open('rb') as f: - # return pickle.load(f) # Check if the graph is already cached with Cache(CACHE.directory) as cache: diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py index 99fe4c2..e120e67 100644 --- a/indizio/store/metadata_file.py +++ b/indizio/store/metadata_file.py @@ -1,5 +1,5 @@ from pathlib import Path -from typing import Optional, Dict, List +from typing import Optional, Dict, List, Tuple import pandas as pd from dash import dcc @@ -45,7 +45,7 @@ class MetadataData(BaseModel): def add_item(self, item: MetadataFile): self.data[item.file_id] = item - def get_files(self): + def get_files(self) -> Tuple[MetadataFile]: return tuple(self.data.values()) def get_file(self, file_id: str) -> MetadataFile: @@ -55,7 +55,7 @@ def as_options(self) -> List[Dict[str, str]]: """Returns the keys of the data as a dictionary of HTML options""" out = list() for file in self.get_files(): - out.append({'label': file.file_id, 'value': file.file_id }) + out.append({'label': file.file_id, 'value': file.file_id}) return out diff --git a/indizio/store/network_form_store.py b/indizio/store/network_form_store.py index f8a7c38..1dc8f01 100644 --- a/indizio/store/network_form_store.py +++ b/indizio/store/network_form_store.py @@ -1,4 +1,4 @@ -from typing import List, Dict +from typing import List, Dict, Optional import orjson from dash import dcc @@ -49,6 +49,16 @@ class NetworkParamDegree(BaseModel): max_value: float = 1.0 +class NetworkParamNodeColor(BaseModel): + file_id: str + column: str + + +class NetworkParamNodeSize(BaseModel): + file_id: str + column: str + + class NetworkFormStoreData(BaseModel): """ This class represents the data that is stored in the network form store. @@ -60,6 +70,8 @@ class NetworkFormStoreData(BaseModel): thresh_matching: BooleanAllAny = BooleanAllAny.ALL degree: NetworkParamDegree = NetworkParamDegree() show_edges_to_self: BooleanShowHide = BooleanShowHide.SHOW + node_color: Optional[NetworkParamNodeColor] = None + node_size: Optional[NetworkParamNodeSize] = None def get_focal_node_str(self): """Returns the string output of the focal node.""" diff --git a/indizio/store/network_interaction.py b/indizio/store/network_interaction.py new file mode 100644 index 0000000..6cb0cd8 --- /dev/null +++ b/indizio/store/network_interaction.py @@ -0,0 +1,38 @@ +from typing import Optional, List, Set + +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE + + +class NetworkInteractionData(BaseModel): + node_selected: Optional[str] = None + edge_nodes: List[str] = list() + + def select_node(self, node: str): + if node == self.node_selected: + self.node_selected = None + else: + self.node_selected = node + self.edge_nodes = list() + + def add_edge_node(self, node: str): + self.edge_nodes.append(node) + + def has_node_selected(self) -> bool: + return self.node_selected is not None + + def get_all_nodes(self) -> Set[str]: + return set([self.node_selected] + self.edge_nodes) + + +class NetworkInteractionStore(dcc.Store): + ID = 'network-interaction-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=NetworkInteractionData().model_dump(mode='json') + ) diff --git a/indizio/util/data.py b/indizio/util/data.py new file mode 100644 index 0000000..1fd79c5 --- /dev/null +++ b/indizio/util/data.py @@ -0,0 +1,10 @@ +import numpy as np + +def is_numeric(value) -> bool: + try: + val = float(value) + if np.isnan(val): + return False + return True + except ValueError: + return False diff --git a/indizio/util/graph.py b/indizio/util/graph.py index f6f74f3..3d61e99 100644 --- a/indizio/util/graph.py +++ b/indizio/util/graph.py @@ -1,4 +1,4 @@ -from typing import Optional +from typing import Optional, Collection import networkx as nx @@ -66,3 +66,16 @@ def filter_graph( def neighborhood(G, node, n): path_lengths = nx.single_source_dijkstra_path_length(G, node, n) return list(path_lengths.keys()) + + + +def format_axis_label(label: str) -> str: + """Format the axis label to be more human readable.""" + if len(label) > 10: + return ''.join([f'{label[:3]}', '...', f'{label[-3:]}']) + else: + return label + + +def format_axis_labels(labels: Collection[str]) -> Collection[str]: + return [format_axis_label(label) for label in labels] diff --git a/indizio/util/package.py b/indizio/util/package.py new file mode 100644 index 0000000..41d06db --- /dev/null +++ b/indizio/util/package.py @@ -0,0 +1,5 @@ +from pathlib import Path + + +def get_package_root() -> Path: + return Path(__file__).parent.parent.parent diff --git a/indizio/util/plot.py b/indizio/util/plot.py index 7b0e32d..7625e1c 100644 --- a/indizio/util/plot.py +++ b/indizio/util/plot.py @@ -3,6 +3,7 @@ import plotly from PIL import ImageColor from _plotly_utils.basevalidators import ColorscaleValidator +import plotly.express as px ################################################################################ @@ -72,6 +73,20 @@ def get_continuous_color(colorscale, intermed): colortype="rgb", ) +def numerical_colorscale(values, colorscale): + + # Normalize the values between 0 and 1 + cur_min = min(values) + cur_max = max(values) + cur_range = cur_max - cur_min + d_val_to_norm = {x: (x - cur_min) / cur_range for x in values} + + d_val_to_hex = { + k: rgb_tuple_to_hex(px.colors.sample_colorscale(colorscale, samplepoints=[v], colortype='tuple')[0]) + for k, v in d_val_to_norm.items() + } + + return d_val_to_hex def format_labels(labels: Collection[str]) -> Tuple[str]: @@ -79,3 +94,6 @@ def format_labels(labels: Collection[str]) -> Tuple[str]: for label in labels: out.append(label[0:10]) return tuple(out) + +def rgb_tuple_to_hex(rgb: Tuple[int, int, int]) -> str: + return '#{:02x}{:02x}{:02x}'.format(int(rgb[0] * 255), int(rgb[1] * 255), int(rgb[2] * 255)) \ No newline at end of file diff --git a/pa_metadata.csv b/pa_metadata.csv new file mode 100644 index 0000000..316d7a4 --- /dev/null +++ b/pa_metadata.csv @@ -0,0 +1,6 @@ +id,att1,att2 +one,foo,3 +two,foo,22 +three,bar, +four,foo,90 +five,,15 diff --git a/pyproject.toml b/pyproject.toml deleted file mode 100644 index 92dbe1b..0000000 --- a/pyproject.toml +++ /dev/null @@ -1,156 +0,0 @@ -[project] -# This is the name of your project. The first time you publish this -# package, this name will be registered for you. It will determine how -# users can install this project, e.g.: -# -# $ pip install sampleproject -# -# And where it will live on PyPI: https://pypi.org/project/sampleproject/ -# -# There are some restrictions on what makes a valid project name -# specification here: -# https://packaging.python.org/specifications/core-metadata/#name -name = "sampleproject" # Required - -# Versions should comply with PEP 440: -# https://www.python.org/dev/peps/pep-0440/ -# -# For a discussion on single-sourcing the version, see -# https://packaging.python.org/guides/single-sourcing-package-version/ -version = "3.0.0" # Required - -# This is a one-line description or tagline of what your project does. This -# corresponds to the "Summary" metadata field: -# https://packaging.python.org/specifications/core-metadata/#summary -description = "A sample Python project" # Optional - -# This is an optional longer description of your project that represents -# the body of text which users will see when they visit PyPI. -# -# Often, this is the same as your README, so you can just read it in from -# that file directly (as we have already done above) -# -# This field corresponds to the "Description" metadata field: -# https://packaging.python.org/specifications/core-metadata/#description-optional -readme = {file = "README.md", content-type = "text/markdown"} - -# Specify which Python versions you support. In contrast to the -# 'Programming Language' classifiers above, 'pip install' will check this -# and refuse to install the project if the version does not match. See -# https://packaging.python.org/guides/distributing-packages-using-setuptools/#python-requires -requires-python = ">=3.7" - -# This is either text indicating the license for the distribution, or a file -# that contains the license -# https://packaging.python.org/en/latest/specifications/core-metadata/#license -license = {file = "LICENSE.txt"} - -# This field adds keywords for your project which will appear on the -# project page. What does your project relate to? -# -# Note that this is a list of additional keywords, separated -# by commas, to be used to assist searching for the distribution in a -# larger catalog. -keywords = ["sample", "setuptools", "development"] # Optional - -# This should be your name or the name of the organization who originally -# authored the project, and a valid email address corresponding to the name -# listed. -authors = [ - {name = "A. Random Developer", email = "author@example.com" } # Optional -] - -# This should be your name or the names of the organization who currently -# maintains the project, and a valid email address corresponding to the name -# listed. -maintainers = [ - {name = "A. Great Maintainer", email = "maintainer@example.com" } # Optional -] - -# Classifiers help users find your project by categorizing it. -# -# For a list of valid classifiers, see https://pypi.org/classifiers/ -classifiers = [ # Optional - # How mature is this project? Common values are - # 3 - Alpha - # 4 - Beta - # 5 - Production/Stable - "Development Status :: 3 - Alpha", - - # Indicate who your project is intended for - "Intended Audience :: Developers", - "Topic :: Software Development :: Build Tools", - - # Pick your license as you wish - "License :: OSI Approved :: MIT License", - - # Specify the Python versions you support here. In particular, ensure - # that you indicate you support Python 3. These classifiers are *not* - # checked by "pip install". See instead "python_requires" below. - "Programming Language :: Python :: 3", - "Programming Language :: Python :: 3.7", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.9", - "Programming Language :: Python :: 3.10", - "Programming Language :: Python :: 3.11", - "Programming Language :: Python :: 3 :: Only", -] - -# This field lists other packages that your project depends on to run. -# Any package you put here will be installed by pip when your project is -# installed, so they must be valid existing projects. -# -# For an analysis of this field vs pip's requirements files see: -# https://packaging.python.org/discussions/install-requires-vs-requirements/ -dependencies = [ # Optional - "tqdm", - "dash >=2.9.0", # 2.5.0 is the minimum for matching support - "dash-bootstrap-components", -] - -# List additional groups of dependencies here (e.g. development -# dependencies). Users will be able to install these using the "extras" -# syntax, for example: -# -# $ pip install sampleproject[dev] -# -# Similar to `dependencies` above, these must be valid existing -# projects. -[project.optional-dependencies] # Optional -dev = ["check-manifest"] -test = ["coverage"] - -# List URLs that are relevant to your project -# -# This field corresponds to the "Project-URL" and "Home-Page" metadata fields: -# https://packaging.python.org/specifications/core-metadata/#project-url-multiple-use -# https://packaging.python.org/specifications/core-metadata/#home-page-optional -# -# Examples listed include a pattern for specifying where the package tracks -# issues, where the source is hosted, where to say thanks to the package -# maintainers, and where to support the project financially. The key is -# what's used to render the link text on PyPI. -[project.urls] # Optional -"Homepage" = "https://github.com/pypa/sampleproject" -"Bug Reports" = "https://github.com/pypa/sampleproject/issues" -"Funding" = "https://donate.pypi.org" -"Say Thanks!" = "http://saythanks.io/to/example" -"Source" = "https://github.com/pypa/sampleproject/" - -# The following would provide a command line executable called `sample` -# which executes the function `main` from this package when invoked. -[project.scripts] # Optional -sample = "sample:main" - -# This is configuration specific to the `setuptools` build backend. -# If you are using a different build backend, you will need to change this. -[tool.setuptools] -# If there are data files included in your packages that need to be -# installed, specify them here. -package-data = {"sample" = ["*.dat"]} - -[build-system] -# These are the assumed default build requirements from pip: -# https://pip.pypa.io/en/stable/reference/pip/#pep-517-and-518-support -requires = ["setuptools>=43.0.0", "wheel"] -build-backend = "setuptools.build_meta" diff --git a/setup.py b/setup.py index 21afb74..1d3d68d 100644 --- a/setup.py +++ b/setup.py @@ -40,9 +40,13 @@ # ], packages=find_packages(), include_package_data=True, - install_requires=['dash', 'dash_bootstrap_components', 'dash_cytoscape', 'diskcache', - 'dash[diskcache]', 'dash_bio', 'pydantic', 'networkx', 'orjson', 'dendropy', - 'frozendict', 'pillow', 'pandas', 'numpy', 'tqdm', 'scipy', 'phylodm'], + install_requires=[ + 'dash>=2.14.0', 'dash-bootstrap-components>=1.5.0', + 'dash-cytoscape', 'diskcache', 'dash[diskcache]', + 'dash-bio', 'pydantic>=2.5.0', 'networkx', 'orjson', + 'dendropy', 'frozendict', 'pillow', 'pandas', 'numpy', + 'tqdm', 'scipy', 'phylodm>=3.0.0' + ], setup_requires=['setuptools'], python_requires='>=3.8', zip_safe=False, diff --git a/test3/Salmonella_Genomes_metadata.xlsx 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+(((Salmonella_enterica_enterica_Goldcoast_Sal5364:0.005224993,(Salmonella_enterica_enterica_Stanleyville_RSE01:0.005777393,Salmonella_enterica_enterica_Typhimurium_FORC_015:0.006321761)0.912:0.001246416)1.000:0.000852645,(((Salmonella_enterica_indica_1121:0.020953152,(Salmonella_enterica_salamae_NCTC10310:0.013525961,((Salmonella_enterica_diarizonae_14SA008360:0.001618318,(Salmonella_enterica_diarizonae_XXB1403:0.001913511,(Salmonella_enterica_diarizonae_HZS154:0.000100899,(Salmonella_enterica_diarizonae_1101853:0.000000955,(Salmonella_enterica_diarizonae_1101854:0.000000005,Salmonella_enterica_diarizonae_1101855:0.000000005)0.768:0.000000005)1.000:0.000042365)1.000:0.001278470)1.000:0.001033328)1.000:0.018150152,(Salmonella_enterica_VII_243964:0.033394191,(Salmonella_enterica_arizonae_RSK2980:0.031877254,(Salmonella_bongori_Se40:0.000102112,Salmonella_bongori_NCTC_12419:0.000538407)1.000:0.087091055)1.000:0.008128025)1.000:0.007439400)1.000:0.006270918)1.000:0.002948257)1.000:0.015774814,(Salmonella_enterica_enterica_Typhimurium_FORC88:0.003856743,(Salmonella_enterica_FDAARGOS_709:0.003953763,90371_4793:0.004509380)1.000:0.001635587)1.000:0.003123632)1.000:0.001617509,((Salmonella_enterica_enterica_Paratyphi_A_CMCC50093:0.005906912,((Salmonella_enterica_enterica_Napoli_LC054117:0.000790191,1151001_14:0.000769667)1.000:0.006054678,((Salmonella_enterica_enterica_Typhi_CT18:0.000060072,((Salmonella_enterica_enterica_Typhi_WGS1146:0.000009695,Salmonella_enterica_enterica_Typhi_343077_214162:0.000006459)1.000:0.000045203,Salmonella_enterica_enterica_Typhi_LXYSH:0.000059107)0.995:0.000003547)1.000:0.000009697,(Salmonella_enterica_enterica_Typhi_BSF1303195:0.000018868,Salmonella_enterica_enterica_Typhi_PM01613:0.000449066)1.000:0.000050002)1.000:0.005486941)1.000:0.001614506)1.000:0.001840037,(Salmonella_enterica_enterica_Mikawasima_RSE15:0.005810367,Salmonella_enterica_enterica_Indiana_SI102:0.005507397)0.984:0.001210133)0.997:0.001115259)1.000:0.001241122)1.000:0.001275653,((Salmonella_enterica_enterica_Typhimurium_FORC58:0.002749119,((Salmonella_enterica_enterica_Typhimurium_B3589:0.000186220,Salmonella_enterica_enterica_Typhimurium_SO469809:0.000061253)0.984:0.000016099,(Salmonella_enterica_FORC_030:0.000056108,(28901_3936:0.000005377,(Salmonella_enterica_enterica_SA20143792:0.000096332,((Salmonella_enterica_FORC_079:0.000087448,(Salmonella_enterica_enterica_Typhimurium_SOHS_0268:0.000039881,Salmonella_enterica_enterica_Typhimurium_D23580:0.000108656)1.000:0.000040704)1.000:0.000015226,Salmonella_enterica_enterica_Typhimurium_RM13672:0.000034899)1.000:0.000018849)1.000:0.000117593)1.000:0.000470178)1.000:0.000220784)1.000:0.002784133)1.000:0.002296854,(Salmonella_enterica_enterica_Bovismorbificans_2020LSAL11867:0.004467211,Salmonella_enterica_enterica_Newport_VNSEC031:0.005346546)0.974:0.000984758)1.000:0.000781526,(((Salmonella_enterica_enterica_Paratyphi_B_SPB7:0.004978070,(Salmonella_enterica_enterica_Heidelberg_5:0.000056004,Salmonella_enterica_enterica_Heidelberg_1100473617:0.000008300)1.000:0.004852591)1.000:0.001314654,(Salmonella_enterica_enterica_Ouakam:0.005978318,((((Salmonella_enterica_enterica_Enteritidis_Durban:0.000021081,(Salmonella_enterica_enterica_Enteritidis_EC20110223:0.000030560,Salmonella_enterica_enterica_Enteritidis_EC20110354:0.000114841)1.000:0.000008181)1.000:0.000024085,((Salmonella_enterica_FORC_074:0.000010175,((Salmonella_enterica_FORC_019:0.000000636,Salmonella_enterica_enterica_Typhimurium_FORC50:0.000002549)0.999:0.000004100,(Salmonella_enterica_FORC_051:0.000005095,Salmonella_enterica_enterica_Enteritidis_SE74:0.000005350)0.928:0.000001003)0.851:0.000000674)0.936:0.000001271,(Salmonella_enterica_enterica_Enteritidis_FORC_075:0.000004693,Salmonella_enterica_FORC_078:0.000097543)0.158:0.000001678)1.000:0.000647817)1.000:0.000028434,Salmonella_enterica_enterica_Enteritidis_CP255:0.000122674)0.797:0.000001148,Salmonella_enterica_enterica_Enteritidis_RM4283:0.000114240)1.000:0.005101125)1.000:0.001214880)1.000:0.000813586,(Salmonella_enterica_enterica_Choleraesuis_SCB67:0.006904955,(Salmonella_enterica_enterica_Virchow_FORC_080:0.004849181,Salmonella_enterica_enterica_Infantis_SPE100:0.005011976)1.000:0.001144745)0.641:0.000605093)1.000:0.000611169); \ No newline at end of file diff --git a/test3/salmIndizioGenes_intr_score_square.csv b/test3/salmIndizioGenes_intr_score_square.csv new file mode 100644 index 0000000..abe5e00 --- /dev/null +++ b/test3/salmIndizioGenes_intr_score_square.csv @@ -0,0 +1,795 @@ +feature_a,AAC.6...Iaa,AAC.6...Iaa.1,AAC.6...Iy,AAC.6...Iy.1,AB461,ANT.3....IIa,ANT.3....IIa.1,BMC10 (gesC),BMC10.1,BMC100 (emmdR),BMC100.1,BMC101 (kpnF),BMC101.1,BMC112 (phoR),BMC112.1,BMC115 (rcnA/yohM),BMC115.1,BMC116 (smdB),BMC116.1,BMC118 (ydeI),BMC118.1,BMC122 (fetA/ybbL),BMC122.1,BMC123 (zinT/yodA),BMC123.1,BMC124 (yqjH),BMC124.1,BMC125 (ruvB),BMC125.1,BMC127 (kpnO),BMC127.1,BMC129 (recG),BMC129.1,BMC13 (yddg/emrE),BMC13.1,BMC132 (kpnO),BMC132.1,BMC133 (irlR),BMC133.1,BMC135 (opmD/nmpC),BMC135.1,BMC136 (mdtG/yceE),BMC136.1,BMC137 (emrE/mvrC),BMC137.1,BMC14 (gesB),BMC14.1,BMC141 (kpnO),BMC141.1,BMC143 (kpnO),BMC143.1,BMC150 (recG),BMC150.1,BMC153 (ruvB),BMC153.1,BMC165 (corB),BMC165.1,BMC17 (pmrG),BMC17.1,BMC172,BMC172.1,BMC179 (qacEdelta1),BMC179.1,BMC22 (golT),BMC22.1,BMC24 (smvA/emrB),BMC24.1,BMC26 (corB),BMC26.1,BMC29 (cueP),BMC29.1,BMC30 (gesA),BMC30.1,BMC307 (merC),BMC308 (merE),BMC308.1,BMC31 (fabI),BMC31.1,BMC310 (ydeI),BMC310.1,BMC311 (merD),BMC311.1,BMC312 (merA),BMC312.1,BMC314 (merP),BMC316 (merT),BMC319 (merR),BMC323 (yieF),BMC323.1,BMC324 (yhcN),BMC324.1,BMC325 (kpnO),BMC325.1,BMC326 (zinT/yodA),BMC326.1,BMC327 (yqjH),BMC327.1,BMC328 (fetA/ybbL),BMC328.1,BMC329 (smdB),BMC329.1,BMC331 (emmdR),BMC331.1,BMC332 (bhsA/ycfR/comC),BMC332.1,BMC333 (zraR/hydH),BMC333.1,BMC334 (mdfA/cmr),BMC334.1,BMC335 (ychH),BMC335.1,BMC336 (zur/yjbK),BMC336.1,BMC337 (pstA),BMC337.1,BMC338 (znuB/yebI),BMC338.1,BMC339 (pmrG),BMC339.1,BMC34 (sodA),BMC34.1,BMC340 (soxR),BMC340.1,BMC341 (sodA),BMC341.1,BMC342 (ybtQ),BMC342.1,BMC343 (ybtP),BMC343.1,BMC344 (smvA/emrB),BMC344.1,BMC346 (kpnO),BMC346.1,BMC354 (ygiW),BMC354.1,BMC38 (soxR),BMC38.1,BMC4 (opmD/nmpC),BMC4.1,BMC40 (pstA),BMC40.1,BMC41 (znuB/yebI),BMC41.1,BMC42 (emrB),BMC42.1,BMC447 (pstS),BMC447.1,BMC53 (rcnR/yohL),BMC53.1,BMC57 (zur/yjbK),BMC57.1,BMC64 (pstS),BMC64.1,BMC69 (pmrA),BMC69.1,BMC7 (golS),BMC7.1,BMC70 (yieF),BMC70.1,BMC76 (ychH),BMC76.1,BMC79 (mdfA/cmr),BMC79.1,BMC82 (bhsA/ycfR/comC),BMC82.1,BMC83 (mdtG/yceE),BMC83.1,BMC84 (tolC),BMC84.1,BMC88 (ygiW),BMC88.1,BMC90 (zraR/hydH),BMC90.1,BMC91 (acrE/envC),BMC91.1,BMC95 (nfsA),BMC95.1,Salmonella.enterica.gyrA.conferring.resistance.to.fluoroquinolones,Salmonella.enterica.gyrA.conferring.resistance.to.fluoroquinolones.1,VFC102 (iroC),VFC102.1,VFC103 (allD),VFC103.1,VFC106 (ugd),VFC106.1,VFC11 (lpfE),VFC11.1,VFC111 (ssaE),VFC111.1,VFC112 (iroN),VFC112.1,VFC121 (fliP),VFC121.1,VFC122 (allR),VFC122.1,VFC127 (entB),VFC127.1,VFC128 (fepD),VFC128.1,VFC13 (spaS),VFC13.1,VFC130 (steA),VFC130.1,VFC132 (gtrB),VFC132.1,VFC133 (entA),VFC133.1,VFC134 (cheY),VFC134.1,VFC136 (fepC),VFC136.1,VFC137 (galF),VFC137.1,VFC139 (allB),VFC139.1,VFC142 (sifA),VFC142.1,VFC143 (slrP),VFC143.1,VFC144 (sseL),VFC144.1,VFC145 (sseF),VFC145.1,VFC146 (sseB),VFC146.1,VFC147 (pipB),VFC147.1,VFC148 (rcsB),VFC148.1,VFC149 (fimA),VFC149.1,VFC15 (phoQ),VFC15.1,VFC151 (prgI),VFC151.1,VFC152 (misL),VFC152.1,VFC153 (sopD),VFC153.1,VFC154 (sseD),VFC154.1,VFC155 (sopE2),VFC155.1,VFC156 (orgC),VFC156.1,VFC157 (mig-14),VFC157.1,VFC158 (sipA/sspA),VFC158.1,VFC159 (ssaT),VFC159.1,VFC16 (spaR),VFC16.1,VFC160 (ratB),VFC160.1,VFC161 (sscA),VFC161.1,VFC162 (ssaL),VFC162.1,VFC163 (ssaQ),VFC163.1,VFC164 (iacP),VFC164.1,VFC165 (fimY),VFC165.1,VFC166 (ssaJ),VFC166.1,VFC167 (steC),VFC167.1,VFC168 (fimD),VFC168.1,VFC169 (sopA),VFC169.1,VFC170 (ssaD),VFC170.1,VFC171 (ssrA),VFC171.1,VFC172 (fimW),VFC172.1,VFC173 (sseK2),VFC173.1,VFC174 (invJ),VFC174.1,VFC176 (ssaK),VFC176.1,VFC178 (sseA),VFC178.1,VFC179 (spiC/ssaB),VFC179.1,VFC18 (orgA/sctK),VFC18.1,VFC180 (sicP),VFC180.1,VFC181 (prgH),VFC181.1,VFC182 (invH),VFC182.1,VFC183 (spaO/sctQ),VFC183.1,VFC184 (csgB),VFC184.1,VFC186 (iagB),VFC186.1,VFC187 (lpfD),VFC187.1,VFC188 (sseK1),VFC188.1,VFC189 (lpfA),VFC189.1,VFC190 (pipB2),VFC190.1,VFC191 (sifB),VFC191.1,VFC192 (sseG),VFC192.1,VFC193 (sopB/sigD),VFC193.1,VFC194 (invG),VFC194.1,VFC195 (sipD),VFC195.1,VFC196 (sinH),VFC196.1,VFC197 (sptP),VFC197.1,VFC198 (sseJ),VFC198.1,VFC2 (ssrB),VFC2.1,VFC20 (lpfB),VFC20.1,VFC200 (ssaC),VFC200.1,VFC201 (invI),VFC201.1,VFC202 (spaP),VFC202.1,VFC203 (fimF),VFC203.1,VFC204 (sspH2),VFC204.1,VFC206 (ssaR),VFC206.1,VFC207 (csgC),VFC207.1,VFC208 (sopD2),VFC208.1,VFC209 (invB),VFC209.1,VFC21 (sseE),VFC21.1,VFC210 (ssaM),VFC210.1,VFC215 (ssaV),VFC215.1,VFC216 (ssaP),VFC216.1,VFC217 (ssaO),VFC217.1,VFC219 (ssaS),VFC219.1,VFC22 (ssaG),VFC22.1,VFC220 (sscB),VFC220.1,VFC222 (hilC),VFC222.1,VFC223 (sprB),VFC223.1,VFC224 (ssaI),VFC224.1,VFC225 (avrA),VFC225.1,VFC226 (STM0271),VFC226.1,VFC228 (steA),VFC228.1,VFC229 (gogB),VFC229.1,VFC23 (invF),VFC23.1,VFC232 (gtrB),VFC232.1,VFC233 (STM0268),VFC233.1,VFC234 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\ No newline at end of file diff --git a/test3/salmIndizioGenes_p_square.csv b/test3/salmIndizioGenes_p_square.csv new file mode 100644 index 0000000..293f4b4 --- /dev/null +++ b/test3/salmIndizioGenes_p_square.csv @@ -0,0 +1,795 @@ +feature_a,AAC.6...Iaa,AAC.6...Iaa.1,AAC.6...Iy,AAC.6...Iy.1,AB461,ANT.3....IIa,ANT.3....IIa.1,BMC10 (gesC),BMC10.1,BMC100 (emmdR),BMC100.1,BMC101 (kpnF),BMC101.1,BMC112 (phoR),BMC112.1,BMC115 (rcnA/yohM),BMC115.1,BMC116 (smdB),BMC116.1,BMC118 (ydeI),BMC118.1,BMC122 (fetA/ybbL),BMC122.1,BMC123 (zinT/yodA),BMC123.1,BMC124 (yqjH),BMC124.1,BMC125 (ruvB),BMC125.1,BMC127 (kpnO),BMC127.1,BMC129 (recG),BMC129.1,BMC13 (yddg/emrE),BMC13.1,BMC132 (kpnO),BMC132.1,BMC133 (irlR),BMC133.1,BMC135 (opmD/nmpC),BMC135.1,BMC136 (mdtG/yceE),BMC136.1,BMC137 (emrE/mvrC),BMC137.1,BMC14 (gesB),BMC14.1,BMC141 (kpnO),BMC141.1,BMC143 (kpnO),BMC143.1,BMC150 (recG),BMC150.1,BMC153 (ruvB),BMC153.1,BMC165 (corB),BMC165.1,BMC17 (pmrG),BMC17.1,BMC172,BMC172.1,BMC179 (qacEdelta1),BMC179.1,BMC22 (golT),BMC22.1,BMC24 (smvA/emrB),BMC24.1,BMC26 (corB),BMC26.1,BMC29 (cueP),BMC29.1,BMC30 (gesA),BMC30.1,BMC307 (merC),BMC308 (merE),BMC308.1,BMC31 (fabI),BMC31.1,BMC310 (ydeI),BMC310.1,BMC311 (merD),BMC311.1,BMC312 (merA),BMC312.1,BMC314 (merP),BMC316 (merT),BMC319 (merR),BMC323 (yieF),BMC323.1,BMC324 (yhcN),BMC324.1,BMC325 (kpnO),BMC325.1,BMC326 (zinT/yodA),BMC326.1,BMC327 (yqjH),BMC327.1,BMC328 (fetA/ybbL),BMC328.1,BMC329 (smdB),BMC329.1,BMC331 (emmdR),BMC331.1,BMC332 (bhsA/ycfR/comC),BMC332.1,BMC333 (zraR/hydH),BMC333.1,BMC334 (mdfA/cmr),BMC334.1,BMC335 (ychH),BMC335.1,BMC336 (zur/yjbK),BMC336.1,BMC337 (pstA),BMC337.1,BMC338 (znuB/yebI),BMC338.1,BMC339 (pmrG),BMC339.1,BMC34 (sodA),BMC34.1,BMC340 (soxR),BMC340.1,BMC341 (sodA),BMC341.1,BMC342 (ybtQ),BMC342.1,BMC343 (ybtP),BMC343.1,BMC344 (smvA/emrB),BMC344.1,BMC346 (kpnO),BMC346.1,BMC354 (ygiW),BMC354.1,BMC38 (soxR),BMC38.1,BMC4 (opmD/nmpC),BMC4.1,BMC40 (pstA),BMC40.1,BMC41 (znuB/yebI),BMC41.1,BMC42 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(sseL),VFC144.1,VFC145 (sseF),VFC145.1,VFC146 (sseB),VFC146.1,VFC147 (pipB),VFC147.1,VFC148 (rcsB),VFC148.1,VFC149 (fimA),VFC149.1,VFC15 (phoQ),VFC15.1,VFC151 (prgI),VFC151.1,VFC152 (misL),VFC152.1,VFC153 (sopD),VFC153.1,VFC154 (sseD),VFC154.1,VFC155 (sopE2),VFC155.1,VFC156 (orgC),VFC156.1,VFC157 (mig-14),VFC157.1,VFC158 (sipA/sspA),VFC158.1,VFC159 (ssaT),VFC159.1,VFC16 (spaR),VFC16.1,VFC160 (ratB),VFC160.1,VFC161 (sscA),VFC161.1,VFC162 (ssaL),VFC162.1,VFC163 (ssaQ),VFC163.1,VFC164 (iacP),VFC164.1,VFC165 (fimY),VFC165.1,VFC166 (ssaJ),VFC166.1,VFC167 (steC),VFC167.1,VFC168 (fimD),VFC168.1,VFC169 (sopA),VFC169.1,VFC170 (ssaD),VFC170.1,VFC171 (ssrA),VFC171.1,VFC172 (fimW),VFC172.1,VFC173 (sseK2),VFC173.1,VFC174 (invJ),VFC174.1,VFC176 (ssaK),VFC176.1,VFC178 (sseA),VFC178.1,VFC179 (spiC/ssaB),VFC179.1,VFC18 (orgA/sctK),VFC18.1,VFC180 (sicP),VFC180.1,VFC181 (prgH),VFC181.1,VFC182 (invH),VFC182.1,VFC183 (spaO/sctQ),VFC183.1,VFC184 (csgB),VFC184.1,VFC186 (iagB),VFC186.1,VFC187 (lpfD),VFC187.1,VFC188 (sseK1),VFC188.1,VFC189 (lpfA),VFC189.1,VFC190 (pipB2),VFC190.1,VFC191 (sifB),VFC191.1,VFC192 (sseG),VFC192.1,VFC193 (sopB/sigD),VFC193.1,VFC194 (invG),VFC194.1,VFC195 (sipD),VFC195.1,VFC196 (sinH),VFC196.1,VFC197 (sptP),VFC197.1,VFC198 (sseJ),VFC198.1,VFC2 (ssrB),VFC2.1,VFC20 (lpfB),VFC20.1,VFC200 (ssaC),VFC200.1,VFC201 (invI),VFC201.1,VFC202 (spaP),VFC202.1,VFC203 (fimF),VFC203.1,VFC204 (sspH2),VFC204.1,VFC206 (ssaR),VFC206.1,VFC207 (csgC),VFC207.1,VFC208 (sopD2),VFC208.1,VFC209 (invB),VFC209.1,VFC21 (sseE),VFC21.1,VFC210 (ssaM),VFC210.1,VFC215 (ssaV),VFC215.1,VFC216 (ssaP),VFC216.1,VFC217 (ssaO),VFC217.1,VFC219 (ssaS),VFC219.1,VFC22 (ssaG),VFC22.1,VFC220 (sscB),VFC220.1,VFC222 (hilC),VFC222.1,VFC223 (sprB),VFC223.1,VFC224 (ssaI),VFC224.1,VFC225 (avrA),VFC225.1,VFC226 (STM0271),VFC226.1,VFC228 (steA),VFC228.1,VFC229 (gogB),VFC229.1,VFC23 (invF),VFC23.1,VFC232 (gtrB),VFC232.1,VFC233 (STM0268),VFC233.1,VFC234 (STM0274),VFC234.1,VFC235 (STM0267),VFC235.1,VFC236 (sseI/srfH),VFC236.1,VFC237 (STM0273),VFC237.1,VFC238 (STM0272),VFC238.1,VFC239 (cdtB),VFC239.1,VFC24 (ssaU),VFC24.1,VFC240 (sopE2),VFC240.1,VFC241 (sseK2),VFC245 (sipD),VFC245.1,VFC247 (steC),VFC247.1,VFC249 (tae4),VFC249.1,VFC25 (PA2367),VFC25.1,VFC250 (STM0269),VFC250.1,VFC252 (STM0270),VFC252.1,VFC253 (STM0266),VFC253.1,VFC254 (ssaN),VFC254.1,VFC267 (luxS),VFC267.1,VFC29 (flgJ),VFC29.1,VFC290 (entA),VFC290.1,VFC3 (hilD),VFC3.1,VFC30 (iroE),VFC30.1,VFC300 (prgI),VFC300.1,VFC315 (iucB),VFC315.1,VFC316 (iucD),VFC316.1,VFC317 (iucA),VFC317.1,VFC318 (iutA),VFC318.1,VFC32 (icl),VFC32.1,VFC324 (iucC),VFC324.1,VFC331 (STM0279),VFC331.1,VFC332 (STM0278),VFC332.1,VFC333 (STM0276),VFC333.1,VFC34 (rffG),VFC34.1,VFC340 (STM0289),VFC340.1,VFC347 (STM0280),VFC347.1,VFC348 (STM0282),VFC348.1,VFC349 (STM0286),VFC349.1,VFC35 (wbtL),VFC35.1,VFC350 (STM0285),VFC350.1,VFC351 (STM0281),VFC351.1,VFC352 (STM0284),VFC352.1,VFC353 (STM0287),VFC353.1,VFC354 (tlde1),VFC354.1,VFC355 (orgB/SctL),VFC355.1,VFC356 (ssaH),VFC356.1,VFC357 (sodCI),VFC357.1,VFC358 (shdA),VFC358.1,VFC359 (gtrA),VFC359.1,VFC36 (flgE),VFC36.1,VFC360 (tssA),VFC360.1,VFC361 (hcp1/tssD1),VFC361.1,VFC362 (spvB),VFC362.1,VFC363 (pefD),VFC363.1,VFC364 (rck),VFC364.1,VFC365 (pefA),VFC366 (spvC),VFC366.1,VFC367 (pefB),VFC367.1,VFC368 (spvD),VFC368.1,VFC369 (pefC),VFC369.1,VFC370 (mig-5),VFC370.1,VFC371 (pltA),VFC371.1,VFC373 (STM0289),VFC373.1,VFC375 (pltB),VFC375.1,VFC376 (STM0275),VFC376.1,VFC377 (STM0290),VFC377.1,VFC378 (pipB2),VFC378.1,VFC379 (gtrB),VFC379.1,VFC38 (fimB),VFC38.1,VFC380 (STM0283),VFC380.1,VFC4 (lpfC),VFC4.1,VFC42 (entD),VFC42.1,VFC5 (hilA),VFC5.1,VFC51 (wbtL),VFC51.1,VFC531 (flgM),VFC531.1,VFC532 (vexC),VFC532.1,VFC533 (vexD),VFC533.1,VFC535 (tviB),VFC535.1,VFC536 (vexE),VFC536.1,VFC537 (vexB),VFC537.1,VFC538 (vexA),VFC538.1,VFC539 (tviE),VFC539.1,VFC540 (tviD),VFC540.1,VFC541 (tviC),VFC541.1,VFC542 (sscA),VFC542.1,VFC543 (flgJ),VFC543.1,VFC544 (rfbD),VFC544.1,VFC545 (sseF),VFC545.1,VFC546 (steC),VFC546.1,VFC548 (sipA/sspA),VFC548.1,VFC549 (pltA),VFC549.1,VFC550 (sseC),VFC550.1,VFC551 (sseD),VFC551.1,VFC553 (fepB),VFC553.1,VFC554 (sseA),VFC554.1,VFC555 (ssaO),VFC555.1,VFC556 (ssaP),VFC556.1,VFC557 (ssaE),VFC557.1,VFC558 (sopD2),VFC558.1,VFC559 (mig-14),VFC559.1,VFC560 (sopD),VFC560.1,VFC561 (ssrA),VFC561.1,VFC562 (sptP),VFC562.1,VFC563 (sopE2),VFC563.1,VFC564 (orgC),VFC564.1,VFC565 (sseJ),VFC565.1,VFC566 (ssaL),VFC566.1,VFC567 (ssaK),VFC567.1,VFC568 (invJ),VFC568.1,VFC569 (fepD),VFC569.1,VFC570 (sseG),VFC570.1,VFC571 (sipD),VFC571.1,VFC572 (cdtB),VFC572.1,VFC573 (sseB),VFC573.1,VFC574 (invH),VFC574.1,VFC575 (ssaM),VFC575.1,VFC576 (ssaD),VFC576.1,VFC577 (slrP),VFC577.1,VFC578 (ssaQ),VFC578.1,VFC579 (ssaH),VFC579.1,VFC580 (ssaU),VFC580.1,VFC581 (sseE),VFC581.1,VFC582 (sopB/sigD),VFC582.1,VFC583 (sipC/sspC),VFC583.1,VFC584 (ssaT),VFC584.1,VFC585 (sipB/sspB),VFC585.1,VFC586 (spiC/ssaB),VFC586.1,VFC587 (sicP),VFC587.1,VFC588 (ssaJ),VFC588.1,VFC589 (sscB),VFC589.1,VFC59 (acrA),VFC59.1,VFC590 (fimY),VFC590.1,VFC591 (iagB),VFC591.1,VFC592 (sprB),VFC592.1,VFC593 (invF),VFC593.1,VFC594 (flgL),VFC594.1,VFC595 (icsP/sopA),VFC595.1,VFC596 (cdtB),VFC596.1,VFC597 (spvB),VFC597.1,VFC599 (pipB),VFC599.1,VFC6 (sipC/sspC),VFC6.1,VFC600 (pltB),VFC600.1,VFC602 (KP1_RS17225),VFC602.1,VFC603 (nleC),VFC603.1,VFC604 (ssaI),VFC604.1,VFC605 (sodCI),VFC605.1,VFC606 (pla),VFC606.1,VFC607 (fepE),VFC607.1,VFC609 (ssaC),VFC609.1,VFC61 (iroD),VFC61.1,VFC610 (hilC),VFC610.1,VFC611 (spaO/sctQ),VFC611.1,VFC612 (fimW),VFC612.1,VFC613 (ssaN),VFC613.1,VFC614 (fimA),VFC614.1,VFC615 (hilD),VFC615.1,VFC616 (ssaV),VFC616.1,VFC617 (invB),VFC617.1,VFC618 (prgH),VFC618.1,VFC619 (hilA),VFC619.1,VFC620 (ssrB),VFC620.1,VFC621 (csgC),VFC621.1,VFC622 (fyuA),VFC622.1,VFC623 (irp1),VFC623.1,VFC624 (ssaS),VFC624.1,VFC625 (ybtE),VFC625.1,VFC626 (invG),VFC626.1,VFC627 (ybtT),VFC627.1,VFC628 (irp2),VFC628.1,VFC629 (ybtU),VFC629.1,VFC630 (ybtQ),VFC630.1,VFC631 (ybtP),VFC631.1,VFC632 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\ No newline at end of file diff --git a/test3/toSalInd_PA_scientific_names.csv b/test3/toSalInd_PA_scientific_names.csv new file mode 100644 index 0000000..223807e --- /dev/null +++ b/test3/toSalInd_PA_scientific_names.csv @@ -0,0 +1,61 @@ +Name,BMC69 (pmrA),BMC95 (nfsA),BMC53 (rcnR/yohL),BMC133 (irlR),BMC84 (tolC),BMC83 (mdtG/yceE),BMC112 (phoR),VFC137 (galF),VFC148 (rcsB),VFC15 (phoQ),VFC16 (spaR),VFC201 (invI),VFC32 (icl),VFC82 (cheZ),BMC29 (cueP),VFC121 (fliP),VFC152 (misL),VFC168 (fimD),BMC31 (fabI),VFC134 (cheY),VFC164 (iacP),BMC118 (ydeI),BMC42 (emrB),MdtK,VFC127 (entB),VFC136 (fepC),BMC123 (zinT/yodA),BMC101 (kpnF),BMC79 (mdfA/cmr),VFC106 (ugd),VFC18 (orgA/sctK),VFC202 (spaP),VFC65 (flgF),VFC95 (fepB),BMC57 (zur/yjbK),BMC122 (fetA/ybbL),BMC124 (yqjH),BMC88 (ygiW),BMC100 (emmdR),BMC64 (pstS),BMC40 (pstA),BMC38 (soxR),BMC82 (bhsA/ycfR/comC),BMC24 (smvA/emrB),BMC116 (smdB),BMC26 (corB),BMC132 (kpnO),VFC128 (fepD),VFC149 (fimA),VFC162 (ssaL),VFC179 (spiC/ssaB),VFC183 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Thu, 4 Apr 2024 10:59:50 +1000 Subject: [PATCH 13/81] post refactor --- .../clustergram/parameters/cluster_on.py | 56 +++++-------- .../clustergram/parameters/metadata.py | 23 +++--- .../clustergram/parameters/metric.py | 23 +++--- .../parameters/optimal_leaf_order.py | 54 ++++--------- .../components/clustergram/parameters/tree.py | 22 +++-- .../clustergram/parameters/update_button.py | 31 ++++++- indizio/components/navbar.py | 17 +--- .../{network_viz => network}/__init__.py | 11 ++- .../btn_dl_graphml.py | 0 .../{network_viz => network}/network_graph.py | 1 - .../node_edge_count.py | 0 .../parameters}/__init__.py | 12 +-- .../parameters}/btn_update.py | 63 ++++++++------- .../parameters}/degree.py | 5 +- .../parameters}/layout.py | 9 ++- .../parameters}/node_metadata.py | 80 ++++++++++++++++--- .../parameters}/node_of_interest.py | 31 ++++--- .../parameters}/thresh_filter_container.py | 4 +- .../parameters}/thresh_filter_item.py | 0 .../network/parameters/thresh_matching.py | 45 +++++++++++ .../{network_viz => network}/reset_view.py | 2 +- .../network_form/thresh_matching.py | 22 ----- .../components/network_viz/progress_bar.py | 22 ----- .../{upload_form => upload}/__init__.py | 13 ++- .../{upload_form => upload}/btn_clear.py | 0 .../{upload_form => upload}/btn_example.py | 0 .../{upload_form => upload}/btn_upload.py | 4 +- .../upload/pending/__init__.py} | 0 .../pending}/close_btn.py | 0 .../pending}/file_selector.py | 2 +- .../pending}/file_selector_container.py | 2 +- .../pending}/file_upload_form.py | 2 +- .../processed}/__init__.py | 3 +- .../processed}/uploaded_file.py | 0 indizio/pages/index.py | 2 +- indizio/pages/network.py | 2 +- 36 files changed, 313 insertions(+), 250 deletions(-) rename indizio/components/{network_viz => network}/__init__.py (73%) rename indizio/components/{network_form => network}/btn_dl_graphml.py (100%) rename indizio/components/{network_viz => network}/network_graph.py (99%) rename indizio/components/{network_viz => network}/node_edge_count.py (100%) rename indizio/components/{network_form => network/parameters}/__init__.py (82%) rename indizio/components/{network_form => network/parameters}/btn_update.py (92%) rename indizio/components/{network_form => network/parameters}/degree.py (96%) rename indizio/components/{network_form => network/parameters}/layout.py (85%) rename indizio/components/{network_form => network/parameters}/node_metadata.py (72%) rename indizio/components/{network_form => network/parameters}/node_of_interest.py (62%) rename indizio/components/{network_form => network/parameters}/thresh_filter_container.py (94%) rename indizio/components/{network_form => network/parameters}/thresh_filter_item.py (100%) create mode 100644 indizio/components/network/parameters/thresh_matching.py rename indizio/components/{network_viz => network}/reset_view.py (95%) delete mode 100644 indizio/components/network_form/thresh_matching.py delete mode 100644 indizio/components/network_viz/progress_bar.py rename indizio/components/{upload_form => upload}/__init__.py (64%) rename indizio/components/{upload_form => upload}/btn_clear.py (100%) rename indizio/components/{upload_form => upload}/btn_example.py (100%) rename indizio/components/{upload_form => upload}/btn_upload.py (98%) rename indizio/{layouts/navbar.py => components/upload/pending/__init__.py} (100%) rename indizio/components/{upload_form => upload/pending}/close_btn.py (100%) rename indizio/components/{upload_form => upload/pending}/file_selector.py (96%) rename indizio/components/{upload_form => upload/pending}/file_selector_container.py (95%) rename indizio/components/{upload_form => upload/pending}/file_upload_form.py (98%) rename indizio/components/{uploaded_files => upload/processed}/__init__.py (96%) rename indizio/components/{uploaded_files => upload/processed}/uploaded_file.py (100%) diff --git a/indizio/components/clustergram/parameters/cluster_on.py b/indizio/components/clustergram/parameters/cluster_on.py index 664804b..37210d9 100644 --- a/indizio/components/clustergram/parameters/cluster_on.py +++ b/indizio/components/clustergram/parameters/cluster_on.py @@ -1,15 +1,9 @@ -import logging - import dash_bootstrap_components as dbc from dash import Output, Input, callback, State from dash import dcc -from dash.exceptions import PreventUpdate -from indizio.config import PERSISTENCE_TYPE from indizio.interfaces.cluster_on import ClusterOn -from indizio.store.clustergram_parameters import ClustergramParameters -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData -from indizio.store.tree_file import TreeFileStore, TreeData +from indizio.store.clustergram_parameters import ClustergramParameters, ClustergramParametersStore class ClustergramParamsClusterOn(dbc.Row): @@ -32,38 +26,26 @@ def __init__(self): options=ClusterOn.to_options(), value=ClustergramParameters().cluster_on.value, className="bg-light text-dark", - persistence=True, - persistence_type=PERSISTENCE_TYPE ), ), ] ) - # @callback( - # output=dict( - # options=Output(self.ID, "options"), - # value=Output(self.ID, "value"), - # ), - # inputs=dict( - # ts=Input(TreeFileStore.ID, "modified_timestamp"), - # state=State(TreeFileStore.ID, "data"), - # ) - # ) - # def update_values_on_dm_load(ts, state): - # log = logging.getLogger() - # log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') - # - # if ts is None or state is None: - # log.debug(f'{self.ID} - No data to update from.') - # raise PreventUpdate - # - # # De-serialize the state - # state = TreeData(**state) - # - # # No need to de-serialize as the key values are the file names - # options = state.as_options() - # default = options[0]['value'] if options else None - # return dict( - # options=options, - # value=default - # ) + @callback( + output=dict( + value=Output(self.ID, "value"), + ), + inputs=dict( + ts=Input(ClustergramParametersStore.ID, "modified_timestamp"), + state=State(ClustergramParametersStore.ID, "data"), + ) + ) + def reflect_values_in_state(ts, state): + if state is None: + return dict( + value=ClustergramParameters().cluster_on.value + ) + state = ClustergramParameters(**state) + return dict( + value=state.cluster_on.value + ) diff --git a/indizio/components/clustergram/parameters/metadata.py b/indizio/components/clustergram/parameters/metadata.py index b75152d..78ea38d 100644 --- a/indizio/components/clustergram/parameters/metadata.py +++ b/indizio/components/clustergram/parameters/metadata.py @@ -6,6 +6,7 @@ from dash.exceptions import PreventUpdate from indizio.config import PERSISTENCE_TYPE +from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.metadata_file import MetadataFileStore, MetadataData @@ -29,8 +30,6 @@ def __init__(self): options=[], value=None, className="bg-light text-dark", - persistence=True, - persistence_type=PERSISTENCE_TYPE ), ), ] @@ -44,22 +43,28 @@ def __init__(self): inputs=dict( ts=Input(MetadataFileStore.ID, "modified_timestamp"), state=State(MetadataFileStore.ID, "data"), + ts_params=Input(ClustergramParametersStore.ID, "modified_timestamp"), + state_params=State(ClustergramParametersStore.ID, "data"), ) ) - def update_values_on_dm_load(ts, state): - log = logging.getLogger() - log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') + def update_values_on_dm_load(ts, state, ts_params, state_params): + if state is None: + return dict( + options=list(), + value=None + ) - if ts is None or state is None: - log.debug(f'{self.ID} - No data to update from.') - raise PreventUpdate + value = None + if state_params is not None: + state_params = ClustergramParameters(**state_params) + value = state_params.metadata # De-serialize the state state = MetadataData(**state) # No need to de-serialize as the key values are the file names options = state.as_options() - default = options[0]['value'] if options else None + default = options[0]['value'] if value is None else value return dict( options=options, value=default diff --git a/indizio/components/clustergram/parameters/metric.py b/indizio/components/clustergram/parameters/metric.py index dcbffa9..edb7ed0 100644 --- a/indizio/components/clustergram/parameters/metric.py +++ b/indizio/components/clustergram/parameters/metric.py @@ -6,6 +6,7 @@ from dash.exceptions import PreventUpdate from indizio.config import PERSISTENCE_TYPE, ID_CLUSTERGRAM_PARAMS_METRIC +from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData @@ -29,8 +30,6 @@ def __init__(self): options=[], value=None, className="bg-light text-dark", - persistence=True, - persistence_type=PERSISTENCE_TYPE ), ), ] @@ -44,22 +43,28 @@ def __init__(self): inputs=dict( ts=Input(PresenceAbsenceStore.ID, "modified_timestamp"), state=State(PresenceAbsenceStore.ID, "data"), + ts_param=Input(ClustergramParametersStore.ID, "modified_timestamp"), + state_param=State(ClustergramParametersStore.ID, "data"), ) ) - def update_values_on_dm_load(ts, state): - log = logging.getLogger() - log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') + def update_values_on_dm_load(ts, state, ts_param, state_param): + if state is None: + return dict( + options=list(), + value=None + ) - if ts is None or state is None: - log.debug(f'{self.ID} - No data to update from.') - raise PreventUpdate + value = None + if state_param is not None: + state_param = ClustergramParameters(**state_param) + value = state_param.metric # De-serialize the state state = PresenceAbsenceData(**state) # No need to de-serialize as the key values are the file names options = state.as_options() - default = options[0]['value'] if options else None + default = options[0]['value'] if value is None else value return dict( options=options, value=default diff --git a/indizio/components/clustergram/parameters/optimal_leaf_order.py b/indizio/components/clustergram/parameters/optimal_leaf_order.py index aab5c43..be81f4f 100644 --- a/indizio/components/clustergram/parameters/optimal_leaf_order.py +++ b/indizio/components/clustergram/parameters/optimal_leaf_order.py @@ -1,16 +1,8 @@ -import logging - import dash_bootstrap_components as dbc from dash import Output, Input, callback, State -from dash import dcc -from dash.exceptions import PreventUpdate -from indizio.config import PERSISTENCE_TYPE from indizio.interfaces.boolean import BooleanYesNo -from indizio.interfaces.cluster_on import ClusterOn -from indizio.store.clustergram_parameters import ClustergramParameters -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData -from indizio.store.tree_file import TreeFileStore, TreeData +from indizio.store.clustergram_parameters import ClustergramParameters, ClustergramParametersStore class ClustergramParamsOptimalLeafOrder(dbc.Row): @@ -33,38 +25,22 @@ def __init__(self): options=BooleanYesNo.to_options(), value=ClustergramParameters().optimal_leaf_order.value, className="bg-light text-dark", - persistence=True, - persistence_type=PERSISTENCE_TYPE ), ), ] ) - # @callback( - # output=dict( - # options=Output(self.ID, "options"), - # value=Output(self.ID, "value"), - # ), - # inputs=dict( - # ts=Input(TreeFileStore.ID, "modified_timestamp"), - # state=State(TreeFileStore.ID, "data"), - # ) - # ) - # def update_values_on_dm_load(ts, state): - # log = logging.getLogger() - # log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') - # - # if ts is None or state is None: - # log.debug(f'{self.ID} - No data to update from.') - # raise PreventUpdate - # - # # De-serialize the state - # state = TreeData(**state) - # - # # No need to de-serialize as the key values are the file names - # options = state.as_options() - # default = options[0]['value'] if options else None - # return dict( - # options=options, - # value=default - # ) + @callback( + output=dict( + value=Output(self.ID, "value"), + ), + inputs=dict( + ts=Input(ClustergramParametersStore.ID, "modified_timestamp"), + state=State(ClustergramParametersStore.ID, "data"), + ) + ) + def reflect_values_in_state(ts, state): + state = ClustergramParameters(**state) if state else ClustergramParameters() + return dict( + value=state.optimal_leaf_order.value + ) diff --git a/indizio/components/clustergram/parameters/tree.py b/indizio/components/clustergram/parameters/tree.py index 1127bdd..fb5f30f 100644 --- a/indizio/components/clustergram/parameters/tree.py +++ b/indizio/components/clustergram/parameters/tree.py @@ -6,6 +6,7 @@ from dash.exceptions import PreventUpdate from indizio.config import PERSISTENCE_TYPE +from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.tree_file import TreeFileStore, TreeData @@ -45,22 +46,29 @@ def __init__(self): inputs=dict( ts=Input(TreeFileStore.ID, "modified_timestamp"), state=State(TreeFileStore.ID, "data"), + ts_param=Input(ClustergramParametersStore.ID, "modified_timestamp"), + state_param=State(ClustergramParametersStore.ID, "data"), ) ) - def update_values_on_dm_load(ts, state): - log = logging.getLogger() - log.debug(f'{self.ID} - Updating matrix options based on distance matrix.') + def update_values_on_dm_load(ts, state, ts_param, state_param): - if ts is None or state is None: - log.debug(f'{self.ID} - No data to update from.') - raise PreventUpdate + if state is None: + return dict( + options=list(), + value=None + ) + + value = None + if state_param is not None: + state_param = ClustergramParameters(**state_param) + value = state_param.tree # De-serialize the state state = TreeData(**state) # No need to de-serialize as the key values are the file names options = state.as_options() - default = options[0]['value'] if options else None + default = options[0]['value'] if value is None else value return dict( options=options, value=default diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index da8b8cb..a21b441 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -6,7 +6,6 @@ from indizio.components.clustergram.parameters import ClustergramParamsMetric, ClustergramParamsTree, \ ClustergramParamsMetadata, ClustergramParamsClusterOn, ClustergramParamsOptimalLeafOrder -from indizio.components.matrix.parameters import MatrixParamsMetric from indizio.interfaces.boolean import BooleanYesNo from indizio.interfaces.cluster_on import ClusterOn from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters @@ -34,8 +33,6 @@ def __init__(self): metadata=Input(ClustergramParamsMetadata.ID, 'value'), cluster_on=Input(ClustergramParamsClusterOn.ID, 'value'), optimal_leaf_ordering=Input(ClustergramParamsOptimalLeafOrder.ID, 'value'), - # bin_option=Input(MatrixParamsBinningOption.ID, 'value'), - # slider=Input(MatrixParamsColorSlider.ID_RANGE, 'value'), ) ) def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering): @@ -55,3 +52,31 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_order=BooleanYesNo(optimal_leaf_ordering), ).model_dump(mode='json') ) + + @callback( + output=dict( + disabled=Output(self.ID, "disabled"), + ), + inputs=dict( + metric=Input(ClustergramParamsMetric.ID, "value"), + tree=Input(ClustergramParamsTree.ID, 'value'), + metadata=Input(ClustergramParamsMetadata.ID, 'value'), + cluster_on=Input(ClustergramParamsClusterOn.ID, 'value'), + optimal_leaf_ordering=Input(ClustergramParamsOptimalLeafOrder.ID, 'value'), + ) + ) + def toggle_disabled(metric, tree, metadata, cluster_on, optimal_leaf_ordering): + disabled = False + if metric is None: + disabled = True + if tree is None: + disabled = True + if metadata is None: + disabled = True + if cluster_on is None: + disabled = True + if optimal_leaf_ordering is None: + disabled = True + return dict( + disabled=disabled + ) diff --git a/indizio/components/navbar.py b/indizio/components/navbar.py index f29999e..816bee7 100644 --- a/indizio/components/navbar.py +++ b/indizio/components/navbar.py @@ -1,21 +1,8 @@ import dash_bootstrap_components as dbc -import logging -from dash import Output, Input, callback, State, ALL, ctx -from dash.exceptions import PreventUpdate +from dash import Output, Input, callback -from indizio.components.upload_form.file_selector import UploadFormFileSelector -from indizio.config import RELOAD_ID -from indizio.interfaces.bound import Bound -from indizio.interfaces.file_type import UserFileType -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData -from indizio.store.dm_graph import DmGraph, DistanceMatrixGraphStore -from indizio.store.metadata_file import MetadataFile, MetadataFileStore, MetadataData -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkParamThreshold -from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData -from indizio.store.tree_file import TreeFile, TreeFileStore, TreeData -from indizio.store.upload_form_store import UploadFormStore, UploadFormData -from indizio.util.types import ProgressFn +from indizio.store.distance_matrix import DistanceMatrixStore class NavBar(dbc.NavbarSimple): diff --git a/indizio/components/network_viz/__init__.py b/indizio/components/network/__init__.py similarity index 73% rename from indizio/components/network_viz/__init__.py rename to indizio/components/network/__init__.py index 18ff713..e039ee0 100644 --- a/indizio/components/network_viz/__init__.py +++ b/indizio/components/network/__init__.py @@ -1,12 +1,11 @@ import dash_bootstrap_components as dbc from dash import html -from indizio.components.network_form import NetworkFormParameters -from indizio.components.network_form.btn_dl_graphml import DownloadGraphMlButton -from indizio.components.network_viz.network_graph import NetworkVizGraph -from indizio.components.network_viz.node_edge_count import NetworkVizNodeEdgeCount -from indizio.components.network_viz.progress_bar import NetworkVizProgressBar -from indizio.components.network_viz.reset_view import NetworkVizResetView +from indizio.components.network.btn_dl_graphml import DownloadGraphMlButton +from indizio.components.network.parameters import NetworkFormParameters +from indizio.components.network.network_graph import NetworkVizGraph +from indizio.components.network.node_edge_count import NetworkVizNodeEdgeCount +from indizio.components.network.reset_view import NetworkVizResetView class NetworkVizContainer(dbc.Card): diff --git a/indizio/components/network_form/btn_dl_graphml.py b/indizio/components/network/btn_dl_graphml.py similarity index 100% rename from indizio/components/network_form/btn_dl_graphml.py rename to indizio/components/network/btn_dl_graphml.py diff --git a/indizio/components/network_viz/network_graph.py b/indizio/components/network/network_graph.py similarity index 99% rename from indizio/components/network_viz/network_graph.py rename to indizio/components/network/network_graph.py index 23a53dd..3da7c27 100644 --- a/indizio/components/network_viz/network_graph.py +++ b/indizio/components/network/network_graph.py @@ -120,7 +120,6 @@ def __init__(self): (Output(self.ID_GRAPH, 'style'), {'visibility': 'hidden'}, {'visibility': 'visible'}), (Output(ID_NETWORK_VIZ_NODE_EDGE_COUNT, 'children'), 'Loading...', 'No distance matrix loaded.'), ], - prevent_initial_call=False, background=True, ) def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta): diff --git a/indizio/components/network_viz/node_edge_count.py b/indizio/components/network/node_edge_count.py similarity index 100% rename from indizio/components/network_viz/node_edge_count.py rename to indizio/components/network/node_edge_count.py diff --git a/indizio/components/network_form/__init__.py b/indizio/components/network/parameters/__init__.py similarity index 82% rename from indizio/components/network_form/__init__.py rename to indizio/components/network/parameters/__init__.py index 1822ef0..97836b3 100644 --- a/indizio/components/network_form/__init__.py +++ b/indizio/components/network/parameters/__init__.py @@ -1,12 +1,12 @@ import dash_bootstrap_components as dbc from dash import Output, Input, State, html, callback -from indizio.components.network_form.btn_update import NetworkFormBtnUpdate -from indizio.components.network_form.degree import NetworkFormDegree -from indizio.components.network_form.layout import NetworkFormLayout -from indizio.components.network_form.node_metadata import NetworkFormNodeMetadata -from indizio.components.network_form.node_of_interest import NetworkFormNodeOfInterest -from indizio.components.network_form.thresh_filter_container import NetworkThreshFilterContainer +from indizio.components.network.parameters.btn_update import NetworkFormBtnUpdate +from indizio.components.network.parameters.degree import NetworkFormDegree +from indizio.components.network.parameters.layout import NetworkFormLayout +from indizio.components.network.parameters.node_metadata import NetworkFormNodeMetadata +from indizio.components.network.parameters.node_of_interest import NetworkFormNodeOfInterest +from indizio.components.network.parameters.thresh_filter_container import NetworkThreshFilterContainer class NetworkFormParameters(html.Div): diff --git a/indizio/components/network_form/btn_update.py b/indizio/components/network/parameters/btn_update.py similarity index 92% rename from indizio/components/network_form/btn_update.py rename to indizio/components/network/parameters/btn_update.py index 424010f..71c9a6d 100644 --- a/indizio/components/network_form/btn_update.py +++ b/indizio/components/network/parameters/btn_update.py @@ -4,10 +4,10 @@ from dash import Output, Input, callback, State, ALL, ctx from dash.exceptions import PreventUpdate -from indizio.components.network_form.layout import NetworkFormLayout -from indizio.components.network_form.node_of_interest import NetworkFormNodeOfInterest -from indizio.components.network_form.thresh_filter_item import NetworkThreshFilterItem -from indizio.components.network_form.thresh_matching import NetworkThreshMatching +from indizio.components.network.parameters.layout import NetworkFormLayout +from indizio.components.network.parameters.node_of_interest import NetworkFormNodeOfInterest +from indizio.components.network.parameters.thresh_filter_item import NetworkThreshFilterItem +from indizio.components.network.parameters.thresh_matching import NetworkThreshMatching from indizio.config import ID_NETWORK_FORM_DEGREE_LOWER_VALUE, ID_NETWORK_FORM_DEGREE_UPPER_VALUE, \ ID_NETWORK_FORM_EDGES_TO_SELF, ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, \ ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN @@ -40,40 +40,46 @@ def __init__(self): ), inputs=dict( n_clicks=Input(self.ID, "n_clicks"), + layout=State(NetworkFormLayout.ID, "value"), + node_of_interest=State(NetworkFormNodeOfInterest.ID, "value"), - state=State(NetworkFormStore.ID, "data"), + + node_color_file=State(ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, 'value'), + node_color_column=State(ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, 'value'), + node_size_file=State(ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, 'value'), + node_size_column=State(ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, 'value'), + + degree_lower_value=State(ID_NETWORK_FORM_DEGREE_LOWER_VALUE, 'value'), + degree_upper_value=State(ID_NETWORK_FORM_DEGREE_UPPER_VALUE, 'value'), + edges_to_self=State(ID_NETWORK_FORM_EDGES_TO_SELF, 'value'), + corr_lower_bound=State({'type': NetworkThreshFilterItem.ID_LEFT_BOUND, 'file_id': ALL}, 'value'), corr_upper_bound=State({'type': NetworkThreshFilterItem.ID_RIGHT_BOUND, 'file_id': ALL}, 'value'), corr_lower_value=State({'type': NetworkThreshFilterItem.ID_LEFT_VALUE, 'file_id': ALL}, 'value'), corr_upper_value=State({'type': NetworkThreshFilterItem.ID_RIGHT_VALUE, 'file_id': ALL}, 'value'), corr_matching=State(NetworkThreshMatching.ID, 'value'), - degree_lower_value=State(ID_NETWORK_FORM_DEGREE_LOWER_VALUE, 'value'), - degree_upper_value=State(ID_NETWORK_FORM_DEGREE_UPPER_VALUE, 'value'), - edges_to_self=State(ID_NETWORK_FORM_EDGES_TO_SELF, 'value'), - node_color_file=State(ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, 'value'), - node_color_column=State(ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, 'value'), - node_size_file=State(ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, 'value'), - node_size_column=State(ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, 'value'), + + # state=State(NetworkFormStore.ID, "data"), + ), ) def on_submit( n_clicks, layout, node_of_interest, - state, + node_color_file, + node_color_column, + node_size_file, + node_size_column, + degree_lower_value, + degree_upper_value, + edges_to_self, corr_lower_bound, corr_upper_bound, corr_lower_value, corr_upper_value, corr_matching, - degree_lower_value, - degree_upper_value, - edges_to_self, - node_color_file, - node_color_column, - node_size_file, - node_size_column ): log = logging.getLogger() log.debug(f'{self.ID} - Updating network parameters.') @@ -81,15 +87,11 @@ def on_submit( raise PreventUpdate # Serialise the network form state data - network_form_state = NetworkFormStoreData(**state) + network_form_state = NetworkFormStoreData() + network_form_state.layout = NetworkFormLayoutOption(layout) + network_form_state.node_of_interest = node_of_interest or list() - network_form_state.thresh_matching = BooleanAllAny(corr_matching) - network_form_state.degree = NetworkParamDegree( - min_value=min(degree_lower_value or 0.0, degree_upper_value or 1.0), - max_value=max(degree_lower_value or 0.0, degree_upper_value or 1.0), - ) - network_form_state.show_edges_to_self = BooleanShowHide(edges_to_self) # Create the Node metadata options (if they're set) if node_color_file and node_color_column: @@ -121,6 +123,13 @@ def on_submit( right_value=max(d_lower_vals[file_id], d_upper_vals[file_id]) ) + network_form_state.thresh_matching = BooleanAllAny(corr_matching) + network_form_state.degree = NetworkParamDegree( + min_value=min(degree_lower_value or 0.0, degree_upper_value or 1.0), + max_value=max(degree_lower_value or 0.0, degree_upper_value or 1.0), + ) + network_form_state.show_edges_to_self = BooleanShowHide(edges_to_self) + # Serialize and return the data return dict( network_store=network_form_state.model_dump(mode='json') diff --git a/indizio/components/network_form/degree.py b/indizio/components/network/parameters/degree.py similarity index 96% rename from indizio/components/network_form/degree.py rename to indizio/components/network/parameters/degree.py index b26a275..35b3bf2 100644 --- a/indizio/components/network_form/degree.py +++ b/indizio/components/network/parameters/degree.py @@ -1,5 +1,6 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State, html +from dash.exceptions import PreventUpdate from indizio.config import ID_NETWORK_FORM_DEGREE_LOWER_VALUE, ID_NETWORK_FORM_DEGREE_UPPER_VALUE, \ ID_NETWORK_FORM_DEGREE, ID_NETWORK_FORM_EDGES_TO_SELF @@ -84,8 +85,10 @@ def update_on_store_refresh(ts_params, state_params): """ Updates the degree filter item when the store is refreshed. """ - params = NetworkFormStoreData(**state_params) + if ts_params is None or state_params is None: + raise PreventUpdate + params = NetworkFormStoreData(**state_params) return dict( lower_value=params.degree.min_value, upper_value=params.degree.max_value, diff --git a/indizio/components/network_form/layout.py b/indizio/components/network/parameters/layout.py similarity index 85% rename from indizio/components/network_form/layout.py rename to indizio/components/network/parameters/layout.py index ecd8254..53db930 100644 --- a/indizio/components/network_form/layout.py +++ b/indizio/components/network/parameters/layout.py @@ -1,6 +1,7 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State from dash import html +from dash.exceptions import PreventUpdate from indizio.config import PERSISTENCE_TYPE from indizio.store.dm_graph import DistanceMatrixGraphStore @@ -23,8 +24,6 @@ def __init__(self): dbc.Select( id=self.ID, options=NetworkFormLayoutOption.to_options(), - persistence=True, - persistence_type=PERSISTENCE_TYPE, value=NetworkFormStoreData().layout.value, ) ]) @@ -36,11 +35,13 @@ def __init__(self): value=Output(self.ID, "value"), ), inputs=dict( - ts=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), + ts=Input(NetworkFormStore.ID, "modified_timestamp"), state=State(NetworkFormStore.ID, "data"), ) ) - def update_options_on_file_upload(ts, state): + def reflect_store_parameters(ts, state): + if ts is None or state is None: + raise PreventUpdate params = NetworkFormStoreData(**state) return dict( value=params.layout.value diff --git a/indizio/components/network_form/node_metadata.py b/indizio/components/network/parameters/node_metadata.py similarity index 72% rename from indizio/components/network_form/node_metadata.py rename to indizio/components/network/parameters/node_metadata.py index ab6f7ee..22b048b 100644 --- a/indizio/components/network_form/node_metadata.py +++ b/indizio/components/network/parameters/node_metadata.py @@ -1,10 +1,12 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State, html from dash import dcc +from dash.exceptions import PreventUpdate from indizio.config import ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, \ - ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, PERSISTENCE_TYPE + ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN from indizio.store.metadata_file import MetadataFileStore, MetadataData +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData class NetworkFormNodeMetadata(dbc.Card): @@ -41,8 +43,6 @@ def __init__(self): id=ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, options=list(), value=None, - persistence=True, - persistence_type=PERSISTENCE_TYPE, ) ), html.Td( @@ -50,8 +50,6 @@ def __init__(self): id=ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, options=list(), value=None, - persistence=True, - persistence_type=PERSISTENCE_TYPE, ) ), ]), @@ -64,8 +62,6 @@ def __init__(self): id=ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, options=list(), value=None, - persistence=True, - persistence_type=PERSISTENCE_TYPE, ) ), html.Td( @@ -73,8 +69,6 @@ def __init__(self): id=ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, options=list(), value=None, - persistence=True, - persistence_type=PERSISTENCE_TYPE, ) ), ]) @@ -157,7 +151,73 @@ def update_node_color_columns(color_meta_file, state_meta): if meta_file: for column in meta_file.read().columns: out.append({'label': column, 'value': column}) - print(out) return dict( color_meta_columns=out, ) + + @callback( + output=dict( + color_file=Output(ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, 'value'), + color_column=Output(ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, 'value'), + size_file=Output(ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, 'value'), + size_column=Output(ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, 'value') + ), + inputs=dict( + ts=Input(NetworkFormStore.ID, "modified_timestamp"), + state=State(NetworkFormStore.ID, "data"), + ), + ) + def update_on_store_refresh(ts, state): + """ + Refreshes the values to match what is in the store. + """ + if ts is None or state is None: + raise PreventUpdate + + params = NetworkFormStoreData(**state) + + if params.node_color is not None: + color_file = params.node_color.file_id + color_column = params.node_color.column + else: + color_file = None + color_column = None + if params.node_size is not None: + size_file = params.node_size.file_id + size_column = params.node_size.column + else: + size_file = None + size_column = None + + return dict( + color_file=color_file, + color_column=color_column, + size_file=size_file, + size_column=size_column + ) + + @callback( + output=dict( + disabled=Output(ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, 'disabled'), + ), + inputs=dict( + color_file=Input(ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, 'value'), + ), + ) + def toggle_disabled_color(color_file): + return dict( + disabled=color_file is None + ) + + @callback( + output=dict( + disabled=Output(ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, 'disabled'), + ), + inputs=dict( + size_file=Input(ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, 'value'), + ), + ) + def toggle_disabled_size(size_file): + return dict( + disabled=size_file is None + ) diff --git a/indizio/components/network_form/node_of_interest.py b/indizio/components/network/parameters/node_of_interest.py similarity index 62% rename from indizio/components/network_form/node_of_interest.py rename to indizio/components/network/parameters/node_of_interest.py index d19d165..69bf318 100644 --- a/indizio/components/network_form/node_of_interest.py +++ b/indizio/components/network/parameters/node_of_interest.py @@ -39,24 +39,31 @@ def __init__(self): value=Output(self.ID, "value"), ), inputs=dict( - ts=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), - state=State(DistanceMatrixGraphStore.ID, "data"), - state_params=State(NetworkFormStore.ID, "data"), - ) + ts_graph=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), + ts_param=Input(NetworkFormStore.ID, "modified_timestamp"), + state_graph=State(DistanceMatrixGraphStore.ID, "data"), + state_param=State(NetworkFormStore.ID, "data"), + ), ) - def update_options_on_file_upload(ts, state, state_params): + def update_options_on_file_upload(ts_graph, ts_param, state_graph, state_param): log = logging.getLogger() log.debug(f'{self.ID} - Updating the nodes of interest selection from user file update.') - if ts is None or state is None: - log.debug(f'{self.ID} - No data to update from.') - raise PreventUpdate + value = None + if state_param is not None: + params = NetworkFormStoreData(**state_param) + value = params.node_of_interest + + if state_graph is None: + return dict( + options=list(), + value=value + ) # De-serialize the graph and return the nodes - graph = DmGraph(**state).read() - params = NetworkFormStoreData(**state_params) + graph = DmGraph(**state_graph).read() return dict( - options=list(graph.nodes), - value=params.node_of_interest + options=sorted(graph.nodes), + value=value ) diff --git a/indizio/components/network_form/thresh_filter_container.py b/indizio/components/network/parameters/thresh_filter_container.py similarity index 94% rename from indizio/components/network_form/thresh_filter_container.py rename to indizio/components/network/parameters/thresh_filter_container.py index 3df8f81..9db1e71 100644 --- a/indizio/components/network_form/thresh_filter_container.py +++ b/indizio/components/network/parameters/thresh_filter_container.py @@ -2,8 +2,8 @@ from dash import Output, Input, callback, State, html from dash.exceptions import PreventUpdate -from indizio.components.network_form.thresh_filter_item import NetworkThreshFilterItem -from indizio.components.network_form.thresh_matching import NetworkThreshMatching +from indizio.components.network.parameters.thresh_filter_item import NetworkThreshFilterItem +from indizio.components.network.parameters.thresh_matching import NetworkThreshMatching from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.network_form_store import NetworkFormStoreData, NetworkParamThreshold, \ NetworkFormStore diff --git a/indizio/components/network_form/thresh_filter_item.py b/indizio/components/network/parameters/thresh_filter_item.py similarity index 100% rename from indizio/components/network_form/thresh_filter_item.py rename to indizio/components/network/parameters/thresh_filter_item.py diff --git a/indizio/components/network/parameters/thresh_matching.py b/indizio/components/network/parameters/thresh_matching.py new file mode 100644 index 0000000..947b57f --- /dev/null +++ b/indizio/components/network/parameters/thresh_matching.py @@ -0,0 +1,45 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash.exceptions import PreventUpdate + +from indizio.interfaces.boolean import BooleanAllAny +from indizio.store.network_form_store import NetworkFormStoreData, NetworkFormStore + + +class NetworkThreshMatching(dbc.InputGroup): + ID = "network-thresh-matching" + + def __init__(self): + super().__init__( + children=[ + dbc.InputGroupText("Match"), + dbc.Select( + id=self.ID, + options=BooleanAllAny.to_options(), + value=NetworkFormStoreData().thresh_matching.value, + size='sm', + ) + ], + size='sm' + ) + + @callback( + output=dict( + value=Output(self.ID, 'value'), + ), + inputs=dict( + ts=Input(NetworkFormStore.ID, "modified_timestamp"), + state=State(NetworkFormStore.ID, "data"), + ), + ) + def update_on_store_refresh(ts, state): + """ + Updates the degree filter item when the store is refreshed. + """ + if ts is None or state is None: + raise PreventUpdate + + params = NetworkFormStoreData(**state) + return dict( + value=params.thresh_matching.value, + ) diff --git a/indizio/components/network_viz/reset_view.py b/indizio/components/network/reset_view.py similarity index 95% rename from indizio/components/network_viz/reset_view.py rename to indizio/components/network/reset_view.py index b876423..0d332fb 100644 --- a/indizio/components/network_viz/reset_view.py +++ b/indizio/components/network/reset_view.py @@ -4,7 +4,7 @@ from dash import Output, Input, callback from dash.exceptions import PreventUpdate -from indizio.components.network_viz import NetworkVizGraph +from indizio.components.network import NetworkVizGraph class NetworkVizResetView(dbc.Button): diff --git a/indizio/components/network_form/thresh_matching.py b/indizio/components/network_form/thresh_matching.py deleted file mode 100644 index 6fb6a27..0000000 --- a/indizio/components/network_form/thresh_matching.py +++ /dev/null @@ -1,22 +0,0 @@ -import dash_bootstrap_components as dbc - -from indizio.interfaces.boolean import BooleanAllAny -from indizio.store.network_form_store import NetworkFormStoreData - - -class NetworkThreshMatching(dbc.InputGroup): - ID = "network-thresh-matching" - - def __init__(self): - super().__init__( - children=[ - dbc.InputGroupText("Match"), - dbc.Select( - id=self.ID, - options=BooleanAllAny.to_options(), - value=NetworkFormStoreData().thresh_matching.value, - size='sm', - ) - ], - size='sm' - ) diff --git a/indizio/components/network_viz/progress_bar.py b/indizio/components/network_viz/progress_bar.py deleted file mode 100644 index f18477f..0000000 --- a/indizio/components/network_viz/progress_bar.py +++ /dev/null @@ -1,22 +0,0 @@ -import dash_bootstrap_components as dbc - -from indizio.config import ID_NETWORK_VIZ_PROGRESS - - -class NetworkVizProgressBar(dbc.Progress): - """ - The cytoscape network graph component. - """ - - ID = ID_NETWORK_VIZ_PROGRESS - - def __init__(self): - super().__init__( - id=self.ID, - min=0, - max=100, - value=100, - striped=True, - animated=True, - style={'visibility': 'hidden'} - ) diff --git a/indizio/components/upload_form/__init__.py b/indizio/components/upload/__init__.py similarity index 64% rename from indizio/components/upload_form/__init__.py rename to indizio/components/upload/__init__.py index f5f978e..9ad8d2e 100644 --- a/indizio/components/upload_form/__init__.py +++ b/indizio/components/upload/__init__.py @@ -1,13 +1,12 @@ import dash_bootstrap_components as dbc from dash import html -from indizio.components.upload_form.btn_clear import UploadFormBtnClear -from indizio.components.upload_form.btn_example import UploadFormBtnExample -from indizio.components.upload_form.btn_upload import UploadFormBtnUpload -from indizio.components.upload_form.file_selector import UploadFormFileSelector -from indizio.components.upload_form.file_selector_container import UploadFormFileSelectorContainer -from indizio.components.upload_form.file_upload_form import UploadFormFileUploadForm -from indizio.components.uploaded_files import UploadedFileContainer +from indizio.components.upload.btn_clear import UploadFormBtnClear +from indizio.components.upload.btn_example import UploadFormBtnExample +from indizio.components.upload.btn_upload import UploadFormBtnUpload +from indizio.components.upload.pending.file_selector_container import UploadFormFileSelectorContainer +from indizio.components.upload.pending.file_upload_form import UploadFormFileUploadForm +from indizio.components.upload.processed import UploadedFileContainer class UploadFormContainer(html.Div): diff --git a/indizio/components/upload_form/btn_clear.py b/indizio/components/upload/btn_clear.py similarity index 100% rename from indizio/components/upload_form/btn_clear.py rename to indizio/components/upload/btn_clear.py diff --git a/indizio/components/upload_form/btn_example.py b/indizio/components/upload/btn_example.py similarity index 100% rename from indizio/components/upload_form/btn_example.py rename to indizio/components/upload/btn_example.py diff --git a/indizio/components/upload_form/btn_upload.py b/indizio/components/upload/btn_upload.py similarity index 98% rename from indizio/components/upload_form/btn_upload.py rename to indizio/components/upload/btn_upload.py index 3d80c28..f513867 100644 --- a/indizio/components/upload_form/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -4,9 +4,8 @@ from dash import Output, Input, callback, State, ALL, ctx from dash.exceptions import PreventUpdate -from indizio.components.upload_form.file_selector import UploadFormFileSelector +from indizio.components.upload.pending.file_selector import UploadFormFileSelector from indizio.config import RELOAD_ID -from indizio.interfaces.bound import Bound from indizio.interfaces.file_type import UserFileType from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData from indizio.store.dm_graph import DmGraph, DistanceMatrixGraphStore @@ -15,7 +14,6 @@ from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData from indizio.store.tree_file import TreeFile, TreeFileStore, TreeData from indizio.store.upload_form_store import UploadFormStore, UploadFormData -from indizio.util.types import ProgressFn class UploadFormBtnUpload(dbc.Button): diff --git a/indizio/layouts/navbar.py b/indizio/components/upload/pending/__init__.py similarity index 100% rename from indizio/layouts/navbar.py rename to indizio/components/upload/pending/__init__.py diff --git a/indizio/components/upload_form/close_btn.py b/indizio/components/upload/pending/close_btn.py similarity index 100% rename from indizio/components/upload_form/close_btn.py rename to indizio/components/upload/pending/close_btn.py diff --git a/indizio/components/upload_form/file_selector.py b/indizio/components/upload/pending/file_selector.py similarity index 96% rename from indizio/components/upload_form/file_selector.py rename to indizio/components/upload/pending/file_selector.py index 89a901b..ec1bbfe 100644 --- a/indizio/components/upload_form/file_selector.py +++ b/indizio/components/upload/pending/file_selector.py @@ -2,7 +2,7 @@ import dash_bootstrap_components as dbc -from indizio.components.upload_form.close_btn import UploadFormCloseButton +from indizio.components.upload.pending.close_btn import UploadFormCloseButton from indizio.interfaces.file_type import UserFileType diff --git a/indizio/components/upload_form/file_selector_container.py b/indizio/components/upload/pending/file_selector_container.py similarity index 95% rename from indizio/components/upload_form/file_selector_container.py rename to indizio/components/upload/pending/file_selector_container.py index 9054e65..d8d6428 100644 --- a/indizio/components/upload_form/file_selector_container.py +++ b/indizio/components/upload/pending/file_selector_container.py @@ -4,7 +4,7 @@ from dash import Output, Input, html, callback from dash.exceptions import PreventUpdate -from indizio.components.upload_form.file_selector import UploadFormFileSelector +from indizio.components.upload.pending.file_selector import UploadFormFileSelector from indizio.store.upload_form_store import UploadFormStore, UploadFormData diff --git a/indizio/components/upload_form/file_upload_form.py b/indizio/components/upload/pending/file_upload_form.py similarity index 98% rename from indizio/components/upload_form/file_upload_form.py rename to indizio/components/upload/pending/file_upload_form.py index 60c4b3a..d8952d3 100644 --- a/indizio/components/upload_form/file_upload_form.py +++ b/indizio/components/upload/pending/file_upload_form.py @@ -5,7 +5,7 @@ from dash import dcc from dash.exceptions import PreventUpdate -from indizio.components.upload_form import UploadFormFileSelector +from indizio.components.upload.pending.file_selector import UploadFormFileSelector from indizio.store.upload_form_store import UploadFormStore, UploadFormItem, UploadFormData from indizio.util.files import to_file from indizio.util.hashing import calc_md5 diff --git a/indizio/components/uploaded_files/__init__.py b/indizio/components/upload/processed/__init__.py similarity index 96% rename from indizio/components/uploaded_files/__init__.py rename to indizio/components/upload/processed/__init__.py index 4a5376f..eb29f72 100644 --- a/indizio/components/uploaded_files/__init__.py +++ b/indizio/components/upload/processed/__init__.py @@ -2,14 +2,13 @@ from dash import Output, Input, html, callback, State -from indizio.components.uploaded_files.uploaded_file import UploadedFileDisplay +from indizio.components.upload.processed.uploaded_file import UploadedFileDisplay from indizio.interfaces.file_type import UserFileType from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.metadata_file import MetadataFileStore, MetadataData from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeData -import dash_bootstrap_components as dbc class UploadedFileContainer(html.Div): """ diff --git a/indizio/components/uploaded_files/uploaded_file.py b/indizio/components/upload/processed/uploaded_file.py similarity index 100% rename from indizio/components/uploaded_files/uploaded_file.py rename to indizio/components/upload/processed/uploaded_file.py diff --git a/indizio/pages/index.py b/indizio/pages/index.py index 4088eb7..303d675 100644 --- a/indizio/pages/index.py +++ b/indizio/pages/index.py @@ -2,7 +2,7 @@ from dash import html from indizio import config -from indizio.components.upload_form import UploadFormContainer +from indizio.components.upload import UploadFormContainer dash.register_page(__name__, path='/', name=config.PAGE_TITLE) diff --git a/indizio/pages/network.py b/indizio/pages/network.py index ac4274f..7b19bb5 100644 --- a/indizio/pages/network.py +++ b/indizio/pages/network.py @@ -2,7 +2,7 @@ import dash_bootstrap_components as dbc from indizio import config -from indizio.components.network_viz import NetworkVizContainer +from indizio.components.network import NetworkVizContainer dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Network') From 87df779719a8ed47c44989332fb0a9297ac8d057 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 11:12:46 +1000 Subject: [PATCH 14/81] post refactor --- indizio/components/upload/btn_example.py | 20 +++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/indizio/components/upload/btn_example.py b/indizio/components/upload/btn_example.py index 93828ec..9ded1c4 100644 --- a/indizio/components/upload/btn_example.py +++ b/indizio/components/upload/btn_example.py @@ -6,18 +6,18 @@ from indizio.config import RELOAD_ID from indizio.interfaces.boolean import BooleanYesNo -from indizio.interfaces.bound import Bound from indizio.interfaces.cluster_on import ClusterOn from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph -from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption +from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters from indizio.store.metadata_file import MetadataFileStore, MetadataFile, MetadataData -from indizio.store.network_form_store import NetworkFormStore, NetworkFormLayoutOption, NetworkFormStoreData, \ +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, \ NetworkParamThreshold, NetworkParamDegree +from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeFile, TreeData -from indizio.store.upload_form_store import UploadFormStore, UploadFormData, UploadFormItem +from indizio.store.upload_form_store import UploadFormStore, UploadFormItem from indizio.util.package import get_package_root @@ -42,15 +42,16 @@ def __init__(self): @callback( output=dict( + clustergram_params=Output(ClustergramParametersStore.ID, "data", allow_duplicate=True), + distance_matrix_store=Output(DistanceMatrixStore.ID, "data", allow_duplicate=True), + dm_graph_store=Output(DistanceMatrixGraphStore.ID, "data", allow_duplicate=True), + matrix_param_store=Output(MatrixParametersStore.ID, "data", allow_duplicate=True), + metadata_store=Output(MetadataFileStore.ID, "data", allow_duplicate=True), network_store=Output(NetworkFormStore.ID, "data", allow_duplicate=True), + network_interaction=Output(NetworkInteractionStore.ID, "data", allow_duplicate=True), upload_store=Output(UploadFormStore.ID, "clear_data", allow_duplicate=True), presence_absence_store=Output(PresenceAbsenceStore.ID, "data", allow_duplicate=True), - distance_matrix_store=Output(DistanceMatrixStore.ID, "data", allow_duplicate=True), - metadata_store=Output(MetadataFileStore.ID, "data", allow_duplicate=True), tree_store=Output(TreeFileStore.ID, "data", allow_duplicate=True), - dm_graph_store=Output(DistanceMatrixGraphStore.ID, "data", allow_duplicate=True), - matrix_param_store=Output(MatrixParametersStore.ID, "data", allow_duplicate=True), - clustergram_params=Output(ClustergramParametersStore.ID, "data", allow_duplicate=True), reload=Output(RELOAD_ID, "href", allow_duplicate=True), ), inputs=dict( @@ -152,6 +153,7 @@ def load_example(n_clicks): dm_graph_store=graph_store.model_dump(mode='json'), clustergram_params=clustergram_params.model_dump(mode='json'), matrix_param_store=matrix_params.model_dump(mode='json'), + network_interaction=NetworkInteractionData().model_dump(mode='json'), # matrix_graph_store=True, # upload_form=upload_form.model_dump(mode='json'), reload="/" From ec9754e84b98b68872a8a3888a8874d155d28b23 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 11:39:52 +1000 Subject: [PATCH 15/81] post refactor --- .github/workflows/pypi-test.yml | 28 + .gitignore | 1 + indizio/components/network/btn_dl_graphml.py | 1 - poetry.lock | 1605 ++++++++++++++++++ pyproject.toml | 32 + 5 files changed, 1666 insertions(+), 1 deletion(-) create mode 100644 .github/workflows/pypi-test.yml create mode 100644 poetry.lock create mode 100644 pyproject.toml diff --git a/.github/workflows/pypi-test.yml b/.github/workflows/pypi-test.yml new file mode 100644 index 0000000..8da8f47 --- /dev/null +++ b/.github/workflows/pypi-test.yml @@ -0,0 +1,28 @@ +name: Version, build, publish + +on: + pull_request: + branches: + - master +jobs: + + build: + name: Python build *.tar.gz + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + + - name: Set up Python + uses: actions/setup-python@v3 + with: + python-version: 3.12 + + - name: Install Poetry + run: pipx install poetry==1.8.2 + + - name: Check package + run: poetry check + + - name: Publish package + run: poetry config pypi-token.testpypi ${{ secrets.PYPI_TOKEN_TEST }} + run: poetry publish --build -r testpypi \ No newline at end of file diff --git a/.gitignore b/.gitignore index a20ba88..293f269 100644 --- a/.gitignore +++ b/.gitignore @@ -2,3 +2,4 @@ data/ *.ipynb deprecated/ .idea/ +dist/* diff --git a/indizio/components/network/btn_dl_graphml.py b/indizio/components/network/btn_dl_graphml.py index b4633b2..8213c5b 100644 --- a/indizio/components/network/btn_dl_graphml.py +++ b/indizio/components/network/btn_dl_graphml.py @@ -5,7 +5,6 @@ from dash import Output, Input, callback, html, dcc, State from dash.exceptions import PreventUpdate -from indizio.cache import CACHE_MANAGER from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData diff --git a/poetry.lock b/poetry.lock new file 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"rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] + +[metadata] +lock-version = "2.0" +python-versions = "^3.12" +content-hash = "db3381768243256124bb47bd1b7dd85f16ca94bc6c0ab973bfd2348d6e223ee2" diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..5e1a014 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,32 @@ +[tool.poetry] +name = "indizio" +version = "0.1.0" +description = "" +authors = ["Aaron Mussig "] +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.12" +dash = {extras = ["diskcache"], version = "^2.16.1"} +dash-bootstrap-components = "^1.5.0" +dash-cytoscape = "^1.0.0" +diskcache = "^5.6.3" +dash-bio = "^1.0.2" +pydantic = "^2.6.4" +networkx = "^3.2.1" +orjson = "^3.10.0" +dendropy = "^4.6.1" +frozendict = "^2.4.1" +pillow = "^10.3.0" +pandas = "^2.2.1" +numpy = "^1.26.4" +tqdm = "^4.66.2" +scipy = "^1.13.0" +phylodm = "^3.0.0" + +[tool.poetry.scripts] +indizio = 'indizio.__main__:main' + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" From fa3ad1c5a598ce67b4bd50de2d3674aff13cb320 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 11:41:01 +1000 Subject: [PATCH 16/81] post refactor --- .github/workflows/pypi-test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/pypi-test.yml b/.github/workflows/pypi-test.yml index 8da8f47..69c0deb 100644 --- a/.github/workflows/pypi-test.yml +++ b/.github/workflows/pypi-test.yml @@ -25,4 +25,4 @@ jobs: - name: Publish package run: poetry config pypi-token.testpypi ${{ secrets.PYPI_TOKEN_TEST }} - run: poetry publish --build -r testpypi \ No newline at end of file + run: poetry publish --build -r testpypi From b0eb3c04e214dde8ebe04018b48ba75369257a2a Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 11:42:58 +1000 Subject: [PATCH 17/81] post refactor --- .github/workflows/pypi-test.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/pypi-test.yml b/.github/workflows/pypi-test.yml index 8da8f47..053da55 100644 --- a/.github/workflows/pypi-test.yml +++ b/.github/workflows/pypi-test.yml @@ -1,9 +1,9 @@ name: Version, build, publish on: - pull_request: - branches: - - master + release: + types: [prereleased] + jobs: build: From 9e5660b329520da026c30a55caae16a9e98ad101 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 11:43:59 +1000 Subject: [PATCH 18/81] post refactor --- .github/workflows/pypi-test.yml | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/.github/workflows/pypi-test.yml b/.github/workflows/pypi-test.yml index 0fd803e..e1b1974 100644 --- a/.github/workflows/pypi-test.yml +++ b/.github/workflows/pypi-test.yml @@ -24,5 +24,6 @@ jobs: run: poetry check - name: Publish package - run: poetry config pypi-token.testpypi ${{ secrets.PYPI_TOKEN_TEST }} - run: poetry publish --build -r testpypi + run: | + poetry config pypi-token.testpypi ${{ secrets.PYPI_TOKEN_TEST }} + poetry publish --build -r testpypi From bc5d290f3dea71e9c8ee0136e8614d766873e2be Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 11:45:47 +1000 Subject: [PATCH 19/81] post refactor --- .github/workflows/pypi-test.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/pypi-test.yml b/.github/workflows/pypi-test.yml index e1b1974..4be7529 100644 --- a/.github/workflows/pypi-test.yml +++ b/.github/workflows/pypi-test.yml @@ -25,5 +25,5 @@ jobs: - name: Publish package run: | - poetry config pypi-token.testpypi ${{ secrets.PYPI_TOKEN_TEST }} - poetry publish --build -r testpypi + poetry config pypi-token.test-pypi ${{ secrets.PYPI_TOKEN_TEST }} + poetry publish --build -r test-pypi From 7fdbddf3d746e2efe38cc624e36ce06a9a501fa4 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 11:47:07 +1000 Subject: [PATCH 20/81] post refactor --- .github/workflows/pypi-test.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/pypi-test.yml b/.github/workflows/pypi-test.yml index 4be7529..061fdb2 100644 --- a/.github/workflows/pypi-test.yml +++ b/.github/workflows/pypi-test.yml @@ -25,5 +25,6 @@ jobs: - name: Publish package run: | + poetry config repositories.test-pypi https://test.pypi.org/legacy/ poetry config pypi-token.test-pypi ${{ secrets.PYPI_TOKEN_TEST }} poetry publish --build -r test-pypi From c3cfb85da387a9e05fbfc4079c1b86cd909a544c Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 14:15:03 +1000 Subject: [PATCH 21/81] post refactor --- .gitignore | 165 ++++- indizio/__init__.py | 4 + indizio/__main__.py | 66 +- indizio/app.py | 730 ---------------------- indizio/components/navbar.py | 3 - indizio/components/upload/btn_example.py | 2 - indizio/config.py | 12 +- {example => indizio/example}/matrix.tsv | 0 {example => indizio/example}/metadata.tsv | 0 {example => indizio/example}/pa.tsv | 0 {example => indizio/example}/tree.nwk | 0 indizio/filter_graphml.py | 52 -- indizio/interfaces/logging.py | 23 + indizio/logger.py | 19 - indizio/make_input_sheet.py | 99 --- indizio/util/log.py | 55 +- indizio/util/package.py | 4 +- indizio/utils.py | 239 ------- poetry.lock | 11 +- pyproject.toml | 66 +- setup.py | 53 -- 21 files changed, 346 insertions(+), 1257 deletions(-) delete mode 100644 indizio/app.py rename {example => indizio/example}/matrix.tsv (100%) rename {example => indizio/example}/metadata.tsv (100%) rename {example => indizio/example}/pa.tsv (100%) rename {example => indizio/example}/tree.nwk (100%) delete mode 100644 indizio/filter_graphml.py create mode 100644 indizio/interfaces/logging.py delete mode 100644 indizio/logger.py delete mode 100644 indizio/make_input_sheet.py delete mode 100644 indizio/utils.py delete mode 100644 setup.py diff --git a/.gitignore b/.gitignore index 293f269..011b6ca 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,162 @@ -data/ -*.ipynb -deprecated/ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. .idea/ -dist/* + +.DS_Store diff --git a/indizio/__init__.py b/indizio/__init__.py index e69de29..9bcf535 100644 --- a/indizio/__init__.py +++ b/indizio/__init__.py @@ -0,0 +1,4 @@ +import importlib.metadata + +__name__ = 'indizio' +__version__ = importlib.metadata.version('indizio') diff --git a/indizio/__main__.py b/indizio/__main__.py index 186e417..99e178e 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -1,13 +1,19 @@ -import logging +import os +import shutil +import sys +from typing import Optional import dash import dash_bootstrap_components as dbc import dash_cytoscape as cyto +import typer from dash import dcc +from indizio import __version__ from indizio.cache import CACHE_MANAGER from indizio.components.navbar import NavBar from indizio.config import RELOAD_ID, TMP_DIR +from indizio.interfaces.logging import LogLevel from indizio.store.clustergram_parameters import ClustergramParametersStore from indizio.store.distance_matrix import DistanceMatrixStore from indizio.store.dm_graph import DistanceMatrixGraphStore @@ -18,37 +24,58 @@ from indizio.store.presence_absence import PresenceAbsenceStore from indizio.store.tree_file import TreeFileStore from indizio.store.upload_form_store import UploadFormStore -from indizio.util.log import setup_logger -import shutil +from indizio.util.log import hide_logs +from indizio.util.log import log + # Load extra layouts cyto.load_extra_layouts() +# Create the CLI application +app = typer.Typer(add_completion=False) -def main(): - TMP_DIR.mkdir(exist_ok=True) +@app.command() +def main( + logging: Optional[LogLevel] = LogLevel.INFO, + debug: bool = False, + port: int = 9001, + host: str = '0.0.0.0' +): + # Hide non-critical messages from third-party packages try: - setup_logger() - log = logging.getLogger() + hide_logs('werkzeug') + cli = sys.modules['flask.cli'] + cli.show_server_banner = lambda *x: None + except Exception: + pass - log.info(f'Writing temporary files to: {TMP_DIR.as_posix()}') + # Store the logging level in the global context + os.environ["INDIZIO_LOG"] = str(logging.value) + + # Create the temporary directory used by Indizio for storing files + TMP_DIR.mkdir(exist_ok=True) + + try: + log(f'Indizio [blue]v{__version__}[/blue]') + log(f'Writing temporary files to: {TMP_DIR.as_posix()}', level=LogLevel.DEBUG) # Create the Dash application - app = dash.Dash( + dash_app = dash.Dash( __name__, use_pages=True, suppress_callback_exceptions=True, external_stylesheets=[dbc.themes.JOURNAL, dbc.icons.FONT_AWESOME], background_callback_manager=CACHE_MANAGER, ) + hide_logs('dash.dash') - # Create the default layout TODO! - app.layout = dbc.Container( + # Create the default layout + dash_app.layout = dbc.Container( className="container-main", fluid=True, children= [ - # Stores + # Future Stores will need to be declared here NetworkFormStore(), UploadFormStore(), PresenceAbsenceStore(), @@ -56,10 +83,11 @@ def main(): MetadataFileStore(), TreeFileStore(), DistanceMatrixGraphStore(), - MatrixParametersStore(), # todo, add clear? + MatrixParametersStore(), ClustergramParametersStore(), NetworkInteractionStore(), + # Add the default page content NavBar(), dcc.Location(id=RELOAD_ID, refresh=True), dbc.Container( @@ -72,12 +100,16 @@ def main(): ] ) - app.run(debug=True, host="0.0.0.0", port=9001) + log(f'To access Indizio, visit [link]http://{host}:{port}[/link]') + dash_app.run(debug=debug, host=host, port=port) finally: - print('TODO') - # shutil.rmtree(TMP_DIR.as_posix()) + log('Cleaning up temporary files.', level=LogLevel.DEBUG) + try: + shutil.rmtree(TMP_DIR.as_posix()) + except Exception as e: + log(f'Unable to remove temporary files: {e}', level=LogLevel.ERROR) if __name__ == "__main__": - main() + app() diff --git a/indizio/app.py b/indizio/app.py deleted file mode 100644 index 8f77af7..0000000 --- a/indizio/app.py +++ /dev/null @@ -1,730 +0,0 @@ -from tempfile import NamedTemporaryFile - -import dash -from dash.dependencies import Output, Input, State -from dash import dcc, html, ALL -from dash.exceptions import PreventUpdate -import dash_bio as dashbio - -import dash_cytoscape as cyto - -from indizio import config -from indizio.util.log import setup_logger - -# Load extra layouts -cyto.load_extra_layouts() -import dash_bootstrap_components as dbc -import plotly.graph_objects as go -import plotly.express as px - -from components import * -from utils import * -from indizio.layouts.landing_page_layout import landing_page_layout -from indizio.layouts.heatmap_layout import make_heatmap_layout -from indizio.layouts.network_layout import make_network_layout -def make_navbar(active=0): - classnames = ['', '', ''] - classnames[active] = "active" - - navbar = dbc.NavbarSimple( - children=[ - dbc.NavItem(dbc.NavLink("Matrices", href="/page-1"),id='page-1-nav' ,className=classnames[0]), - dbc.NavItem(dbc.NavLink("Network Visualization", href="page-2"),id='page-2-nav', className=classnames[1]), - dbc.NavItem(dbc.NavLink("Network Statistics", href="page-3"),id='page-3-nav', className=classnames[2]), - ], - brand="Indizio", - brand_href="/", - color="primary", - dark=True, - ) - return navbar - - - -def main(): - setup_logger() - - - FONT_AWESOME = "https://use.fontawesome.com/releases/v5.7.2/css/all.css" - external_stylesheets = [ - FONT_AWESOME, - dbc.themes.JOURNAL, - ] - app = dash.Dash( - __name__, - external_stylesheets=external_stylesheets, - suppress_callback_exceptions=False, - use_pages=True - ) - app.title = config.PAGE_TITLE - colorscales = px.colors.named_colorscales() - try: - assert len(sys.argv) == 2 - except: - raise ValueError( - "app.py accepts exactly one argument. Please use the included sample sheet maker to create the required file." - ) - # get the files - print("Parsing sample sheet. . .") - metas, dms, pa, tree = initialize_data(sys.argv[1]) - # make the network - print("Initializing network. . . ") - G = make_graph(metas, dms) - node_items = [{"label": node, "value": node} for node in G.nodes] - print("Done. Configuring dashboard. . .") - dm_metric_options = [] - - for i, tup in enumerate(dms): - dm_metric_options.append({"label": tup[0], "value": tup[0]}) - # dms is a list of tuples - dm_dict = {attr: frame for attr, frame in dms} - # metas is either list of tuples or empty list - meta_dict = {attr: frame for attr, frame in metas} - default_stylesheet = [ - { - "selector": "edge", - "style": { - # 'width': 'mapData(lr, 50, 200, 0.75, 5)', - "opacity": 0.4, - }, - }, - { - "selector": "node", - "style": { - # 'color': '#317b75', - "background-color": "#317b75", - "content": "data(label)", - }, - }, - { - "selector": ".focal", - "style": { - # 'color': '#E65340', - "background-color": "#E65340", - "content": "data(label)", - }, - }, - { - "selector": ".other", - "style": { - # 'color': '#317b75', - "background-color": "#317b75", - "content": "data(label)", - }, - }, - ] - - ################################################################################ - ### Page Layouts ### - ################################################################################ - - ### Entry Point. Also Serves as data dump for sharing between apps ### - app.layout = html.Div( - [ - dcc.Location(id="url", refresh=False), - # Stores for data persistence. - dcc.Store(id="node-data-store"), - make_navbar(active=0), - html.Div(id="page-content"), - ] - ) - - ### Heat Map Viewer Layout ### - page1_layout = make_heatmap_layout(dm_metric_options, colorscales) - - ### Network viz layout ### - page2_layout = make_network_layout( - node_items, list(dm_dict.keys()), default_stylesheet - ) - - page3_layout = dbc.Container( - fluid=True, - children=[ - dbc.Row( - id="historgram-display", - children=[ - dbc.Col( - [ - dcc.Loading( - # html.Img(id="clustergram-graph"), - dcc.Graph(id='clustergram-graph', style={'width': '90vh', 'height': '90vh'}), - ), - dbc.Row( - [], - ), - ] - ), - ], - ), - ], - ) - - - ################################################################################ - ### Heatmap Callbacks ### - ################################################################################ - @app.callback( - Output("slider-container", "children"), [Input("dataset-select", "value")] - ) - def update_colorscale_slider(metric): - df = dm_dict[metric] - maxval = np.nanmax(df.values) - minval = np.nanmin(df.values) - slider = dcc.RangeSlider( - min=minval, - max=maxval, - step=(maxval - minval) / 100, - marks={ - minval: {"label": "{:.2f}".format(minval)}, - maxval: { - "label": "{:.2f}".format(maxval), - }, - }, - value=[minval, maxval], - tooltip={"placement": "bottom", "always_visible": False}, - id={"role": "slider", "index": 0}, - ) - # print(minval, maxval) - return slider - - - @app.callback( - Output({"role": "slider", "index": ALL}, "value"), - [ - Input("minus-button", "n_clicks"), - Input("plus-button", "n_clicks"), - State({"role": "slider", "index": ALL}, "value"), - ], - ) - def update_marks(minus, plus, sliderstate): - ctx = dash.callback_context - slidervals = sliderstate[0] - minval = slidervals[0] - maxval = slidervals[-1] - n_vals = len(slidervals) - if not ctx.triggered: - button_id = "noclick" - else: - button_id = ctx.triggered[0]["prop_id"].split(".")[0] - if button_id == "noclick": - return dash.no_update - elif button_id == "minus-button": - if n_vals <= 2: - return dash.no_update - vals = list(np.linspace(minval, maxval, n_vals - 1)) - return [vals] - else: - vals = list(np.linspace(minval, maxval, n_vals + 1)) - return [vals] - - - @app.callback( - Output("heatmap-graph", "figure"), - [ - Input("heatmap-button", "n_clicks"), - State("dataset-select", "value"), - State("colorscale", "value"), - State("plot-mode-radio", "value"), - State({"role": "slider", "index": ALL}, "value"), - ], - ) - def plot(click, dataset, scale, mode, slidervals): - - fig = go.Figure() - # empty initially - - feature_df = dm_dict[dataset] - meta_df = None - - if dataset in meta_dict.keys(): - meta_df = meta_dict[dataset] - if len(slidervals) == 0: - slidervals = [np.nanmin(feature_df.values), np.nanmax(feature_df.values)] - else: - slidervals = slidervals[0] - slidervals = sorted(slidervals) - if mode == 2: - colorscale = [] - colors = get_color(scale, np.linspace(0, 1, len(slidervals) - 1)) - minval = min(slidervals) - maxval = max(slidervals) - normed_vals = [(x - minval) / (maxval - minval) for x in slidervals] - for i, _ in enumerate(normed_vals[:-1]): - colorscale.append([normed_vals[i], colors[i]]) - colorscale.append([normed_vals[i + 1], colors[i]]) - else: - colorscale = scale - - ava_hm = go.Heatmap( - x=feature_df.columns, - y=feature_df.index, - z=feature_df, - colorscale=colorscale, - zmin=slidervals[0], - zmax=slidervals[-1], - # colorbar=colorbar, - ) - if type(meta_df) != type(None): - meta_hm = go.Heatmap( - x=meta_df.columns, - y=meta_df.index, - z=meta_df, - colorscale=colorscale, - zmin=slidervals[0], - zmax=slidervals[-1], - showscale=False, - ) - f1 = go.Figure(meta_hm) - for data in f1.data: - fig.add_trace(data) - - f2 = go.Figure(ava_hm) - for i in range(len(f2["data"])): - f2["data"][i]["xaxis"] = "x2" - - for data in f2.data: - fig.add_trace(data) - - fig.update_layout({"height": 800}) - fig.update_layout( - xaxis={ - "domain": [0.0, 0.20], - "mirror": False, - "showgrid": False, - "showline": False, - "zeroline": False, - # 'ticks':"", - # 'showticklabels': False - } - ) - # Edit xaxis2 - fig.update_layout( - xaxis2={ - "domain": [0.25, 1.0], - "mirror": False, - "showgrid": False, - "showline": False, - "zeroline": False, - # 'showticklabels': False, - # 'ticks':"" - } - ) - else: - f = go.Figure(ava_hm) - for data in f.data: - fig.add_trace(data) - fig.update_layout({"height": 800}) - fig.update_layout( - xaxis={ - "mirror": False, - "showgrid": False, - "showline": False, - "zeroline": False, - "tickmode": "array", - "ticktext": feature_df.columns.str.slice(-8).tolist(), - } - ) - return fig - - - ################################################################################ - ### Network Visualization Callbacks ### - ################################################################################ - @app.callback( - Output("network-plot", "layout"), Input("network-callbacks-1", "value") - ) - def update_layout(layout): - return {"name": layout, "animate": True} - - - @app.callback( - Output("download-network", "data"), - [ - Input("download-network-button", "n_clicks"), - State("node-dropdown", "value"), - State("degree", "value"), - State({"role": "threshold", "index": ALL}, "value"), - State({"role": "bounds-select", "index": ALL}, "value"), - ], - ) - def download_network(click, nodes, degree, thresholds, bounds): - n_nodes = 0 - n_edges = 0 - attributes = list(dm_dict.keys()) - H = None - if len(nodes) == 0: - elements = [] - else: - H = filter_graph(G, nodes, degree, attributes, thresholds, bounds) - if H: - nfile = NamedTemporaryFile("w") - # nfile.name = 'tmp/network.graphml' TODO how can i change the name of this file? - nx.readwrite.graphml.write_graphml(H, nfile.name) - return dcc.send_file(nfile.name) - return dash.no_update - - - @app.callback( - Output("node-data-store", "data"), - [ - Input("interactive-button", "n_clicks"), - State("node-dropdown", "value"), - State("degree", "value"), - State({"role": "threshold", "index": ALL}, "value"), - State({"role": "bounds-select", "index": ALL}, "value"), - ], - ) - def update_elements(click, nodes, degree, thresholds, bounds): - print("UPDATE ELEMENTS INVOKED") - n_nodes = 0 - n_edges = 0 - attributes = list(dm_dict.keys()) - if len(nodes) == 0: - nodes = [i["value"] for i in node_items] - # else: - H = filter_graph(G, nodes, degree, attributes, thresholds, bounds) - connected = list(H.nodes) - # Graph basics - elements = nx_to_dash(H, nodes) - n_nodes = len(H.nodes) - n_edges = len(H.edges) - # end else - summary_data = { - "nodes": nodes, - 'connected_nodes': connected, - "degree": degree, - "attributes": [], - "n_nodes": n_nodes, - "n_edges": n_edges, - } - for attr, thresh in zip(attributes, thresholds): - summary_data["attributes"].append({"attribute": attr, "threshold": thresh}) - # print(summary_data) - return {"elements": elements, "summary_data": summary_data} - - - @app.callback( - Output("network-plot", "elements"), - [Input("node-data-store", "modified_timestamp"), - State("node-data-store", "data")], - ) - def update_network_plot(ts, data): - if ts is None: - raise PreventUpdate - return data["elements"] - - - @app.callback( - Output("node-selected", "children"), - [Input("node-data-store", "modified_timestamp"), - State("node-data-store", "data")], - ) - def update_node_summary(ts, data): - if ts is None: - raise PreventUpdate - - summary_data = [ - dbc.ListGroupItem("Focal Node: {}".format(data["summary_data"]["nodes"])), - dbc.ListGroupItem("Degree: {}".format(data["summary_data"]["degree"])), - ] - for attribute_record in data["summary_data"]["attributes"]: - summary_data.append( - dbc.ListGroupItem( - "{0} threshold: {1}".format( - attribute_record["attribute"], attribute_record["threshold"] - ) - ), - ) - summary_data += [ - dbc.ListGroupItem("n Nodes: {}".format(data["summary_data"]["n_nodes"])), - dbc.ListGroupItem("n Edges: {}".format(data["summary_data"]["n_edges"])), - ] - # summary = html.P("Focal Node: {0}\nDegree: {1}
LR Threshold: {2}
P Threshold: {3}
Nodes in selection: {4}
Edges in selection: {5}".format(node, degree, lr_threshold, p_threshold,n_nodes, n_edges)) - summary = dbc.ListGroup( - summary_data, - ) - return summary - - - @app.callback( - Output("network-plot", "stylesheet"), [Input("network-plot", "tapNode")], - ) - def highlight_edges(node): - if not node: - return default_stylesheet - - stylesheet = [ - { - "selector": "edge", - "style": { - "opacity": 0.4, - # 'width': 'mapData(lr, 50, 200, 0.75, 5)', - }, - }, - { - "selector": "node", - "style": { - # 'color': '#317b75', - "background-color": "#317b75", - "content": "data(label)", - "width": "mapData(degree, 1, 100, 25, 200)", - }, - }, - { - "selector": ".focal", - "style": { - # 'color': '#E65340', - "background-color": "#E65340", - "content": "data(label)", - }, - }, - { - "selector": ".other", - "style": { - # 'color': '#317b75', - "background-color": "#317b75", - "content": "data(label)", - }, - }, - { - "selector": 'node[id = "{}"]'.format(node["data"]["id"]), - "style": { - "background-color": "#B10DC9", - "border-color": "purple", - "border-width": 2, - "border-opacity": 1, - "opacity": 1, - "label": "data(label)", - "color": "#B10DC9", - "text-opacity": 1, - "font-size": 12, - "z-index": 9999, - }, - }, - ] - for edge in node["edgesData"]: - stylesheet.append( - { - "selector": 'node[id= "{}"]'.format(edge["target"]), - "style": { - "background-color": "blue", - "opacity": 0.9, - }, - } - ) - stylesheet.append( - { - "selector": 'node[id= "{}"]'.format(edge["source"]), - "style": { - "background-color": "blue", - "opacity": 0.9, - }, - } - ) - stylesheet.append( - { - "selector": 'edge[id= "{}"]'.format(edge["id"]), - "style": {"line-color": "green", "opacity": 0.9, "z-index": 5000}, - } - ) - return stylesheet - - - ################################################################################ - ### Dendrogram Callbacks ### - ################################################################################ - @app.callback( - Output('clustergram-graph', 'figure'), - [Input("node-data-store", "modified_timestamp"), - State("node-data-store", "data")], - ) - def create_clustergram(ts, data): - if not ts or isinstance(pa, type(None)) or isinstance(tree, type(None)): # TODO plot the P/A if there's no tree - raise PreventUpdate - # subset_pa = pa[data['summary_data']['nodes']] - # fig = Figure() - # ax = fig.subplots() - # clustergram_kwargs = { - # 'data': subset_pa, - # 'row_linkage': tree, - # 'cbar_pos' : None, - # 'cmap' : sns.color_palette(['#f5f5f5', '#021657']), - # 'method' : 'complete', - # 'xticklabels':1, - # 'yticklabels': False, - # 'ax': ax, - # } - # if not isinstance(metas, type(None)): - # #process the metadata and add a row_colors arg - # pass - # #g = sns.clustermap(**clustergram_kwargs) - # #create a bytes buffer, put the plot into bytes - # # The buffer will populate an HTML tag - # ax.plot([1,2]) - # buf = io.BytesIO() - # fig.savefig(buf, format='png') - # data = base64.b64encode(buf.getbuffer()).decode('utf8') - # buf.close() - # return "data:image/png;base64.{}".format(data) - - subset_pa = pa[data['summary_data']['connected_nodes']] - - def phylo_linkage(y, method='single', metric='euclidean', optimal_ordering=False): - """ - A hack to allow us to use Clustergram. Linkage is precomputed - """ - return tree - - print("========") - print(f"Treeshape: {tree.shape}") - print(f"Subset PA shape: {subset_pa.shape}") - print(f"PA shape: {pa.shape}") - print("========") - clustergram = dashbio.Clustergram( - data=subset_pa.values, - row_labels=list(subset_pa.index), - column_labels=list(subset_pa.columns.values), - link_fun=phylo_linkage, - cluster='row', - hidden_labels='row', - height=900, - width=1100, - color_map=[ - [0.0, '#FFFFFF'], - [1.0, '#EF553B'] - ] - ) - return clustergram - - - """ - @app.callback( - Output('histogram-graph', 'figure'), - [Input('histogram-button', 'n_clicks'), - State('histogram-metric-select', 'value'), - State('histogram-y-select', 'value')] - ) - def show_histogram(click, metric_sel, y_sel): - metric_map = { - '1': ('lr', 'p'), - '2': ('p', 'lr') - } - y_map = { - '1': 'node_degree', - '2': 'n_nodes', - '3': 'n_edges' - } - dynamic_metric, static_metric = metric_map[str(metric_sel)] - y = y_map[str(y_sel)] - - - lte = lambda x,y: x<=y - gte = lambda x,y: x>=y - - if dynamic_metric == 'lr': - search = [25, 50, 100, 150] - dfun = gte - sfun = lte - - else: - search = [0.05, 1e-5, 1e-9, 1e-12] - dfun = lte - sfun = gte - - if static_metric == 'p': - static_threshold = 0.05 - else: - static_threshold = 50 - - records = [] - node_list = [] - for node in G.nodes: - node_list.append((node, {**G.nodes[node]})) - - for dynamic_threshold in search: - F= nx.Graph() - F.add_nodes_from(node_list) - - edges = [] - for u,v,e in G.edges(data=True): - if dfun(e[dynamic_metric], dynamic_threshold) and sfun(e[static_metric], static_threshold): - #if e['lr'] >= lr_threshold and e['p'] <= p_threshold: - edges.append((u,v, e)) - - F.add_edges_from(edges) - - graph_degree = F.degree() - for i, node in enumerate(F.nodes): - Sub = F.subgraph(neighborhood(F, node, 2)) - n_nodes = len(Sub.nodes) - n_edges = len(Sub.edges) - - records.append({'node': node, - 'node_degree': graph_degree[node], - 'n_nodes': n_nodes, - 'n_edges': n_edges, - dynamic_metric: dynamic_threshold, - static_metric: static_threshold,}) - - rdf = pd.DataFrame.from_records(records) - plot = px.histogram(rdf, x='node', y=y, facet_col=dynamic_metric) - plot.update_layout({'height':800}) - return plot - - """ - - - ################################################################################ - ### Page Navigation callbacks ### - ################################################################################ - @app.callback( - [ - Output("page-content", "children"), - Output("page-1-nav", "className"), - Output("page-2-nav", "className"), - Output("page-3-nav", "className"), - ], - [ - Input("url", "pathname"), - ], - ) - def display_page(pathname): - if pathname == "/page-1": - return ( - page1_layout, - "active", - "", - "", - ) - elif pathname == "/page-2": - return ( - page2_layout, - "", - "active", - "", - ) - - elif pathname == "/page-3": - return ( - page3_layout, - "", - "", - "active", - ) - - else: - return ( - landing_page_layout, - "", - "", - "", - ) - - - app.run(debug=True, dev_tools_ui=True, port=6969) - - - - -if __name__ == "__main__": - main() \ No newline at end of file diff --git a/indizio/components/navbar.py b/indizio/components/navbar.py index 816bee7..4d092be 100644 --- a/indizio/components/navbar.py +++ b/indizio/components/navbar.py @@ -1,12 +1,10 @@ import dash_bootstrap_components as dbc - from dash import Output, Input, callback from indizio.store.distance_matrix import DistanceMatrixStore class NavBar(dbc.NavbarSimple): - ID = 'navbar-container' ID_MATRIX = f'{ID}-matrix' ID_VIZ = f'{ID}-viz' @@ -54,4 +52,3 @@ def toggle_nav_disabled(state_dm): viz=disabled, stats=disabled ) - diff --git a/indizio/components/upload/btn_example.py b/indizio/components/upload/btn_example.py index 9ded1c4..b3957e1 100644 --- a/indizio/components/upload/btn_example.py +++ b/indizio/components/upload/btn_example.py @@ -154,7 +154,5 @@ def load_example(n_clicks): clustergram_params=clustergram_params.model_dump(mode='json'), matrix_param_store=matrix_params.model_dump(mode='json'), network_interaction=NetworkInteractionData().model_dump(mode='json'), - # matrix_graph_store=True, - # upload_form=upload_form.model_dump(mode='json'), reload="/" ) diff --git a/indizio/config.py b/indizio/config.py index b45fadb..b3b00f4 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -4,7 +4,7 @@ # The page title used in displaying the application name. PAGE_TITLE = 'Indizio' -# Data retention policy for Dash stores and input fields. +# Data retention policy for Dash stores. # memory - Reset of page refresh. # local - Data is kept indefinetely within the browser. # session - Kept on page reload, but cleared when the browser is closed. @@ -13,13 +13,13 @@ # This is a universally unique ID that allows for a full refresh of the page. RELOAD_ID = 'reload-loc' -# TODO: Remove? -CONSOLE_REFRESH_MS = 1000 - # The temporary directory is used to store files that are uploaded. TMP_DIR = Path(tempfile.gettempdir()) / 'indizio' -# Identifiers for some components where a circular import would otherwise be created +# Functions that support Memoization will use this flag to write to disk. +ENABLE_CACHE = True + +# Identifiers for some components where a circular import would otherwise be created. ID_MATRIX_PARAMS_METRIC = 'matrix-params-metric' ID_CLUSTERGRAM_PARAMS_METRIC = 'clustergram-params-metric' ID_NETWORK_VIZ_PROGRESS = 'network-viz-progress-bar' @@ -34,5 +34,3 @@ ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN = 'network-form-node-metadata-color-column' ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE = 'network-form-node-metadata-size-file' ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN = 'network-form-node-metadata-size-column' - -ENABLE_CACHE = True diff --git a/example/matrix.tsv b/indizio/example/matrix.tsv similarity index 100% rename from example/matrix.tsv rename to indizio/example/matrix.tsv diff --git a/example/metadata.tsv b/indizio/example/metadata.tsv similarity index 100% rename from example/metadata.tsv rename to indizio/example/metadata.tsv diff --git a/example/pa.tsv b/indizio/example/pa.tsv similarity index 100% rename from example/pa.tsv rename to indizio/example/pa.tsv diff --git a/example/tree.nwk b/indizio/example/tree.nwk similarity index 100% rename from example/tree.nwk rename to indizio/example/tree.nwk diff --git a/indizio/filter_graphml.py b/indizio/filter_graphml.py deleted file mode 100644 index 706a263..0000000 --- a/indizio/filter_graphml.py +++ /dev/null @@ -1,52 +0,0 @@ -import networkx as nx -import argparse - -argparser = argparse.ArgumentParser(description='Filter GraphML file to explore relationships.') -requiredNamed = argparser.add_argument_group('required named arguments') -requiredNamed.add_argument('-i', help='Input GraphML file.', required=True) -requiredNamed.add_argument('-n', help='Node of interest. Must be an exact match with a node in the graph.', required=True) -requiredNamed.add_argument('-d', help='Degree of neighborhood from node of interest to include.', required=True, type=int) -requiredNamed.add_argument('-lr', help='Likelihood ratio threshold. Edges below this value will be excluded.', required=True, type=float) -requiredNamed.add_argument('-p', help='P-value ratio threshold. Edges above this value will be excluded.', required=True, type=float) -requiredNamed.add_argument('-o', help='Path for output file.', required=True) - -#Function uses dijkstra to calculate paths through the graph. -#Given a node and a degree, returns the nodes within degree n -def neighborhood(G, node, n): - path_lengths = nx.single_source_dijkstra_path_length(G, node) - return [node for node, length in path_lengths.items() - if length <= n] - -if __name__=='__main__': - args = argparser.parse_args() - - inpath = args.i - outpath = args.o - node = args.n - degree = args.d - lr_threshold = args.lr - p_threshold = args.p - - G = nx.graphml.read_graphml(inpath) - - try: - assert node in G.nodes - except: - print("Node {} was not found in the graph. Please double check spelling of the node and file path.") - exit() - - edges = [] - for u,v,e in G.edges(data=True): - if e['lr'] >= lr_threshold and e['p'] <= p_threshold: - edges.append((u,v)) - - H = G.edge_subgraph(edges) - - try: - selected = neighborhood(H, node, degree) - except: - print("The node was not found in the filtered graph.") - print("Try specifying a different node or different thresholds.") - exit() - - nx.readwrite.graphml.write_graphml(H.subgraph(selected), outpath) diff --git a/indizio/interfaces/logging.py b/indizio/interfaces/logging.py new file mode 100644 index 0000000..4e84eae --- /dev/null +++ b/indizio/interfaces/logging.py @@ -0,0 +1,23 @@ +from enum import Enum + + +class LogLevel(str, Enum): + DEBUG = "debug" + INFO = "info" + WARNING = "warning" + ERROR = "error" + CRITICAL = "critical" + + def as_numeric(self): + if self is LogLevel.DEBUG: + return 10 + elif self is LogLevel.INFO: + return 20 + elif self is LogLevel.WARNING: + return 30 + elif self is LogLevel.ERROR: + return 40 + elif self is LogLevel.CRITICAL: + return 50 + else: + return 20 diff --git a/indizio/logger.py b/indizio/logger.py deleted file mode 100644 index 058efd2..0000000 --- a/indizio/logger.py +++ /dev/null @@ -1,19 +0,0 @@ -import logging -from datetime import datetime - - -class DashLoggerHandler(logging.StreamHandler): - def __init__(self): - logging.StreamHandler.__init__(self) - self.queue = [] - - def emit(self, record): - # msg = self.format(record) - ts = datetime.fromtimestamp(record.created).strftime('[%Y-%m-%d %H:%M:%S]') - self.queue.append((ts, record.levelname, record.msg)) - - -LOG = logging.getLogger() -LOG.setLevel(logging.DEBUG) -DASH_LOG_HANDLER = DashLoggerHandler() -# LOG.addHandler(DASH_LOG_HANDLER) diff --git a/indizio/make_input_sheet.py b/indizio/make_input_sheet.py deleted file mode 100644 index 08d42f7..0000000 --- a/indizio/make_input_sheet.py +++ /dev/null @@ -1,99 +0,0 @@ -#!/usr/bin/python - -import pathlib -import readline -import pandas as pd -from colorama import init, Fore, Style -import os -import sys - -################################################################################ -#### Input tab completion for files #### -################################################################################ -# from from Peter Mitrano via stack overflow -def complete_path(text, state): - incomplete_path = pathlib.Path(text) - if incomplete_path.is_dir(): - completions = [p.as_posix() for p in incomplete_path.iterdir()] - elif incomplete_path.exists(): - completions = [incomplete_path] - else: - exists_parts = pathlib.Path('..') - for part in incomplete_path.parts: - test_next_part = exists_parts / part - if test_next_part.exists(): - exists_parts = test_next_part - - completions = [] - for p in exists_parts.iterdir(): - p_str = p.as_posix() - if p_str.startswith(text): - completions.append(p_str) - return completions[state] - -readline.set_completer_delims(' \t\n;') -readline.parse_and_bind("tab: complete") -readline.set_completer(complete_path) -################################################################################ - -#allow the user to exit anytime -def check_exit(in_text): - if in_text == 'exit': - print("You have chosen to exit.") - sys.exit() - return in_text - - -def input_loop(initial_prompt, file_type, label_prompt=True, prompt_multiple=False): - records = [] - done = False - yn = check_exit(input(Fore.GREEN + initial_prompt + Style.RESET_ALL)) - if yn == 'n': - return [] - while not done: - file = check_exit(input(Fore.GREEN + file_prompt + Style.RESET_ALL)) - if label_prompt: - label = check_exit(input(Fore.GREEN + name_prompt + Style.RESET_ALL)) - else: - label = file_type - records.append({ - 'filepath': os.path.abspath(file), - 'type': file_type, - 'label': label} - ) - if prompt_multiple: - valid_end = False - while not valid_end: - another = check_exit(input(Fore.GREEN + more_prompt + Style.RESET_ALL)) - if another == '1': - valid_end = True - done = True - elif another == '2': - valid_end = True - else: - done = True - return records - -#Prompts -pa_prompt = 'Do you have a feature presence/absence table? (y/n)' -dm_prompt = 'Do you have one or more distance matrices? (y/n)' -tree_prompt = 'Do you have a treefile? (y/n)' -meta_prompt = 'Do you have any metadata files? (y/n)' -file_prompt = 'Enter filepath:' -name_prompt = "Please name the file:" -more_prompt = 'Enter 1 to continue, 2 to enter another file:' -### -print("Welcome to Indizio.") -print("Please make use of this utility to format your input data sheet.") -print('You may exit any time by typing "exit" and hitting enter.') -outfile = check_exit(input(Fore.GREEN + 'Please name your spreadsheet:' + Style.RESET_ALL)) -pa = input_loop(pa_prompt, 'P', False, False) -dm = input_loop(dm_prompt, 'DM', True, True) -if not pa and not dm: - sys.exit("You require either a presence/absence matrix or at least one distance matrix.") -tree = input_loop(tree_prompt, 'T', False, False) -meta = input_loop(meta_prompt, 'M', True, True) - -records = pa + dm + tree + meta -df = pd.DataFrame.from_records(records) -df.to_csv(outfile, sep=',', index=False) diff --git a/indizio/util/log.py b/indizio/util/log.py index 5c4f7a0..bdefe67 100644 --- a/indizio/util/log.py +++ b/indizio/util/log.py @@ -1,5 +1,54 @@ import logging +from typing import List -def setup_logger(): - logging.basicConfig(level=logging.DEBUG) - logging.warning('TODO: setup_logger()') +from indizio.interfaces.logging import LogLevel +import rich +from datetime import datetime +import os + + +def setup_logger(level): + if level is LogLevel.DEBUG: + level = logging.DEBUG + elif level is LogLevel.INFO: + level = logging.INFO + elif level is LogLevel.WARNING: + level = logging.WARNING + elif level is LogLevel.ERROR: + level = logging.ERROR + elif level is LogLevel.CRITICAL: + level = logging.CRITICAL + else: + level = logging.INFO + logging.basicConfig(level=level, format='[%(asctime)s] - %(levelname)s - %(message)s') + + +def log(msg, level: LogLevel = LogLevel.INFO): + + # Check if this message should be displayed according to the level set + min_level = os.environ.get('INDIZIO_LOG', 'info') + min_level = LogLevel(min_level).as_numeric() + if level.as_numeric() < min_level: + return + + # Format the output message + ts = datetime.now().strftime("%Y-%m-%d %H:%M:%S") + if level is LogLevel.DEBUG: + color = 'blue' + elif level is LogLevel.INFO: + color = 'green' + elif level is LogLevel.WARNING: + color = 'yellow' + elif level is LogLevel.ERROR: + color = 'red' + elif level is LogLevel.CRITICAL: + color = 'red' + else: + color = 'green' + + rich.print(f'[bold][{ts}][/bold] [bold {color}]{level.value.upper()}[/bold {color}] - {msg}') + + +def hide_logs(name: str): + logger = logging.getLogger(name) + logger.setLevel(logging.WARNING) diff --git a/indizio/util/package.py b/indizio/util/package.py index 41d06db..b1ad464 100644 --- a/indizio/util/package.py +++ b/indizio/util/package.py @@ -1,5 +1,7 @@ from pathlib import Path +from importlib.resources import files def get_package_root() -> Path: - return Path(__file__).parent.parent.parent + return files('indizio') + diff --git a/indizio/utils.py b/indizio/utils.py deleted file mode 100644 index 3b4d9b9..0000000 --- a/indizio/utils.py +++ /dev/null @@ -1,239 +0,0 @@ -import numpy as np -import pandas as pd -from collections import Counter -import networkx as nx -import os -import sys -import operator -from tqdm import tqdm -from _plotly_utils.basevalidators import ColorscaleValidator -import plotly.colors -from PIL import ImageColor -import ete3 -import dendropy -from scipy.cluster.hierarchy import dendrogram, linkage -from scipy.spatial.distance import squareform - -################################################################################ -### Network Utils ### -################################################################################ - -def nx_to_dash(G, nodes): - nodesout = [] - for n in G.nodes: - if n in nodes: - nodesout.append({ - 'data': {'id':n, 'label':n, **G.nodes[n]}, - 'classes': 'focal', - }) - else: - nodesout.append({'data': {'id':n, 'label':n, **G.nodes[n]}, - 'classes':'other', - }) - edges = [] - for e in G.edges: - edges.append({'data': {'source': e[0], 'target': e[1], **G.edges[e]}}) - return nodesout + edges - -def neighborhood(G, node, n): - path_lengths = nx.single_source_dijkstra_path_length(G, node) - return [node for node, length in path_lengths.items() - if length <= n] - -def filter_graph(G, nodes, d, attributes, thresholds, bounds): - print("FILTER GRAPH") - #print(attributes, thresholds, bounds) - op_dict = {1: operator.ge, #Threshold is a lower bound, so edges must be >= thresh - 2: operator.le, #Threshold is an upper bound, so edges must be <= thresh - } - subgraphs = [] - for node in nodes: - #print("fg ", node) - node_list = [] - if d == 0: - node_list.append(node) - edges = [] - for u,v,e in G.edges(*node_list, data=True): - keep_edge = True - #if e['lr'] >= lr_threshold and e['p'] <= p_threshold: - #edges.append((u,v)) - for attr, thresh, bound in zip(attributes, thresholds, bounds): - op = op_dict[bound] - if not op(e[attr], thresh): - keep_edge = False - if keep_edge: - edges.append((u,v)) - H=G.edge_subgraph(edges) - if node in H.nodes: - if d==0: - subgraphs.append(H) - else: - subgraphs.append(H.subgraph(neighborhood(H, node, d))) - else: - subgraphs.append(G.subgraph([node])) - return nx.compose_all(subgraphs) - - -################################################################################ -### Parsing Utils ### -################################################################################ - -class SamplesheetError(Exception): - pass - - -def parse_samplesheet(path): - - bad_sheet = "Wrong columns" - invalid_codes= "Wrong codes" - wrong_files = "Wrong files" - no_file = 'File not found: {}' - - valid_codes = set(['M', 'DM', 'T', 'P']) - print(path) - df = pd.read_table(path, sep=',') - #print(df.columns) - #Sheet must have exactly three columns. - try: - assert list(df.columns) == ['filepath', 'type', 'label'] - except: - raise SamplesheetError(bad_sheet) - - # All file types must be in valid_codes - try: - assert set(df['type']) - valid_codes == set() - except: - raise SamplesheetError(invalid_codes) - - # Check file type requirements and limits - type_counts = Counter(df['type']) - try: - assert type_counts['DM'] > 0 or type_counts['P'] == 1 - # Actually, allow multiple distance matrices. - assert type_counts['P'] < 2 and type_counts['T'] < 2 - except: - raise SamplesheetError(wrong_files) - - #Make sure all the files exist. - for file in df['filepath']: - try: - assert os.path.isfile(file) - except: - raise SamplesheetError(no_file.format(file)) - - #return the file/label tuples - - meta_files = df[df['type']=='M'][['label', 'filepath']].values - distance_files = df[df['type']=='DM'][['label', 'filepath']].values - tree_file = None - pa_file = None - if 'T' in df['type'].unique(): - tree_file = df[df['type']=='T'][['label', 'filepath']].values[0] - if 'P' in df['type'].unique(): - pa_file = df[df['type']=='P'][['label', 'filepath']].values[0] - - return meta_files, distance_files, tree_file, pa_file - -################################################################################ -### Formatting Utils ### -################################################################################ -def make_graph(meta_files, distance_files): - G = nx.Graph() - #add edges first - edge_dfs = [] - edge_attrs = [] - for tup in distance_files: - edge_attrs.append(tup[0]) - edge_dfs.append(tup[1]) - - # Make sure the dfs are all same shapes - assert len(list(set([df.shape[0] for df in edge_dfs]))) == 1 - assert len(list(set([df.shape[1] for df in edge_dfs]))) == 1 - - stacked = [frame.where(np.triu(np.ones(frame.shape)).astype(bool)).stack() for frame in edge_dfs] - pairs = stacked[0].index - print("Constructing nodes. . .") - nodes = list(edge_dfs[0].columns) - - for node in tqdm(nodes): - G.add_node(node) - - print("Constructing edges. . .") - #edges = [] - data = list(zip(edge_attrs, stacked)) - edge_dict = {k: dict() for k in pairs} - for tup in tqdm(pairs): - for attribute, df in data: - edge_dict[tup][attribute] = df.loc[tup] - - edges = [(*k, v) for k, v in edge_dict.items()] - G.add_edges_from(edges) - #Need to add the metadata... - - return G - -def sort_gene_names(gene_names): - terminals = set( [gene[-1] for gene in gene_names] ) - sets = {k: [] for k in terminals} - for gene in gene_names: - sets[gene[-1]].append(gene) - - sorted_genes = [] - for key in sorted(sets.keys()): - for gene in sorted(sets[key]): - sorted_genes.append(gene) - return sorted_genes - -def escape_brackets(string): - t = string.replace('(', '\(') - t = t.replace(')', '\)') - return t - -#the big one. -def initialize_data(path): - m, d, t, p = parse_samplesheet(path) - pa = None - dms = [] - metas = [] - tree = None - if type(p) != type(None): - print("pa matrix found") - pa = pd.read_table(p[1], sep=',', dtype=str) - pa.set_index(pa.columns[0], inplace=True) - pa = pa.astype(float) - - dms = [] - if type(d) != type(None): - for tup in d: - try: - dms.append((tup[0], pd.read_table(tup[1], sep=',', index_col=0))) - except: - raise Exception(f'Error parsing {tup[1]}. Ensure it is a CSV file') - # if there is a pa matrix but no DM, we need to make a DM. - if len(dms)==0: - if isinstance(pa, type(None)): - print("Need to provide either presence/absense table or distance matrix (or both)") - sys.exit() - print("No distance matrix provided; computing Pearson correlations") - dms.append(('(abs) pearson', pa.corr().abs())) - - #tree and metadata dont do anything without a presence/absence table. - if type(pa) != type(None): - if type(m) != type(None): - for tup in m: - metas.append((tup[0], pd.read_table(tup[1], sep=',', index_col=0))) - if type(t) != type(None) and type(pa) != type(None): - treefile= ete3.Tree(t[1], format=1) - print("Computing distance matrix from tree, this may take awhile. . .") - treefile = dendropy.Tree.get(data=treefile.write(), schema='newick') #TODO check if we could eliminate the ete3 step - dm = pd.DataFrame.from_records(treefile.phylogenetic_distance_matrix().as_data_table()._data) - #If there are genomes in the tree not in the P/A, add them to the P/A with 0s - for genome in set(dm.index) - set(pa.index): - print(f"GENOME FOUND IN TREE NOT FOUND IN DM: {genome}") - #make a compressed distance matrix from the tree - um = squareform(dm[dm.index]) - #compute linkage for clustering. This is used by the plot - tree = linkage(um) - - return metas, dms, pa, tree - diff --git a/poetry.lock b/poetry.lock index 4cc8bcc..ee5a980 100644 --- a/poetry.lock +++ b/poetry.lock @@ -409,6 +409,7 @@ files = [ [package.dependencies] blinker = ">=1.6.2" click = ">=8.1.3" +importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""} itsdangerous = ">=2.1.2" Jinja2 = ">=3.1.2" Werkzeug = ">=3.0.0" @@ -859,7 +860,11 @@ files = [ ] [package.dependencies] -numpy = {version = ">=1.26.0,<2", markers = "python_version >= \"3.12\""} +numpy = [ + {version = ">=1.22.4,<2", markers = "python_version < \"3.11\""}, + {version = ">=1.23.2,<2", markers = "python_version == \"3.11\""}, + {version = ">=1.26.0,<2", markers = "python_version >= \"3.12\""}, +] python-dateutil = ">=2.8.2" pytz = ">=2020.1" tzdata = ">=2022.7" @@ -1601,5 +1606,5 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p [metadata] lock-version = "2.0" -python-versions = "^3.12" -content-hash = "db3381768243256124bb47bd1b7dd85f16ca94bc6c0ab973bfd2348d6e223ee2" +python-versions = "^3.9" +content-hash = "603ed1d47092dbe52934004886352b31e022e368efadff90a4d4559a988ccf83" diff --git a/pyproject.toml b/pyproject.toml index 5e1a014..8037469 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,32 +1,48 @@ -[tool.poetry] +[project] name = "indizio" -version = "0.1.0" +version = "0.2.0" description = "" -authors = ["Aaron Mussig "] +authors = [ + { name = "Aaron Mussig", email = "aaronmussig@gmail.com" } +] readme = "README.md" +requires-python = ">= 3.9" +dependencies = [ + "dash[diskcache] ~= 2.16.1", + "dash-bootstrap-components ~= 1.5.0", + "dash-cytoscape ~= 1.0.0", + "diskcache ~= 5.6.3", + "dash-bio ~= 1.0.2", + "pydantic ~= 2.6.4", + "networkx ~= 3.2.1", + "orjson ~= 3.10.0", + "dendropy ~= 4.6.1", + "frozendict ~= 2.4.1", + "pillow ~= 10.3.0", + "pandas ~= 2.2.1", + "numpy ~= 1.26.4", + "tqdm ~= 4.66.2", + "scipy ~= 1.13.0", + "phylodm ~= 3.0.0", + "typer[all] ~= 0.12.0" +] -[tool.poetry.dependencies] -python = "^3.12" -dash = {extras = ["diskcache"], version = "^2.16.1"} -dash-bootstrap-components = "^1.5.0" -dash-cytoscape = "^1.0.0" -diskcache = "^5.6.3" -dash-bio = "^1.0.2" -pydantic = "^2.6.4" -networkx = "^3.2.1" -orjson = "^3.10.0" -dendropy = "^4.6.1" -frozendict = "^2.4.1" -pillow = "^10.3.0" -pandas = "^2.2.1" -numpy = "^1.26.4" -tqdm = "^4.66.2" -scipy = "^1.13.0" -phylodm = "^3.0.0" +[project.scripts] +indizio = "indizio.__main__:app" -[tool.poetry.scripts] -indizio = 'indizio.__main__:main' [build-system] -requires = ["poetry-core"] -build-backend = "poetry.core.masonry.api" +requires = [ + "setuptools >= 61.0", + "wheel" +] +build-backend = "setuptools.build_meta" + +[tool.setuptools] +include-package-data = true + +[tool.setuptools.packages.find] +exclude = ["test*"] + +[tool.setuptools.package-data] +indizio = ["example/*"] \ No newline at end of file diff --git a/setup.py b/setup.py deleted file mode 100644 index 1d3d68d..0000000 --- a/setup.py +++ /dev/null @@ -1,53 +0,0 @@ -import sys - -# Check setuptools is installed -try: - from setuptools import setup, find_packages -except ImportError: - sys.exit('Please install setuptools before installing this package.') - -setup(name='indizio-dev', - version='0.0.1', - # description=meta['description'], - # long_description=readme(), - # long_description_content_type='text/markdown', - # author=meta['author'], - # author_email=meta['author_email'], - # url=meta['url'], - # license=meta['license'], - # project_urls={ - # 'Bug Tracker': meta['bug_url'], - # 'Documentation': meta['doc_url'], - # 'Source Code': meta['src_url'], - # }, - entry_points={ - 'console_scripts': [ - 'indizio = indizio.__main__:main' - ] - }, - # classifiers=[ - # "Development Status :: 4 - Beta", - # "Intended Audience :: Science/Research", - # "License :: OSI Approved :: GNU General Public License v3 (GPLv3)", - # 'Natural Language :: English', - # "Operating System :: OS Independent", - # "Programming Language :: Python :: 3", - # "Programming Language :: Python :: 3.8", - # "Programming Language :: Python :: 3.9", - # "Programming Language :: Python :: 3.10", - # "Topic :: Scientific/Engineering :: Bio-Informatics", - # "Topic :: Software Development :: Libraries :: Python Modules", - # ], - packages=find_packages(), - include_package_data=True, - install_requires=[ - 'dash>=2.14.0', 'dash-bootstrap-components>=1.5.0', - 'dash-cytoscape', 'diskcache', 'dash[diskcache]', - 'dash-bio', 'pydantic>=2.5.0', 'networkx', 'orjson', - 'dendropy', 'frozendict', 'pillow', 'pandas', 'numpy', - 'tqdm', 'scipy', 'phylodm>=3.0.0' - ], - setup_requires=['setuptools'], - python_requires='>=3.8', - zip_safe=False, - ) From 4921225f5b7e584d515e46481d19facc23956d77 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 14:42:06 +1000 Subject: [PATCH 22/81] post refactor --- indizio/__init__.py | 6 +- indizio/components/clustergram/__init__.py | 4 + .../clustergram/clustergram_plot.py | 9 +- .../clustergram/parameters/__init__.py | 9 +- .../clustergram/parameters/cluster_on.py | 7 +- .../clustergram/parameters/metadata.py | 10 +- .../clustergram/parameters/metric.py | 12 +- .../parameters/optimal_leaf_order.py | 4 + .../components/clustergram/parameters/tree.py | 8 +- .../clustergram/parameters/update_button.py | 4 + indizio/components/matrix/__init__.py | 4 + indizio/components/matrix/matrix_plot.py | 5 +- .../components/matrix/parameters/__init__.py | 3 +- .../matrix/parameters/binning_option.py | 26 +-- .../matrix/parameters/color_scale.py | 22 +- .../matrix/parameters/color_slider.py | 10 +- .../components/matrix/parameters/metric.py | 4 + .../matrix/parameters/update_button.py | 6 +- indizio/components/navbar.py | 4 + indizio/components/network/__init__.py | 6 +- indizio/components/network/network_graph.py | 6 + indizio/components/network/node_edge_count.py | 10 +- .../components/network/parameters/__init__.py | 3 +- .../network/parameters/btn_update.py | 5 +- .../components/network/parameters/degree.py | 76 ++++--- .../components/network/parameters/layout.py | 3 +- .../network/parameters/node_metadata.py | 4 + .../network/parameters/node_of_interest.py | 5 +- .../parameters/thresh_filter_container.py | 4 + .../network/parameters/thresh_filter_item.py | 6 +- .../network/parameters/thresh_matching.py | 4 + indizio/components/network/reset_view.py | 4 + indizio/components/upload/__init__.py | 3 + indizio/components/upload/btn_clear.py | 2 +- indizio/components/upload/btn_example.py | 2 +- .../components/upload/pending/close_btn.py | 5 +- .../upload/pending/file_selector.py | 5 +- .../upload/processed/uploaded_file.py | 5 + indizio/interfaces/boolean.py | 11 + indizio/interfaces/bound.py | 5 +- indizio/interfaces/cluster_on.py | 4 + indizio/interfaces/file_type.py | 1 + indizio/interfaces/html_option.py | 3 + indizio/interfaces/logging.py | 8 + indizio/layouts/__init__.py | 0 indizio/layouts/heatmap_layout.py | 115 ---------- indizio/layouts/landing_page_layout.py | 110 ---------- indizio/layouts/network_layout.py | 205 ------------------ indizio/store/clustergram_parameters.py | 7 + indizio/store/distance_matrix.py | 16 ++ indizio/store/dm_graph.py | 7 +- indizio/store/matrix_parameters.py | 14 +- indizio/store/metadata_file.py | 10 + indizio/store/network_interaction.py | 7 + indizio/store/presence_absence.py | 3 + indizio/store/tree_file.py | 6 + indizio/store/upload_form_store.py | 3 + indizio/util/cache.py | 8 - indizio/util/data.py | 5 + indizio/util/dataframe.py | 3 +- indizio/util/files.py | 6 +- indizio/util/graph.py | 73 +------ indizio/util/hashing.py | 1 - indizio/util/log.py | 23 +- indizio/util/package.py | 6 +- indizio/util/plot.py | 15 +- indizio/util/types.py | 1 - 67 files changed, 301 insertions(+), 690 deletions(-) delete mode 100644 indizio/layouts/__init__.py delete mode 100644 indizio/layouts/heatmap_layout.py delete mode 100644 indizio/layouts/landing_page_layout.py delete mode 100644 indizio/layouts/network_layout.py diff --git a/indizio/__init__.py b/indizio/__init__.py index 9bcf535..d0931a3 100644 --- a/indizio/__init__.py +++ b/indizio/__init__.py @@ -1,4 +1,8 @@ import importlib.metadata __name__ = 'indizio' -__version__ = importlib.metadata.version('indizio') + +try: + __version__ = importlib.metadata.version('indizio') +except importlib.metadata.PackageNotFoundError: + __version__ = 'UNKNOWN' diff --git a/indizio/components/clustergram/__init__.py b/indizio/components/clustergram/__init__.py index ada0124..daa6204 100644 --- a/indizio/components/clustergram/__init__.py +++ b/indizio/components/clustergram/__init__.py @@ -6,6 +6,10 @@ class ClustergramContainer(dbc.Card): + """ + This component is the main container for the clustergram plot. + """ + ID = 'clustergram-container' def __init__(self): diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 20f5a5c..6660da3 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -7,14 +7,12 @@ import plotly.express as px import plotly.graph_objects as go from dash import Output, Input, callback, State, dcc -from dash.exceptions import PreventUpdate from phylodm import PhyloDM from plotly.subplots import make_subplots from scipy.spatial.distance import squareform, pdist from indizio.interfaces.boolean import BooleanYesNo from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters -from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.metadata_file import MetadataFileStore, MetadataData from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData @@ -22,6 +20,10 @@ class ClustergramPlot(dcc.Graph): + """ + This component is the main clustergram plot. + """ + ID = 'clustergram-plot' def __init__(self): @@ -79,7 +81,6 @@ def update_options_on_file_upload( # Load the distance matrix based on what was used to generate the graph - # Optionally load the metadata if params.metadata is not None: df_meta = state_meta.get_file(params.metadata).read() @@ -109,7 +110,6 @@ def update_options_on_file_upload( # Using the DashBio data, create our own Clustergram figure # as the DashBio doesn't allow for multiple colour grouping (meta) - print('creating fig') fig = generate_annotation_heatmap(feature_df, cg_traces, df_meta) # Disable the heatmap levend as only boolean values are shown @@ -179,7 +179,6 @@ def dist_fun(X, metric='euclidean', *, out=None, **kwargs): else: dist_fun = pdist - print('creating CG') clustergram, traces = dash_bio.Clustergram( data=feature_df.values, row_labels=feature_df.index.to_list(), diff --git a/indizio/components/clustergram/parameters/__init__.py b/indizio/components/clustergram/parameters/__init__.py index 871fa5f..fb16996 100644 --- a/indizio/components/clustergram/parameters/__init__.py +++ b/indizio/components/clustergram/parameters/__init__.py @@ -7,16 +7,11 @@ from indizio.components.clustergram.parameters.optimal_leaf_order import ClustergramParamsOptimalLeafOrder from indizio.components.clustergram.parameters.tree import ClustergramParamsTree from indizio.components.clustergram.parameters.update_button import ClustergramParamsUpdateButton -from indizio.components.matrix.parameters.binning_option import MatrixParamsBinningOption -from indizio.components.matrix.parameters.color_scale import MatrixParamsColorScale -from indizio.components.matrix.parameters.color_slider import MatrixParamsColorSlider -from indizio.components.matrix.parameters.metric import MatrixParamsMetric -from indizio.components.matrix.parameters.update_button import MatrixParamsUpdateButton class ClustergramParametersCanvas(dbc.Card): """ - This component shows the values that are selected in the NetworkForm component. + This is the main card that wraps the Clustergram parameters. """ ID = "clustergram-parameters-canvas" @@ -29,8 +24,6 @@ def __init__(self): dbc.Row(ClustergramParamsMetric()), dbc.Row(ClustergramParamsTree(), className="mt-2"), dbc.Row(ClustergramParamsMetadata(), className="mt-2"), - # dbc.Row(MatrixParamsBinningOption(), className="mt-2"), - # dbc.Row(MatrixParamsColorSlider(), className="mt-2"), dbc.Row(ClustergramParamsClusterOn(), className='mt-2'), dbc.Row(ClustergramParamsOptimalLeafOrder(), className='mt-2'), dbc.Row(ClustergramParamsUpdateButton(), className="mt-2") diff --git a/indizio/components/clustergram/parameters/cluster_on.py b/indizio/components/clustergram/parameters/cluster_on.py index 37210d9..e18570e 100644 --- a/indizio/components/clustergram/parameters/cluster_on.py +++ b/indizio/components/clustergram/parameters/cluster_on.py @@ -1,12 +1,15 @@ import dash_bootstrap_components as dbc -from dash import Output, Input, callback, State -from dash import dcc +from dash import Output, Input, callback, State, dcc from indizio.interfaces.cluster_on import ClusterOn from indizio.store.clustergram_parameters import ClustergramParameters, ClustergramParametersStore class ClustergramParamsClusterOn(dbc.Row): + """ + This component allows the user to select the clustering method. + """ + ID = 'clustergram-params-cluster-on' def __init__(self): diff --git a/indizio/components/clustergram/parameters/metadata.py b/indizio/components/clustergram/parameters/metadata.py index 78ea38d..4a1717d 100644 --- a/indizio/components/clustergram/parameters/metadata.py +++ b/indizio/components/clustergram/parameters/metadata.py @@ -1,16 +1,14 @@ -import logging - import dash_bootstrap_components as dbc -from dash import Output, Input, callback, State -from dash import dcc -from dash.exceptions import PreventUpdate +from dash import Output, Input, callback, State, dcc -from indizio.config import PERSISTENCE_TYPE from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.metadata_file import MetadataFileStore, MetadataData class ClustergramParamsMetadata(dbc.Row): + """ + This component allows the user to select the metadata file used for highlighting. + """ ID = 'clustergram-params-metadata' def __init__(self): diff --git a/indizio/components/clustergram/parameters/metric.py b/indizio/components/clustergram/parameters/metric.py index edb7ed0..db19097 100644 --- a/indizio/components/clustergram/parameters/metric.py +++ b/indizio/components/clustergram/parameters/metric.py @@ -1,16 +1,16 @@ -import logging - import dash_bootstrap_components as dbc -from dash import Output, Input, callback, State -from dash import dcc -from dash.exceptions import PreventUpdate +from dash import Output, Input, callback, State, dcc -from indizio.config import PERSISTENCE_TYPE, ID_CLUSTERGRAM_PARAMS_METRIC +from indizio.config import ID_CLUSTERGRAM_PARAMS_METRIC from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData class ClustergramParamsMetric(dbc.Row): + """ + This component allows the user to select the P/A file used for the data. + """ + ID = ID_CLUSTERGRAM_PARAMS_METRIC def __init__(self): diff --git a/indizio/components/clustergram/parameters/optimal_leaf_order.py b/indizio/components/clustergram/parameters/optimal_leaf_order.py index be81f4f..baf03c3 100644 --- a/indizio/components/clustergram/parameters/optimal_leaf_order.py +++ b/indizio/components/clustergram/parameters/optimal_leaf_order.py @@ -6,6 +6,10 @@ class ClustergramParamsOptimalLeafOrder(dbc.Row): + """ + This component allows the user to select if optimal leaf ordering should be used. + """ + ID = 'clustergram-params-optimal-leaf-order' def __init__(self): diff --git a/indizio/components/clustergram/parameters/tree.py b/indizio/components/clustergram/parameters/tree.py index fb5f30f..44ed42e 100644 --- a/indizio/components/clustergram/parameters/tree.py +++ b/indizio/components/clustergram/parameters/tree.py @@ -1,17 +1,17 @@ -import logging - import dash_bootstrap_components as dbc from dash import Output, Input, callback, State from dash import dcc -from dash.exceptions import PreventUpdate from indizio.config import PERSISTENCE_TYPE from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.tree_file import TreeFileStore, TreeData class ClustergramParamsTree(dbc.Row): + """ + This component allows the user to specify the tree used for clustering. + """ + ID = 'clustergram-params-tree' def __init__(self): diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index a21b441..ad80411 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -12,6 +12,10 @@ class ClustergramParamsUpdateButton(dbc.Button): + """ + This component will store the Clustergram parameters in the store. + """ + ID = "clustergram-params-update-button" def __init__(self): diff --git a/indizio/components/matrix/__init__.py b/indizio/components/matrix/__init__.py index 5b904cf..72a1115 100644 --- a/indizio/components/matrix/__init__.py +++ b/indizio/components/matrix/__init__.py @@ -5,6 +5,10 @@ class MatrixContainer(dbc.Row): + """ + This is the container for the matrix plot. + """ + ID = 'matrix-container' def __init__(self): diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 35a288a..cf0881b 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -15,8 +15,9 @@ class MatrixPlot(dcc.Loading): """ - The cytoscape network graph component. + This contains the heatmap used in the matrix plot. """ + ID = 'matrix-plot' ID_LOADING = 'matrix-plot-loading' @@ -106,10 +107,8 @@ def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): zmax=slidervals[-1], customdata=xy_labels_full, hovertemplate='%{customdata[0]}
%{customdata[1]}' - # colorbar=colorbar, ) - f = go.Figure(ava_hm) for data in f.data: fig.add_trace(data) diff --git a/indizio/components/matrix/parameters/__init__.py b/indizio/components/matrix/parameters/__init__.py index 620060d..6c911ec 100644 --- a/indizio/components/matrix/parameters/__init__.py +++ b/indizio/components/matrix/parameters/__init__.py @@ -1,7 +1,6 @@ import dash_bootstrap_components as dbc from dash import html - from indizio.components.matrix.parameters.binning_option import MatrixParamsBinningOption from indizio.components.matrix.parameters.color_scale import MatrixParamsColorScale from indizio.components.matrix.parameters.color_slider import MatrixParamsColorSlider @@ -11,7 +10,7 @@ class MatrixParametersCanvas(dbc.Card): """ - This component shows the values that are selected in the NetworkForm component. + This component contains the matrix parameters. """ ID = "matrix-parameters-canvas" diff --git a/indizio/components/matrix/parameters/binning_option.py b/indizio/components/matrix/parameters/binning_option.py index c23a373..d28d4e9 100644 --- a/indizio/components/matrix/parameters/binning_option.py +++ b/indizio/components/matrix/parameters/binning_option.py @@ -1,28 +1,20 @@ -import dash_bootstrap_components as dbc - -from indizio.config import PERSISTENCE_TYPE -from indizio.store.matrix_parameters import MatrixBinOption, MatrixParameters -import plotly.express as px -from dash import dcc - -from indizio.config import PERSISTENCE_TYPE -from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore import logging -from functools import lru_cache -import numpy as np +import dash_bootstrap_components as dbc from dash import Output, Input, callback -from dash import dcc, State, ctx +from dash import State from dash.exceptions import PreventUpdate -from indizio.config import PERSISTENCE_TYPE, ID_MATRIX_PARAMS_METRIC -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData +from indizio.store.matrix_parameters import MatrixBinOption from indizio.store.matrix_parameters import MatrixParameters -from indizio.util.cache import freezeargs - +from indizio.store.matrix_parameters import MatrixParametersStore class MatrixParamsBinningOption(dbc.Row): + """ + This component contains the binning option used for the matrix scale. + """ + ID = "matrix-params-binning-option" def __init__(self): @@ -48,7 +40,6 @@ def __init__(self): ] ) - @callback( output=dict( value=Output(self.ID, "value"), @@ -71,4 +62,3 @@ def refresh_to_value_in_use(mat_param_ts, mat_param_store): return dict( value=dm_store.bin_option.value ) - diff --git a/indizio/components/matrix/parameters/color_scale.py b/indizio/components/matrix/parameters/color_scale.py index cdb1a45..42cc6b0 100644 --- a/indizio/components/matrix/parameters/color_scale.py +++ b/indizio/components/matrix/parameters/color_scale.py @@ -1,25 +1,20 @@ -import dash_bootstrap_components as dbc -import plotly.express as px -from dash import dcc - -from indizio.config import PERSISTENCE_TYPE -from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore import logging -from functools import lru_cache -import numpy as np +import dash_bootstrap_components as dbc +import plotly.express as px from dash import Output, Input, callback -from dash import dcc, State, ctx +from dash import dcc, State from dash.exceptions import PreventUpdate -from indizio.config import PERSISTENCE_TYPE, ID_MATRIX_PARAMS_METRIC -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParameters -from indizio.util.cache import freezeargs - +from indizio.store.matrix_parameters import MatrixParametersStore class MatrixParamsColorScale(dbc.Row): + """ + This component contains the color scale used for the matrix. + """ + ID = "matrix-params-color-scale" def __init__(self): @@ -66,4 +61,3 @@ def refresh_to_value_in_use(mat_param_ts, mat_param_store): return dict( value=dm_store.color_scale ) - diff --git a/indizio/components/matrix/parameters/color_slider.py b/indizio/components/matrix/parameters/color_slider.py index 653e48e..0ef5f50 100644 --- a/indizio/components/matrix/parameters/color_slider.py +++ b/indizio/components/matrix/parameters/color_slider.py @@ -1,5 +1,4 @@ import logging -from functools import lru_cache import dash_bootstrap_components as dbc import numpy as np @@ -7,13 +6,16 @@ from dash import dcc, State, ctx from dash.exceptions import PreventUpdate -from indizio.config import PERSISTENCE_TYPE, ID_MATRIX_PARAMS_METRIC +from indizio.config import PERSISTENCE_TYPE from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore -from indizio.util.cache import freezeargs class MatrixParamsColorSlider(dbc.Row): + """ + This component contains the color slider used for the matrix. + """ + ID = "matrix-params-color-slider" ID_BTN_MINUS = f"{ID}-btn-minus" @@ -86,7 +88,6 @@ def toggle_slider_nodes(minus_clicks, plus_clicks, prev_value): triggered_id = ctx.triggered_id - print(prev_value) min_value = min(prev_value) max_value = max(prev_value) n_values = len(prev_value) @@ -149,7 +150,6 @@ def update_min_max(mat_param_ts, mat_param_store, dm_store): round(matrix_min, 2): dict(label=f'{matrix_min:.2f}'), round(matrix_max, 2): dict(label=f'{matrix_max:.2f}') } - print(marks) return dict( min=matrix_min, max=matrix_max, diff --git a/indizio/components/matrix/parameters/metric.py b/indizio/components/matrix/parameters/metric.py index 27354ec..1f8ee76 100644 --- a/indizio/components/matrix/parameters/metric.py +++ b/indizio/components/matrix/parameters/metric.py @@ -10,6 +10,10 @@ class MatrixParamsMetric(dbc.Row): + """ + This component contains the option to select what data to be displayed. + """ + ID = ID_MATRIX_PARAMS_METRIC def __init__(self): diff --git a/indizio/components/matrix/parameters/update_button.py b/indizio/components/matrix/parameters/update_button.py index 27217ca..6cdb60b 100644 --- a/indizio/components/matrix/parameters/update_button.py +++ b/indizio/components/matrix/parameters/update_button.py @@ -10,6 +10,10 @@ class MatrixParamsUpdateButton(dbc.Button): + """ + This component will save the changes for the matrix parameters. + """ + ID = "matrix-params-update-button" def __init__(self): @@ -45,7 +49,7 @@ def toggle_disabled(metric, color_scale, bin_option, slider): if slider is None: disabled = True return dict( - disabled=disabled + disabled=disabled ) @callback( diff --git a/indizio/components/navbar.py b/indizio/components/navbar.py index 4d092be..ea1e28b 100644 --- a/indizio/components/navbar.py +++ b/indizio/components/navbar.py @@ -5,6 +5,10 @@ class NavBar(dbc.NavbarSimple): + """ + This component is the default Navigation bar shown on all pages. + """ + ID = 'navbar-container' ID_MATRIX = f'{ID}-matrix' ID_VIZ = f'{ID}-viz' diff --git a/indizio/components/network/__init__.py b/indizio/components/network/__init__.py index e039ee0..1e9d1ca 100644 --- a/indizio/components/network/__init__.py +++ b/indizio/components/network/__init__.py @@ -2,13 +2,17 @@ from dash import html from indizio.components.network.btn_dl_graphml import DownloadGraphMlButton -from indizio.components.network.parameters import NetworkFormParameters from indizio.components.network.network_graph import NetworkVizGraph from indizio.components.network.node_edge_count import NetworkVizNodeEdgeCount +from indizio.components.network.parameters import NetworkFormParameters from indizio.components.network.reset_view import NetworkVizResetView class NetworkVizContainer(dbc.Card): + """ + This component contains the network plot and action buttons. + """ + ID = 'network-viz-container' def __init__(self): diff --git a/indizio/components/network/network_graph.py b/indizio/components/network/network_graph.py index 3da7c27..3ba9e89 100644 --- a/indizio/components/network/network_graph.py +++ b/indizio/components/network/network_graph.py @@ -17,6 +17,12 @@ class NetworkVizStyleSheet: + """ + This is the default network stylesheet. This should be carefully modified + as needed. It's instantiated as a class to faciliate this. + + Changes are made to this in order to display toggled nodes. + """ DEFAULT = { "node": { "width": "mapData(size, 0, 100, 15, 80)", diff --git a/indizio/components/network/node_edge_count.py b/indizio/components/network/node_edge_count.py index d708508..adc4cf8 100644 --- a/indizio/components/network/node_edge_count.py +++ b/indizio/components/network/node_edge_count.py @@ -1,15 +1,15 @@ from typing import Optional -from dash import html +import dash_bootstrap_components as dbc from indizio.config import ID_NETWORK_VIZ_NODE_EDGE_COUNT -import dash_bootstrap_components as dbc class NetworkVizNodeEdgeCount(dbc.Badge): """ - The cytoscape network graph component. + This component shows the number of nodes and edges in the network. """ + ID = ID_NETWORK_VIZ_NODE_EDGE_COUNT def __init__(self, node_count: Optional[int] = None, edge_count: Optional[int] = None): @@ -24,8 +24,4 @@ def __init__(self, node_count: Optional[int] = None, edge_count: Optional[int] = ], pill=True, style={'marginLeft': '15px'} - # style={ - # 'backgroundColor': '#eb6864', - # 'color': '#FFFFFF' - # } ) diff --git a/indizio/components/network/parameters/__init__.py b/indizio/components/network/parameters/__init__.py index 97836b3..8d67997 100644 --- a/indizio/components/network/parameters/__init__.py +++ b/indizio/components/network/parameters/__init__.py @@ -11,8 +11,9 @@ class NetworkFormParameters(html.Div): """ - This class wraps the network form. + This contains the parameters for the network. """ + ID = 'network-form' ID_TOGGLE_BTN = f'{ID}-toggle-btn' ID_CANVAS = f'{ID}-canvas' diff --git a/indizio/components/network/parameters/btn_update.py b/indizio/components/network/parameters/btn_update.py index 71c9a6d..1befff2 100644 --- a/indizio/components/network/parameters/btn_update.py +++ b/indizio/components/network/parameters/btn_update.py @@ -19,10 +19,9 @@ class NetworkFormBtnUpdate(dbc.Button): """ - This component is the "Update Network" button. - - On submission, this will update the store with the users selected parameters. + This component will store all network parameters in the store. """ + ID = "network-form-update-button" def __init__(self): diff --git a/indizio/components/network/parameters/degree.py b/indizio/components/network/parameters/degree.py index 35b3bf2..3506601 100644 --- a/indizio/components/network/parameters/degree.py +++ b/indizio/components/network/parameters/degree.py @@ -9,6 +9,10 @@ class NetworkFormDegree(dbc.Card): + """ + This component contains the degree filtering for the network. + """ + ID = ID_NETWORK_FORM_DEGREE ID_LOWER_VALUE = ID_NETWORK_FORM_DEGREE_LOWER_VALUE ID_UPPER_VALUE = ID_NETWORK_FORM_DEGREE_UPPER_VALUE @@ -26,42 +30,42 @@ def __init__(self): dbc.CardBody( dbc.Table( children=[ - html.Thead(html.Tr([ - html.Th("Minimum"), - html.Th("Maximum"), - html.Th("Edges to self"), - ])), - html.Tbody([ - html.Tr([ - html.Td( - dbc.Input( - id=self.ID_LOWER_VALUE, - type="number", - value=0, - step=1, - size='sm' - ) - ), - html.Td( - dbc.Input( - id=self.ID_UPPER_VALUE, - type="number", - value=1, - step=1, - size='sm' - ) - ), - html.Td( - dbc.Select( - id=self.ID_SHOW_EDGES_TO_SELF, - options=BooleanShowHide.to_options(), - value=1, - size='sm' - ) - ), - ]) - ]), - ], + html.Thead(html.Tr([ + html.Th("Minimum"), + html.Th("Maximum"), + html.Th("Edges to self"), + ])), + html.Tbody([ + html.Tr([ + html.Td( + dbc.Input( + id=self.ID_LOWER_VALUE, + type="number", + value=0, + step=1, + size='sm' + ) + ), + html.Td( + dbc.Input( + id=self.ID_UPPER_VALUE, + type="number", + value=1, + step=1, + size='sm' + ) + ), + html.Td( + dbc.Select( + id=self.ID_SHOW_EDGES_TO_SELF, + options=BooleanShowHide.to_options(), + value=1, + size='sm' + ) + ), + ]) + ]), + ], hover=True, size='sm', className='mb-0' diff --git a/indizio/components/network/parameters/layout.py b/indizio/components/network/parameters/layout.py index 53db930..a8126e3 100644 --- a/indizio/components/network/parameters/layout.py +++ b/indizio/components/network/parameters/layout.py @@ -3,8 +3,6 @@ from dash import html from dash.exceptions import PreventUpdate -from indizio.config import PERSISTENCE_TYPE -from indizio.store.dm_graph import DistanceMatrixGraphStore from indizio.store.network_form_store import NetworkFormLayoutOption from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData @@ -13,6 +11,7 @@ class NetworkFormLayout(html.Div): """ This component is the drop-down menu selector for the network layout. """ + ID = "network-form-layout" def __init__(self): diff --git a/indizio/components/network/parameters/node_metadata.py b/indizio/components/network/parameters/node_metadata.py index 22b048b..47431d4 100644 --- a/indizio/components/network/parameters/node_metadata.py +++ b/indizio/components/network/parameters/node_metadata.py @@ -10,6 +10,10 @@ class NetworkFormNodeMetadata(dbc.Card): + """ + This component contains the drop-down menu selector for the node metadata. + """ + ID = 'network-form-node-metadata' def __init__(self): diff --git a/indizio/components/network/parameters/node_of_interest.py b/indizio/components/network/parameters/node_of_interest.py index 69bf318..2750c38 100644 --- a/indizio/components/network/parameters/node_of_interest.py +++ b/indizio/components/network/parameters/node_of_interest.py @@ -3,7 +3,6 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State from dash import html, dcc -from dash.exceptions import PreventUpdate from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData @@ -11,9 +10,9 @@ class NetworkFormNodeOfInterest(dbc.Card): """ - Dropdown menu option in the network form, that allows users to - select nodes of interest. + This component will show the nodes of interest (filtering). """ + ID = "network-form-node-of-interest" def __init__(self): diff --git a/indizio/components/network/parameters/thresh_filter_container.py b/indizio/components/network/parameters/thresh_filter_container.py index 9db1e71..658d797 100644 --- a/indizio/components/network/parameters/thresh_filter_container.py +++ b/indizio/components/network/parameters/thresh_filter_container.py @@ -10,6 +10,10 @@ class NetworkThreshFilterContainer(dbc.Card): + """ + This component contains the threshold filtering for the network. + """ + ID = "network-thresh-filter-container" ID_TABLE = f"{ID}-table" diff --git a/indizio/components/network/parameters/thresh_filter_item.py b/indizio/components/network/parameters/thresh_filter_item.py index 7b1d299..c7b262a 100644 --- a/indizio/components/network/parameters/thresh_filter_item.py +++ b/indizio/components/network/parameters/thresh_filter_item.py @@ -1,11 +1,15 @@ import dash_bootstrap_components as dbc -from dash import html, dcc +from dash import html from indizio.interfaces.bound import Bound from indizio.store.network_form_store import NetworkParamThreshold class NetworkThreshFilterItem(html.Tr): + """ + This component is a general use row for threshold filtering. + """ + ID = "network-thresh-filter-item" ID_LEFT_BOUND = f"{ID}-left-bound" ID_RIGHT_BOUND = f"{ID}-right-bound" diff --git a/indizio/components/network/parameters/thresh_matching.py b/indizio/components/network/parameters/thresh_matching.py index 947b57f..c9eaf6a 100644 --- a/indizio/components/network/parameters/thresh_matching.py +++ b/indizio/components/network/parameters/thresh_matching.py @@ -7,6 +7,10 @@ class NetworkThreshMatching(dbc.InputGroup): + """ + This component will allow users to select if threshold matching type. + """ + ID = "network-thresh-matching" def __init__(self): diff --git a/indizio/components/network/reset_view.py b/indizio/components/network/reset_view.py index 0d332fb..2663639 100644 --- a/indizio/components/network/reset_view.py +++ b/indizio/components/network/reset_view.py @@ -8,6 +8,10 @@ class NetworkVizResetView(dbc.Button): + """ + This component will reset the view of the network graph to center. + """ + ID = "network-viz-reset-view" def __init__(self): diff --git a/indizio/components/upload/__init__.py b/indizio/components/upload/__init__.py index 9ad8d2e..2aac4ca 100644 --- a/indizio/components/upload/__init__.py +++ b/indizio/components/upload/__init__.py @@ -10,6 +10,9 @@ class UploadFormContainer(html.Div): + """ + This form contains the upload form and the uploaded files. + """ def __init__(self): super().__init__( diff --git a/indizio/components/upload/btn_clear.py b/indizio/components/upload/btn_clear.py index fe4c4ea..e861ed8 100644 --- a/indizio/components/upload/btn_clear.py +++ b/indizio/components/upload/btn_clear.py @@ -19,7 +19,7 @@ class UploadFormBtnClear(dbc.Button): """ - This component is the button that triggers the upload and processing of files. + This component resets ALL STATES to empty. Future states need to be added here. """ ID = "upload-form-upload-button-clear" diff --git a/indizio/components/upload/btn_example.py b/indizio/components/upload/btn_example.py index b3957e1..9f66270 100644 --- a/indizio/components/upload/btn_example.py +++ b/indizio/components/upload/btn_example.py @@ -23,7 +23,7 @@ class UploadFormBtnExample(dbc.Button): """ - This component will load the example data. + This component will load the example data from: ./indizio/example """ ID = "upload-form-upload-button-example" diff --git a/indizio/components/upload/pending/close_btn.py b/indizio/components/upload/pending/close_btn.py index 3cc2078..ca410bc 100644 --- a/indizio/components/upload/pending/close_btn.py +++ b/indizio/components/upload/pending/close_btn.py @@ -9,10 +9,9 @@ class UploadFormCloseButton(dbc.Button): """ - This is the card that is used to display each file that the user has - uploaded. A drop-down menu option allows the user to select the - file type. + This button is used to remove uploaded files that are not yet processed. """ + ID = 'uploaded-form-close-button' def __init__( diff --git a/indizio/components/upload/pending/file_selector.py b/indizio/components/upload/pending/file_selector.py index ec1bbfe..648f11a 100644 --- a/indizio/components/upload/pending/file_selector.py +++ b/indizio/components/upload/pending/file_selector.py @@ -8,10 +8,9 @@ class UploadFormFileSelector(dbc.Row): """ - This is the card that is used to display each file that the user has - uploaded. A drop-down menu option allows the user to select the - file type. + This component is used to display a file that has been uploaded but not yet processed. """ + ID = 'upload-form-file-selector' ID_TYPE = f'{ID}-type' ID_NAME = f'{ID}-name' diff --git a/indizio/components/upload/processed/uploaded_file.py b/indizio/components/upload/processed/uploaded_file.py index ab8def4..7156366 100644 --- a/indizio/components/upload/processed/uploaded_file.py +++ b/indizio/components/upload/processed/uploaded_file.py @@ -7,6 +7,11 @@ class UploadedFileDisplay(dbc.Card): + """ + This is a general use component that displays the files that have been + uploaded and processed. + """ + ID = 'uploaded-files-uploaded-file' def __init__( diff --git a/indizio/interfaces/boolean.py b/indizio/interfaces/boolean.py index 6152e2f..4287d10 100644 --- a/indizio/interfaces/boolean.py +++ b/indizio/interfaces/boolean.py @@ -2,13 +2,24 @@ class BooleanAllAny(HtmlOption): + """ + This class is used to represent the options for the boolean all/any. + """ ALL = 'All' ANY = 'Any' + class BooleanShowHide(HtmlOption): + """ + This class is used to represent the options for the boolean show/hide. + """ SHOW = 'Show' HIDE = 'Hide' + class BooleanYesNo(HtmlOption): + """ + This class is used to represent the options for the boolean yes/no. + """ YES = 'Yes' NO = 'No' diff --git a/indizio/interfaces/bound.py b/indizio/interfaces/bound.py index b7f79a7..bd9f753 100644 --- a/indizio/interfaces/bound.py +++ b/indizio/interfaces/bound.py @@ -2,7 +2,8 @@ class Bound(HtmlOption): - """Bounds selection for a number range.""" + """ + Bounds selection for a number range. + """ INCLUSIVE = 'Inclusive' EXCLUSIVE = 'Exclusive' - diff --git a/indizio/interfaces/cluster_on.py b/indizio/interfaces/cluster_on.py index 8602724..99c3b63 100644 --- a/indizio/interfaces/cluster_on.py +++ b/indizio/interfaces/cluster_on.py @@ -2,6 +2,10 @@ class ClusterOn(HtmlOption): + """ + This class is used to represent the options for the clustering on. + """ + NOTHING = 'No clustering' FEATURES = 'Features' IDS = 'Identifiers' diff --git a/indizio/interfaces/file_type.py b/indizio/interfaces/file_type.py index 683a89e..553d241 100644 --- a/indizio/interfaces/file_type.py +++ b/indizio/interfaces/file_type.py @@ -5,6 +5,7 @@ class UserFileType(HtmlOption): """ These are the select options provided when a user uploads a file. """ + PA = 'Presence/Absence' DM = 'Distance Matrix' META = 'Metadata' diff --git a/indizio/interfaces/html_option.py b/indizio/interfaces/html_option.py index 2e67aad..cc0f2d8 100644 --- a/indizio/interfaces/html_option.py +++ b/indizio/interfaces/html_option.py @@ -4,6 +4,9 @@ class HtmlOption(Enum): """ This superclass wraps all HTML select options and provides helpful methods. + + Extend this class if additional known-value options are required AND will be + displayed in the browser. """ @classmethod diff --git a/indizio/interfaces/logging.py b/indizio/interfaces/logging.py index 4e84eae..911c828 100644 --- a/indizio/interfaces/logging.py +++ b/indizio/interfaces/logging.py @@ -2,6 +2,10 @@ class LogLevel(str, Enum): + """ + This class is a helper method used to keep track of the logging level + requested / messages used in the application. + """ DEBUG = "debug" INFO = "info" WARNING = "warning" @@ -9,6 +13,10 @@ class LogLevel(str, Enum): CRITICAL = "critical" def as_numeric(self): + """ + This method is used to determine if the logging level is sufficient to + display a message. + """ if self is LogLevel.DEBUG: return 10 elif self is LogLevel.INFO: diff --git a/indizio/layouts/__init__.py b/indizio/layouts/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/indizio/layouts/heatmap_layout.py b/indizio/layouts/heatmap_layout.py deleted file mode 100644 index 84ca20d..0000000 --- a/indizio/layouts/heatmap_layout.py +++ /dev/null @@ -1,115 +0,0 @@ -from dash import html, dcc -import dash_bootstrap_components as dbc - - -def make_heatmap_layout(dm_metric_options, colorscales): - """ - Creates the Dash Layout for the page displaying the Heatmap distance matrix plot. - ==================== - Inputs: - dm_metric_options: A list of dicts, where each dict has the entries "label" and "value". - Populated by app.py - colorscales: A list of Plotly colorscales which will be accessible by the heatmap. - Outputs: - layout: The Dash layout of the Heatmap component. - ==================== - """ - layout = dbc.Container( - fluid=True, - children=[ - dbc.Row( - id="heatmap-display", - children=[ - dbc.Col( - [ - dcc.Loading( - dcc.Graph(id="heatmap-graph"), - ), - ], - className="col-9", - ), - dbc.Col( - [ - dbc.Row( - [ - dbc.Col( - [ - html.Div( - [ - dbc.Label("Choose Metric"), - dcc.Dropdown( - id="dataset-select", - value=dm_metric_options[0][ - "value" - ], - options=dm_metric_options, - ), - ], - className="pl-5 pr-5", - ), - ], - ), - ] - ), - dbc.Row( - [ - html.P("Color Scale"), - dcc.Dropdown( - id="colorscale", - options=[ - {"value": x, "label": x} - for x in colorscales - ], - value="inferno", - ), - ] - ), - dbc.RadioItems( - options=[ - {"label": "Continuous", "value": 1}, - {"label": "Binned", "value": 2}, - ], - value=1, - id="plot-mode-radio", - inline=True, - ), - dbc.Row( - [ - dbc.Button( - html.Span( - [ - html.I( - className="fas fa-minus-circle ml-2" - ) - ] - ), - className="col col-1", - id="minus-button", - ), - dbc.Button( - html.Span( - [ - html.I( - className="fas fa-plus-circle ml-2" - ) - ] - ), - className="col col-1", - id="plus-button", - ), - dbc.Col( - id="slider-container", - children=[dcc.RangeSlider(min=0, max=0)], - ), - ] - ), - dbc.Button( - "Update Heatmap", id="heatmap-button", color="secondary" - ), - ] - ), - ], - ) - ], - ) - return layout diff --git a/indizio/layouts/landing_page_layout.py b/indizio/layouts/landing_page_layout.py deleted file mode 100644 index 7e91de2..0000000 --- a/indizio/layouts/landing_page_layout.py +++ /dev/null @@ -1,110 +0,0 @@ -from dash import html -import dash_bootstrap_components as dbc - -### Landing Page ### -# Adapted from https://getbootstrap.com/docs/4.0/examples/product/ -landing_page_layout = [ - html.Div( - className="position-relative overflow-hidden p-3 p-md-5 m-md-3 text-center bg-light", - children=[ - html.Div( - className="col-md-5 p-lg-5 mx-auto my-5", - children=[ - html.H1("Indizio", className="display-4 font-weight-normal"), - html.P( - "Interactively explore connected data.", - className="lead font-weight-normal", - ), - html.P( - "(Note: This page will be replaced by a data upload form later.)", - className="lead font-weight-normal", - ), - html.A( - "Get Started", - href="page-1", - className="btn btn-outline-secondary", - ), - ], - ) - ], - ), - html.Div( - className="d-md-flex flex-md-equal w-100 my-md-3 pl-md-3", - children=[ - html.Div( - className="bg-dark mr-md-3 pt-3 px-3 pt-md-5 px-md-5 text-center text-white overflow-hidden", - children=[ - html.Div( - className="my-3 py-3", - children=[ - html.H2("Heatmap viewer.", className="display-5"), - html.P( - children=[ - "View connected data as heatmaps. Explore heatmaps for each distance metric you uploaded. Click 'Matrices'.", - ], - className="lead", - ), - ], - ) - ], - ), - html.Div( - className="bg-light mr-md-3 pt-3 px-3 pt-md-5 px-md-5 text-center overflow-hidden", - children=[ - html.Div( - className="my-3 py-3", - children=[ - html.H2( - "Explore Specific Subnetworks.", className="display-5" - ), - html.P( - 'Visualize networks surrounding specific nodes. Choose your node or nodes, select filtering parameters, and explore. Click "Network Visualisation."', - className="lead", - ), - ], - ) - ], - ), - ], - ), - html.Div( - className="d-md-flex flex-md-equal w-100 my-md-3 pl-md-3", - children=[ - html.Div( - className="bg-light mr-md-3 pt-3 px-3 pt-md-5 px-md-5 text-center overflow-hidden", - children=[ - html.Div( - className="my-3 py-3", - children=[ - html.H2( - "View Macro Level Statistics.", className="display-5" - ), - html.P( - "View at a macro level how LR and p value choices influence network properties. Click 'Network Statistics'.", - className="lead", - ), - ], - ) - ], - ), - html.Div( - className="bg-primary mr-md-3 pt-3 px-3 pt-md-5 px-md-5 text-center text-white overflow-hidden", - children=[ - html.Div( - className="my-3 py-3", - children=[ - html.H2( - "(Not yet) View genome presence/absence cladogram.", - className="display-5", - ), - html.P( - "See the presence and absence of genes etc. in a per genome basis. (Not yet implemented).", - className="lead", - ), - ], - ) - ], - ), - ], - ), -] diff --git a/indizio/layouts/network_layout.py b/indizio/layouts/network_layout.py deleted file mode 100644 index ba01686..0000000 --- a/indizio/layouts/network_layout.py +++ /dev/null @@ -1,205 +0,0 @@ -from dash import html, dcc -import dash_bootstrap_components as dbc -import dash_cytoscape as cyto - - -def make_network_layout(node_items, dm_labels, stylesheet): - """ - Creates the Dash Layout for the page displaying the Heatmap distance matrix plot. - ==================== - Inputs: - node_items: List of node dicts produced by app.py - dm_labels: The user-provided distance metric labels - stylesheet: The CSS stylesheet for the Dash application. - Outputs: - layout: The Dash layout of the Network component. - ==================== - """ - layout = dbc.Container( - fluid=True, - children=[ - dbc.Row( - [ - dbc.Row( - [ - html.H3(children="Network Visualization"), - dbc.Col( - children=[ - dbc.Row( - children=[ - html.Div( - [ - dbc.Label("Change network Layout"), - dcc.Dropdown( - id="network-callbacks-1", - value="grid", - clearable=False, - options=[ - { - "label": name.capitalize(), - "value": name, - } - for name in [ - "random", - "grid", - "circle", - "concentric", - "breadthfirst", - "cose", - "cose-bilkent", - "cola", - "klay", - "spread", - "euler", - ] - ], - className="bg-light text-dark", - ), - ] - ), - html.Div( - [ - dbc.Col( - [ - dbc.Label( - "Select a node of interest." - ), - dcc.Dropdown( - id="node-dropdown", - options=node_items, - value=[], - className="bg-light text-dark", - multi=True, - ), - ] - ), - dbc.Col( - make_network_form( - dm_labels - ) - ), - ] - ), - html.Div( - [ - dbc.Button( - "Update Network", - id="interactive-button", - color="success", - style={"margin-bottom": "1em"}, - ) - ], - className="d-grid gap-2", - ), - html.Div( - [ - dbc.Button( - "Download as GraphML", - id="download-network-button", - color="success", - style={"margin-bottom": "1em"}, - ), - dcc.Download(id="download-network"), - ], - className="d-grid gap-2", - ), - ] - ), - dbc.Row( - children=dbc.Card( - [ - dbc.CardHeader( - "Network Properties", - className="bg-primary text-white", - ), - dbc.CardBody( - html.P( - "Lorem Ipsum and all that.", - className="card-text text-dark", - id="node-selected", - ) - ), - ] - ) - ), - ] - ), - dbc.Col( - children=[ - # dbc.Col(dcc.Graph(id='interactive-graph')), # Not including fig here because it will be generated with the callback - dbc.Col( - cyto.Cytoscape( - id="network-plot", - elements=[], - stylesheet=stylesheet, - style={"width": "100%", "height": "800px"}, - layout={"name": "grid"}, - ), - className="bg-white", - ), - ], - className="col col-xl-9 col-lg-8 col-md-6 ", - ), - ], - className="bg-secondary text-white", - ) - ] - ), - ], - ) - return layout - - -def make_network_form(attributes): - data = [ - dbc.Label("Select thresholding values"), - dbc.InputGroup( - [ - dbc.InputGroupText("Degree (depth of neighborhood)"), - dbc.Input( - id="degree", - placeholder="Degree (depth of neighborhood)", - type="number", - min=0, - step=1, - value=0, - ), - ] - ), - ] - for i, attr in enumerate(attributes): - div = dbc.Row( - [ - dbc.Col( - [ - dbc.InputGroup( - [ - dbc.InputGroupText("{} threshold".format(attr)), - dbc.Input( - id={"role": "threshold", "index": i}, - placeholder="{} threshold".format(attr), - type="number", - value=0, - ), - ] - ), - ] - ), - dbc.Col( - [ - dbc.RadioItems( - options=[ - {"label": "Lower Bound", "value": 1}, - {"label": "Upper Bound", "value": 2}, - ], - value=1, - id={"role": "bounds-select", "index": i}, - inline=True, - ), - ] - ), - ], - className="border", - ) - data.append(div) - return data diff --git a/indizio/store/clustergram_parameters.py b/indizio/store/clustergram_parameters.py index 8fe5a5c..2255f87 100644 --- a/indizio/store/clustergram_parameters.py +++ b/indizio/store/clustergram_parameters.py @@ -9,6 +9,9 @@ class ClustergramParameters(BaseModel): + """ + This class is the actual model for the data in the clustergram parameters. + """ metric: Optional[str] = None tree: Optional[str] = None metadata: Optional[str] = None @@ -17,6 +20,10 @@ class ClustergramParameters(BaseModel): class ClustergramParametersStore(dcc.Store): + """ + This class is used to represent the store for the clustergram parameters. + """ + ID = 'clustergram-parameters-store' def __init__(self): diff --git a/indizio/store/distance_matrix.py b/indizio/store/distance_matrix.py index 5d0e4bd..2d14996 100644 --- a/indizio/store/distance_matrix.py +++ b/indizio/store/distance_matrix.py @@ -11,6 +11,9 @@ class DistanceMatrixFile(BaseModel): + """ + This class is used to represent a single distance matrix that has been uploaded. + """ file_name: str file_id: str path: Path @@ -42,14 +45,23 @@ def from_upload_data(cls, data: UploadFormItem): ) def read(self) -> pd.DataFrame: + """ + Read the distance matrix from disk. + """ return from_pickle_df(self.path) def get_min_max(self) -> Tuple[float, float]: + """ + Obtain the minimum and maximum values from the distance matrix. + """ df = self.read() return float(df.min().min()), float(df.max().max()) class DistanceMatrixData(BaseModel): + """ + This class is the actual model for the data in the distance matrix store. + """ data: Dict[str, DistanceMatrixFile] = dict() def add_item(self, item: DistanceMatrixFile): @@ -70,6 +82,10 @@ def as_options(self) -> List[Dict[str, str]]: class DistanceMatrixStore(dcc.Store): + """ + This class is used to represent the store for the distance matrix files. + """ + ID = 'distance-matrix-file-store' def __init__(self): diff --git a/indizio/store/dm_graph.py b/indizio/store/dm_graph.py index 704d64f..a9a6e52 100644 --- a/indizio/store/dm_graph.py +++ b/indizio/store/dm_graph.py @@ -19,6 +19,9 @@ class DmGraph(BaseModel): + """ + This is the actual model for the distance matrix graph. + """ path: Path matrices: List[DistanceMatrixFile] hash: str @@ -170,7 +173,6 @@ def filter_to_cytoscape(self, params: NetworkFormStoreData): filtered_graph = self.filter(params) # Convert the graph to cytoscape format - print('converitng to cytoscape') cyto_data = nx.cytoscape_data(filtered_graph) out_graph = cyto_data['elements'] @@ -184,6 +186,9 @@ def filter_to_cytoscape(self, params: NetworkFormStoreData): class DistanceMatrixGraphStore(dcc.Store): + """ + This class is used to represent the store for the distance matrix graph. + """ ID = 'distance-matrix-graph-store' def __init__(self): diff --git a/indizio/store/matrix_parameters.py b/indizio/store/matrix_parameters.py index a11d3f1..613123e 100644 --- a/indizio/store/matrix_parameters.py +++ b/indizio/store/matrix_parameters.py @@ -1,14 +1,9 @@ -import io -import json -from typing import Optional, Tuple, List +from typing import Optional, List -import pandas as pd from dash import dcc from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.store.upload_form_store import UploadFormItem - from indizio.interfaces.html_option import HtmlOption @@ -19,7 +14,11 @@ class MatrixBinOption(HtmlOption): CONTINUOUS = 'Continuous' BINNED = 'Binned' + class MatrixParameters(BaseModel): + """ + This class is the actual model for the data in the matrix parameters. + """ metric: Optional[str] = None color_scale: str = 'inferno' bin_option: MatrixBinOption = MatrixBinOption.CONTINUOUS @@ -27,6 +26,9 @@ class MatrixParameters(BaseModel): class MatrixParametersStore(dcc.Store): + """ + This class is used to represent the store for the matrix parameters. + """ ID = 'matrix-parameters-store' def __init__(self): diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py index e120e67..79d600a 100644 --- a/indizio/store/metadata_file.py +++ b/indizio/store/metadata_file.py @@ -11,6 +11,9 @@ class MetadataFile(BaseModel): + """ + This class is used to represent a single metadata file that has been uploaded. + """ file_name: str file_id: Optional[str] = None path: Path @@ -40,6 +43,9 @@ def read(self) -> pd.DataFrame: class MetadataData(BaseModel): + """ + This class is used to represent a collection of metadata files. + """ data: Dict[str, MetadataFile] = dict() def add_item(self, item: MetadataFile): @@ -60,6 +66,10 @@ def as_options(self) -> List[Dict[str, str]]: class MetadataFileStore(dcc.Store): + """ + This class is used to represent the store for the metadata files. + """ + ID = 'metadata-file-store' def __init__(self): diff --git a/indizio/store/network_interaction.py b/indizio/store/network_interaction.py index 6cb0cd8..b996875 100644 --- a/indizio/store/network_interaction.py +++ b/indizio/store/network_interaction.py @@ -7,6 +7,10 @@ class NetworkInteractionData(BaseModel): + """ + This is the actual model for the data in the network interaction store. + """ + node_selected: Optional[str] = None edge_nodes: List[str] = list() @@ -28,6 +32,9 @@ def get_all_nodes(self) -> Set[str]: class NetworkInteractionStore(dcc.Store): + """ + This class is used to represent the store for the network interaction. + """ ID = 'network-interaction-store' def __init__(self): diff --git a/indizio/store/presence_absence.py b/indizio/store/presence_absence.py index 80e434d..deddbdb 100644 --- a/indizio/store/presence_absence.py +++ b/indizio/store/presence_absence.py @@ -99,6 +99,9 @@ def as_options(self) -> List[Dict[str, str]]: class PresenceAbsenceStore(dcc.Store): + """ + This class is used to represent the store for the presence absence files. + """ ID = 'presence-absence-store' def __init__(self): diff --git a/indizio/store/tree_file.py b/indizio/store/tree_file.py index 2bec64a..bc8263c 100644 --- a/indizio/store/tree_file.py +++ b/indizio/store/tree_file.py @@ -11,6 +11,9 @@ class TreeFile(BaseModel): + """ + This class is the actual model for the tree file. + """ file_name: str file_id: str path: Path @@ -57,6 +60,9 @@ def as_options(self) -> List[Dict[str, str]]: class TreeFileStore(dcc.Store): + """ + This class is used to represent the store for the tree files. + """ ID = 'tree-file-store' def __init__(self): diff --git a/indizio/store/upload_form_store.py b/indizio/store/upload_form_store.py index 54f108b..2a260a1 100644 --- a/indizio/store/upload_form_store.py +++ b/indizio/store/upload_form_store.py @@ -38,6 +38,9 @@ def remove_item(self, file_hash: str): class UploadFormStore(dcc.Store): + """ + This class is used to represent the store for the upload form. + """ ID = 'upload-form-store' def __init__(self): diff --git a/indizio/util/cache.py b/indizio/util/cache.py index ceb6ab1..3949f9e 100644 --- a/indizio/util/cache.py +++ b/indizio/util/cache.py @@ -40,8 +40,6 @@ def freezeargs(func): @functools.wraps(func) def wrapped(*args, **kwargs): - print(args) - print(kwargs) args_frozen = to_hashable(args) kwargs_frozen = to_hashable(kwargs) return func(*args_frozen, **kwargs_frozen) @@ -81,22 +79,16 @@ def wrapper(*args, **kwargs): cache_key = orjson.dumps(cache_key, option=orjson.OPT_SORT_KEYS) cache_key = calc_md5(cache_key) - print(f"kwargs_to_cache: {cache_key}") - # Check the cache to see if the result already exists with Cache(CACHE.directory) as cache: existing_result = cache.get(cache_key) if existing_result: - print('found existing result') return existing_result # Otherwise, run the function and save the result result = func(*args, **kwargs) - print('result') with Cache(CACHE.directory) as cache: - print('saving to cache') cache.set(cache_key, result) - print('done saving') return result return wrapper diff --git a/indizio/util/data.py b/indizio/util/data.py index 1fd79c5..d913e3b 100644 --- a/indizio/util/data.py +++ b/indizio/util/data.py @@ -1,6 +1,11 @@ import numpy as np + def is_numeric(value) -> bool: + """ + Returns True if the value is numeric and False otherwise. + Note that this function will return False for NaN values. + """ try: val = float(value) if np.isnan(val): diff --git a/indizio/util/dataframe.py b/indizio/util/dataframe.py index a3e8af4..108dc7f 100644 --- a/indizio/util/dataframe.py +++ b/indizio/util/dataframe.py @@ -1,6 +1,5 @@ -import pandas as pd - import numpy as np +import pandas as pd def dataframe_to_pairs(df: pd.DataFrame): diff --git a/indizio/util/files.py b/indizio/util/files.py index 0b9752b..5aeb9d6 100644 --- a/indizio/util/files.py +++ b/indizio/util/files.py @@ -1,10 +1,11 @@ +import csv import io import pickle from pathlib import Path from typing import Optional, Tuple import pandas as pd -import csv + from indizio.config import TMP_DIR from indizio.util.hashing import calc_md5 @@ -78,6 +79,9 @@ def to_file(data: bytes, name: Optional[str] = None) -> Path: def get_delimiter(file_path: Path, n_lines=5): + """ + Automatic detection of a delimiter used in a file. + """ sniffer = csv.Sniffer() lines = list() with file_path.open() as f: diff --git a/indizio/util/graph.py b/indizio/util/graph.py index 3d61e99..552545c 100644 --- a/indizio/util/graph.py +++ b/indizio/util/graph.py @@ -1,72 +1,4 @@ -from typing import Optional, Collection - -import networkx as nx - -from indizio.store.network_form_store import NetworkThreshCorrOption -from indizio.util.types import ProgressFn - - -def filter_graph( - G: nx.Graph, - node_subset, - degree, - thresh, - thresh_op: NetworkThreshCorrOption, - progress: Optional[ProgressFn] = None -) -> nx.Graph: - subgraphs = list() - - # Filter the nodes if specified - nodes_to_keep = node_subset if node_subset else list(G.nodes) - - for i, node in enumerate(nodes_to_keep): - edges = list() - # TODO: Here I have removed the requirement for the degree to be 0 - # TODO: as it doesn't make any sense for filtering - for edge in G.edges(node, data=True): - for file_name, corr in edge[2].items(): - keep_edge = False - if thresh_op is NetworkThreshCorrOption.GT: - if corr > thresh: - keep_edge = True - elif thresh_op is NetworkThreshCorrOption.GEQ: - if corr >= thresh: - keep_edge = True - elif thresh_op is NetworkThreshCorrOption.EQ: - if corr == thresh: - keep_edge = True - elif thresh_op is NetworkThreshCorrOption.LEQ: - if corr <= thresh: - keep_edge = True - elif thresh_op is NetworkThreshCorrOption.LT: - if corr < thresh: - keep_edge = True - else: - raise ValueError(f'Unknown thresh_op: {thresh_op}') - - if keep_edge: - edges.append((edge[0], edge[1])) - - H = G.edge_subgraph(edges) - if node in set(H.nodes): - if degree == 0: - subgraphs.append(H) - else: - subgraphs.append(H.subgraph(neighborhood(H, node, degree))) - else: - subgraphs.append(G.subgraph([node])) - - # Update the progress function if provided - if progress: - progress(100 * i / len(nodes_to_keep)) - composed = nx.compose_all(subgraphs) - return composed - - -def neighborhood(G, node, n): - path_lengths = nx.single_source_dijkstra_path_length(G, node, n) - return list(path_lengths.keys()) - +from typing import Collection def format_axis_label(label: str) -> str: @@ -78,4 +10,7 @@ def format_axis_label(label: str) -> str: def format_axis_labels(labels: Collection[str]) -> Collection[str]: + """ + Format the axis labels to be more human readable. + """ return [format_axis_label(label) for label in labels] diff --git a/indizio/util/hashing.py b/indizio/util/hashing.py index 3cd5974..d8782e9 100644 --- a/indizio/util/hashing.py +++ b/indizio/util/hashing.py @@ -6,4 +6,3 @@ def calc_md5(data: bytes) -> str: Calculate the MD5 checksum of the given data. """ return hashlib.md5(data).hexdigest() - diff --git a/indizio/util/log.py b/indizio/util/log.py index bdefe67..5585a33 100644 --- a/indizio/util/log.py +++ b/indizio/util/log.py @@ -1,30 +1,13 @@ import logging -from typing import List - -from indizio.interfaces.logging import LogLevel -import rich -from datetime import datetime import os +from datetime import datetime +import rich -def setup_logger(level): - if level is LogLevel.DEBUG: - level = logging.DEBUG - elif level is LogLevel.INFO: - level = logging.INFO - elif level is LogLevel.WARNING: - level = logging.WARNING - elif level is LogLevel.ERROR: - level = logging.ERROR - elif level is LogLevel.CRITICAL: - level = logging.CRITICAL - else: - level = logging.INFO - logging.basicConfig(level=level, format='[%(asctime)s] - %(levelname)s - %(message)s') +from indizio.interfaces.logging import LogLevel def log(msg, level: LogLevel = LogLevel.INFO): - # Check if this message should be displayed according to the level set min_level = os.environ.get('INDIZIO_LOG', 'info') min_level = LogLevel(min_level).as_numeric() diff --git a/indizio/util/package.py b/indizio/util/package.py index b1ad464..f5fcbe7 100644 --- a/indizio/util/package.py +++ b/indizio/util/package.py @@ -1,7 +1,9 @@ -from pathlib import Path from importlib.resources import files +from pathlib import Path def get_package_root() -> Path: + """ + Returns the installation directory for the package. + """ return files('indizio') - diff --git a/indizio/util/plot.py b/indizio/util/plot.py index 7625e1c..0dfd02b 100644 --- a/indizio/util/plot.py +++ b/indizio/util/plot.py @@ -1,9 +1,9 @@ -from typing import Collection, Tuple +from typing import Tuple import plotly +import plotly.express as px from PIL import ImageColor from _plotly_utils.basevalidators import ColorscaleValidator -import plotly.express as px ################################################################################ @@ -21,6 +21,7 @@ def get_color(colorscale_name, loc): return [get_continuous_color(colorscale, x) for x in loc] return get_continuous_color(colorscale, loc) + def get_continuous_color(colorscale, intermed): """ Plotly continuous colorscales assign colors to the range [0, 1]. This function computes the intermediate @@ -73,8 +74,8 @@ def get_continuous_color(colorscale, intermed): colortype="rgb", ) -def numerical_colorscale(values, colorscale): +def numerical_colorscale(values, colorscale): # Normalize the values between 0 and 1 cur_min = min(values) cur_max = max(values) @@ -89,11 +90,5 @@ def numerical_colorscale(values, colorscale): return d_val_to_hex -def format_labels(labels: Collection[str]) -> Tuple[str]: - out = list() - for label in labels: - out.append(label[0:10]) - return tuple(out) - def rgb_tuple_to_hex(rgb: Tuple[int, int, int]) -> str: - return '#{:02x}{:02x}{:02x}'.format(int(rgb[0] * 255), int(rgb[1] * 255), int(rgb[2] * 255)) \ No newline at end of file + return '#{:02x}{:02x}{:02x}'.format(int(rgb[0] * 255), int(rgb[1] * 255), int(rgb[2] * 255)) diff --git a/indizio/util/types.py b/indizio/util/types.py index 6feae75..1f01ebb 100644 --- a/indizio/util/types.py +++ b/indizio/util/types.py @@ -1,4 +1,3 @@ from typing import Callable ProgressFn = Callable[[float], None] - From 856e3aa1f13dab64446fa955aaf3926e9d5a80cf Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 14:42:45 +1000 Subject: [PATCH 23/81] post refactor --- .gitignore | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.gitignore b/.gitignore index 011b6ca..6cc99a0 100644 --- a/.gitignore +++ b/.gitignore @@ -160,3 +160,5 @@ cython_debug/ .idea/ .DS_Store + +.test_data/ From 952fe65b588d59d5bf57d284de7b4e964854249d Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 14:43:51 +1000 Subject: [PATCH 24/81] post refactor --- {test => test_data/test}/EvolCCMSal.csv | 0 {test => test_data/test}/Salmindizio.csv | 0 {test => test_data/test}/input_file | 0 {test => test_data/test}/tree.nw | 0 .../test2}/interaction_scores_squareform.csv | 0 {test2 => test_data/test2}/p_values_squareform.csv | 0 {test2 => test_data/test2}/presence_absence.csv | 0 {test2 => test_data/test2}/salmonella_tree.nw | 0 .../test3}/Salmonella_Genomes_metadata.xlsx | Bin {test3 => test_data/test3}/Saltree.nw | 0 .../test3}/salmIndizioGenes_intr_score_square.csv | 0 .../test3}/salmIndizioGenes_p_square.csv | 0 .../test3}/toSalInd_PA_scientific_names.csv | 0 13 files changed, 0 insertions(+), 0 deletions(-) rename {test => test_data/test}/EvolCCMSal.csv (100%) rename {test => test_data/test}/Salmindizio.csv (100%) rename {test => test_data/test}/input_file (100%) rename {test => test_data/test}/tree.nw (100%) rename {test2 => test_data/test2}/interaction_scores_squareform.csv (100%) rename {test2 => test_data/test2}/p_values_squareform.csv (100%) rename {test2 => test_data/test2}/presence_absence.csv (100%) rename {test2 => test_data/test2}/salmonella_tree.nw (100%) rename {test3 => test_data/test3}/Salmonella_Genomes_metadata.xlsx (100%) rename {test3 => test_data/test3}/Saltree.nw (100%) rename {test3 => test_data/test3}/salmIndizioGenes_intr_score_square.csv (100%) rename {test3 => test_data/test3}/salmIndizioGenes_p_square.csv (100%) rename {test3 => test_data/test3}/toSalInd_PA_scientific_names.csv (100%) diff --git a/test/EvolCCMSal.csv b/test_data/test/EvolCCMSal.csv similarity index 100% rename from test/EvolCCMSal.csv rename to test_data/test/EvolCCMSal.csv diff --git a/test/Salmindizio.csv b/test_data/test/Salmindizio.csv similarity index 100% rename from test/Salmindizio.csv rename to test_data/test/Salmindizio.csv diff --git a/test/input_file b/test_data/test/input_file similarity index 100% rename from test/input_file rename to test_data/test/input_file diff --git a/test/tree.nw b/test_data/test/tree.nw similarity index 100% rename from test/tree.nw rename to test_data/test/tree.nw diff --git a/test2/interaction_scores_squareform.csv b/test_data/test2/interaction_scores_squareform.csv similarity index 100% rename from test2/interaction_scores_squareform.csv rename to test_data/test2/interaction_scores_squareform.csv diff --git a/test2/p_values_squareform.csv b/test_data/test2/p_values_squareform.csv similarity index 100% rename from test2/p_values_squareform.csv rename to test_data/test2/p_values_squareform.csv diff --git a/test2/presence_absence.csv b/test_data/test2/presence_absence.csv similarity index 100% rename from test2/presence_absence.csv rename to test_data/test2/presence_absence.csv diff --git a/test2/salmonella_tree.nw b/test_data/test2/salmonella_tree.nw similarity index 100% rename from test2/salmonella_tree.nw rename to test_data/test2/salmonella_tree.nw diff --git a/test3/Salmonella_Genomes_metadata.xlsx b/test_data/test3/Salmonella_Genomes_metadata.xlsx similarity index 100% rename from test3/Salmonella_Genomes_metadata.xlsx rename to test_data/test3/Salmonella_Genomes_metadata.xlsx diff --git a/test3/Saltree.nw b/test_data/test3/Saltree.nw similarity index 100% rename from test3/Saltree.nw rename to test_data/test3/Saltree.nw diff --git a/test3/salmIndizioGenes_intr_score_square.csv b/test_data/test3/salmIndizioGenes_intr_score_square.csv similarity index 100% rename from test3/salmIndizioGenes_intr_score_square.csv rename to test_data/test3/salmIndizioGenes_intr_score_square.csv diff --git a/test3/salmIndizioGenes_p_square.csv b/test_data/test3/salmIndizioGenes_p_square.csv similarity index 100% rename from test3/salmIndizioGenes_p_square.csv rename to test_data/test3/salmIndizioGenes_p_square.csv diff --git a/test3/toSalInd_PA_scientific_names.csv b/test_data/test3/toSalInd_PA_scientific_names.csv similarity index 100% rename from test3/toSalInd_PA_scientific_names.csv rename to test_data/test3/toSalInd_PA_scientific_names.csv From 38e88027dc29142854701f6d65da3194b579d4b7 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 14:45:03 +1000 Subject: [PATCH 25/81] post refactor --- .gitignore | 2 +- foo.tree => test_data/foo.tree | 0 metadata.csv => test_data/metadata.csv | 0 pa.csv => test_data/pa.csv | 0 pa2.csv => test_data/pa2.csv | 0 pa_metadata.csv => test_data/pa_metadata.csv | 0 test_data/test/EvolCCMSal.csv | 10010 ---------------- test_data/test/Salmindizio.csv | 60 - test_data/test/input_file | 4 - test_data/test/tree.nw | 1 - .../test2/interaction_scores_squareform.csv | 795 -- test_data/test2/p_values_squareform.csv | 795 -- test_data/test2/presence_absence.csv | 61 - test_data/test2/salmonella_tree.nw | 1 - .../test3/Salmonella_Genomes_metadata.xlsx | Bin 33086 -> 0 bytes test_data/test3/Saltree.nw | 1 - .../salmIndizioGenes_intr_score_square.csv | 795 -- test_data/test3/salmIndizioGenes_p_square.csv | 795 -- .../test3/toSalInd_PA_scientific_names.csv | 61 - 19 files changed, 1 insertion(+), 13380 deletions(-) rename foo.tree => test_data/foo.tree (100%) rename metadata.csv => test_data/metadata.csv (100%) rename pa.csv => test_data/pa.csv (100%) rename pa2.csv => test_data/pa2.csv (100%) rename pa_metadata.csv => test_data/pa_metadata.csv (100%) delete mode 100644 test_data/test/EvolCCMSal.csv delete mode 100644 test_data/test/Salmindizio.csv delete mode 100644 test_data/test/input_file delete mode 100644 test_data/test/tree.nw delete mode 100644 test_data/test2/interaction_scores_squareform.csv delete mode 100644 test_data/test2/p_values_squareform.csv delete mode 100644 test_data/test2/presence_absence.csv delete mode 100644 test_data/test2/salmonella_tree.nw delete mode 100644 test_data/test3/Salmonella_Genomes_metadata.xlsx delete mode 100644 test_data/test3/Saltree.nw delete mode 100644 test_data/test3/salmIndizioGenes_intr_score_square.csv delete mode 100644 test_data/test3/salmIndizioGenes_p_square.csv delete mode 100644 test_data/test3/toSalInd_PA_scientific_names.csv diff --git a/.gitignore b/.gitignore index 6cc99a0..27d4224 100644 --- a/.gitignore +++ b/.gitignore @@ -161,4 +161,4 @@ cython_debug/ .DS_Store -.test_data/ +test_data/ diff --git a/foo.tree b/test_data/foo.tree similarity index 100% rename from foo.tree rename to test_data/foo.tree diff --git a/metadata.csv b/test_data/metadata.csv similarity index 100% rename from metadata.csv rename to test_data/metadata.csv diff --git a/pa.csv b/test_data/pa.csv similarity index 100% rename from pa.csv rename to test_data/pa.csv diff --git a/pa2.csv b/test_data/pa2.csv similarity index 100% rename from pa2.csv rename to test_data/pa2.csv diff --git a/pa_metadata.csv b/test_data/pa_metadata.csv similarity index 100% rename from pa_metadata.csv rename to test_data/pa_metadata.csv diff --git a/test_data/test/EvolCCMSal.csv b/test_data/test/EvolCCMSal.csv deleted file mode 100644 index 6e30f77..0000000 --- a/test_data/test/EvolCCMSal.csv +++ /dev/null @@ -1,10010 +0,0 @@ -pltA pltB 2.021173 2.021173 -1.994 -1.994 1.814638 5.031285 4.872037e-07 -pltA allS 1.551075 2.606567 -1.310571 -0.01190928 -0.3200839 -0.8725932 0.3828848 -pltA wbtL 1.275265 3.143402 -1.252213 1.812335 -0.5659074 -2.157428 0.03097235 -pltA aslA 1.468237 1.006244 -1.349636 -1.216827 -0.2345852 -0.5606148 0.5750602 -pltA ssaI 0.955043 0.2211657 -0.9156377 -0.2214968 -1.496367 -2.304734 0.02118148 -pltA vgr.tssI 1.49977 1.026387 -1.331631 -1.162606 -0.1119272 -0.2772414 0.7815948 -pltA fimF 0.955043 0.2211657 -0.9156377 -0.2214968 -1.496367 -2.304734 0.02118148 -pltA steC 1.408908 0.8618221 -1.2778 -0.8990621 -0.2535467 -0.5283044 0.5972881 -pltA iroC 0.8972482 0.3059878 -0.8541255 -0.3146055 -1.42481 -2.133021 0.03292296 -pltA sseK1 1.109149 1.122319 -1.020674 -1.072384 -1.147016 -2.193719 0.02825562 -pltA tssA 1.678355 1.357114 -1.568175 1.192315 -0.5389507 -1.372643 0.1698634 -pltA mig.5 1.610343 4.771901 -1.418045 -1.231113 -0.2163663 -0.6166987 0.5374334 -pltA sifA 1.18744 0.7257223 -1.105551 -0.7632326 -0.8637697 -1.58752 0.112395 -pltA fimZ 0.955043 0.2211657 -0.9156377 -0.2214968 -1.496367 -2.304734 0.02118148 -pltA iroB 0.8972482 0.3059878 -0.8541255 -0.3146055 -1.42481 -2.133021 0.03292296 -pltA iroD 0.8972482 0.3059878 -0.8541255 -0.3146055 -1.42481 -2.133021 0.03292296 -pltA sseL 1.353216 1.016919 -1.232535 -1.040618 -0.4707329 -1.036351 0.3000383 -pltA fimY 0.955043 0.2211657 -0.9156377 -0.2214968 -1.496367 -2.304734 0.02118148 -pltA fimC 1.23531 0.5383585 -1.154236 -0.5788148 -0.6536694 -1.15667 0.247407 -pltA sseJ 0.898812 0.3305585 -0.853702 -0.3470444 -1.478102 -2.232544 0.02557904 -pltA misL 1.491162 0.9752407 -1.331523 -0.8191347 -0.04001189 -0.08372097 0.9332783 -pltA vipB 1.467748 0.9932329 -1.357209 -1.242833 -0.3154981 -0.7513136 0.452464 -pltA sspH2 1.259607 1.514782 -1.132807 -1.442248 -0.9312357 -2.252097 0.02431611 -pltA gtrB 1.313735 1.234009 -1.202309 -1.211301 -0.7901822 -1.812075 0.06997459 -pltA sodC1 1.348219 2.106419 -1.355344 -0.9876021 0.5386388 1.441441 0.1494602 -pltA fha 1.633126 1.216634 -1.481815 1.024286 -0.3459276 -0.8044861 0.4211163 -pltA sifB 1.186794 0.728071 -1.105807 -0.7599022 -0.859217 -1.576354 0.1149443 -pltA vasK.icmF 1.633126 1.216634 -1.481815 1.024286 -0.3459276 -0.8044861 0.4211163 -pltA fimW 1.202493 0.6729514 -1.123173 -0.6889836 -0.9143152 -1.701998 0.08875579 -pltA ssaQ 1.237534 0.5396741 -1.147551 -0.5720063 -0.6595649 -1.165627 0.2437652 -pltA steA 0.9211651 0.4413716 -0.8777898 -0.4520792 -1.682457 -2.616883 0.008873688 -pltA spvB 1.08352 2.71892 -1.222247 -1.53232 1.160006 3.219532 0.001283999 -pltA tssJ 1.633126 1.216634 -1.481815 1.024286 -0.3459276 -0.8044861 0.4211163 -pltA ssaR 1.190529 0.7345512 -1.103178 -0.7407631 -0.7887567 -1.420978 0.1553233 -pltA iroE 0.8972482 0.3059878 -0.8541255 -0.3146055 -1.42481 -2.133021 0.03292296 -pltA ssaT 1.235457 0.5389827 -1.153478 -0.5775166 -0.6544705 -1.157796 0.2469473 -pltA tssA.1 1.633126 1.216634 -1.481815 1.024286 -0.3459276 -0.8044861 0.4211163 -pltA sseB 1.235363 0.5512645 -1.146758 -0.5587262 -0.6633864 -1.168643 0.2425473 -pltA STM0266 1.46194 2.290356 -1.32838 -1.339824 0.2026224 0.6212098 0.5344616 -pltA sptP 1.36159 1.051522 -1.268285 -0.8694118 -0.5035053 -1.115481 0.2646445 -pltA STM0283 1.406513 2.438581 -1.310711 -1.579026 0.4195474 1.393265 0.1635396 -pltA rck 1.253561 4.335768 -1.157573 -1.977235 0.5081346 0.9346351 0.3499764 -pltA fimB 1.522876 1.785637 -1.518789 1.538368 -0.4750041 -1.526419 0.1269057 -pltA impE 1.381238 2.261275 -1.283888 -1.334654 0.469262 1.309473 0.190374 -pltA allA 1.306254 1.377755 -1.24335 -1.314871 -0.8878018 -2.096209 0.03606368 -pltA STM0273 1.381238 2.261275 -1.283888 -1.334654 0.469262 1.309473 0.190374 -pltA KP1_RS17225 1.466871 4.187778 -1.331447 -0.4233402 0.2457306 0.6701489 0.5027629 -pltA spvC 1.532597 5.237399 -1.363371 -0.96075 -0.06199772 -0.2199983 0.8258725 -pltA STM0282 1.406513 2.438581 -1.310711 -1.579026 0.4195474 1.393265 0.1635396 -pltA STM0284 1.434236 2.62772 -1.318464 -1.600514 0.2253515 0.7585621 0.4481146 -pltA STM0275 1.333258 2.638199 -1.262732 -1.729557 0.666072 2.24377 0.02484718 -pltA spvD 1.557563 5.085943 -1.382211 -1.375523 -0.1056878 -0.2835503 0.776755 -pltA allR 1.306254 1.377755 -1.24335 -1.314871 -0.8878018 -2.096209 0.03606368 -pltA entD 2.073547 0.7232481 -0.1880272 -0.1880846 -1.123362 -1.749886 0.0801379 -pltA tide1 1.48211 2.531898 -1.340092 -1.606585 0.1093282 0.3865865 0.6990624 -pltA pefB 1.490187 4.915402 -1.334572 -1.518865 0.03222515 0.08309549 0.9337756 -pltA gtrA 1.492934 1.842594 -1.330969 -1.123862 -0.296346 -0.8452397 0.397977 -pltA pefA 1.490187 4.915402 -1.334572 -1.518865 0.03222515 0.08309549 0.9337756 -pltA orgA.sctK 1.402299 0.8612739 -1.282397 -0.9237176 -0.266375 -0.5613049 0.5745897 -pltA STM0281 1.406513 2.438581 -1.310711 -1.579026 0.4195474 1.393265 0.1635396 -pltA STM0276 1.357695 2.351698 -1.277221 -1.47088 0.5579673 1.643973 0.1001818 -pltA pefC 1.462046 5.286761 -1.313941 -1.593822 0.08914361 0.2254457 0.8216326 -pltA ratB 1.511753 2.434696 -1.346418 -1.585957 -0.02156268 -0.07455269 0.9405706 -pltA pipB 1.49977 1.026387 -1.33163 1.162606 0.1119274 0.2772399 0.7815959 -pltA STM0285 1.453781 2.614037 -1.33159 -1.670858 0.2157488 0.7836056 0.4332716 -pltA shdA 1.570431 1.543913 -1.368655 -0.5197988 -0.2725376 -0.7008956 0.4833682 -pltA pefD 1.462046 5.286761 -1.313941 -1.593822 0.08914361 0.2254457 0.8216326 -pltA rfbD 1.530858 1.653762 -1.484366 1.462513 -0.353561 -1.071003 0.2841683 -pltA STM0280 1.357695 2.351698 -1.277221 -1.47088 0.5579673 1.643973 0.1001818 -pltA rfbF 1.539051 2.308541 -1.359256 -1.324707 -0.1193496 -0.3579789 0.7203591 -pltA STM0290 1.195283 1.195828 -0.9767374 0.9148874 0.8209363 1.52843 0.1264058 -pltA tae4 1.380639 2.506699 -1.304419 -1.6226 0.4958388 1.687725 0.09146394 -pltA STM0287 1.48211 2.531898 -1.340092 -1.606585 0.1093282 0.3865865 0.6990624 -pltA csgB 1.565915 2.278093 -1.365103 -1.196577 -0.1994044 -0.5907909 0.5546605 -pltA sciB 1.40332 2.12961 -1.291008 -1.165306 0.3710654 0.9756999 0.3292132 -pltA ssaG 1.226081 0.5311203 -1.170609 -0.6016247 -0.6617161 -1.187021 0.2352192 -pltA STM0286 1.43409 2.508755 -1.324557 -1.653164 0.310133 1.08969 0.2758496 -pltA STM0268 1.381238 2.261275 -1.283888 -1.334654 0.469262 1.309473 0.190374 -pltA STM0289 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0.6675162 1.211849 0.2255701 -pltB iutA 1.248941 0.7990394 -1.103556 0.7136682 0.6675162 1.211849 0.2255701 -pltB hcp.tssD 1.348211 1.661027 -1.258716 -1.880757 0.6683146 1.394222 0.1632504 -pltB icsP.sopA 1.320286 0.6051085 -1.180825 0.5406502 0.4231379 0.7153164 0.4744135 -pltB fyuA 1.503534 0.9127213 -1.342876 0.8622728 0.00699391 0.01428355 0.9886038 -pltB ybtT 1.503534 0.9127213 -1.342876 0.8622728 0.00699391 0.01428355 0.9886038 -pltB ybtU 1.503534 0.9127213 -1.342876 0.8622728 0.00699391 0.01428355 0.9886038 -pltB nleC 0.9838258 0.07759266 -0.8945914 0.0639206 1.1083 1.562175 0.1182468 -pltB irp1 1.503534 0.9127213 -1.342876 0.8622728 0.00699391 0.01428355 0.9886038 -pltB irp2 1.503534 0.9127213 -1.342876 0.8622728 0.00699391 0.01428355 0.9886038 -pltB ybtQ 1.503534 0.9127213 -1.342876 0.8622728 0.00699391 0.01428355 0.9886038 -pltB ybtX 1.503534 0.9127213 -1.342876 0.8622728 0.00699391 0.01428355 0.9886038 -pltB ybtS 1.503534 0.9127213 -1.342876 0.8622728 0.00699391 0.01428355 0.9886038 -pltB ybtA 1.503534 0.9127213 -1.342876 0.8622728 0.00699391 0.01428355 0.9886038 -pltB cesT 1.347386 0.6408475 -1.202427 0.5262082 0.3376818 0.5400543 0.5891596 -pltB vipA.tssB 0.9836006 0.08099094 -0.9003522 0.0592297 1.051277 1.439938 0.1498849 -pltB wbtL.1 1.404335 2.417203 -1.363442 -2.122902 0.4796027 2.006235 0.0448312 -pltB galU 1.483115 3.810359 -1.348745 -0.6659695 0.132917 0.5126616 0.608188 -pltB fliH 1.80679 0.9270894 -1.682018 0.8963154 -0.7185408 -1.377062 0.168493 -pltB clpV1 1.326486 3.069651 -1.270934 -1.850262 0.5444944 2.195224 0.0281475 -pltB tviA 1.237766 1.331833 -1.120314 -0.8429468 0.5480167 0.7899469 0.4295588 -pltB tviB 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB tviC 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB tviD 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB tviE 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB vexA 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB vexB 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB vexC 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB flgM 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB vexD 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB vexE 0.9833951 0.08027073 -0.8992833 0.05987547 1.060173 1.459095 0.1445388 -pltB clpV.tssH 1.475103 2.326668 -1.368159 2.026917 -0.2781641 -1.140884 0.2539181 -pltB ipfE 1.356041 1.612266 -1.3083 0.2511169 0.2824207 0.5540986 0.5795113 -pltB sopA 1.503311 2.036492 -1.36673 -1.195294 0.07322043 0.1978722 0.843145 -pltB PA2367 1.424278 2.840828 -1.37727 -0.5619767 0.4587587 1.373214 0.1696859 -pltB lpfD 1.269423 2.338673 -1.285571 -0.5402733 0.4367489 0.7644311 0.4446104 -pltB avrA 1.496353 2.968524 -1.370502 -0.2551159 0.1520007 0.4314977 0.6661065 -pltB slrP 1.260834 0.8069296 -1.112483 -0.7357625 -0.5601341 -0.9669229 0.3335826 -pltB lpfB 1.356041 1.612266 -1.3083 0.2511169 0.2824207 0.5540986 0.5795113 -pltB lpfA 1.356041 1.612266 -1.3083 0.2511169 0.2824207 0.5540986 0.5795113 -pltB flgL 0.8701589 0.4749044 -0.8241567 0.48821 1.598493 2.443427 0.0145485 -pltB PA2366 1.348232 2.773144 -1.402403 -0.4199638 1.010592 2.543243 0.01098289 -pltB cdtB.1 2.113021 1.68251 -1.944771 -1.631744 1.552534 3.712901 0.0002048975 -allS wbtL 2.285771 2.982381 -0.0810143 1.769354 0.4893169 1.58703 0.1125058 -allS aslA 2.547267 1.063305 -0.06527546 -1.264848 -0.02421493 -0.04372476 0.9651238 -allS ssaI 2.51819 0.6078066 -0.03557901 -0.4781776 -0.09794072 -0.1815942 0.8559012 -allS vgr.tssI 1.837723 0.6784973 0.007909778 -1.096198 0.9949793 1.725714 0.0843989 -allS fimF 2.51819 0.6078066 -0.03557901 -0.4781776 -0.09794072 -0.1815942 0.8559012 -allS steC 2.440173 0.7505415 0.3424437 -0.7811706 -0.8325349 -1.443833 0.148786 -allS iroC 2.532346 0.6664061 -0.001934182 -0.6974375 -0.1186106 -0.2379663 0.8119072 -allS sseK1 2.508207 1.421423 0.1095039 -1.336247 -0.3215941 -0.8802251 0.3787374 -allS tssA 2.516991 1.314176 -0.001042574 1.096861 0.1165048 0.2894513 0.772236 -allS mig.5 2.525175 4.578235 -0.09313853 -1.189722 -0.06083126 -0.1753974 0.8607674 -allS sifA 2.50993 0.8874624 0.02043454 -0.9582659 -0.2167776 -0.484919 0.6277338 -allS fimZ 2.51819 0.6078066 -0.03557901 -0.4781776 -0.09794072 -0.1815942 0.8559012 -allS iroB 2.532346 0.6664061 -0.001934182 -0.6974375 -0.1186106 -0.2379663 0.8119072 -allS iroD 2.532346 0.6664061 -0.001934182 -0.6974375 -0.1186106 -0.2379663 0.8119072 -allS sseL 2.531962 1.101211 -0.07748489 -1.134763 0.04200067 0.1045946 0.9166975 -allS fimY 2.51819 0.6078066 -0.03557901 -0.4781776 -0.09794072 -0.1815942 0.8559012 -allS fimC 2.449379 0.5524585 0.2391209 -0.5941308 -0.7176039 -1.144727 0.2523221 -allS sseJ 2.417013 0.5650355 0.2056537 -0.6072897 -0.7983413 -1.064898 0.286922 -allS misL 2.258498 1.407614 0.1346628 0.5052739 -0.5809259 -1.075956 0.2819468 -allS vipB 2.470121 1.030675 -0.04007495 -1.294222 0.07829382 0.1372455 0.8908367 -allS sspH2 2.555705 3.494954 -0.09057649 0.1254962 0.1611773 0.4219844 0.6730364 -allS gtrB 2.572309 1.393362 -0.1751652 -1.391763 0.3975839 1.104602 0.2693321 -allS sodC1 2.534662 2.293649 -0.04845504 -0.8336159 -0.2876317 -0.8066983 0.4198403 -allS fha 2.532169 1.163343 -0.08742622 0.9892876 -0.05189236 -0.1214016 0.9033729 -allS sifB 2.509729 0.8883776 0.01985002 -0.9561173 -0.2117198 -0.4732613 0.6360268 -allS vasK.icmF 2.532169 1.163343 -0.08742622 0.9892876 -0.05189236 -0.1214016 0.9033729 -allS fimW 2.493874 0.8664736 0.006125945 -0.8555012 -0.2437487 -0.5071147 0.6120743 -allS ssaQ 2.533186 0.6542262 0.0007190494 -0.7074236 -0.1222747 -0.2448264 0.8065908 -allS steA 2.387382 0.8076399 -0.002845184 0.9930911 -0.250474 -0.4693195 0.6388413 -allS spvB 2.547649 4.27343 -0.2238097 -0.7169695 -0.5800196 -1.991753 0.04639821 -allS tssJ 2.532169 1.163343 -0.08742622 0.9892876 -0.05189236 -0.1214016 0.9033729 -allS ssaR 2.520595 0.9051134 -0.1181783 -0.9322818 0.1106879 0.2467455 0.8051052 -allS iroE 2.532346 0.6664061 -0.001934182 -0.6974375 -0.1186106 -0.2379663 0.8119072 -allS ssaT 2.44992 0.5529711 0.2401363 -0.5941439 -0.7153048 -1.144012 0.2526186 -allS tssA.1 2.532169 1.163343 -0.08742622 0.9892876 -0.05189236 -0.1214016 0.9033729 -allS sseB 2.453283 0.5588156 0.2465204 -0.5921491 -0.6981053 -1.134183 0.2567176 -allS STM0266 1.650501 1.460414 -0.1546431 -1.009079 -1.161533 -1.898455 0.05763618 -allS sptP 1.915983 0.735568 0.1153862 0.1280896 -1.087149 -1.880913 0.05998379 -allS STM0283 2.401705 2.379601 -0.07154218 -1.454998 -0.2349386 -0.5472207 0.5842271 -allS rck 2.499086 4.323596 -0.4990172 -1.895165 -0.6937969 -1.475483 0.1400826 -allS fimB 2.526322 1.992623 -0.04710809 1.247093 0.02748172 0.07915284 0.9369111 -allS impE 1.651157 1.461702 -0.1560578 -1.009886 -1.162503 -1.899558 0.05749121 -allS allA 2.580499 1.585015 -0.1414119 -1.530722 0.5437836 1.588446 0.1121855 -allS STM0273 1.651157 1.461702 -0.1560578 -1.009886 -1.162503 -1.899558 0.05749121 -allS KP1_RS17225 2.338762 2.215677 0.04872854 -1.949807 -0.6171917 -2.250794 0.0243986 -allS spvC 2.54064 4.684202 -0.3172315 -0.9471406 -0.6012457 -1.761899 0.07808637 -allS STM0282 2.401705 2.379601 -0.07154218 -1.454998 -0.2349386 -0.5472207 0.5842271 -allS STM0284 2.558249 1.661625 0.4557233 1.353681 0.7918135 2.06564 0.03886244 -allS STM0275 1.592966 1.720466 -0.2527857 -1.35385 -1.3532 -2.203131 0.02758548 -allS spvD 2.524755 4.929836 -0.1604473 -1.347461 -0.1680281 -0.446419 0.6552946 -allS allR 2.580499 1.585015 -0.1414119 -1.530722 0.5437836 1.588446 0.1121855 -allS entD 1.916301 0.7065563 -0.09707884 -0.1007834 -0.7737594 -1.221657 0.2218373 -allS tide1 2.375162 2.436944 -0.0727301 -1.511769 -0.2856887 -0.7044728 0.4811384 -allS pefB 2.521057 4.81016 -0.2257705 -1.460736 -0.2739155 -0.7116065 0.4767085 -allS gtrA 2.308599 1.821332 -0.03960471 -0.6055673 -0.3332548 -0.4856134 0.6272413 -allS pefA 2.521057 4.81016 -0.2257705 -1.460736 -0.2739155 -0.7116065 0.4767085 -allS orgA.sctK 0.9839707 0.4310184 -0.7809344 -0.4451823 -1.50863 -2.257453 0.02397981 -allS STM0281 2.401705 2.379601 -0.07154218 -1.454998 -0.2349386 -0.5472207 0.5842271 -allS STM0276 1.623573 1.546329 -0.1732326 -1.121224 -1.217108 -1.992108 0.04635919 -allS pefC 2.522342 5.172031 -0.2645953 -1.541079 -0.32823 -0.8381657 0.4019376 -allS ratB 2.543082 2.441694 -0.06135657 -1.59609 0.03294604 0.1018889 0.9188448 -allS pipB 1.837724 0.6784978 0.007909984 1.096198 -0.9949792 -1.725656 0.08440935 -allS STM0285 2.345645 2.485473 -0.07674494 -1.566123 -0.344233 -0.880327 0.3786822 -allS shdA 1.805896 0.9924167 -0.1116748 -0.4492245 -0.921956 -1.490779 0.1360196 -allS pefD 2.522342 5.172031 -0.2645953 -1.541079 -0.32823 -0.8381657 0.4019376 -allS rfbD 2.518784 1.696671 0.04096725 1.320849 0.1976237 0.5464915 0.5847281 -allS STM0280 1.623573 1.546329 -0.1732326 -1.121224 -1.217108 -1.992108 0.04635919 -allS rfbF 2.146881 1.914451 -0.05453806 -1.116563 -0.5130801 -0.6279681 0.5300248 -allS STM0290 2.528464 1.415177 -0.06381502 1.170137 -0.004057727 -0.01011074 0.9919329 -allS tae4 1.588186 1.68286 -0.1798057 -1.270939 -1.269859 -2.052446 0.04012635 -allS STM0287 2.375162 2.436944 -0.0727301 -1.511769 -0.2856887 -0.7044728 0.4811384 -allS csgB 2.184399 1.889256 -0.03498053 -1.042203 -0.4395465 -0.5298246 0.5962335 -allS sciB 1.685309 1.358668 -0.1439636 -0.8822076 -1.106268 -1.805688 0.07096706 -allS ssaG 1.025075 0.2714047 -0.8168391 -0.2872315 -1.411071 -2.106315 0.03517702 -allS STM0286 2.373169 2.427496 -0.07350729 -1.522214 -0.2902161 -0.7132304 0.4757032 -allS STM0268 1.651157 1.461702 -0.1560578 -1.009886 -1.162503 -1.899558 0.05749121 -allS STM0289 2.401705 2.379601 -0.07154218 -1.454998 -0.2349386 -0.5472207 0.5842271 -allS rfbG 2.146881 1.914451 -0.05453806 -1.116563 -0.5130801 -0.6279681 0.5300248 -allS gogB 2.519595 1.274132 0.005703739 1.115859 0.1062232 0.259435 0.7952996 -allS sopD2 0.9848982 0.4319901 -0.7831062 -0.4470574 -1.51807 -2.277225 0.02277278 -allS STM0278 1.587843 1.686553 -0.1974492 -1.289404 -1.291571 -2.098456 0.03586486 -allS STM0269 1.651157 1.461702 -0.1560578 -1.009886 -1.162503 -1.899558 0.05749121 -allS STM0271 1.632185 1.506255 -0.1471429 -1.061306 -1.17477 -1.915265 0.05545873 -allS traJ 2.527276 3.856728 -0.4026854 -1.665947 -0.5325335 -1.223346 0.2211991 -allS pipB2 2.102172 1.667772 0.009034636 -0.3709037 -0.5676378 -0.8887935 0.3741141 -allS hcp1.tssD1 2.516218 0.8938107 0.0851935 0.8423641 0.2112442 0.4295429 0.6675282 -allS ssaO 2.503785 1.038294 0.1165166 -1.078294 -0.4599119 -1.035488 0.3004412 -allS allD 2.633642 1.862719 -0.1705001 -1.776804 0.4281184 1.416428 0.1566503 -allS allB 2.634994 1.849613 -0.1719158 -1.788836 0.428975 1.418937 0.1559175 -allS allC 2.621573 1.76844 -0.1722316 -1.717894 0.5204685 1.668067 0.09530251 -allS iucA 2.640793 1.110747 -0.4350094 1.035453 -0.6745118 -1.465256 0.142851 -allS iucB 2.640793 1.110747 -0.4350094 1.035453 -0.6745118 -1.465256 0.142851 -allS cdtB 2.585103 0.6270599 -0.5434079 0.6013684 -0.8061729 -1.420126 0.1555709 -allS iucC 2.619151 0.8391963 -0.6388548 0.8082556 -1.022153 -1.888014 0.05902407 -allS sinH 2.39514 1.701146 -0.02711803 0.4987601 -0.1772453 -0.3020606 0.7626058 -allS tssF 2.55065 0.6179223 -0.5450512 0.5837328 -0.7356345 -1.276119 0.2019135 -allS iucD 2.619151 0.8391963 -0.6388548 0.8082556 -1.022153 -1.888014 0.05902407 -allS iutA 2.619151 0.8391963 -0.6388548 0.8082556 -1.022153 -1.888014 0.05902407 -allS hcp.tssD 2.604549 1.538859 -0.1325042 -1.689678 -0.1543663 -0.3223486 0.7471886 -allS icsP.sopA 2.587558 0.6255881 -0.5744797 0.5815836 -0.7747852 -1.350502 0.176855 -allS fyuA 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 -allS ybtT 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 -allS ybtU 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 -allS nleC 2.557161 0.302381 -0.3945887 0.2983365 -0.5004032 -0.8108468 0.4174536 -allS irp1 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 -allS irp2 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 -allS ybtQ 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 -allS ybtX 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 -allS ybtS 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 -allS ybtA 2.51289 0.9028999 0.01715673 0.857187 0.1192463 0.2469425 0.8049528 -allS cesT 2.530812 0.7075982 -0.09440408 0.5953171 -0.04595636 -0.08243287 0.9343025 -allS vipA.tssB 2.531649 0.3029556 -0.3659207 0.2823291 -0.4138182 -0.6450201 0.5189141 -allS wbtL.1 2.342305 2.29401 0.05478906 -2.045773 -0.4551542 -1.760247 0.07836598 -allS galU 2.578355 5.076258 -0.03818448 -0.1569624 0.3708634 1.636393 0.1017574 -allS fliH 2.512018 0.7605098 0.5813757 0.7179981 0.8636938 1.529359 0.1261754 -allS clpV1 2.447051 1.779419 0.7222797 1.243097 1.157445 2.928502 0.003405998 -allS tviA 2.528204 1.423899 -0.0305794 -0.7440954 0.04225425 0.06833592 0.9455182 -allS tviB 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS tviC 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS tviD 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS tviE 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS vexA 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS vexB 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS vexC 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS flgM 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS vexD 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS vexE 2.518359 0.280912 0.2512938 0.2627601 0.4342375 0.6766302 0.4986406 -allS clpV.tssH 2.488147 2.273541 -0.01303912 1.998851 0.1288776 0.5086348 0.6110083 -allS ipfE 2.65413 1.793506 0.05268324 0.1844423 0.4986798 1.166747 0.2433126 -allS sopA 2.538305 2.112573 -0.07381531 -1.12813 0.06723252 0.1914724 0.8481555 -allS PA2367 2.362114 2.778438 -0.04613649 -0.435995 -0.2695464 -0.4341068 0.6642109 -allS lpfD 2.618335 2.901534 0.03311677 -0.7620692 0.3413131 0.8468381 0.3970854 -allS avrA 2.480068 2.890495 -0.02271079 -0.3206044 -0.1734704 -0.4902666 0.6239453 -allS slrP 2.53471 0.9151124 0.1763573 -0.8523436 -0.3360909 -0.675839 0.4991429 -allS lpfB 2.65413 1.793506 0.05268324 0.1844423 0.4986798 1.166747 0.2433126 -allS lpfA 2.65413 1.793506 0.05268324 0.1844423 0.4986798 1.166747 0.2433126 -allS flgL 2.509789 0.8880556 0.02010297 0.9572829 0.2148093 0.4803294 0.6309932 -allS PA2366 2.09935 2.637387 -0.009609623 -0.1597499 -0.6640875 -1.030266 0.3028851 -allS cdtB.1 2.572393 1.373996 -0.03993156 -1.236658 -0.1558713 -0.407938 0.6833192 -wbtL aslA 2.799397 0.8668644 1.824661 -1.133634 -0.5509302 -1.501407 0.1332502 -wbtL ssaI 3.400922 0.6002681 1.524825 -0.4607135 0.2133934 0.286612 0.7744094 -wbtL vgr.tssI 2.871256 0.831662 1.759032 -1.064722 -0.540216 -1.326485 0.1846792 -wbtL fimF 3.400922 0.6002681 1.524825 -0.4607135 0.2133934 0.286612 0.7744094 -wbtL steC 2.925319 0.8513599 1.32891 -0.9730897 0.9230809 1.816736 0.0692576 -wbtL iroC 3.571925 0.668795 1.574536 -0.7045534 -0.0009533321 -0.00161829 0.9987088 -wbtL sseK1 3.43765 1.500505 1.515258 -1.353567 0.2423964 0.7466224 0.4552915 -wbtL tssA 6.401169 1.352182 0.1513348 1.161918 -0.3321766 -1.3115 0.189689 -wbtL mig.5 3.682235 3.83364 2.525149 -1.915105 1.42008 5.194096 2.057171e-07 -wbtL sifA 6.406959 0.7864165 0.9107152 -0.8282905 -0.6406465 -1.437699 0.1505195 -wbtL fimZ 3.400922 0.6002681 1.524825 -0.4607135 0.2133934 0.286612 0.7744094 -wbtL iroB 3.571925 0.668795 1.574536 -0.7045534 -0.0009533321 -0.00161829 0.9987088 -wbtL iroD 3.571925 0.668795 1.574536 -0.7045534 -0.0009533321 -0.00161829 0.9987088 -wbtL sseL 2.800777 1.643166 1.684486 0.4861468 0.6895932 1.23782 0.2157827 -wbtL fimY 3.400922 0.6002681 1.524825 -0.4607135 0.2133934 0.286612 0.7744094 -wbtL fimC 3.528946 0.6656656 1.547648 -0.7298892 0.06835556 0.1235505 0.9016712 -wbtL sseJ 3.621035 0.67888 1.595118 -0.7395981 -0.06965514 -0.1277277 0.8983645 -wbtL misL 3.683748 0.9355319 1.617992 -0.821911 -0.1509408 -0.2680971 0.7886245 -wbtL vipB 2.84418 0.8714795 1.779051 -1.162314 -0.5514084 -1.429931 0.1527368 -wbtL sspH2 3.037107 3.039409 1.82898 0.1875974 0.5561538 2.010963 0.04432933 -wbtL gtrB 3.076293 1.986084 1.697434 -0.09211216 0.390483 0.8660204 0.386479 -wbtL sodC1 3.408169 2.300862 1.715584 -0.9543916 0.4779467 1.986601 0.04696666 -wbtL fha 2.6576 1.577381 1.714282 -0.6607972 -0.8561952 -1.264671 0.2059894 -wbtL sifB 3.262475 0.9189007 1.490042 -1.019337 0.4010717 0.8547345 0.3926981 -wbtL vasK.icmF 2.6576 1.577381 1.714282 -0.6607972 -0.8561952 -1.264671 0.2059894 -wbtL fimW 3.682612 0.864613 1.631947 -0.8821645 -0.164301 -0.2846826 0.7758873 -wbtL ssaQ 3.569484 0.6581516 1.572802 -0.7144123 0.003146261 0.005368035 0.9957169 -wbtL steA 3.040879 0.7019134 1.639537 0.9166946 0.4675043 0.8985528 0.3688909 -wbtL spvB 3.741061 3.785493 2.517461 -1.574543 1.543455 5.960681 2.51189e-09 -wbtL tssJ 2.6576 1.577381 1.714282 -0.6607972 -0.8561952 -1.264671 0.2059894 -wbtL ssaR 3.691532 0.8731237 1.66427 -0.8890898 -0.207193 -0.3726421 0.7094148 -wbtL iroE 3.571925 0.668795 1.574536 -0.7045534 -0.0009533321 -0.00161829 0.9987088 -wbtL ssaT 3.071439 0.6480068 1.361816 -0.7605748 0.7322982 1.371068 0.1703538 -wbtL tssA.1 2.6576 1.577381 1.714282 -0.6607972 -0.8561952 -1.264671 0.2059894 -wbtL sseB 3.570963 0.6642911 1.57387 -0.708271 0.0006432435 0.001092679 0.9991282 -wbtL STM0266 6.408318 2.257426 0.4952015 -1.270584 -0.4178849 -1.893287 0.05831975 -wbtL sptP 2.933679 0.9220047 1.591787 -0.07458139 0.6284718 1.078389 0.28086 -wbtL STM0283 3.782818 2.328477 1.562956 -1.632958 -0.3315134 -1.312161 0.1894657 -wbtL rck 3.707136 3.852657 2.426609 -2.378235 1.242633 4.293738 1.756898e-05 -wbtL fimB 6.257715 1.900411 0.41842 1.270928 0.1923663 0.9492676 0.3424845 -wbtL impE 3.808807 2.14177 1.614804 -1.486908 -0.4184039 -1.525274 0.1271907 -wbtL allA 2.974779 1.740135 1.751401 -0.3709942 0.5113991 1.36465 0.172363 -wbtL STM0273 3.808807 2.14177 1.614804 -1.486908 -0.4184039 -1.525274 0.1271907 -wbtL KP1_RS17225 6.271882 4.270238 0.4383739 -0.3069008 0.1893813 0.9317409 0.3514705 -wbtL spvC 3.729922 4.179414 2.462349 -1.785554 1.358288 5.013775 5.337233e-07 -wbtL STM0282 3.782818 2.328477 1.562956 -1.632958 -0.3315134 -1.312161 0.1894657 -wbtL STM0284 3.591151 1.936798 1.41418 1.338092 -0.3589434 -1.394968 0.1630254 -wbtL STM0275 3.592794 3.02544 1.534242 -0.5557563 -0.2139377 -0.9370873 0.3487136 -wbtL spvD 3.727013 4.136983 2.402222 -2.119401 1.231401 4.301596 1.695721e-05 -wbtL allR 2.974779 1.740135 1.751401 -0.3709942 0.5113991 1.36465 0.172363 -wbtL entD 6.496427 1.117531 0.8078929 0.06920945 -0.7033416 -2.005529 0.04490657 -wbtL tide1 3.466148 2.541315 1.611182 -1.568241 0.09780048 0.3728629 0.7092505 -wbtL pefB 3.727204 4.130236 2.4096 -2.13304 1.240996 4.372871 1.226234e-05 -wbtL gtrA 2.9639 1.803438 1.739848 -0.6493362 0.4987572 1.273228 0.202937 -wbtL pefA 3.727204 4.130236 2.4096 -2.13304 1.240996 4.372871 1.226234e-05 -wbtL orgA.sctK 3.327352 0.9211105 1.486975 -1.006518 0.3248478 0.6442407 0.5194194 -wbtL STM0281 3.782818 2.328477 1.562956 -1.632958 -0.3315134 -1.312161 0.1894657 -wbtL STM0276 3.82282 2.17043 1.632153 -1.623051 -0.4864012 -1.812136 0.06996523 -wbtL pefC 3.733411 4.269285 2.45745 -2.232426 1.302268 4.680129 2.866944e-06 -wbtL ratB 3.050755 2.360943 1.783999 -1.49191 0.474186 1.640157 0.1009724 -wbtL pipB 2.871252 0.831657 1.759035 1.06472 0.5402165 1.326494 0.1846761 -wbtL STM0285 3.711625 2.578985 1.556109 -1.666192 -0.2390226 -0.9960148 0.3192429 -wbtL shdA 6.511371 1.566264 0.8393622 -0.3058001 -0.7721898 -2.13003 0.03316913 -wbtL pefD 3.733411 4.269285 2.45745 -2.232426 1.302268 4.680129 2.866944e-06 -wbtL rfbD 6.270429 1.668963 0.4250099 1.307131 0.1445461 0.7020962 0.4826192 -wbtL STM0280 3.82282 2.17043 1.632153 -1.623051 -0.4864012 -1.812136 0.06996523 -wbtL rfbF 6.456425 2.316458 0.5517848 -1.215034 -0.6959837 -2.748234 0.005991722 -wbtL STM0290 3.618349 1.3677 1.639708 1.146432 0.1487379 0.4493699 0.6531648 -wbtL tae4 3.774021 2.293808 1.705059 -1.738991 -0.5730606 -2.13232 0.03298058 -wbtL STM0287 3.466148 2.541315 1.611182 -1.568241 0.09780048 0.3728629 0.7092505 -wbtL csgB 3.53229 2.237064 1.590556 -1.200996 0.03020998 0.09065109 0.9277698 -wbtL sciB 6.362507 2.170583 0.4962506 -1.08208 -0.3590693 -1.627347 0.1036634 -wbtL ssaG 3.578844 0.667713 1.577947 -0.7325595 -0.01094174 -0.01871069 0.9850719 -wbtL STM0286 3.685007 2.475471 1.557395 -1.640484 -0.1785503 -0.7333128 0.4633677 -wbtL STM0268 3.808807 2.14177 1.614804 -1.486908 -0.4184039 -1.525274 0.1271907 -wbtL STM0289 3.782818 2.328477 1.562956 -1.632958 -0.3315134 -1.312161 0.1894657 -wbtL rfbG 6.456425 2.316458 0.5517848 -1.215034 -0.6959837 -2.748234 0.005991722 -wbtL gogB 3.594322 1.259433 1.616116 1.1073 0.08387522 0.2483535 0.8038609 -wbtL sopD2 3.25324 0.9219182 1.468281 -1.016983 0.4372021 0.9458051 0.344248 -wbtL STM0278 3.79748 2.309963 1.683476 -1.764112 -0.5877859 -2.176756 0.02949876 -wbtL STM0269 3.808807 2.14177 1.614804 -1.486908 -0.4184039 -1.525274 0.1271907 -wbtL STM0271 3.961516 1.953486 1.806488 -1.596717 -0.806676 -2.535455 0.01123015 -wbtL traJ 5.943603 3.88022 0.8222785 -1.869744 0.4419622 0.9432415 0.3455574 -wbtL pipB2 2.96259 1.716456 1.778012 -0.4271725 0.6166464 1.961434 0.04982846 -wbtL hcp1.tssD1 6.351329 0.9249427 -0.3250516 0.8964886 -0.8567652 -2.11244 0.0346487 -wbtL ssaO 6.350759 0.9535779 0.9309386 -0.9905831 -0.6178965 -1.280302 0.200439 -wbtL allD 3.654604 1.804823 1.576887 -1.731212 -0.1064258 -0.3771383 0.7060708 -wbtL allB 3.527888 1.821182 1.572499 -1.737983 0.05546323 0.1954495 0.8450411 -wbtL allC 3.602497 1.742973 1.575067 -1.664817 -0.03907244 -0.1343088 0.8931584 -wbtL iucA 6.377646 0.9538143 0.9428784 0.9065101 0.6958791 1.537653 0.1241335 -wbtL iucB 6.377646 0.9538143 0.9428784 0.9065101 0.6958791 1.537653 0.1241335 -wbtL cdtB 3.564583 0.6942783 1.571922 0.6534761 -0.008579174 -0.01411911 0.988735 -wbtL iucC 3.764235 0.8932728 1.620973 0.8523147 0.2260711 0.3983671 0.6903596 -wbtL sinH 3.065677 1.629469 1.74013 0.4680107 0.3366917 0.8008921 0.4231941 -wbtL tssF 3.534178 0.6942196 1.550354 0.6422403 -0.05947764 -0.09876658 0.9213236 -wbtL iucD 3.764235 0.8932728 1.620973 0.8523147 0.2260711 0.3983671 0.6903596 -wbtL iutA 3.764235 0.8932728 1.620973 0.8523147 0.2260711 0.3983671 0.6903596 -wbtL hcp.tssD 2.868905 1.239159 1.631493 -1.523457 -0.6605036 -1.366704 0.171718 -wbtL icsP.sopA 3.55904 0.6995411 1.569923 0.6190005 -0.01580272 -0.02565839 0.9795298 -wbtL fyuA 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 -wbtL ybtT 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 -wbtL ybtU 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 -wbtL nleC 3.327801 0.3404023 1.465778 0.3506665 -0.3402895 -0.5044991 0.6139107 -wbtL irp1 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 -wbtL irp2 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 -wbtL ybtQ 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 -wbtL ybtX 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 -wbtL ybtS 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 -wbtL ybtA 3.285447 0.9507281 1.456839 0.9102177 -0.3991404 -0.7721803 0.4400076 -wbtL cesT 3.538314 0.7178853 1.549876 0.5998339 -0.0563001 -0.09140792 0.9271685 -wbtL vipA.tssB 3.351101 0.3525686 1.376844 0.3270631 -0.4123951 -0.6036646 0.5460666 -wbtL wbtL.1 4.144047 5.106324 2.704859 1.432496 -2.199574 -8.536795 0 -wbtL fliH 3.599861 0.9015713 1.59201 0.8407352 0.04682383 0.09075721 0.9276855 -wbtL clpV1 0.637548 0.873231 0.3448459 0.592621 0.5369943 471.8351 0 -wbtL tviA 3.066794 1.445742 1.219543 -0.7440167 -0.8526107 -1.250496 0.2111184 -wbtL tviB 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL tviC 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL tviD 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL tviE 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL vexA 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL vexB 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL vexC 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL flgM 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL vexD 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL vexE 3.343533 0.3501455 1.391659 0.3315926 -0.4052951 -0.5995905 0.5487792 -wbtL clpV.tssH 6.402119 2.220671 0.4338467 1.99807 0.4385256 1.946305 0.05161807 -wbtL ipfE 3.005153 1.574141 1.958361 0.0808264 0.6339112 2.440004 0.0146871 -wbtL sopA 6.477435 1.715128 0.628901 -1.294225 -0.598523 -2.210534 0.0270681 -wbtL PA2367 3.254793 2.849788 1.67954 -0.509719 0.2378303 0.6499891 0.5156993 -wbtL lpfD 3.018543 2.363962 1.93937 -0.7702083 0.6076929 2.379429 0.01733948 -wbtL avrA 3.603514 2.984178 1.566061 -0.2685825 -0.02837514 -0.09071326 0.9277204 -wbtL slrP 3.917957 0.645774 2.085216 -0.6167741 -0.9799919 -2.223807 0.02616145 -wbtL lpfB 3.005153 1.574141 1.958361 0.0808264 0.6339112 2.440004 0.0146871 -wbtL lpfA 3.005153 1.574141 1.958361 0.0808264 0.6339112 2.440004 0.0146871 -wbtL flgL 3.24799 0.9184543 1.486336 1.022429 -0.4245012 -0.9182907 0.3584667 -wbtL PA2366 3.65633 3.398776 1.582467 0.1346479 -0.1863686 -0.7873862 0.4310558 -wbtL cdtB.1 3.160605 1.146034 1.816039 -1.153312 -0.5348971 -2.049 0.0404621 -aslA ssaI 0.9279901 0.5446792 -1.105369 -0.6158673 -0.5228899 -0.8906527 0.3731155 -aslA vgr.tssI 1.092028 1.08336 -1.283011 -1.203251 0.1241049 0.235842 0.8135552 -aslA fimF 0.9279901 0.5446792 -1.105369 -0.6158673 -0.5228899 -0.8906527 0.3731155 -aslA steC 1.167358 0.8735444 -1.437142 -0.9063757 0.4277252 0.8200348 0.4121963 -aslA iroC 0.9038978 0.6105766 -1.079458 -0.6810915 -0.4663298 -0.7898401 0.4296211 -aslA sseK1 1.184785 1.415415 -1.453518 -1.338423 0.5345248 1.3177 0.1876041 -aslA tssA 0.9350551 1.259195 -1.057799 1.105667 0.6386339 1.39548 0.1628712 -aslA mig.5 0.7690984 3.08961 -0.9813988 -1.602101 0.9994433 2.338171 0.01937837 -aslA sifA 1.118535 0.8880041 -1.388785 -0.9507911 0.3356507 0.6779564 0.4977993 -aslA fimZ 0.9279901 0.5446792 -1.105369 -0.6158673 -0.5228899 -0.8906527 0.3731155 -aslA iroB 0.9038978 0.6105766 -1.079458 -0.6810915 -0.4663298 -0.7898401 0.4296211 -aslA iroD 0.9038978 0.6105766 -1.079458 -0.6810915 -0.4663298 -0.7898401 0.4296211 -aslA sseL 1.061564 1.100256 -1.273603 -1.1307 0.03212342 0.07185437 0.9427178 -aslA fimY 0.9279901 0.5446792 -1.105369 -0.6158673 -0.5228899 -0.8906527 0.3731155 -aslA fimC 1.112391 0.6579855 -1.343203 -0.709483 0.1991631 0.3509478 0.7256275 -aslA sseJ 1.125946 0.6903619 -1.357769 -0.7441463 0.2410281 0.4245821 0.6711413 -aslA misL 0.8624926 0.8608768 -0.9680634 -0.8102137 -0.842444 -1.507576 0.131663 -aslA vipB 1.298209 1.382987 -1.372228 -1.498056 0.9441111 1.71521 0.08630668 -aslA sspH2 1.089896 1.6213 -1.41824 -1.61979 0.6556921 1.901059 0.0572943 -aslA gtrB 0.779485 1.64033 -1.153354 0.08797352 0.7200501 1.174684 0.240121 -aslA sodC1 1.074986 2.400486 -1.250161 -0.7925377 0.5078467 1.283534 0.1993051 -aslA fha 0.8268037 1.013946 -0.9136232 0.9186693 0.9981404 1.851559 0.06408919 -aslA sifB 1.117898 0.8881472 -1.388397 -0.9482632 0.3336339 0.6737424 0.5004751 -aslA vasK.icmF 0.8268037 1.013946 -0.9136232 0.9186693 0.9981404 1.851559 0.06408919 -aslA fimW 1.018357 0.8705566 -1.207708 -0.920861 -0.1863006 -0.3710111 0.7106293 -aslA ssaQ 1.110107 0.6560961 -1.341529 -0.7045767 0.1933294 0.3406702 0.7333519 -aslA steA 0.9080947 0.705678 -1.228675 0.9857022 0.5308707 0.9354543 0.3495542 -aslA spvB 0.9919925 4.023234 -1.15767 -0.7406767 0.7821254 1.738443 0.08213278 -aslA tssJ 0.8268037 1.013946 -0.9136232 0.9186693 0.9981404 1.851559 0.06408919 -aslA ssaR 1.026223 0.9020737 -1.222331 -0.9311947 -0.1018681 -0.2000748 0.8414221 -aslA iroE 0.9038978 0.6105766 -1.079458 -0.6810915 -0.4663298 -0.7898401 0.4296211 -aslA ssaT 1.112124 0.65802 -1.342993 -0.7087288 0.1984604 0.3497011 0.726563 -aslA tssA.1 0.8268037 1.013946 -0.9136232 0.9186693 0.9981404 1.851559 0.06408919 -aslA sseB 1.109875 0.6616497 -1.34099 -0.6999568 0.1921913 0.3384304 0.7350389 -aslA STM0266 1.054536 2.294722 -1.26163 -1.314997 0.004454955 0.00826363 0.9934067 -aslA sptP 0.9827551 1.084965 -1.157702 -1.075789 -0.4555645 -0.94558 0.3443629 -aslA STM0283 1.019446 2.405472 -1.241677 -1.500307 0.1177184 0.2753644 0.7830363 -aslA rck 0.8617955 4.387978 -0.9827913 -1.792839 0.6800211 1.435814 0.1510552 -aslA fimB 1.142287 1.736365 -1.472362 1.389386 -0.7849366 -2.07674 0.03782554 -aslA impE 1.054794 2.299696 -1.261771 -1.311697 0.003661234 0.006816188 0.9945615 -aslA allA 1.057648 1.580138 -1.227978 -1.530538 -0.297071 -0.7722506 0.439966 -aslA STM0273 1.054794 2.299696 -1.261771 -1.311697 0.003661234 0.006816188 0.9945615 -aslA KP1_RS17225 1.08335 3.815087 -1.357047 -0.1718982 -0.4872959 -1.295773 0.1950535 -aslA spvC 0.9748536 4.886167 -1.109005 -0.8389128 0.677922 2.140704 0.03229793 -aslA STM0282 1.019446 2.405472 -1.241677 -1.500307 0.1177184 0.2753644 0.7830363 -aslA STM0284 0.9757289 2.522201 -1.206083 -1.533668 0.2395859 0.5270621 0.5981504 -aslA STM0275 1.127485 3.07705 -1.339331 -0.6492876 -0.3356262 -0.8740729 0.3820786 -aslA spvD 1.000852 4.934326 -1.177642 -1.299761 0.2147281 0.5493986 0.5827319 -aslA allR 1.057648 1.580138 -1.227978 -1.530538 -0.297071 -0.7722506 0.439966 -aslA entD 0.9864283 0.9875943 -1.221379 -0.1320592 0.1451957 0.2172369 0.8280237 -aslA tide1 1.002518 2.460192 -1.231573 -1.550536 0.171014 0.4190049 0.6752126 -aslA pefB 0.9741004 4.8235 -1.138479 -1.400911 0.3103277 0.7830662 0.4335882 -aslA gtrA 0.8259855 1.626236 -1.150174 -0.5394888 0.5475297 0.8325168 0.4051173 -aslA pefA 0.9741004 4.8235 -1.138479 -1.400911 0.3103277 0.7830662 0.4335882 -aslA orgA.sctK 1.008005 0.8969847 -1.19509 -0.9707538 -0.20465 -0.4125315 0.6799499 -aslA STM0281 1.019446 2.405472 -1.241677 -1.500307 0.1177184 0.2753644 0.7830363 -aslA STM0276 1.036777 2.355682 -1.251571 -1.427704 0.06176468 0.1343686 0.8931111 -aslA pefC 0.9588459 5.193408 -1.114987 -1.463757 0.3624187 0.8902663 0.3733229 -aslA ratB 1.013488 2.391671 -1.238231 -1.540553 0.1373587 0.3251041 0.7451023 -aslA pipB 1.092029 1.08336 -1.283011 1.203251 -0.1241048 -0.235847 0.8135514 -aslA STM0285 0.9844557 2.506311 -1.219919 -1.601893 0.2271619 0.5753593 0.5650483 -aslA shdA 0.9101495 1.342252 -1.177097 -0.5130321 0.3029915 0.454031 0.6498065 -aslA pefD 0.9588459 5.193408 -1.114987 -1.463757 0.3624187 0.8902663 0.3733229 -aslA rfbD 1.215366 1.465222 -1.618865 1.353674 -1.081072 -2.571617 0.01012249 -aslA STM0280 1.036777 2.355682 -1.251571 -1.427704 0.06176468 0.1343686 0.8931111 -aslA rfbF 0.8397599 1.940173 -1.113328 -1.12347 0.4819378 0.5420355 0.587794 -aslA STM0290 1.287088 1.196217 -1.690955 1.093435 -0.932117 -1.885179 0.05940565 -aslA tae4 1.005868 2.469877 -1.234338 -1.527771 0.1586343 0.387088 0.698691 -aslA STM0287 1.002518 2.460192 -1.231573 -1.550536 0.171014 0.4190049 0.6752126 -aslA csgB 0.8422775 1.867915 -1.122142 -1.037158 0.4637791 0.5828327 0.5600059 -aslA sciB 0.8839024 1.88213 -1.158234 -0.9661634 0.3713948 0.3922876 0.6948457 -aslA ssaG 0.899528 0.6059807 -1.072739 -0.7105442 -0.5568561 -0.9649467 0.3345715 -aslA STM0286 1.001446 2.449138 -1.230878 -1.562838 0.1748698 0.4287313 0.6681188 -aslA STM0268 1.054794 2.299696 -1.261771 -1.311697 0.003661234 0.006816188 0.9945615 -aslA STM0289 1.019446 2.405472 -1.241677 -1.500307 0.1177184 0.2753644 0.7830363 -aslA rfbG 0.8397599 1.940173 -1.113328 -1.12347 0.4819378 0.5420355 0.587794 -aslA gogB 1.097522 1.256882 -1.343343 1.115756 -0.226511 -0.5241557 0.6001703 -aslA sopD2 1.008727 0.8977096 -1.197689 -0.97619 -0.1990789 -0.4014024 0.6881239 -aslA STM0278 1.001537 2.466127 -1.230495 -1.551994 0.1748877 0.4291374 0.6678232 -aslA STM0269 1.054794 2.299696 -1.261771 -1.311697 0.003661234 0.006816188 0.9945615 -aslA STM0271 1.047083 2.313495 -1.257729 -1.378678 0.02766696 0.05613582 0.9552336 -aslA traJ 1.174194 1.481291 -1.475227 0.3928553 -0.4504624 -0.5340674 0.5932949 -aslA pipB2 0.7962072 1.633247 -1.11115 -0.396491 0.609701 0.9778055 0.3281705 -aslA hcp1.tssD1 1.022904 0.9100322 -1.209973 0.8547836 0.1218047 0.2338575 0.8150956 -aslA ssaO 1.061386 1.083539 -1.270945 -1.142259 0.02702835 0.06059047 0.9516854 -aslA allD 1.054113 1.821826 -1.263959 -1.726271 0.02210095 0.06601753 0.9473639 -aslA allB 1.054131 1.81205 -1.263962 -1.734708 0.02188273 0.06539354 0.9478607 -aslA allC 1.060047 1.749401 -1.257038 -1.67974 -0.06511247 -0.1878726 0.8509766 -aslA iucA 0.9848596 1.122131 -1.074079 1.024958 0.5198346 1.085773 0.2775795 -aslA iucB 0.9848596 1.122131 -1.074079 1.024958 0.5198346 1.085773 0.2775795 -aslA cdtB 0.9306484 0.6472562 -0.9991458 0.6219056 0.623014 1.045971 0.2955745 -aslA iucC 0.9000354 0.8580126 -0.9131082 0.8163061 0.8830207 1.563205 0.1180044 -aslA sinH 1.145808 2.03007 -1.288629 0.3417377 -0.2871073 -0.4309586 0.6664985 -aslA tssF 0.9085431 0.6488915 -1.032793 0.5983249 0.5581388 0.9359857 0.3492806 -aslA iucD 0.9000354 0.8580126 -0.9131082 0.8163061 0.8830207 1.563205 0.1180044 -aslA iutA 0.9000354 0.8580126 -0.9131082 0.8163061 0.8830207 1.563205 0.1180044 -aslA hcp.tssD 1.081745 1.645602 -1.212744 -1.741479 0.3640404 0.7021976 0.482556 -aslA icsP.sopA 0.9267228 0.644485 -1.007679 0.6014231 0.564171 0.933806 0.350404 -aslA fyuA 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 -aslA ybtT 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 -aslA ybtU 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 -aslA nleC 1.003491 0.3140855 -1.159471 0.3150855 0.2178318 0.3314113 0.7403338 -aslA irp1 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 -aslA irp2 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 -aslA ybtQ 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 -aslA ybtX 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 -aslA ybtS 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 -aslA ybtA 1.128732 0.8721734 -1.430785 0.8395205 -0.378608 -0.7330573 0.4635235 -aslA cesT 1.140181 0.6938895 -1.40251 0.5748593 -0.2878245 -0.4713195 0.6374126 -aslA vipA.tssB 1.016662 0.3176929 -1.201088 0.2937775 0.1289793 0.1897385 0.8495141 -aslA wbtL.1 0.9476742 2.1912 -1.249187 -2.046509 0.5569294 1.935066 0.05298217 -aslA galU 1.003625 3.414107 -1.245324 -0.8307724 0.2384851 0.6603777 0.5090115 -aslA fliH 1.196816 0.8576098 -1.502154 0.8069294 -0.5088865 -0.918112 0.3585602 -aslA clpV1 1.357491 1.517462 -1.860922 1.333415 -1.352866 -2.984153 0.002843645 -aslA tviA 0.8701158 1.345088 -0.9987699 -0.7561162 0.5735736 0.8363274 0.4029707 -aslA tviB 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA tviC 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA tviD 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA tviE 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA vexA 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA vexB 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA vexC 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA flgM 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA vexD 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA vexE 1.017699 0.3167647 -1.203638 0.2978883 0.1243783 0.1830702 0.854743 -aslA clpV.tssH 1.011526 2.188691 -1.262926 1.987443 -0.3249623 -1.171738 0.2413022 -aslA ipfE 1.181702 1.823364 -1.3845 0.2277321 -0.3697672 -0.7225209 0.4699743 -aslA sopA 1.061763 2.099679 -1.246121 -1.157172 -0.1494655 -0.3951473 0.6927342 -aslA PA2367 1.100506 3.130244 -1.280153 -0.4727233 -0.1895588 -0.5095448 0.6103704 -aslA lpfD 1.119115 2.859392 -1.324519 -0.7219262 -0.2002438 -0.3989491 0.6899307 -aslA avrA 1.059744 3.086748 -1.257428 -0.1736046 -0.1222071 -0.2867536 0.774301 -aslA slrP 1.210411 0.8879706 -1.51821 -0.8363093 0.5507783 0.9960018 0.3192493 -aslA lpfB 1.181702 1.823364 -1.3845 0.2277321 -0.3697672 -0.7225209 0.4699743 -aslA lpfA 1.181702 1.823364 -1.3845 0.2277321 -0.3697672 -0.7225209 0.4699743 -aslA flgL 1.118302 0.8882926 -1.388632 0.9496869 -0.3348898 -0.6763589 0.4988128 -aslA PA2366 1.10907 1.969983 -1.378763 1.760718 -1.034386 -2.988635 0.00280227 -aslA cdtB.1 0.9268716 1.26281 -1.149692 -1.233611 -0.5010984 -1.069727 0.2847424 -ssaI vgr.tssI 0.5519192 0.9379997 -0.5891343 -1.027245 -0.6298668 -1.089607 0.2758863 -ssaI fimF 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 -ssaI steC 0.6087059 0.8988332 -0.5241674 -0.94458 0.0009709241 0.001511197 0.9987942 -ssaI iroC 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -ssaI sseK1 0.459415 1.265992 -0.4725083 -1.242063 -0.4052982 -0.7062404 0.4800387 -ssaI tssA 0.211988 0.811195 -0.2051322 0.7571215 1.252199 1.875891 0.06067023 -ssaI mig.5 0.6162046 4.606997 -0.5276845 -1.177572 -0.04300017 -0.08457724 0.9325975 -ssaI sifA 0.58814 0.8865352 -0.5256399 -0.9600439 -0.05927211 -0.09373592 0.9253189 -ssaI fimZ 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 -ssaI iroB 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -ssaI iroD 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -ssaI sseL 0.5389811 1.025466 -0.5155895 -1.076723 -0.2004671 -0.3321462 0.7397789 -ssaI fimY 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 -ssaI fimC 0.6107143 0.7431986 0.5919187 -0.7709862 0.6754283 1.019233 0.3080924 -ssaI sseJ 0.6663264 0.7284371 -0.4893236 -0.7863562 0.1686209 0.2287369 0.8190734 -ssaI misL 0.5660277 0.9284368 -0.5088484 -0.8122376 -0.1382438 -0.2217438 0.8245133 -ssaI vipB 0.5495922 0.9235368 -0.6304565 -1.12951 -0.5700228 -0.9735174 0.3302962 -ssaI sspH2 0.6125544 3.448657 -0.5305121 -0.03777819 0.06272533 0.1320358 0.894956 -ssaI gtrB 0.5911409 2.324148 -0.5351648 -0.4762608 0.8660217 1.48334 0.1379841 -ssaI sodC1 0.5472738 2.129434 -0.5818463 -0.7224675 -0.4351741 -0.8725389 0.3829144 -ssaI fha 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -ssaI sifB 0.5893135 0.8883598 -0.5254744 -0.9582571 -0.05556573 -0.08778856 0.9300447 -ssaI vasK.icmF 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -ssaI fimW 0.7245341 1.090575 0.6697107 -1.050359 1.26016 1.973043 0.0484907 -ssaI ssaQ 0.6138642 0.7455426 0.5875688 -0.7647206 0.6830105 1.030834 0.3026189 -ssaI steA 0.4883769 0.6608988 -0.4974825 0.6684788 1.549206 2.280465 0.0225801 -ssaI spvB 0.638398 3.950957 -0.5340724 -0.3004946 -0.322882 -0.7675527 0.442753 -ssaI tssJ 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -ssaI ssaR 0.6130244 0.9122351 -0.524249 -0.9339602 0.01246982 0.01933922 0.9845705 -ssaI iroE 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -ssaI ssaT 0.6110002 0.7440084 0.5915064 -0.7697608 0.6764874 1.020805 0.307347 -ssaI tssA.1 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -ssaI sseB 0.6125893 0.7586139 0.5888569 -0.7520467 0.6883143 1.037235 0.2996266 -ssaI STM0266 0.614706 2.355853 -0.5438661 -1.356032 0.1231996 0.1995586 0.8418258 -ssaI sptP 0.6561547 1.294446 -0.612861 -0.3643924 1.05441 1.627179 0.1036991 -ssaI STM0283 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -ssaI rck 0.5849968 4.532394 0.3320065 -1.613886 -0.668405 -1.165255 0.2439157 -ssaI fimB 0.1253329 1.102342 -0.111581 1.015587 1.53391 2.415766 0.01570214 -ssaI impE 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -ssaI allA 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 -ssaI STM0273 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -ssaI KP1_RS17225 0.5596381 4.235869 -0.4374964 -0.5986153 0.4776243 0.9927632 0.3208254 -ssaI spvC 0.6842886 5.103999 -0.4748881 -0.5800017 -0.5528143 -1.478421 0.1392951 -ssaI STM0282 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -ssaI STM0284 0.1130851 1.056558 -0.09478645 0.9762699 1.455113 2.277075 0.02278176 -ssaI STM0275 0.5585335 2.976851 -0.4860249 -0.8096991 0.3753912 0.6995444 0.4842119 -ssaI spvD 0.6364241 4.9911 -0.5312292 -1.282181 -0.134596 -0.2584675 0.7960461 -ssaI allR 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 -ssaI entD 0.5334504 1.082995 -0.5437256 -0.405389 0.6961963 1.078687 0.2807271 -ssaI tide1 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 -ssaI pefB 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 -ssaI gtrA 0.6177584 2.193197 -0.5768838 -0.9732082 0.4977805 0.8173808 0.4137108 -ssaI pefA 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 -ssaI orgA.sctK 0.5895528 0.8883075 -0.525502 -0.9563832 -0.05467399 -0.08604127 0.9314336 -ssaI STM0281 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -ssaI STM0276 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 -ssaI pefC 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 -ssaI ratB 0.5988352 2.387605 -0.5091748 -1.568435 -0.07265372 -0.113111 0.9099426 -ssaI pipB 0.5519196 0.9380001 -0.5891342 1.027245 0.6298662 1.089625 0.2758782 -ssaI STM0285 0.589802 2.535247 -0.4926365 -1.594426 -0.1356136 -0.2030585 0.8390893 -ssaI shdA 0.5679973 1.618216 -0.569808 -0.7969251 0.4888357 0.7928634 0.4278574 -ssaI pefD 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 -ssaI rfbD 0.1461358 1.031104 -0.1343939 0.9584009 1.46882 2.286563 0.02222133 -ssaI STM0280 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 -ssaI rfbF 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 -ssaI STM0290 0.1701113 0.8683916 -0.1551908 0.8048981 1.257365 1.898836 0.05758608 -ssaI tae4 0.6005275 2.503249 -0.5110056 -1.543255 -0.061064 -0.09277211 0.9260846 -ssaI STM0287 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 -ssaI csgB 0.6047349 2.297922 -0.5441156 -1.27062 0.1415849 0.2344909 0.8146039 -ssaI sciB 0.6069538 2.271283 -0.5563004 -1.217424 0.2295881 0.3776985 0.7056546 -ssaI ssaG 0.6642179 0.7126686 -0.4839904 -0.7663768 0.1680324 0.2227856 0.8237023 -ssaI STM0286 0.5951671 2.457173 -0.5029815 -1.578516 -0.09771365 -0.1493889 0.8812468 -ssaI STM0268 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -ssaI STM0289 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -ssaI rfbG 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 -ssaI gogB 0.4777648 1.133373 -0.4455694 1.038392 0.3683616 0.6455742 0.5185551 -ssaI sopD2 0.5864249 0.8865272 -0.5260455 -0.9590685 -0.06474521 -0.1021634 0.918627 -ssaI STM0278 0.1033251 1.105439 -0.0844022 1.009466 1.500031 2.363022 0.0181266 -ssaI STM0269 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -ssaI STM0271 0.6151727 2.365269 -0.5393767 -1.419402 0.08369708 0.1344695 0.8930313 -ssaI traJ 0.270141 0.9247211 -0.2546912 0.4471904 0.964861 1.272278 0.2032742 -ssaI pipB2 0.5588357 2.155989 -0.5467285 -0.7515237 0.541368 0.9033612 0.3663342 -ssaI hcp1.tssD1 0.2703203 0.5717853 -0.2614469 0.5443308 1.013033 1.456618 0.1452218 -ssaI ssaO 0.538728 1.013164 -0.5146763 -1.084995 -0.1977046 -0.3271197 0.7435774 -ssaI allD 0.6126678 1.831327 -0.5252254 -1.735358 0.0146918 0.02486708 0.980161 -ssaI allB 0.6119215 1.819747 -0.5250444 -1.743333 0.01209282 0.02053484 0.9836167 -ssaI allC 0.6278479 1.789813 -0.5271718 -1.680444 0.06953003 0.1174488 0.9065044 -ssaI iucA 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 -ssaI iucB 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 -ssaI cdtB 0.6355244 0.7153677 -0.5231201 0.6658471 -0.08958865 -0.1326177 0.8944957 -ssaI iucC 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -ssaI sinH 0.5975097 1.777193 -0.5921827 0.4205232 0.1885327 0.3363506 0.7366065 -ssaI tssF 0.6583213 0.7206158 -0.5275981 0.6589961 -0.1495626 -0.2187206 0.8268677 -ssaI iucD 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -ssaI iutA 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -ssaI hcp.tssD 0.5449304 1.258295 -0.6925637 -1.436356 -0.9590233 -1.701062 0.08893142 -ssaI icsP.sopA 0.3248745 0.4212101 -0.318477 0.3913085 0.8977716 1.258754 0.2081192 -ssaI fyuA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -ssaI ybtT 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -ssaI ybtU 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -ssaI nleC 0.3914402 0.165563 -0.3813235 0.1624156 0.6904355 0.9282473 0.3532793 -ssaI irp1 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -ssaI irp2 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -ssaI ybtQ 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -ssaI ybtX 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -ssaI ybtS 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -ssaI ybtA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -ssaI cesT 0.3210539 0.4312061 -0.3105443 0.3764284 0.8541405 1.186013 0.2356173 -ssaI vipA.tssB 0.392013 0.1690397 -0.3775868 0.152507 0.6504205 0.8628818 0.3882025 -ssaI wbtL.1 0.5767815 6.371885 -0.5217226 -0.5025023 0.6062206 1.278618 0.2010317 -ssaI galU 0.5859022 4.909924 -0.5018012 -0.5520009 0.5778732 1.206425 0.2276535 -ssaI fliH 0.2693066 0.5716087 -0.2596994 0.5411932 1.004854 1.442694 0.1491066 -ssaI clpV1 0.06270128 1.181956 -0.03419274 1.030008 1.501321 2.381619 0.0172367 -ssaI tviA 0.5855391 1.402921 -0.5160149 -0.7491824 0.07304119 0.09624482 0.9233261 -ssaI tviB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI tviC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI tviD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI tviE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI vexA 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI vexB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI vexC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI flgM 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI vexD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI vexE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -ssaI clpV.tssH 0.5123984 2.09954 -0.4679339 1.947557 0.2723915 0.4439252 0.6570967 -ssaI ipfE 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -ssaI sopA 0.3699391 1.409378 -0.3673452 -1.255538 -0.7874921 -1.483606 0.1379135 -ssaI PA2367 0.5397306 2.641869 -0.1430718 -0.4261152 -0.5030643 -0.6057469 0.5446829 -ssaI lpfD 0.4311554 2.250139 0.6524392 -0.5367121 -1.080231 -1.769202 0.0768601 -ssaI avrA 0.3738693 1.419555 -0.3699156 -1.208924 -0.7010419 -1.314127 0.1888033 -ssaI slrP 0.2653923 0.5925516 -0.2567677 -0.5619783 -1.032745 -1.488902 0.1365131 -ssaI lpfB 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -ssaI lpfA 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -ssaI flgL 0.5885909 0.8875069 -0.5255849 0.959166 0.05785484 0.09146452 0.9271235 -ssaI PA2366 0.5355042 2.907927 0.6148911 0.2782169 -0.984271 -1.713468 0.0866264 -ssaI cdtB.1 0.2472531 0.8634748 -0.2489262 -0.8325032 -1.413224 -2.148066 0.03170851 -vgr.tssI fimF 0.9379997 0.5519192 -1.027245 -0.5891343 -0.6298668 -1.089606 0.2758867 -vgr.tssI steC 0.9996647 0.9009622 -1.105029 -0.9325093 -0.2798925 -0.5636653 0.5729819 -vgr.tssI iroC 0.9058657 0.6437075 -0.9743292 -0.6300396 -0.6484248 -1.11322 0.2656141 -vgr.tssI sseK1 0.8695473 1.14907 0.9258726 -1.170039 0.6677451 1.197574 0.2310828 -vgr.tssI tssA 0.9628152 1.292033 -0.9924868 1.058767 0.5190035 1.159376 0.246303 -vgr.tssI mig.5 0.7210669 3.136519 -0.9092192 -1.523326 1.026295 2.160218 0.03075577 -vgr.tssI sifA 0.9995639 0.9011697 -1.116609 -0.9671494 -0.2677925 -0.5423834 0.5875544 -vgr.tssI fimZ 0.9379997 0.5519192 -1.027245 -0.5891343 -0.6298668 -1.089606 0.2758867 -vgr.tssI iroB 0.9058657 0.6437075 -0.9743292 -0.6300396 -0.6484248 -1.11322 0.2656141 -vgr.tssI iroD 0.9058657 0.6437075 -0.9743292 -0.6300396 -0.6484248 -1.11322 0.2656141 -vgr.tssI sseL 0.96976 1.076784 -1.058364 -1.111691 -0.4903098 -1.047148 0.2950312 -vgr.tssI fimY 0.9379997 0.5519192 -1.027245 -0.5891343 -0.6298668 -1.089606 0.2758867 -vgr.tssI fimC 0.9069053 0.6218998 -0.9809945 -0.6576778 -0.6360935 -1.098995 0.2717703 -vgr.tssI sseJ 0.9071765 0.6362829 -1.002313 -0.6849004 -0.6025839 -1.039513 0.298566 -vgr.tssI misL 1.023166 0.9687782 -1.154648 -0.8359082 -0.102299 -0.203841 0.8384777 -vgr.tssI vipB 1.088882 1.101281 -1.201277 -1.328582 0.1446083 0.2726571 0.7851168 -vgr.tssI sspH2 1.038816 3.371763 -1.1957 0.2289272 -0.2646404 -0.5715291 0.567641 -vgr.tssI gtrB 0.8163402 1.737221 -1.099423 0.03104052 0.5855309 0.924482 0.3552354 -vgr.tssI sodC1 1.045439 2.247974 -1.193792 -0.8718692 -0.04378485 -0.1082426 0.9138032 -vgr.tssI fha 0.8518624 1.033001 -0.8461197 0.8734612 0.8721311 1.642524 0.1004814 -vgr.tssI sifB 0.9994677 0.9026156 -1.115603 -0.9637898 -0.2699578 -0.5465931 0.5846583 -vgr.tssI vasK.icmF 0.8518624 1.033001 -0.8461197 0.8734612 0.8721311 1.642524 0.1004814 -vgr.tssI fimW 1.010543 0.8743108 -1.12185 -0.9152195 -0.28907 -0.5832007 0.5597582 -vgr.tssI ssaQ 0.9085985 0.6234267 -0.9754301 -0.6511313 -0.6422128 -1.107975 0.2678725 -vgr.tssI steA 0.9246679 0.7237596 -1.152755 0.9574098 0.4011557 0.7119578 0.4764909 -vgr.tssI spvB 1.033097 3.912251 -1.168858 -0.4743223 0.1275515 0.3091606 0.7571994 -vgr.tssI tssJ 0.8518624 1.033001 -0.8461197 0.8734612 0.8721311 1.642524 0.1004814 -vgr.tssI ssaR 0.9989916 0.9150956 -1.101827 -0.91464 -0.2873717 -0.5771712 0.5638238 -vgr.tssI iroE 0.9058657 0.6437075 -0.9743292 -0.6300396 -0.6484248 -1.11322 0.2656141 -vgr.tssI ssaT 0.907025 0.6225615 -0.9803449 -0.6564252 -0.6369265 -1.100144 0.2712693 -vgr.tssI tssA.1 0.8518624 1.033001 -0.8461197 0.8734612 0.8721311 1.642524 0.1004814 -vgr.tssI sseB 0.907139 0.6350654 -0.9744268 -0.6386185 -0.6459862 -1.111341 0.2664215 -vgr.tssI STM0266 1.056988 2.304929 -1.198605 -1.335671 -0.03085478 -0.05714659 0.9544284 -vgr.tssI sptP 1.003824 1.101414 -1.081187 -1.069727 -0.5592331 -1.164389 0.2442664 -vgr.tssI STM0283 1.011739 2.419005 -1.177489 -1.499088 0.0957258 0.212871 0.8314276 -vgr.tssI rck 0.838821 4.433738 -0.9251101 -1.766393 0.66618 1.444468 0.1486073 -vgr.tssI fimB 1.195936 1.644498 -1.529375 1.460469 -0.8928069 -2.433755 0.01494309 -vgr.tssI impE 1.057182 2.310104 -1.198729 -1.331859 -0.03145739 -0.05841488 0.9534182 -vgr.tssI allA 1.061303 1.586281 -1.169099 -1.53648 -0.3268359 -0.8415579 0.4000355 -vgr.tssI STM0273 1.057182 2.310104 -1.198729 -1.331859 -0.03145739 -0.05841488 0.9534182 -vgr.tssI KP1_RS17225 1.101312 3.728595 -1.364008 -0.2396355 -0.6676141 -1.607228 0.1080043 -vgr.tssI spvC 0.9788922 5.098653 -1.09779 -0.8078353 0.3615709 1.247143 0.2123449 -vgr.tssI STM0282 1.011739 2.419005 -1.177489 -1.499088 0.0957258 0.212871 0.8314276 -vgr.tssI STM0284 0.9581452 2.538992 -1.141065 -1.5163 0.2312963 0.4733036 0.6359966 -vgr.tssI STM0275 1.124784 3.065607 -1.278436 -0.667424 -0.3577162 -0.9052299 0.3653436 -vgr.tssI spvD 0.9794261 4.94256 -1.103686 -1.280427 0.2366275 0.61421 0.5390766 -vgr.tssI allR 1.061303 1.586281 -1.169099 -1.53648 -0.3268359 -0.8415579 0.4000355 -vgr.tssI entD 1.008826 1.017632 -1.174249 -0.1413672 0.07156097 0.1063784 0.9152821 -vgr.tssI tide1 0.9905997 2.479277 -1.166937 -1.539584 0.1526469 0.3524758 0.7244815 -vgr.tssI pefB 0.9519227 4.839243 -1.068003 -1.381042 0.3254994 0.8332833 0.404685 -vgr.tssI gtrA 0.8432822 1.685689 -1.101211 -0.5757417 0.4578592 0.6710976 0.5021584 -vgr.tssI pefA 0.9519227 4.839243 -1.068003 -1.381042 0.3254994 0.8332833 0.404685 -vgr.tssI orgA.sctK 0.8862321 0.8436232 -0.9187363 -0.8641844 -0.9239868 -1.669562 0.09500599 -vgr.tssI STM0281 1.011739 2.419005 -1.177489 -1.499088 0.0957258 0.212871 0.8314276 -vgr.tssI STM0276 1.033566 2.365552 -1.187805 -1.436367 0.03500062 0.07337871 0.9415048 -vgr.tssI pefC 0.9348769 5.202512 -1.043981 -1.43968 0.3807059 0.9463372 0.3439766 -vgr.tssI ratB 1.004287 2.405074 -1.173898 -1.537666 0.1165356 0.2610188 0.794078 -vgr.tssI pipB 1.434389 1.434389 -1.431437 1.431437 -1.183976 -2.207577 0.02727374 -vgr.tssI STM0285 0.9681577 2.531667 -1.154676 -1.581363 0.2119429 0.5019713 0.6156877 -vgr.tssI shdA 0.9241398 1.378314 -1.1299 -0.5322979 0.2361365 0.3532855 0.7238744 -vgr.tssI pefD 0.9348769 5.202512 -1.043981 -1.43968 0.3807059 0.9463372 0.3439766 -vgr.tssI rfbD 1.324219 1.414263 -1.738273 1.356199 -1.225909 -2.790709 0.00525927 -vgr.tssI STM0280 1.033566 2.365552 -1.187805 -1.436367 0.03500062 0.07337871 0.9415048 -vgr.tssI rfbF 0.8736823 2.039862 -1.085994 -1.157524 0.372667 0.3551769 0.7224571 -vgr.tssI STM0290 1.280132 1.178779 -1.689811 1.115368 -0.971626 -2.007111 0.04473783 -vgr.tssI tae4 0.9949359 2.489045 -1.169808 -1.517904 0.1395116 0.3216846 0.7476917 -vgr.tssI STM0287 0.9905997 2.479277 -1.166937 -1.539584 0.1526469 0.3524758 0.7244815 -vgr.tssI csgB 0.8639146 1.943689 -1.085603 -1.061858 0.3782864 0.4486036 0.6537176 -vgr.tssI sciB 1.060521 2.208052 -1.200714 -1.161315 -0.03714059 -0.0371128 0.9703951 -vgr.tssI ssaG 0.6829875 0.4548279 -0.6987828 -0.4739974 -1.503081 -2.256055 0.02406716 -vgr.tssI STM0286 0.9891995 2.467798 -1.166192 -1.551942 0.1567404 0.3617468 0.7175413 -vgr.tssI STM0268 1.057182 2.310104 -1.198729 -1.331859 -0.03145739 -0.05841488 0.9534182 -vgr.tssI STM0289 1.011739 2.419005 -1.177489 -1.499088 0.0957258 0.212871 0.8314276 -vgr.tssI rfbG 0.8736823 2.039862 -1.085994 -1.157524 0.372667 0.3551769 0.7224571 -vgr.tssI gogB 1.228045 1.133209 -1.566118 1.072848 -0.8100716 -1.71083 0.08711241 -vgr.tssI sopD2 0.88304 0.8405035 -0.9260336 -0.8726088 -0.917268 -1.660761 0.09676144 -vgr.tssI STM0278 0.9893426 2.485823 -1.165842 -1.540085 0.1567095 0.3622079 0.7171966 -vgr.tssI STM0269 1.057182 2.310104 -1.198729 -1.331859 -0.03145739 -0.05841488 0.9534182 -vgr.tssI STM0271 1.047147 2.322203 -1.194086 -1.394985 -0.003387035 -0.006727716 0.9946321 -vgr.tssI traJ 1.197966 1.279737 -1.490756 0.6084355 -0.5876056 -0.9383737 0.3480524 -vgr.tssI pipB2 0.8093161 1.685434 -1.06298 -0.4310771 0.5282573 0.8507962 0.3948826 -vgr.tssI hcp1.tssD1 1.03429 0.9099084 -1.174276 0.8543792 0.04221374 0.08222463 0.9344681 -vgr.tssI ssaO 0.9812047 1.083548 -1.041522 -1.110601 -0.565188 -1.199832 0.2302044 -vgr.tssI allD 1.046766 1.823179 -1.193297 -1.73288 -0.005988255 -0.01752382 0.9860187 -vgr.tssI allB 1.04679 1.813259 -1.193284 -1.741452 -0.006146583 -0.01799546 0.9856425 -vgr.tssI allC 1.05672 1.75123 -1.188516 -1.687775 -0.09382564 -0.2661177 0.7901486 -vgr.tssI iucA 1.078878 1.126787 -1.25386 1.046689 -0.1552025 -0.3470324 0.728567 -vgr.tssI iucB 1.078878 1.126787 -1.25386 1.046689 -0.1552025 -0.3470324 0.728567 -vgr.tssI cdtB 1.127273 0.7020137 -1.31433 0.6317276 -0.2877032 -0.5073018 0.6119431 -vgr.tssI iucC 1.027789 0.9374374 -1.165887 0.8894402 0.07106975 0.1425653 0.8866335 -vgr.tssI sinH 0.792242 1.396288 -1.122244 0.5313155 0.6863842 1.184567 0.2361885 -vgr.tssI tssF 1.127527 0.6779897 -1.322444 0.6273827 -0.2860109 -0.4980309 0.6184623 -vgr.tssI iucD 1.027789 0.9374374 -1.165887 0.8894402 0.07106975 0.1425653 0.8866335 -vgr.tssI iutA 1.027789 0.9374374 -1.165887 0.8894402 0.07106975 0.1425653 0.8866335 -vgr.tssI hcp.tssD 1.00747 1.347796 -1.247358 -1.649898 -0.4998254 -0.9976709 0.318439 -vgr.tssI icsP.sopA 0.9185025 0.6406809 -1.018857 0.5999434 0.4053395 0.6772244 0.4982636 -vgr.tssI fyuA 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 -vgr.tssI ybtT 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 -vgr.tssI ybtU 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 -vgr.tssI nleC 1.024721 0.313723 -1.164469 0.3175587 0.06428471 0.09661126 0.9230351 -vgr.tssI irp1 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 -vgr.tssI irp2 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 -vgr.tssI ybtQ 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 -vgr.tssI ybtX 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 -vgr.tssI ybtS 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 -vgr.tssI ybtA 1.193194 0.8682493 -1.449884 0.8352473 -0.5449054 -1.025851 0.3049618 -vgr.tssI cesT 1.141288 0.6836942 -1.348495 0.598758 -0.3181609 -0.5326488 0.5942767 -vgr.tssI vipA.tssB 1.024842 0.3171249 -1.162382 0.29316 0.0651822 0.09626239 0.9233122 -vgr.tssI wbtL.1 0.9050675 2.225131 -1.17185 -2.008543 0.5408317 1.800397 0.07179805 -vgr.tssI galU 0.991326 3.516364 -1.177825 -0.7586536 0.2126786 0.576261 0.5644388 -vgr.tssI fliH 1.206995 0.856654 -1.475838 0.8174563 -0.5718305 -1.045779 0.2956632 -vgr.tssI clpV1 0.4926058 1.087316 0.4576493 0.9406674 -1.706106 -2.632143 0.008484807 -vgr.tssI tviA 0.8706772 1.364463 -0.9562036 -0.7766362 0.5160645 0.7570708 0.4490074 -vgr.tssI tviB 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI tviC 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI tviD 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI tviE 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI vexA 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI vexB 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI vexC 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI flgM 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI vexD 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI vexE 1.026172 0.316474 -1.164831 0.2972993 0.0604706 0.08934719 0.928806 -vgr.tssI clpV.tssH 1.155425 4.9559 -1.300572 0.4015622 0.4954338 1.537042 0.124283 -vgr.tssI ipfE 0.9114017 1.673317 -1.089009 0.1589633 0.4610972 0.7696594 0.4415019 -vgr.tssI sopA 0.7479802 2.150284 -1.093607 -0.3551737 0.8645832 1.221638 0.2218445 -vgr.tssI PA2367 0.9712721 2.778078 -1.179042 -0.452367 0.2561963 0.4739196 0.6355573 -vgr.tssI lpfD 0.6479462 2.012634 -0.9493826 -0.7555842 1.051403 1.751253 0.07990242 -vgr.tssI avrA 1.088455 1.752335 -1.326435 -1.3188 0.4053043 1.141054 0.2538475 -vgr.tssI slrP 0.6232482 0.506769 0.6188008 -0.4777787 1.263316 1.832895 0.06681818 -vgr.tssI lpfB 0.9114017 1.673317 -1.089009 0.1589633 0.4610972 0.7696594 0.4415019 -vgr.tssI lpfA 0.9114017 1.673317 -1.089009 0.1589633 0.4610972 0.7696594 0.4415019 -vgr.tssI flgL 0.9995067 0.9020725 -1.11623 0.9655726 0.2686492 0.5440296 0.5864211 -vgr.tssI PA2366 1.019787 1.993967 -1.274196 1.672626 -0.9259821 -2.484555 0.01297133 -vgr.tssI cdtB.1 0.9589593 1.298957 -1.087795 -1.203982 -0.3672276 -0.8064837 0.419964 -fimF steC 0.6087059 0.8988332 -0.5241674 -0.94458 0.0009709241 0.001511197 0.9987942 -fimF iroC 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -fimF sseK1 0.459415 1.265992 -0.4725083 -1.242063 -0.4052982 -0.7062404 0.4800387 -fimF tssA 0.211988 0.811195 -0.2051322 0.7571215 1.252199 1.875891 0.06067023 -fimF mig.5 0.6162046 4.606997 -0.5276845 -1.177572 -0.04300017 -0.08457724 0.9325975 -fimF sifA 0.58814 0.8865352 -0.5256399 -0.9600439 -0.05927211 -0.09373592 0.9253189 -fimF fimZ 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 -fimF iroB 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -fimF iroD 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -fimF sseL 0.5389811 1.025466 -0.5155895 -1.076723 -0.2004671 -0.3321462 0.7397789 -fimF fimY 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 -fimF fimC 0.6107143 0.7431986 0.5919187 -0.7709862 0.6754283 1.019233 0.3080924 -fimF sseJ 0.6663264 0.7284371 -0.4893236 -0.7863562 0.1686209 0.2287369 0.8190734 -fimF misL 0.5660277 0.9284368 -0.5088484 -0.8122376 -0.1382438 -0.2217438 0.8245133 -fimF vipB 0.5495922 0.9235368 -0.6304565 -1.12951 -0.5700228 -0.9735174 0.3302962 -fimF sspH2 0.6125544 3.448657 -0.5305121 -0.03777819 0.06272533 0.1320358 0.894956 -fimF gtrB 0.5911409 2.324148 -0.5351648 -0.4762608 0.8660217 1.48334 0.1379841 -fimF sodC1 0.5472738 2.129434 -0.5818463 -0.7224675 -0.4351741 -0.8725389 0.3829144 -fimF fha 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimF sifB 0.5893135 0.8883598 -0.5254744 -0.9582571 -0.05556573 -0.08778856 0.9300447 -fimF vasK.icmF 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimF fimW 0.7245341 1.090575 0.6697107 -1.050359 1.26016 1.973043 0.0484907 -fimF ssaQ 0.6138642 0.7455426 0.5875688 -0.7647206 0.6830105 1.030834 0.3026189 -fimF steA 0.4883769 0.6608988 -0.4974825 0.6684788 1.549206 2.280465 0.0225801 -fimF spvB 0.638398 3.950957 -0.5340724 -0.3004946 -0.322882 -0.7675527 0.442753 -fimF tssJ 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimF ssaR 0.6130244 0.9122351 -0.524249 -0.9339602 0.01246982 0.01933922 0.9845705 -fimF iroE 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -fimF ssaT 0.6110002 0.7440084 0.5915064 -0.7697608 0.6764874 1.020805 0.307347 -fimF tssA.1 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimF sseB 0.6125893 0.7586139 0.5888569 -0.7520467 0.6883143 1.037235 0.2996266 -fimF STM0266 0.614706 2.355853 -0.5438661 -1.356032 0.1231996 0.1995586 0.8418258 -fimF sptP 0.6561547 1.294446 -0.612861 -0.3643924 1.05441 1.627179 0.1036991 -fimF STM0283 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimF rck 0.5849968 4.532394 0.3320065 -1.613886 -0.668405 -1.165255 0.2439157 -fimF fimB 0.1253329 1.102342 -0.111581 1.015587 1.53391 2.415766 0.01570214 -fimF impE 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimF allA 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 -fimF STM0273 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimF KP1_RS17225 0.5596381 4.235869 -0.4374964 -0.5986153 0.4776243 0.9927632 0.3208254 -fimF spvC 0.6842886 5.103999 -0.4748881 -0.5800017 -0.5528143 -1.478421 0.1392951 -fimF STM0282 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimF STM0284 0.1130851 1.056558 -0.09478645 0.9762699 1.455113 2.277075 0.02278176 -fimF STM0275 0.5585335 2.976851 -0.4860249 -0.8096991 0.3753912 0.6995444 0.4842119 -fimF spvD 0.6364241 4.9911 -0.5312292 -1.282181 -0.134596 -0.2584675 0.7960461 -fimF allR 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 -fimF entD 0.5334504 1.082995 -0.5437256 -0.405389 0.6961963 1.078687 0.2807271 -fimF tide1 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 -fimF pefB 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 -fimF gtrA 0.6177584 2.193197 -0.5768838 -0.9732082 0.4977805 0.8173808 0.4137108 -fimF pefA 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 -fimF orgA.sctK 0.5895528 0.8883075 -0.525502 -0.9563832 -0.05467399 -0.08604127 0.9314336 -fimF STM0281 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimF STM0276 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 -fimF pefC 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 -fimF ratB 0.5988352 2.387605 -0.5091748 -1.568435 -0.07265372 -0.113111 0.9099426 -fimF pipB 0.5519196 0.9380001 -0.5891342 1.027245 0.6298662 1.089625 0.2758782 -fimF STM0285 0.589802 2.535247 -0.4926365 -1.594426 -0.1356136 -0.2030585 0.8390893 -fimF shdA 0.5679973 1.618216 -0.569808 -0.7969251 0.4888357 0.7928634 0.4278574 -fimF pefD 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 -fimF rfbD 0.1461358 1.031104 -0.1343939 0.9584009 1.46882 2.286563 0.02222133 -fimF STM0280 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 -fimF rfbF 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 -fimF STM0290 0.1701113 0.8683916 -0.1551908 0.8048981 1.257365 1.898836 0.05758608 -fimF tae4 0.6005275 2.503249 -0.5110056 -1.543255 -0.061064 -0.09277211 0.9260846 -fimF STM0287 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 -fimF csgB 0.6047349 2.297922 -0.5441156 -1.27062 0.1415849 0.2344909 0.8146039 -fimF sciB 0.6069538 2.271283 -0.5563004 -1.217424 0.2295881 0.3776985 0.7056546 -fimF ssaG 0.6642179 0.7126686 -0.4839904 -0.7663768 0.1680324 0.2227856 0.8237023 -fimF STM0286 0.5951671 2.457173 -0.5029815 -1.578516 -0.09771365 -0.1493889 0.8812468 -fimF STM0268 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimF STM0289 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimF rfbG 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 -fimF gogB 0.4777648 1.133373 -0.4455694 1.038392 0.3683616 0.6455742 0.5185551 -fimF sopD2 0.5864249 0.8865272 -0.5260455 -0.9590685 -0.06474521 -0.1021634 0.918627 -fimF STM0278 0.1033251 1.105439 -0.0844022 1.009466 1.500031 2.363022 0.0181266 -fimF STM0269 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimF STM0271 0.6151727 2.365269 -0.5393767 -1.419402 0.08369708 0.1344695 0.8930313 -fimF traJ 0.270141 0.9247211 -0.2546912 0.4471904 0.964861 1.272278 0.2032742 -fimF pipB2 0.5588357 2.155989 -0.5467285 -0.7515237 0.541368 0.9033612 0.3663342 -fimF hcp1.tssD1 0.2703203 0.5717853 -0.2614469 0.5443308 1.013033 1.456618 0.1452218 -fimF ssaO 0.538728 1.013164 -0.5146763 -1.084995 -0.1977046 -0.3271197 0.7435774 -fimF allD 0.6126678 1.831327 -0.5252254 -1.735358 0.0146918 0.02486708 0.980161 -fimF allB 0.6119215 1.819747 -0.5250444 -1.743333 0.01209282 0.02053484 0.9836167 -fimF allC 0.6278479 1.789813 -0.5271718 -1.680444 0.06953003 0.1174488 0.9065044 -fimF iucA 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 -fimF iucB 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 -fimF cdtB 0.6355244 0.7153677 -0.5231201 0.6658471 -0.08958865 -0.1326177 0.8944957 -fimF iucC 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -fimF sinH 0.5975097 1.777193 -0.5921827 0.4205232 0.1885327 0.3363506 0.7366065 -fimF tssF 0.6583213 0.7206158 -0.5275981 0.6589961 -0.1495626 -0.2187206 0.8268677 -fimF iucD 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -fimF iutA 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -fimF hcp.tssD 0.5449304 1.258295 -0.6925637 -1.436356 -0.9590233 -1.701062 0.08893142 -fimF icsP.sopA 0.3248745 0.4212101 -0.318477 0.3913085 0.8977716 1.258754 0.2081192 -fimF fyuA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimF ybtT 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimF ybtU 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimF nleC 0.3914402 0.165563 -0.3813235 0.1624156 0.6904355 0.9282473 0.3532793 -fimF irp1 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimF irp2 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimF ybtQ 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimF ybtX 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimF ybtS 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimF ybtA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimF cesT 0.3210539 0.4312061 -0.3105443 0.3764284 0.8541405 1.186013 0.2356173 -fimF vipA.tssB 0.392013 0.1690397 -0.3775868 0.152507 0.6504205 0.8628818 0.3882025 -fimF wbtL.1 0.5767815 6.371885 -0.5217226 -0.5025023 0.6062206 1.278618 0.2010317 -fimF galU 0.5859022 4.909924 -0.5018012 -0.5520009 0.5778732 1.206425 0.2276535 -fimF fliH 0.2693066 0.5716087 -0.2596994 0.5411932 1.004854 1.442694 0.1491066 -fimF clpV1 0.06270128 1.181956 -0.03419274 1.030008 1.501321 2.381619 0.0172367 -fimF tviA 0.5855391 1.402921 -0.5160149 -0.7491824 0.07304119 0.09624482 0.9233261 -fimF tviB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF tviC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF tviD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF tviE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF vexA 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF vexB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF vexC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF flgM 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF vexD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF vexE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimF clpV.tssH 0.5123984 2.09954 -0.4679339 1.947557 0.2723915 0.4439252 0.6570967 -fimF ipfE 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -fimF sopA 0.3699391 1.409378 -0.3673452 -1.255538 -0.7874921 -1.483606 0.1379135 -fimF PA2367 0.5397306 2.641869 -0.1430718 -0.4261152 -0.5030643 -0.6057469 0.5446829 -fimF lpfD 0.4311554 2.250139 0.6524392 -0.5367121 -1.080231 -1.769202 0.0768601 -fimF avrA 0.3738693 1.419555 -0.3699156 -1.208924 -0.7010419 -1.314127 0.1888033 -fimF slrP 0.2653923 0.5925516 -0.2567677 -0.5619783 -1.032745 -1.488902 0.1365131 -fimF lpfB 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -fimF lpfA 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -fimF flgL 0.5885909 0.8875069 -0.5255849 0.959166 0.05785484 0.09146452 0.9271235 -fimF PA2366 0.5355042 2.907927 0.6148911 0.2782169 -0.984271 -1.713468 0.0866264 -fimF cdtB.1 0.2472531 0.8634748 -0.2489262 -0.8325032 -1.413224 -2.148066 0.03170851 -steC iroC 0.9241885 0.6919358 -0.9664587 -0.723247 0.06452889 0.09727835 0.9225053 -steC sseK1 0.988564 1.633734 -1.015445 -1.418175 0.3030945 0.5441727 0.5863227 -steC tssA 0.4400929 0.7325049 -0.4533571 0.676836 1.312731 1.925514 0.05416506 -steC mig.5 0.8675666 4.629021 -0.9094353 -1.291836 0.1022646 0.1929104 0.8470291 -steC sifA 0.8384304 0.8420335 -0.8943327 -0.919323 -0.1632645 -0.2620736 0.7932647 -steC fimZ 0.8988332 0.6087059 -0.94458 -0.5241674 0.0009709162 0.00151131 0.9987941 -steC iroB 0.9241885 0.6919358 -0.9664587 -0.723247 0.06452889 0.09727835 0.9225053 -steC iroD 0.9241885 0.6919358 -0.9664587 -0.723247 0.06452889 0.09727835 0.9225053 -steC sseL 0.8032759 0.987025 -0.8664313 -1.040517 -0.2607118 -0.4234967 0.6719329 -steC fimY 0.8988332 0.6087059 -0.94458 -0.5241674 0.0009709162 0.00151131 0.9987941 -steC fimC 0.9162344 0.6745453 -0.9595595 -0.7324456 0.04504674 0.06852504 0.9453677 -steC sseJ 0.8917661 0.6798035 -0.9385849 -0.7458137 -0.01799744 -0.0281381 0.977552 -steC misL 0.4938102 0.5126124 -0.5088483 -0.4865178 -1.155429 -1.665475 0.09581804 -steC vipB 0.8700316 1.147187 -0.9041701 -1.462279 0.3793276 0.7256096 0.4680781 -steC sspH2 0.9084025 3.48514 -0.9430434 -0.2665138 0.4101262 0.9414286 0.3464853 -steC gtrB 0.7475236 1.167099 -0.8301318 -1.217991 -0.4568189 -0.7643851 0.4446378 -steC sodC1 0.8984008 2.253767 -0.9444383 -0.8652936 -0.00444638 -0.009301893 0.9925783 -steC fha 0.4642014 0.6403844 -0.4778868 0.5864651 1.233664 1.791945 0.07314183 -steC sifB 1.058202 1.088106 -1.083572 -1.14686 0.5249888 0.9535121 0.3403307 -steC vasK.icmF 0.4642014 0.6403844 -0.4778868 0.5864651 1.233664 1.791945 0.07314183 -steC fimW 0.8445006 0.819231 -0.9010635 -0.8603724 -0.1531487 -0.2461641 0.8055552 -steC ssaQ 0.9245086 0.6803515 -0.9667427 -0.7331777 0.06496234 0.09773558 0.9221423 -steC steA 0.9245991 0.8420409 -0.9527648 0.9235574 0.2957278 0.5717135 0.5675161 -steC spvB 0.7827763 3.643135 -0.8143788 -0.815589 0.5238071 0.9801233 0.3270252 -steC tssJ 0.4642014 0.6403844 -0.4778868 0.5864651 1.233664 1.791945 0.07314183 -steC ssaR 0.8714117 0.8803977 -0.9213332 -0.9088445 -0.06745587 -0.1038106 0.9173197 -steC iroE 0.9241885 0.6919358 -0.9664587 -0.723247 0.06452889 0.09727835 0.9225053 -steC ssaT 1.221577 0.9209622 -1.230937 -0.9456019 0.8871404 1.41716 0.1564363 -steC tssA.1 0.4642014 0.6403844 -0.4778868 0.5864651 1.233664 1.791945 0.07314183 -steC sseB 0.9249357 0.6876055 -0.967106 -0.7273869 0.06616243 0.09954664 0.9207043 -steC STM0266 0.7942314 1.957292 -0.8970064 -1.087501 -0.665061 -1.232224 0.2178654 -steC sptP 0.9428332 1.228442 -0.9589668 -0.267913 0.5311405 1.290838 0.1967599 -steC STM0283 0.7597769 1.987199 -0.8768243 -1.297549 -0.7711672 -1.3928 0.1636803 -steC rck 0.9924217 4.67482 -1.052105 -1.751432 -0.2724604 -0.4653904 0.6416519 -steC fimB 0.6756883 1.393907 -0.695208 1.179271 0.8247984 1.493929 0.1351942 -steC impE 0.7946883 1.959767 -0.8974978 -1.086375 -0.6658052 -1.233247 0.2174836 -steC allA 0.7315516 1.297462 -0.8293882 -1.270885 -0.5992432 -1.025186 0.3052755 -steC STM0273 0.7946883 1.959767 -0.8974978 -1.086375 -0.6658052 -1.233247 0.2174836 -steC KP1_RS17225 0.8760821 4.278678 -0.9160653 -0.4103946 0.202803 0.4801562 0.6311163 -steC spvC 0.8303953 5.211694 -0.8678479 -1.158764 0.2354982 0.4550575 0.6490678 -steC STM0282 0.7597769 1.987199 -0.8768243 -1.297549 -0.7711672 -1.3928 0.1636803 -steC STM0284 0.8534429 1.689831 -0.8960151 1.290623 0.1632766 0.3285043 0.7425304 -steC STM0275 0.3985173 0.9039545 -0.410728 0.8200287 1.439161 2.135175 0.0327467 -steC spvD 0.8912117 5.018823 -0.9360819 -1.394702 0.0225329 0.04159201 0.9668239 -steC allR 0.7315516 1.297462 -0.8293882 -1.270885 -0.5992432 -1.025186 0.3052755 -steC entD 0.8849988 1.012205 -0.9560253 -0.01949783 -0.3338555 -0.6486368 0.5165732 -steC tide1 0.7544562 2.034809 -0.87573 -1.345617 -0.8033381 -1.445643 0.1482773 -steC pefB 0.9149108 4.929369 -0.9628909 -1.4831 -0.04962963 -0.09066925 0.9277554 -steC gtrA 0.9096013 2.017685 -0.9469888 -1.01174 0.1271969 0.2453132 0.8062139 -steC pefA 0.9149108 4.929369 -0.9628909 -1.4831 -0.04962963 -0.09066925 0.9277554 -steC orgA.sctK 1.063105 1.094312 -1.085141 -1.1394 0.5338414 NaN NaN -steC STM0281 0.7597769 1.987199 -0.8768243 -1.297549 -0.7711672 -1.3928 0.1636803 -steC STM0276 0.7725999 1.963323 -0.883905 -1.218574 -0.7296832 -1.328602 0.1839793 -steC pefC 0.9274785 5.330038 -0.9771379 -1.532872 -0.08563872 -0.1560487 0.8759947 -steC ratB 0.8853228 2.33073 -0.9478816 -1.491202 -0.2138029 -0.4231778 0.6721655 -steC pipB 0.9009621 0.9996647 -0.9325093 1.105029 0.2798924 0.5636668 0.5729809 -steC STM0285 0.7547435 2.097047 -0.8797513 -1.378825 -0.8347676 -1.503844 0.1326215 -steC shdA 0.8725524 1.420526 -0.9528166 -0.3665387 -0.4440856 -0.8698775 0.3843673 -steC pefD 0.9274785 5.330038 -0.9771379 -1.532872 -0.08563872 -0.1560487 0.8759947 -steC rfbD 0.6890825 1.310205 -0.7100241 1.142837 0.7524435 1.348088 0.17763 -steC STM0280 0.7725999 1.963323 -0.883905 -1.218574 -0.7296832 -1.328602 0.1839793 -steC rfbF 0.8324393 2.006911 -0.9386234 -1.006806 -0.7214757 -1.397427 0.1622851 -steC STM0290 0.4050079 0.7921453 -0.4189843 0.7297585 1.310025 1.91388 0.05563555 -steC tae4 0.7543993 2.041482 -0.8739343 -1.333093 -0.7881191 -1.414671 0.1571648 -steC STM0287 0.7544562 2.034809 -0.87573 -1.345617 -0.8033381 -1.445643 0.1482773 -steC csgB 0.9021906 2.193735 -0.9585327 -1.118056 -0.1737801 -0.3583793 0.7200595 -steC sciB 0.8246011 1.931169 -0.9190787 -0.9048955 -0.6004337 -1.143467 0.2528446 -steC ssaG 0.8847825 0.655701 -0.9327395 -0.7233234 -0.03786658 -0.0597004 0.9523943 -steC STM0286 0.7531871 2.025841 -0.875172 -1.35335 -0.8082915 -1.455924 0.1454138 -steC STM0268 0.7946883 1.959767 -0.8974978 -1.086375 -0.6658052 -1.233247 0.2174836 -steC STM0289 0.7597769 1.987199 -0.8768243 -1.297549 -0.7711672 -1.3928 0.1636803 -steC rfbG 0.8324393 2.006911 -0.9386234 -1.006806 -0.7214757 -1.397427 0.1622851 -steC gogB 0.4318511 0.7215288 -0.4468039 0.6716173 1.281729 1.870355 0.06143452 -steC sopD2 1.065141 1.102253 -1.083211 -1.151189 0.5421171 0.9686283 0.3327307 -steC STM0278 0.7556245 2.038855 -0.8774945 -1.346383 -0.8083112 -1.455248 0.1456005 -steC STM0269 0.7946883 1.959767 -0.8974978 -1.086375 -0.6658052 -1.233247 0.2174836 -steC STM0271 0.7800341 1.957766 -0.8858059 -1.156693 -0.6838012 -1.254551 0.2096417 -steC traJ 0.4966069 0.8569204 -0.5144004 0.3820642 1.02938 1.322773 0.1859109 -steC pipB2 0.8952204 2.11151 -0.9341026 -0.6643553 0.1184206 0.2374013 0.8123455 -steC hcp1.tssD1 0.4845628 0.500385 -0.4998846 0.4744762 1.093179 1.554479 0.1200701 -steC ssaO 0.803908 0.9761979 -0.8669628 -1.050256 -0.2552741 -0.4127933 0.6797581 -steC allD 0.6885958 1.431998 -0.8031568 -1.478521 -0.7205752 -1.241572 0.2143944 -steC allB 0.6879752 1.427432 -0.8026179 -1.481283 -0.7210546 -1.242785 0.2139469 -steC allC 0.6996733 1.384566 -0.8093465 -1.426474 -0.6870491 -1.182744 0.2369106 -steC iucA 0.4634436 0.6309282 -0.4776415 0.6004447 1.250337 1.825131 0.06798126 -steC iucB 0.4634436 0.6309282 -0.4776415 0.6004447 1.250337 1.825131 0.06798126 -steC cdtB 0.5333209 0.3487918 -0.5493615 0.3340353 1.02535 1.457299 0.1450338 -steC iucC 0.4945261 0.5111833 -0.5089931 0.4913314 1.165118 1.686718 0.09165762 -steC sinH 0.815751 1.881123 -0.8477448 0.7381401 -0.6446222 -1.187953 0.2348518 -steC tssF 0.5307053 0.3488423 -0.5478429 0.3251819 0.9875857 1.387432 0.1653102 -steC iucD 0.4945261 0.5111833 -0.5089931 0.4913314 1.165118 1.686718 0.09165762 -steC iutA 0.4945261 0.5111833 -0.5089931 0.4913314 1.165118 1.686718 0.09165762 -steC hcp.tssD 0.8876069 1.506957 -0.9299479 -1.700515 0.07781717 0.146039 0.8838906 -steC icsP.sopA 0.5329168 0.3522691 -0.5489172 0.3226425 0.9960035 1.402096 0.1608867 -steC fyuA 0.822158 0.8407505 -0.8592768 0.795379 0.2225392 0.8755046 0.3812994 -steC ybtT 0.822158 0.8407505 -0.8592768 0.795379 0.2225392 0.8755046 0.3812994 -steC ybtU 0.822158 0.8407505 -0.8592768 0.795379 0.2225392 0.8755046 0.3812994 -steC nleC 0.5947821 0.1053581 -0.613828 0.1017796 0.8158486 1.120499 0.2625011 -steC irp1 0.822158 0.8407505 -0.8592768 0.795379 0.2225392 0.8755046 0.3812994 -steC irp2 0.822158 0.8407505 -0.8592768 0.795379 0.2225392 0.8755046 0.3812994 -steC ybtQ 0.822158 0.8407505 -0.8592768 0.795379 0.2225392 0.8755046 0.3812994 -steC ybtX 0.822158 0.8407505 -0.8592768 0.795379 0.2225392 0.8755046 0.3812994 -steC ybtS 0.822158 0.8407505 -0.8592768 0.795379 0.2225392 0.8755046 0.3812994 -steC ybtA 0.822158 0.8407505 -0.8592768 0.795379 0.2225392 0.8755046 0.3812994 -steC cesT 0.5307652 0.3631052 -0.5481889 0.3120877 0.9494732 1.315634 0.1882969 -steC vipA.tssB 0.5969639 0.1103034 -0.6174362 0.09489456 0.7726155 1.041144 0.2978089 -steC wbtL.1 0.8974973 6.287523 -0.9431485 0.0735038 -0.05603899 -0.1668366 0.8674986 -steC galU 0.899791 3.980889 -0.9425584 -0.6045398 0.08270503 0.196996 0.8438307 -steC fliH 0.483792 0.5006873 -0.4993494 0.4720392 1.084507 1.538256 0.123986 -steC clpV1 0.6461135 1.637713 -0.6810552 1.124144 0.7388215 1.261511 0.2071249 -steC tviA 0.8136465 1.349139 -0.8503989 -0.7822266 0.2255981 0.3105129 0.7561709 -steC tviB 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC tviC 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC tviD 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC tviE 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC vexA 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC vexB 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC vexC 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC flgM 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC vexD 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC vexE 0.5965065 0.1093717 -0.6167499 0.09595169 0.7793961 1.053591 0.2920701 -steC clpV.tssH 0.8446395 2.109856 -0.9137513 1.918302 0.2908371 0.5457679 0.5852255 -steC ipfE 0.9724362 1.884328 -1.006182 0.4358768 -0.49871 -1.002337 0.3161808 -steC sopA 0.4171226 0.9855133 -0.4315201 -0.9140584 -1.599781 -2.423788 0.01535959 -steC PA2367 0.3871352 1.086072 -0.4038555 -0.9548798 -1.617389 -2.447471 0.01438626 -steC lpfD 0.9375595 2.675048 -0.9861879 -0.3400394 -0.7850397 -1.693046 0.09044677 -steC avrA 0.401682 0.9843024 -0.4162774 -0.8716695 -1.523686 -2.286288 0.02223742 -steC slrP 0.4806964 0.5191257 -0.4957313 -0.490373 -1.110517 -1.582669 0.1134969 -steC lpfB 0.9724362 1.884328 -1.006182 0.4358768 -0.49871 -1.002337 0.3161808 -steC lpfA 0.9724362 1.884328 -1.006182 0.4358768 -0.49871 -1.002337 0.3161808 -steC flgL 0.8389758 0.8431355 -0.8947687 0.9187393 0.1615474 0.2591592 0.7955124 -steC PA2366 0.7709581 3.189338 -0.7972095 0.4712825 -0.8009319 -1.507246 0.1317475 -steC cdtB.1 0.8760917 1.301476 -0.9159989 -1.20834 -0.1550785 -0.3186758 0.7499724 -iroC sseK1 0.7920515 1.777667 -0.7938682 -1.478404 0.5355717 0.8529968 0.3936611 -iroC tssA 0.2858872 0.7750439 -0.2975603 0.7168048 1.203411 1.752747 0.07964551 -iroC mig.5 0.6697278 4.613713 -0.7056269 -1.208166 -0.00306789 -0.005669272 0.9954766 -iroC sifA 0.8444573 1.173513 -0.863006 -1.241252 0.7610149 1.264787 0.2059477 -iroC fimZ 0.7672403 0.6112593 -0.7442482 0.5903937 0.6908518 1.040207 0.2982438 -iroC iroB 1.006139 1.006141 -0.9765162 -0.9765185 1.106214 1.695708 0.08994112 -iroC iroD 1.006139 1.006141 -0.9765162 -0.9765185 1.106214 1.695708 0.08994112 -iroC sseL 0.8142749 1.37621 -0.8319776 -1.357085 0.65024 1.076535 0.2816883 -iroC fimY 0.7672403 0.6112593 -0.7442482 0.5903937 0.6908518 1.040207 0.2982438 -iroC fimC 0.7399514 0.7282922 -0.7625309 -0.7804175 0.2025002 0.2991797 0.7648029 -iroC sseJ 0.7175625 0.735598 -0.7437703 -0.7960976 0.1464003 0.2208431 0.8252146 -iroC misL 0.3381743 0.5541175 -0.3513506 -0.5272367 -1.038665 -1.480757 0.1386713 -iroC vipB 0.664109 1.092938 -0.6966516 -1.365586 0.1468438 0.2582759 0.796194 -iroC sspH2 0.6324643 3.468769 -0.6548416 -0.4693515 0.7187647 1.334048 0.1821882 -iroC gtrB 0.6338436 2.271354 -0.6497274 -0.5702436 0.775155 1.307431 0.1910663 -iroC sodC1 0.6436766 2.139873 -0.6991111 -0.7318376 -0.2910511 -0.5437225 0.5866325 -iroC fha 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroC sifB 0.8478493 1.178601 -0.8662127 -1.238806 0.7679461 1.273732 0.2027585 -iroC vasK.icmF 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroC fimW 0.6755537 0.8908065 -0.7096761 -0.9119287 0.0215178 0.03299966 0.9736749 -iroC ssaQ 0.7473771 0.7333381 -0.7688437 -0.7799269 0.2193912 0.3214466 0.7478719 -iroC steA 0.5070526 0.5597535 -0.5080666 0.58041 1.440291 2.141279 0.03225156 -iroC spvB 0.6863775 3.78998 -0.7248674 -0.3413107 -0.1272957 -0.2813844 0.7784156 -iroC tssJ 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroC ssaR 0.9498729 1.256645 -0.9296167 -1.21703 0.9176288 1.449164 0.1472918 -iroC iroE 1.006139 1.006141 -0.9765162 -0.9765185 1.106214 1.695708 0.08994112 -iroC ssaT 0.7407753 0.7292145 -0.7632284 -0.7800718 0.2044362 0.3017704 0.7628271 -iroC tssA.1 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroC sseB 0.7479656 0.7420665 -0.7693094 -0.7732969 0.2216026 0.3245026 0.7455575 -iroC STM0266 0.6610681 2.376408 -0.6883575 -1.415694 0.2034317 0.3521735 0.7247081 -iroC sptP 0.6594978 1.168135 -0.6983039 -0.8391837 -0.03741395 -0.05129229 0.9590926 -iroC STM0283 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroC rck 0.7923185 4.646201 -0.8451456 -1.667626 -0.4037554 -0.6812294 0.4957264 -iroC fimB 0.5111114 1.439822 -0.5003697 1.211843 0.7154023 1.271506 0.2035486 -iroC impE 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroC allA 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 -iroC STM0273 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroC KP1_RS17225 0.6688157 4.269537 -0.7045986 -0.2550226 0.001162386 0.00274831 0.9978072 -iroC spvC 0.6371374 5.199754 -0.6690891 -1.067966 0.1247604 0.2365788 0.8129836 -iroC STM0282 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroC STM0284 0.2222929 1.011879 -0.2332587 0.9234441 1.390548 2.078022 0.03770733 -iroC STM0275 0.6097733 2.985973 -0.6352317 -0.8470546 0.3546814 0.6483584 0.5167532 -iroC spvD 0.6958336 5.002716 -0.734994 -1.306969 -0.09372576 -0.1702329 0.864827 -iroC allR 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 -iroC entD 0.5706744 1.045861 -0.5846471 -0.4357745 0.6815506 1.080193 0.2800562 -iroC tide1 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 -iroC pefB 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 -iroC gtrA 0.6546574 2.154062 -0.6736918 -1.046632 0.4803333 0.8168121 0.4140358 -iroC pefA 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 -iroC orgA.sctK 0.6686091 0.9054783 -0.7044777 -0.9704833 -0.0009179153 -0.001416241 0.99887 -iroC STM0281 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroC STM0276 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 -iroC pefC 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 -iroC ratB 0.6672703 2.477692 -0.6987467 -1.634199 0.09561347 0.1628377 0.8706462 -iroC pipB 0.6437075 0.9058656 -0.6300395 0.9743293 0.6484248 1.113227 0.265611 -iroC STM0285 0.6668371 2.666853 -0.6995987 -1.656446 0.06791161 0.1150004 0.9084448 -iroC shdA 0.6108626 1.586715 -0.6299668 -0.8255486 0.4862338 0.8148289 0.4151703 -iroC pefD 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 -iroC rfbD 0.5227263 1.355089 -0.5167929 1.178023 0.6400746 1.125297 0.2604632 -iroC STM0280 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 -iroC rfbF 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 -iroC STM0290 0.2523781 0.8347248 -0.2645625 0.7676767 1.208461 1.760336 0.07835085 -iroC tae4 0.6664949 2.604488 -0.6972931 -1.605835 0.1124958 0.1905295 0.8488942 -iroC STM0287 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 -iroC csgB 0.6518604 2.305553 -0.6799838 -1.316468 0.1926782 0.3372426 0.735934 -iroC sciB 0.6511947 2.269399 -0.6766322 -1.267019 0.2662413 0.4631337 0.6432685 -iroC ssaG 0.7119482 0.715836 -0.7388756 -0.7718884 0.1347696 0.2037352 0.8385604 -iroC STM0286 0.6670181 2.565459 -0.6989372 -1.642422 0.08622247 0.1462633 0.8837135 -iroC STM0268 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroC STM0289 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroC rfbG 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 -iroC gogB 0.2782068 0.7636374 -0.2912151 0.711131 1.175336 1.705762 0.08805245 -iroC sopD2 0.6648991 0.9023113 -0.7015708 -0.9719989 -0.01239984 -0.01921287 0.9846713 -iroC STM0278 0.2197699 1.0621 -0.2304083 0.9516264 1.431661 2.146515 0.03183189 -iroC STM0269 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroC STM0271 0.6646836 2.399254 -0.6924848 -1.483545 0.1856231 0.3203432 0.7487082 -iroC traJ 0.3516499 0.9648558 -0.367697 0.367408 0.8906082 1.086432 0.2772879 -iroC pipB2 0.6084674 2.123459 -0.6286856 -0.7994343 0.5096992 0.8641596 0.3875002 -iroC hcp1.tssD1 0.3291627 0.5409932 -0.3425676 0.5137036 0.983135 1.388813 0.1648897 -iroC ssaO 0.6343976 1.039614 -0.6779581 -1.104442 -0.1046245 -0.1636257 0.8700258 -iroC allD 0.6893226 1.923716 -0.7166312 -1.795517 0.1791558 0.2907534 0.7712399 -iroC allB 0.6892491 1.909579 -0.7166884 -1.805232 0.1758908 0.2861843 0.774737 -iroC allC 0.6920109 1.865369 -0.7181977 -1.734859 0.2082782 0.340747 0.733294 -iroC iucA 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 -iroC iucB 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 -iroC cdtB 0.6724587 0.6970119 -0.7092807 0.6557795 -0.0140547 -0.02186412 0.9825563 -iroC iucC 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroC sinH 0.6618555 1.768909 -0.7061805 0.40842 0.1478132 0.2706097 0.7866912 -iroC tssF 0.3739326 0.3881009 -0.3889642 0.3638037 0.8702162 1.210163 0.2262165 -iroC iucD 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroC iutA 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroC hcp.tssD 0.6299199 1.187362 -0.7379614 -1.356445 -0.8033605 -1.381405 0.1671545 -iroC icsP.sopA 0.6864098 0.7164462 -0.7270246 0.6314655 -0.06485839 -0.099311 0.9208913 -iroC fyuA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroC ybtT 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroC ybtU 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroC nleC 0.7590478 0.3778017 -0.8213118 0.3859415 -0.3281722 -0.4782244 0.6324905 -iroC irp1 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroC irp2 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroC ybtQ 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroC ybtX 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroC ybtS 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroC ybtA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroC cesT 0.3741632 0.4036832 -0.3888203 0.3481118 0.8352817 1.148706 0.2506774 -iroC vipA.tssB 0.4376484 0.144501 -0.4557068 0.1282335 0.6510468 0.8688774 0.3849142 -iroC wbtL.1 0.6248295 6.387762 -0.6452252 -0.5519452 0.6511809 1.316829 0.187896 -iroC galU 0.6249908 4.902195 -0.6440638 -0.6233611 0.6271785 1.18647 0.2354366 -iroC fliH 0.3284062 0.5412646 -0.3419822 0.5109393 0.9752176 1.374902 0.1691618 -iroC clpV1 0.1899563 1.155604 -0.2018308 0.9717255 1.431961 2.141378 0.0322436 -iroC tviA 0.6391616 1.393105 -0.6720486 -0.7556597 0.08799134 0.1191269 0.9051748 -iroC tviB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC tviC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC tviD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC tviE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC vexA 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC vexB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC vexC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC flgM 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC vexD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC vexE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroC clpV.tssH 0.4841829 1.798982 -0.5964651 1.782658 0.7461856 1.212631 0.2252709 -iroC ipfE 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroC sopA 0.5255509 1.410896 -0.5159922 -1.214406 -0.7420542 -1.311005 0.1898562 -iroC PA2367 0.2341453 1.130394 -0.2472688 -0.9901031 -1.512987 -2.28066 0.02256855 -iroC lpfD 0.7202213 2.726267 -0.7416074 -0.4189793 -0.5947131 -1.202252 0.2292658 -iroC avrA 0.2480663 1.028377 -0.2609945 -0.9090615 -1.418081 -2.116996 0.03426018 -iroC slrP 0.3255111 0.559932 -0.3386904 -0.5295878 -1.000483 -1.416119 0.1567408 -iroC lpfB 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroC lpfA 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroC flgL 0.845648 1.175979 -0.8641305 1.239857 -0.7636274 -1.26819 0.2047301 -iroC PA2366 0.6347344 2.471685 -0.6903931 0.856592 0.2773854 0.4894778 0.6245034 -iroC cdtB.1 0.3200976 0.8112825 -0.3289387 -0.7778396 -1.349969 -2.005142 0.04494786 -sseK1 tssA 0.7870005 0.6677501 -0.757606 0.6097007 1.579987 2.363892 0.01808406 -sseK1 mig.5 1.279886 4.694956 -1.195378 -1.499137 0.4413274 0.9158344 0.3597537 -sseK1 sifA 1.499798 0.9290133 -1.354731 -0.9972138 0.07925418 0.1591117 0.8735809 -sseK1 fimZ 1.265992 0.459415 -1.242063 -0.4725083 -0.4052982 -0.7062396 0.4800391 -sseK1 iroB 1.777667 0.7920515 -1.478404 -0.7938682 0.5355717 0.8530017 0.3936584 -sseK1 iroD 1.777667 0.7920515 -1.478404 -0.7938682 0.5355717 0.8530017 0.3936584 -sseK1 sseL 1.441226 1.08346 -1.321813 -1.118874 -0.04784437 -0.09920452 0.9209759 -sseK1 fimY 1.265992 0.459415 -1.242063 -0.4725083 -0.4052982 -0.7062396 0.4800391 -sseK1 fimC 1.315381 0.5732112 -1.252904 -0.6498269 -0.2706372 -0.4319066 0.6658093 -sseK1 sseJ 1.950817 0.8817551 -1.578342 -0.8993461 0.8197246 1.358461 0.1743174 -sseK1 misL 0.8425283 0.4495364 -0.8144341 -0.4188293 -1.431213 -2.11224 0.03466583 -sseK1 vipB 1.299115 1.238506 -1.267149 -1.637914 0.8516894 1.84778 0.06463421 -sseK1 sspH2 1.650651 2.005091 -1.428964 -1.89249 0.7244863 2.269174 0.02325775 -sseK1 gtrB 1.485916 1.421394 -1.343891 -1.388143 0.06330397 0.1560621 0.8759841 -sseK1 sodC1 1.405304 2.409936 -1.331086 -1.171625 0.555931 1.380743 0.1673578 -sseK1 fha 0.812254 0.5756305 -0.7816581 0.519036 1.502614 2.228806 0.02582683 -sseK1 sifB 1.504174 0.9325158 -1.357229 -0.9964796 0.08811813 0.1763331 0.8600323 -sseK1 vasK.icmF 0.812254 0.5756305 -0.7816581 0.519036 1.502614 2.228806 0.02582683 -sseK1 fimW 1.206765 0.679597 -1.20489 -0.7622058 -0.5186812 -0.9056517 0.3651202 -sseK1 ssaQ 1.32827 0.5805592 -1.259576 -0.6523785 -0.2433663 -0.3816886 0.7026923 -sseK1 steA 1.48029 0.8721452 -1.329176 0.9641185 0.07463317 0.1800799 0.8570898 -sseK1 spvB 1.331735 3.648074 -1.257582 -0.7145867 0.4933749 1.219763 0.2225547 -sseK1 tssJ 0.812254 0.5756305 -0.7816581 0.519036 1.502614 2.228806 0.02582683 -sseK1 ssaR 1.635754 1.000144 -1.421143 -1.00017 0.3076817 0.5508998 0.5817023 -sseK1 iroE 1.777667 0.7920515 -1.478404 -0.7938682 0.5355717 0.8530017 0.3936584 -sseK1 ssaT 1.770221 0.7788888 -1.471325 -0.8103684 0.5220302 0.840806 0.4004566 -sseK1 tssA.1 0.812254 0.5756305 -0.7816581 0.519036 1.502614 2.228806 0.02582683 -sseK1 sseB 1.32819 0.5854866 -1.259599 -0.6478634 -0.2438466 -0.3828693 0.7018167 -sseK1 STM0266 1.416885 2.165603 -1.374858 -1.07885 -0.4728249 -1.27035 0.2039599 -sseK1 sptP 1.167477 0.884899 -1.196226 -0.7821901 -0.6594717 -1.194917 0.2321196 -sseK1 STM0283 1.406479 2.320833 -1.373168 -1.244088 -0.5693028 -1.557357 0.1193858 -sseK1 rck 1.442052 4.746436 -1.31876 -1.940377 0.04341242 0.08077806 0.9356185 -sseK1 fimB 1.4624 1.98868 -1.333566 1.249687 0.001869849 0.004413027 0.9964789 -sseK1 impE 1.356648 2.04033 -1.360978 -0.942476 -0.7969077 -1.996171 0.04591533 -sseK1 allA 1.453043 1.620376 -1.332286 -1.404103 -0.03348449 -0.08401503 0.9330445 -sseK1 STM0273 1.356648 2.04033 -1.360978 -0.942476 -0.7969077 -1.996171 0.04591533 -sseK1 KP1_RS17225 1.491737 4.298633 -1.362181 -0.1208774 -0.372172 -1.274683 0.2024216 -sseK1 spvC 1.245409 5.228931 -1.167481 -1.348247 0.5585203 1.194604 0.2322418 -sseK1 STM0282 1.406479 2.320833 -1.373168 -1.244088 -0.5693028 -1.557357 0.1193858 -sseK1 STM0284 1.458829 2.58914 -1.37985 -1.40299 -0.3083181 -0.8614756 0.3889761 -sseK1 STM0275 1.487666 2.960238 -1.396916 -0.4827466 -0.2376228 -0.6742972 0.5001224 -sseK1 spvD 1.311596 5.086584 -1.218417 -1.580268 0.3448836 0.7054372 0.4805382 -sseK1 allR 1.453043 1.620376 -1.332286 -1.404103 -0.03348449 -0.08401503 0.9330445 -sseK1 entD 1.451579 1.035033 -1.378196 -0.07688969 -0.2220135 -0.5562181 0.5780617 -sseK1 tide1 1.442897 2.489157 -1.368379 -1.399635 -0.3274647 -0.9464628 0.3439126 -sseK1 pefB 1.342855 4.988525 -1.243164 -1.678665 0.266252 0.5365594 0.591572 -sseK1 gtrA 1.4856 1.963255 -1.326011 -1.095749 0.1247993 0.343739 0.7310426 -sseK1 pefA 1.342855 4.988525 -1.243164 -1.678665 0.266252 0.5365594 0.591572 -sseK1 orgA.sctK 1.209321 0.7261661 -1.196811 -0.8240558 -0.4989035 -0.8549775 0.3925636 -sseK1 STM0281 1.406479 2.320833 -1.373168 -1.244088 -0.5693028 -1.557357 0.1193858 -sseK1 STM0276 1.346512 2.122676 -1.356738 -1.052674 -0.845299 -2.122404 0.03380382 -sseK1 pefC 1.360578 5.401365 -1.256835 -1.721269 0.2215605 0.4445991 0.6566095 -sseK1 ratB 1.461687 2.429179 -1.33832 -1.568671 -0.03319758 -0.09861976 0.9214402 -sseK1 pipB 1.398927 1.069789 -1.356702 1.280489 -0.3370723 -0.8463807 0.3973404 -sseK1 STM0285 1.445438 2.581459 -1.375079 -1.413697 -0.3773079 -1.10001 0.2713278 -sseK1 shdA 1.44518 1.469695 -1.388275 -0.4500686 -0.3143166 -0.8096936 0.4181163 -sseK1 pefD 1.360578 5.401365 -1.256835 -1.721269 0.2215605 0.4445991 0.6566095 -sseK1 rfbD 1.485362 1.76001 -1.363572 1.323515 -0.0881271 -0.2134035 0.8310122 -sseK1 STM0280 1.346512 2.122676 -1.356738 -1.052674 -0.845299 -2.122404 0.03380382 -sseK1 rfbF 1.459687 2.249546 -1.371105 -1.224833 -0.1998118 -0.5410899 0.5884456 -sseK1 STM0290 1.586319 1.504175 -1.414982 1.218631 -0.2673816 -0.6101039 0.541793 -sseK1 tae4 1.405274 2.406893 -1.368553 -1.26976 -0.5808265 -1.602532 0.1090379 -sseK1 STM0287 1.442897 2.489157 -1.368379 -1.399635 -0.3274647 -0.9464628 0.3439126 -sseK1 csgB 1.459533 2.208813 -1.359403 -1.138805 -0.1326043 -0.3563808 0.7215554 -sseK1 sciB 1.371378 1.920876 -1.374256 -0.7952079 -0.7592859 -1.90287 0.05705745 -sseK1 ssaG 1.265307 0.5457122 -1.229865 -0.6367968 -0.3877167 -0.6552292 0.5123202 -sseK1 STM0286 1.406768 2.397861 -1.376276 -1.286171 -0.6135373 -1.691979 0.09064998 -sseK1 STM0268 1.356648 2.04033 -1.360978 -0.942476 -0.7969077 -1.996171 0.04591533 -sseK1 STM0289 1.406479 2.320833 -1.373168 -1.244088 -0.5693028 -1.557357 0.1193858 -sseK1 rfbG 1.459687 2.249546 -1.371105 -1.224833 -0.1998118 -0.5410899 0.5884456 -sseK1 gogB 0.7762825 0.6561729 -0.7483313 0.6051432 1.537801 2.28002 0.02260652 -sseK1 sopD2 1.505489 0.9329578 -1.353052 -0.9981864 0.08521249 0.169101 0.8657172 -sseK1 STM0278 1.408327 2.42122 -1.377563 -1.265727 -0.6133605 -1.687096 0.09158497 -sseK1 STM0269 1.356648 2.04033 -1.360978 -0.942476 -0.7969077 -1.996171 0.04591533 -sseK1 STM0271 1.409626 2.19978 -1.366555 -1.14455 -0.4766234 -1.288417 0.1976009 -sseK1 traJ 0.8272548 0.693909 -0.790996 0.3959964 1.318737 1.801554 0.07161554 -sseK1 pipB2 1.472731 2.117565 -1.307848 -0.7118659 0.1300513 0.3442264 0.730676 -sseK1 hcp1.tssD1 0.834037 0.4362275 -0.7984488 0.4105286 1.344156 1.935991 0.05286881 -sseK1 ssaO 1.457478 1.080137 -1.331623 -1.140114 -0.01080198 -0.02192758 0.9825057 -sseK1 allD 1.419629 1.761301 -1.320691 -1.680054 -0.1464335 -0.3734539 0.7088106 -sseK1 allB 1.419622 1.752824 -1.320583 -1.687543 -0.145888 -0.371961 0.7099219 -sseK1 allC 1.429593 1.705714 -1.32462 -1.622937 -0.1115716 -0.2828914 0.7772601 -sseK1 iucA 1.175583 0.8854073 -1.071847 0.821069 0.7599264 1.345536 0.1784522 -sseK1 iucB 1.175583 0.8854073 -1.071847 0.821069 0.7599264 1.345536 0.1784522 -sseK1 cdtB 1.268798 0.5696865 -1.164348 0.5351105 0.4839535 0.8231225 0.4104383 -sseK1 iucC 1.209999 0.7481142 -1.107083 0.7044182 0.6673676 1.170689 0.2417238 -sseK1 sinH 1.436534 1.839207 -1.347349 0.6056643 -0.3094135 -0.8047105 0.4209868 -sseK1 tssF 0.8836715 0.2884265 -0.8479482 0.2620653 1.249645 1.786227 0.07406245 -sseK1 iucD 1.209999 0.7481142 -1.107083 0.7044182 0.6673676 1.170689 0.2417238 -sseK1 iutA 1.209999 0.7481142 -1.107083 0.7044182 0.6673676 1.170689 0.2417238 -sseK1 hcp.tssD 1.436759 1.515961 -1.32435 -1.718067 0.1206406 0.2870526 0.774072 -sseK1 icsP.sopA 1.290799 0.5879637 -1.182262 0.5262996 0.4092108 0.6780781 0.4977221 -sseK1 fyuA 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 -sseK1 ybtT 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 -sseK1 ybtU 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 -sseK1 nleC 1.389559 0.287503 -1.271661 0.2876199 0.1665387 0.2633154 0.7923075 -sseK1 irp1 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 -sseK1 irp2 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 -sseK1 ybtQ 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 -sseK1 ybtX 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 -sseK1 ybtS 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 -sseK1 ybtA 1.238829 0.7592347 -1.131976 0.7165863 0.5213139 0.8688818 0.3849118 -sseK1 cesT 0.8858736 0.3007256 -0.845278 0.253696 1.19913 1.678369 0.09327511 -sseK1 vipA.tssB 0.9609143 0.05772504 -0.9146549 0.04289305 1.02447 1.390404 0.1644063 -sseK1 wbtL.1 1.462798 6.292934 -1.334138 0.02772845 -0.001412638 -0.006715724 0.9946417 -sseK1 galU 1.435644 3.837357 -1.335158 -0.4111967 -0.3669621 -1.215726 0.2240891 -sseK1 fliH 0.8327749 0.4364641 -0.7979612 0.4086328 1.332857 1.91208 0.0558659 -sseK1 clpV1 1.479487 3.050092 -1.417538 -1.457635 -0.6435169 -2.014744 0.04393148 -sseK1 tviA 1.235007 1.283002 -1.159955 -0.8114555 0.4496713 0.6209927 0.5346044 -sseK1 tviB 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 tviC 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 tviD 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 tviE 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 vexA 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 vexB 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 vexC 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 flgM 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 vexD 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 vexE 1.485667 0.3258552 -1.350478 0.3067648 -0.04391961 -0.06127197 0.9511426 -sseK1 clpV.tssH 1.32168 2.061133 -1.288179 1.841313 0.5098269 1.371741 0.1701441 -sseK1 ipfE 1.291145 1.595076 -1.255335 0.1472436 0.4398192 0.9260174 0.3544369 -sseK1 sopA 1.420942 1.873479 -1.274975 -1.189263 -0.2433438 -0.6057717 0.5446664 -sseK1 PA2367 1.187408 2.816863 -1.150255 0.374134 -1.321921 -2.690603 0.007132292 -sseK1 lpfD 1.443905 2.732358 -1.326335 -0.7077599 0.06383304 0.1679951 0.8665871 -sseK1 avrA 1.159572 1.291145 -0.9056283 -1.083206 -1.001602 -1.774446 0.07598939 -sseK1 slrP 1.334896 0.8541888 -1.238471 -0.8080789 -0.2482884 -0.3790402 0.704658 -sseK1 lpfB 1.291145 1.595076 -1.255335 0.1472436 0.4398192 0.9260174 0.3544369 -sseK1 lpfA 1.291145 1.595076 -1.255335 0.1472436 0.4398192 0.9260174 0.3544369 -sseK1 flgL 1.501344 0.9305849 -1.355613 0.9966486 -0.08240432 -0.1652581 0.8687409 -sseK1 PA2366 1.340277 3.247104 -1.271089 0.3943173 -0.7958269 -1.987157 0.04690504 -sseK1 cdtB.1 1.137409 1.011739 -1.086009 -0.9418499 -1.06839 -2.027738 0.04258698 -tssA mig.5 1.445874 4.646347 1.186286 -1.056863 0.2891227 0.8333652 0.4046388 -tssA sifA 0.7383098 0.4439007 0.6828032 -0.4637697 1.358275 2.016162 0.04378301 -tssA fimZ 0.811195 0.211988 0.7571215 -0.2051322 1.252199 1.875891 0.06067018 -tssA iroB 0.7750439 0.2858872 0.7168048 -0.2975603 1.203411 1.752747 0.07964544 -tssA iroD 0.7750439 0.2858872 0.7168048 -0.2975603 1.203411 1.752747 0.07964544 -tssA sseL 1.279393 1.071489 1.095238 -1.102595 0.09484342 0.1967872 0.8439941 -tssA fimY 0.811195 0.211988 0.7571215 -0.2051322 1.252199 1.875891 0.06067018 -tssA fimC 0.7746184 0.2813759 0.7165269 -0.3019146 1.211722 1.769472 0.07681516 -tssA sseJ 0.7720229 0.302183 0.7143611 -0.3232248 1.247382 1.834211 0.06662261 -tssA misL 1.165978 0.8566367 1.018558 -0.7383394 0.3176331 0.5315297 0.5950517 -tssA vipB 1.273774 0.9326325 1.11678 -1.079824 0.7068408 1.539765 0.1236175 -tssA sspH2 0.9636755 1.325484 0.872684 -1.304462 0.9861709 1.814567 0.06959041 -tssA gtrB 1.012422 1.057589 0.9232671 -1.070477 0.8721054 1.585265 0.1129061 -tssA sodC1 1.329028 2.22958 1.100444 -0.79512 0.1607011 0.3985214 0.6902459 -tssA fha 1.803806 1.477031 1.522018 1.357334 1.314083 2.892937 0.003816578 -tssA sifB 0.7380075 0.4440705 0.6825031 -0.4628802 1.355563 2.010775 0.04434921 -tssA vasK.icmF 1.803806 1.477031 1.522018 1.357334 1.314083 2.892937 0.003816578 -tssA fimW 0.7575504 0.404025 0.7063153 -0.4145727 1.367326 2.048725 0.04048903 -tssA ssaQ 0.7740281 0.2810428 0.715872 -0.3005151 1.203061 1.751953 0.07978189 -tssA steA 0.7675715 0.4130964 0.7140697 -0.4223837 1.413117 2.135177 0.03274653 -tssA spvB 1.205293 3.519762 1.055582 -0.558633 -0.3500897 -0.8248955 0.4094309 -tssA tssJ 1.803806 1.477031 1.522018 1.357334 1.314083 2.892937 0.003816578 -tssA ssaR 0.7326769 0.4439186 0.6769209 -0.4494438 1.30602 1.911966 0.05588061 -tssA iroE 0.7750439 0.2858872 0.7168048 -0.2975603 1.203411 1.752747 0.07964544 -tssA ssaT 0.7745729 0.2814555 0.7164716 -0.3016786 1.210732 1.767477 0.07714839 -tssA tssA.1 1.803806 1.477031 1.522018 1.357334 1.314083 2.892937 0.003816578 -tssA sseB 0.7745388 0.2835842 0.7163356 -0.2988943 1.202855 1.751514 0.07985749 -tssA STM0266 1.60788 1.515466 -0.3029143 -0.9431062 1.13829 1.810067 0.07028539 -tssA sptP 1.072035 0.9181593 0.9940945 -0.7556385 0.6387129 1.142327 0.253318 -tssA STM0283 1.306854 2.476164 1.114735 -1.561191 -0.06402459 -0.1598154 0.8730265 -tssA rck 1.438299 4.785747 1.176465 -1.84369 0.221209 0.4811419 0.6304157 -tssA fimB 1.10354 1.672213 0.8361199 0.9538629 -0.8053588 -1.532001 0.1255222 -tssA impE 1.296765 2.364539 1.110181 -1.38269 -0.1618974 -0.3941007 0.6935067 -tssA allA 1.205413 1.456644 1.074392 -1.298195 0.4117145 0.8987015 0.3688117 -tssA STM0273 1.296765 2.364539 1.110181 -1.38269 -0.1618974 -0.3941007 0.6935067 -tssA KP1_RS17225 1.088464 4.24315 0.9847354 -0.8343557 -0.8297481 -1.737637 0.08227485 -tssA spvC 1.423229 5.299637 1.170952 -0.7947779 0.2619929 0.829406 0.4068747 -tssA STM0282 1.306854 2.476164 1.114735 -1.561191 -0.06402459 -0.1598154 0.8730265 -tssA STM0284 1.322801 2.639957 1.114727 -1.545191 0.04706936 0.116847 0.9069813 -tssA STM0275 1.261825 3.008429 1.08195 -0.7238892 -0.225143 -0.5416016 0.588093 -tssA spvD 1.22778 4.90699 1.062449 -1.525853 -0.1756477 -0.2990983 0.7648651 -tssA allR 1.205413 1.456644 1.074392 -1.298195 0.4117145 0.8987015 0.3688117 -tssA entD 1.310312 1.051586 1.113146 -0.1559258 -0.0271503 -0.06186336 0.9506716 -tssA tide1 2.367713 2.4679 -0.2027324 -1.529527 0.1787357 0.4293553 0.6676647 -tssA pefB 1.309205 4.93269 1.111252 -1.52505 -0.009513212 -0.02267791 0.9819072 -tssA gtrA 1.244246 1.736539 1.06787 -0.9840786 0.4033758 0.8949991 0.3707876 -tssA pefA 1.309205 4.93269 1.111252 -1.52505 -0.009513212 -0.02267791 0.9819072 -tssA orgA.sctK 1.096844 0.7431134 0.9972267 -0.8078956 0.4820557 0.8283492 0.4074728 -tssA STM0281 1.306854 2.476164 1.114735 -1.561191 -0.06402459 -0.1598154 0.8730265 -tssA STM0276 1.302854 2.419186 1.113606 -1.494558 -0.104854 -0.2593347 0.795377 -tssA pefC 1.201153 5.246977 1.044634 -1.723093 -0.2228451 -0.5159367 0.6058986 -tssA ratB 2.381357 2.395849 -0.1659588 -1.537002 0.1256133 0.291078 0.7709917 -tssA pipB 1.292041 0.9628156 1.058759 0.9924835 -0.5190045 -1.15938 0.2463012 -tssA STM0285 1.223658 2.864842 1.087862 -1.766112 -0.4124403 -0.9116859 0.3619341 -tssA shdA 1.322652 1.512232 1.114401 -0.5362075 0.06737002 0.1564448 0.8756824 -tssA pefD 1.201153 5.246977 1.044634 -1.723093 -0.2228451 -0.5159367 0.6058986 -tssA rfbD 0.7225603 0.9955451 0.5560378 0.7483631 -1.532993 -2.282913 0.02243547 -tssA STM0280 1.302854 2.419186 1.113606 -1.494558 -0.104854 -0.2593347 0.795377 -tssA rfbF 1.358409 2.192655 1.102565 -1.172909 0.3187508 0.7540679 0.4508084 -tssA STM0290 0.6781775 0.7764945 0.5754728 0.6641499 -1.368417 -1.969344 0.04891365 -tssA tae4 1.308536 2.570488 1.115049 -1.57129 -0.04606192 -0.1152816 0.9082219 -tssA STM0287 2.367713 2.4679 -0.2027324 -1.529527 0.1787357 0.4293553 0.6676647 -tssA csgB 1.625434 1.431266 -0.2695921 -0.8885709 1.148955 1.864796 0.06221001 -tssA sciB 1.327873 2.123619 1.10758 -1.050253 0.1757068 0.4178718 0.6760408 -tssA ssaG 1.141564 0.5565887 1.027898 -0.6228232 0.3764582 0.6413322 0.5213069 -tssA STM0286 1.224006 2.752776 1.087507 -1.763061 -0.44187 -0.9817757 0.3262103 -tssA STM0268 1.296765 2.364539 1.110181 -1.38269 -0.1618974 -0.3941007 0.6935067 -tssA STM0289 1.306854 2.476164 1.114735 -1.561191 -0.06402459 -0.1598154 0.8730265 -tssA rfbG 1.358409 2.192655 1.102565 -1.172909 0.3187508 0.7540679 0.4508084 -tssA gogB 1.096833 1.092104 0.9302475 0.9298259 -0.5160484 -0.8889419 0.3740343 -tssA sopD2 1.093676 0.7408742 0.9957541 -0.8082729 0.4950425 0.8545239 0.3928148 -tssA STM0278 1.311335 2.557461 1.114428 -1.591354 -0.02062248 -0.05167009 0.9587916 -tssA STM0269 1.296765 2.364539 1.110181 -1.38269 -0.1618974 -0.3941007 0.6935067 -tssA STM0271 1.300067 2.382252 1.113237 -1.457561 -0.1511923 -0.372557 0.7094781 -tssA traJ 1.6194 3.901543 1.249047 -1.483405 0.5526052 1.083798 0.2784542 -tssA pipB2 1.326265 1.970978 1.076388 -0.4484613 0.447797 1.03787 0.2993308 -tssA hcp1.tssD1 1.806446 1.110681 1.497621 1.078215 1.081452 2.126814 0.03343552 -tssA ssaO 1.062213 0.8763965 0.971761 -0.9375342 0.5719266 0.9930053 0.3207074 -tssA allD 1.176898 1.587631 1.044868 -1.551209 0.5334738 1.18115 0.237543 -tssA allB 1.176452 1.581813 1.044588 -1.555731 0.5332456 1.180579 0.2377699 -tssA allC 1.183342 1.538159 1.053722 -1.494334 0.497578 1.096049 0.2730573 -tssA iucA 1.110081 0.9595464 0.9663424 0.8738172 -0.4715531 -0.8117479 0.4169363 -tssA iucB 1.110081 0.9595464 0.9663424 0.8738172 -0.4715531 -0.8117479 0.4169363 -tssA cdtB 0.7920805 0.310807 0.7075691 0.2758231 -1.131504 -1.619392 0.1053628 -tssA iucC 1.141698 0.8104208 0.9973372 0.7598261 -0.3885048 -0.6615527 0.5082579 -tssA sinH 1.316539 1.802442 1.118477 0.4412219 -0.06657757 -0.1573259 0.874988 -tssA tssF 0.7914404 0.3119787 0.707966 0.2706732 -1.08868 -1.53144 0.1256607 -tssA iucD 1.141698 0.8104208 0.9973372 0.7598261 -0.3885048 -0.6615527 0.5082579 -tssA iutA 1.141698 0.8104208 0.9973372 0.7598261 -0.3885048 -0.6615527 0.5082579 -tssA hcp.tssD 1.198016 1.576559 1.059924 -1.821431 -0.3943396 -0.8042232 0.4212681 -tssA icsP.sopA 1.236501 0.6461447 1.062804 0.5760513 -0.1596404 -0.2557498 0.7981441 -tssA fyuA 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 -tssA ybtT 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 -tssA ybtU 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 -tssA nleC 0.8589129 0.06618318 0.7708108 0.05848684 -0.9296888 -1.282071 0.1998178 -tssA irp1 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 -tssA irp2 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 -tssA ybtQ 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 -tssA ybtX 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 -tssA ybtS 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 -tssA ybtA 0.7454403 0.4608388 0.6605431 0.423057 -1.193282 -1.694713 0.09012993 -tssA cesT 0.7935595 0.3218691 0.7094131 0.2655318 -1.044722 -1.438688 0.1502389 -tssA vipA.tssB 0.8661183 0.07366758 0.7769283 0.05559615 -0.8775365 -1.176059 0.2395714 -tssA wbtL.1 1.275776 6.327928 1.113825 0.287687 0.3590276 1.305271 0.1918007 -tssA galU 1.31268 3.473149 1.059313 -0.611806 0.3705642 0.8859538 0.3756424 -tssA fliH 0.7444454 0.4607292 0.6601698 0.4200068 -1.171407 -1.649428 0.09906008 -tssA clpV1 1.361333 3.136948 1.103583 -1.628108 0.1694971 0.419928 0.674538 -tssA tviA 1.139212 1.330275 0.993597 -0.8192045 -0.3370461 -0.4658881 0.6412956 -tssA tviB 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA tviC 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA tviD 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA tviE 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA vexA 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA vexB 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA vexC 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA flgM 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA vexD 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA vexE 0.8648143 0.07231581 0.775805 0.05599261 -0.8857835 -1.192837 0.2329331 -tssA clpV.tssH 1.292713 2.096605 1.042816 1.923867 -0.3347478 -0.8501707 0.3952302 -tssA ipfE 1.160245 1.654505 1.032715 0.06076966 -0.5003051 -1.000741 0.3169521 -tssA sopA 1.269063 2.150909 1.060133 -0.9037645 0.2616002 0.6075013 0.5435183 -tssA PA2367 1.276239 3.097834 1.14558 -0.7558052 -0.499753 -1.279494 0.2007233 -tssA lpfD 1.25268 2.73462 1.094452 -0.7800437 -0.2063219 -0.4645568 0.6422489 -tssA avrA 1.263509 1.980846 1.047893 -1.004322 0.2254811 0.5072062 0.6120101 -tssA slrP 1.177798 0.8399068 1.011961 -0.7808139 0.2870128 0.464944 0.6419715 -tssA lpfB 1.160245 1.654505 1.032715 0.06076966 -0.5003051 -1.000741 0.3169521 -tssA lpfA 1.160245 1.654505 1.032715 0.06076966 -0.5003051 -1.000741 0.3169521 -tssA flgL 1.086338 0.7352221 0.9711041 0.7810633 -0.5626142 -0.9838654 0.3251817 -tssA PA2366 1.124193 2.17173 0.9825204 0.6937801 -1.124987 -2.237553 0.02525025 -tssA cdtB.1 1.38612 1.551671 1.185361 -1.482821 -0.6181196 -1.557661 0.1193137 -mig.5 sifA 4.663004 0.8417567 -1.369116 -0.900498 0.2146208 0.4328637 0.6651138 -mig.5 fimZ 4.606997 0.6162047 -1.177572 -0.5276845 -0.04300012 -0.08457737 0.9325974 -mig.5 iroB 4.613713 0.669728 -1.208166 -0.7056269 -0.003067908 -0.00566923 0.9954766 -mig.5 iroD 4.613713 0.669728 -1.208166 -0.7056269 -0.003067908 -0.00566923 0.9954766 -mig.5 sseL 4.67112 1.003534 -1.423604 -1.030932 0.2877978 NaN NaN -mig.5 fimY 4.606997 0.6162047 -1.177572 -0.5276845 -0.04300012 -0.08457737 0.9325974 -mig.5 fimC 4.569373 0.7964043 -0.7987775 -0.8752441 -0.6008895 -1.443752 0.1488086 -mig.5 sseJ 4.631468 0.6585863 -1.290076 -0.7180223 0.1056304 0.2133222 0.8310757 -mig.5 misL 4.406339 1.276985 -0.8955659 -0.7999249 -0.560843 -1.442956 0.1490329 -mig.5 vipB 3.112933 0.770944 -1.556635 -1.002005 1.020462 2.211397 0.02700839 -mig.5 sspH2 4.72052 1.502139 -1.58587 -1.443044 0.6103562 1.287932 0.1977698 -mig.5 gtrB 4.701151 1.2364 -1.505127 -1.233173 0.417159 0.8508985 0.3948257 -mig.5 sodC1 4.846381 2.135776 -1.29211 -0.5507845 0.6901283 1.680032 0.09295115 -mig.5 fha 4.476021 1.351565 -0.9535059 1.078896 0.4552861 1.226904 0.2198586 -mig.5 sifB 4.665852 0.8446334 -1.363147 -0.9007128 0.2065569 0.4159681 0.6774334 -mig.5 vasK.icmF 4.476021 1.351565 -0.9535059 1.078896 0.4552861 1.226904 0.2198586 -mig.5 fimW 4.625894 0.8568964 -1.28424 -0.8768434 0.09351812 0.1799901 0.8571603 -mig.5 ssaQ 4.547372 0.7724637 -0.8299139 -0.8467879 -0.5028356 -1.109592 0.2671748 -mig.5 steA 4.661872 0.8612251 -1.344825 -0.8460878 0.1846801 0.3741823 0.7082687 -mig.5 spvB 4.481761 3.831888 -1.616876 1.029506 1.775144 3.713607 0.0002043259 -mig.5 tssJ 4.476021 1.351565 -0.9535059 1.078896 0.4552861 1.226904 0.2198586 -mig.5 ssaR 4.564865 1.013667 -0.9282355 -1.044934 -0.3798635 -0.8507631 0.3949009 -mig.5 iroE 4.613713 0.669728 -1.208166 -0.7056269 -0.003067908 -0.00566923 0.9954766 -mig.5 ssaT 4.613184 0.6605052 -1.206471 -0.7197568 -0.005274071 -0.01003691 0.9919918 -mig.5 tssA.1 4.476021 1.351565 -0.9535059 1.078896 0.4552861 1.226904 0.2198586 -mig.5 sseB 4.613099 0.6666952 -1.202976 -0.7109997 -0.009385919 -0.0172639 0.9862261 -mig.5 STM0266 4.615148 2.295697 -1.211077 -1.316815 0.001781949 0.005478252 0.995629 -mig.5 sptP 4.380085 1.159443 -0.9736886 -0.2205517 -0.5447684 -1.481504 0.1384724 -mig.5 STM0283 4.637335 2.40089 -1.226923 -1.505114 0.1073218 0.3497687 0.7265123 -mig.5 rck 4.823455 4.793906 0.119002 -1.988392 1.335429 2.153556 0.03127499 -mig.5 fimB 4.150525 1.370316 -1.572731 1.166562 -0.8988562 -1.725711 0.08439933 -mig.5 impE 4.617681 2.295881 -1.213479 -1.308084 0.01607874 0.0519393 0.9585771 -mig.5 allA 4.554136 1.68898 -1.164999 -1.427084 -0.1169993 -0.3375773 0.7356817 -mig.5 STM0273 4.617681 2.295881 -1.213479 -1.308084 0.01607874 0.0519393 0.9585771 -mig.5 KP1_RS17225 4.573315 4.237937 -1.340822 -0.4569146 -0.3149335 -0.953829 0.3401702 -mig.5 spvC 4.828367 5.341631 -1.139239 0.09324673 1.315803 2.234503 0.02544998 -mig.5 STM0282 4.637335 2.40089 -1.226923 -1.505114 0.1073218 0.3497687 0.7265123 -mig.5 STM0284 4.671514 2.593787 -1.216119 -1.484276 0.2021041 0.6703371 0.5026429 -mig.5 STM0275 4.613672 2.968795 -1.206128 -0.5852868 0.01513902 0.04718924 0.9623624 -mig.5 spvD 4.712884 5.084732 0.2437774 -1.235676 1.835334 3.792127 0.0001493625 -mig.5 allR 4.554136 1.68898 -1.164999 -1.427084 -0.1169993 -0.3375773 0.7356817 -mig.5 entD 4.341626 1.029645 -1.167105 -0.2564163 -0.3162314 -0.8355011 0.4034356 -mig.5 tide1 4.70321 2.473388 -1.241893 -1.541681 0.1512037 0.472012 0.6369182 -mig.5 pefB 4.90203 5.047222 0.1155228 -1.613988 1.503664 2.964649 0.003030289 -mig.5 gtrA 4.496152 2.029044 -1.14726 -0.9639631 -0.1975652 -0.5693831 0.5690962 -mig.5 pefA 4.90203 5.047222 0.1155228 -1.613988 1.503664 2.964649 0.003030289 -mig.5 orgA.sctK 4.52406 1.060183 -0.8407398 -1.137791 -0.5677156 -1.504711 0.1323983 -mig.5 STM0281 4.637335 2.40089 -1.226923 -1.505114 0.1073218 0.3497687 0.7265123 -mig.5 STM0276 4.630158 2.347381 -1.221893 -1.431091 0.07003304 0.2274215 0.820096 -mig.5 pefC 4.959954 5.493841 -0.1478972 -1.567895 1.226741 2.52469 0.01158005 -mig.5 ratB 4.570065 2.457973 -1.201213 -1.61389 -0.07331159 -0.2329883 0.8157705 -mig.5 pipB 3.136518 0.7210661 -1.523326 0.9092199 -1.026295 -2.160163 0.03076009 -mig.5 STM0285 4.6513 2.549391 -1.230689 -1.57475 0.1771571 0.5842276 0.5590672 -mig.5 shdA 3.239584 1.337463 -1.631122 -0.8068929 -0.8943418 -2.158155 0.03091581 -mig.5 pefD 4.959954 5.493841 -0.1478972 -1.567895 1.226741 2.52469 0.01158005 -mig.5 rfbD 4.224901 1.277447 -1.568392 1.125084 -0.8256206 -1.628801 0.1033552 -mig.5 STM0280 4.630158 2.347381 -1.221893 -1.431091 0.07003304 0.2274215 0.820096 -mig.5 rfbF 4.416614 2.338608 -1.231731 -1.439012 -0.2531253 -0.7753748 0.4381182 -mig.5 STM0290 4.322673 1.089096 -1.717778 0.9724965 -0.6695614 -1.473741 0.1405512 -mig.5 tae4 4.57661 2.631896 -1.217972 -1.623514 -0.197241 -0.6462021 0.5181485 -mig.5 STM0287 4.70321 2.473388 -1.241893 -1.541681 0.1512037 0.472012 0.6369182 -mig.5 csgB 4.636457 2.245832 -1.216665 -1.194005 0.03315429 0.1010959 0.9194743 -mig.5 sciB 4.575026 2.198573 -1.198129 -1.156906 -0.06003969 -0.1827452 0.8549979 -mig.5 ssaG 4.476046 0.8226304 -0.7887548 -0.8859373 -0.6509145 -1.683435 0.09229091 -mig.5 STM0286 4.64407 2.458561 -1.22984 -1.560604 0.1429335 0.4682533 0.6396035 -mig.5 STM0268 4.617681 2.295881 -1.213479 -1.308084 0.01607874 0.0519393 0.9585771 -mig.5 STM0289 4.637335 2.40089 -1.226923 -1.505114 0.1073218 0.3497687 0.7265123 -mig.5 rfbG 4.416614 2.338608 -1.231731 -1.439012 -0.2531253 -0.7753748 0.4381182 -mig.5 gogB 4.691237 1.370634 -1.033935 1.181471 0.2090913 0.3054211 0.7600455 -mig.5 sopD2 4.458818 1.052546 -0.8779608 -1.136898 -0.5447061 -1.451074 0.1467592 -mig.5 STM0278 4.572208 2.620908 -1.221631 -1.644561 -0.1743326 -0.5725321 0.5669616 -mig.5 STM0269 4.617681 2.295881 -1.213479 -1.308084 0.01607874 0.0519393 0.9585771 -mig.5 STM0271 4.618954 2.311887 -1.216838 -1.383145 0.02798092 0.09066652 0.9277576 -mig.5 traJ 4.692324 1.464044 0.3800094 1.425425 2.342615 3.979031 6.919666e-05 -mig.5 pipB2 4.477468 2.080439 -1.188969 -0.6423901 -0.1555923 -0.4278406 0.6687672 -mig.5 hcp1.tssD1 4.57134 0.8570337 -1.318272 0.8090406 -0.1506219 -0.337498 0.7357415 -mig.5 ssaO 4.449294 1.297714 -0.7931065 -1.374503 -0.7500349 -2.037296 0.04162038 -mig.5 allD 4.389761 2.010262 -1.122258 -1.867638 -0.4566182 -1.340461 0.1800955 -mig.5 allB 4.277633 2.101153 -1.155453 -1.968045 -0.714112 -1.908099 0.05637847 -mig.5 allC 4.347919 1.948099 -1.115482 -1.799915 -0.4923674 -1.444171 0.1486909 -mig.5 iucA 4.668756 1.028283 -1.401455 0.9623113 -0.2608442 -0.5304052 0.595831 -mig.5 iucB 4.668756 1.028283 -1.401455 0.9623113 -0.2608442 -0.5304052 0.595831 -mig.5 cdtB 4.635268 0.6660126 -1.272849 0.6314874 -0.08295682 -0.1655101 0.8685425 -mig.5 iucC 4.65955 0.8723543 -1.352927 0.8334514 -0.1936354 -0.3964031 0.6918077 -mig.5 sinH 4.039317 1.704992 -1.187775 0.3031481 -0.5277269 -0.7694835 0.4416064 -mig.5 tssF 4.609881 0.6946634 -1.18346 0.6433432 0.03343446 0.06137641 0.9510594 -mig.5 iucD 4.65955 0.8723543 -1.352927 0.8334514 -0.1936354 -0.3964031 0.6918077 -mig.5 iutA 4.65955 0.8723543 -1.352927 0.8334514 -0.1936354 -0.3964031 0.6918077 -mig.5 hcp.tssD 4.456249 1.399382 -1.042368 -1.563443 0.3211421 0.8501199 0.3952584 -mig.5 icsP.sopA 4.63316 0.6711802 -1.268501 0.5993934 -0.07711876 -0.152937 0.878448 -mig.5 fyuA 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 -mig.5 ybtT 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 -mig.5 ybtU 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 -mig.5 nleC 4.59358 0.3333455 -1.151931 0.3370815 0.0765588 0.1447408 0.8849156 -mig.5 irp1 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 -mig.5 irp2 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 -mig.5 ybtQ 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 -mig.5 ybtX 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 -mig.5 ybtS 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 -mig.5 ybtA 4.652726 0.8550224 -1.338231 0.8096064 -0.1697599 -0.3284724 0.7425545 -mig.5 cesT 4.609732 0.71474 -1.19131 0.5994173 0.02400062 0.04134482 0.967021 -mig.5 vipA.tssB 4.584992 0.3836184 -0.9537491 0.3576735 0.3006928 0.4701566 0.6382431 -mig.5 wbtL.1 3.76648 3.553379 -1.824231 -2.37283 -1.661204 -5.922511 3.170636e-09 -mig.5 galU 4.434963 4.131007 -1.666315 -1.442187 -1.162602 -2.665601 0.007685074 -mig.5 fliH 4.636684 0.869784 -1.300927 0.8125509 -0.117568 -0.2215095 0.8246957 -mig.5 clpV1 4.459643 3.633126 -1.694242 -2.114317 -0.9089203 -2.292576 0.0218724 -mig.5 tviA 4.509273 1.545153 -0.7466303 -0.6354403 0.5769071 1.015465 0.3098843 -mig.5 tviB 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 tviC 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 tviD 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 tviE 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 vexA 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 vexB 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 vexC 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 flgM 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 vexD 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 vexE 4.583071 0.3707563 -1.008902 0.3508999 0.2417985 0.4005594 0.6887446 -mig.5 clpV.tssH 4.300206 3.43103 -1.449689 1.787757 0.9587015 2.696882 0.006999216 -mig.5 ipfE 4.593467 1.741534 -1.214605 0.2559982 -0.01629841 -0.04108091 0.9672314 -mig.5 sopA 4.566671 2.299217 -1.190569 -1.00001 -0.07527731 -0.2148358 0.8298954 -mig.5 PA2367 4.529881 2.994181 -1.172017 -0.5615616 -0.1428625 -0.4417004 0.658706 -mig.5 lpfD 4.482455 2.707136 -1.241201 -0.7363549 -0.114826 -0.3028681 0.7619903 -mig.5 avrA 4.574267 3.016891 -1.187709 -0.3014997 -0.09700734 -0.3061546 0.7594869 -mig.5 slrP 4.564534 0.8659824 -1.34261 -0.8133148 0.1971578 0.45056 0.6523067 -mig.5 lpfB 4.593467 1.741534 -1.214605 0.2559982 -0.01629841 -0.04108091 0.9672314 -mig.5 lpfA 4.593467 1.741534 -1.214605 0.2559982 -0.01629841 -0.04108091 0.9672314 -mig.5 flgL 4.662686 0.8419475 -1.370223 0.8990185 -0.2154642 -0.4338453 0.6644008 -mig.5 PA2366 4.59413 2.514809 -1.240633 0.8083448 -0.3867634 -1.062775 0.2878841 -mig.5 cdtB.1 4.816055 1.47385 -1.227637 -1.343288 -0.2690273 -0.7679952 0.44249 -sifA fimZ 0.8865352 0.58814 -0.9600439 -0.5256399 -0.05927211 -0.09373589 0.925319 -sifA iroB 1.173513 0.8444573 -1.241252 -0.863006 0.7610149 1.264786 0.2059481 -sifA iroD 1.173513 0.8444573 -1.241252 -0.863006 0.7610149 1.264786 0.2059481 -sifA sseL 1.054173 1.283411 -1.098439 -1.263882 0.4421852 0.8094918 0.4182323 -sifA fimY 0.8865352 0.58814 -0.9600439 -0.5256399 -0.05927211 -0.09373589 0.925319 -sifA fimC 0.8960532 0.6513742 -0.9677676 -0.7124781 -0.02412537 -0.03769016 0.9699347 -sifA sseJ 0.8746931 0.6597061 -0.9484114 -0.7284997 -0.08413388 -0.1346152 0.8929161 -sifA misL 0.4978849 0.5184709 -0.5205857 -0.4922349 -1.195818 -1.739497 0.08194742 -sifA vipB 0.8853778 1.145167 -0.9363746 -1.44934 0.3769008 0.7354875 0.4620426 -sifA sspH2 0.9106145 3.484257 -0.9688741 -0.1689977 0.4612199 1.117733 0.2636812 -sifA gtrB 0.9554462 1.495322 -1.012689 -1.415377 0.1820981 0.3451528 0.7299795 -sifA sodC1 0.9014471 2.214995 -0.976837 -0.8105723 -0.1386638 -0.3125534 0.7546199 -sifA fha 0.4677643 0.6455416 -0.4886579 0.5925386 1.276748 1.874654 0.06084035 -sifA sifB 1.112309 1.112463 -1.151022 -1.144584 0.5902126 1.044892 0.2960729 -sifA vasK.icmF 0.4677643 0.6455416 -0.4886579 0.5925386 1.276748 1.874654 0.06084035 -sifA fimW 0.8282506 0.7966867 -0.9100415 -0.8467318 -0.2253697 -0.3721655 0.7097696 -sifA ssaQ 0.9029068 0.6558945 -0.9740516 -0.712277 -0.006033127 -0.009337424 0.9925499 -sifA steA 0.9010249 0.755035 -0.9264888 0.7985256 0.9456925 1.694395 0.09019016 -sifA spvB 0.9858457 4.454659 -1.057717 -0.4686519 -0.3725599 -0.9761672 0.3289816 -sifA tssJ 0.4677643 0.6455416 -0.4886579 0.5925386 1.276748 1.874654 0.06084035 -sifA ssaR 1.099823 1.070807 -1.162769 -1.077238 0.5465918 0.97905 0.3275553 -sifA iroE 1.173513 0.8444573 -1.241252 -0.863006 0.7610149 1.264786 0.2059481 -sifA ssaT 0.8968088 0.6521568 -0.9684588 -0.7122134 -0.02210206 -0.0344954 0.9724821 -sifA tssA.1 0.4677643 0.6455416 -0.4886579 0.5925386 1.276748 1.874654 0.06084035 -sifA sseB 0.9033106 0.6625989 -0.9744228 -0.7068675 -0.005002306 -0.007742554 0.9938224 -sifA STM0266 0.8972503 2.233058 -0.9788419 -1.272744 -0.1309441 -0.2697441 0.7873571 -sifA sptP 0.8006058 1.010812 -0.8898866 -0.8779545 -0.3457891 -0.5725802 0.566929 -sifA STM0283 0.8854337 2.310105 -0.9768102 -1.466978 -0.2337055 -0.4777757 0.6328098 -sifA rck 0.9617688 4.683994 -1.044523 -1.830427 -0.1681867 -0.3043714 0.760845 -sifA fimB 0.6614986 1.374594 -0.7352714 1.216966 0.8135209 1.492128 0.1356656 -sifA impE 0.8973859 2.23715 -0.9790015 -1.269543 -0.1313871 -0.2705426 0.7867428 -sifA allA 0.9066355 1.636733 -0.9770113 -1.417449 0.007121403 0.01370263 0.9890672 -sifA STM0273 0.8973859 2.23715 -0.9790015 -1.269543 -0.1313871 -0.2705426 0.7867428 -sifA KP1_RS17225 0.9124145 4.285164 -0.9837843 -0.2119222 -0.07834703 -0.2363103 0.8131919 -sifA spvC 0.8069303 5.261128 -0.8595356 -1.230634 0.3485043 0.7465124 0.4553579 -sifA STM0282 0.8854337 2.310105 -0.9768102 -1.466978 -0.2337055 -0.4777757 0.6328098 -sifA STM0284 0.65623 1.347112 -0.7011499 1.166459 0.793838 1.451464 0.1466508 -sifA STM0275 0.9024691 2.971863 -0.9720806 -0.6084479 0.02481647 0.05741073 0.954218 -sifA spvD 0.860754 5.050551 -0.9232403 -1.470723 0.1406585 0.2834689 0.7768174 -sifA allR 0.9066355 1.636733 -0.9770113 -1.417449 0.007121403 0.01370263 0.9890672 -sifA entD 0.8910814 1.066969 -0.9459877 -0.2347587 0.2434891 0.4610893 0.6447345 -sifA tide1 0.8827884 2.371509 -0.9773637 -1.509415 -0.2665798 -0.5443086 0.5862291 -sifA pefB 0.8844976 4.95221 -0.9514198 -1.56247 0.06435009 0.1274658 0.8985718 -sifA gtrA 0.918406 2.032875 -0.9798096 -0.9768794 0.1326635 0.2543741 0.7992065 -sifA pefA 0.8844976 4.95221 -0.9514198 -1.56247 0.06435009 0.1274658 0.8985718 -sifA orgA.sctK 0.8213801 0.821273 -0.9019609 -0.8990315 -0.2337284 -0.3848627 0.7003392 -sifA STM0281 0.8854337 2.310105 -0.9768102 -1.466978 -0.2337055 -0.4777757 0.6328098 -sifA STM0276 0.8904336 2.269261 -0.9778035 -1.392479 -0.1929967 -0.3956861 0.6923366 -sifA pefC 0.8943203 5.353453 -0.9631717 -1.61521 0.03307075 0.06630766 0.9471329 -sifA ratB 0.8934235 2.591386 -0.9408912 -1.733871 0.3282631 0.6305392 0.5283419 -sifA pipB 0.9011695 0.9995639 -0.9671496 1.11661 0.2677923 0.5423855 0.5875529 -sifA STM0285 0.8818504 2.438429 -0.9797449 -1.541599 -0.3015953 -0.6166653 0.5374555 -sifA shdA 0.9014041 1.546825 -0.9648433 -0.6173473 0.1078602 0.2128139 0.8314721 -sifA pefD 0.8943203 5.353453 -0.9631717 -1.61521 0.03307075 0.06630766 0.9471329 -sifA rfbD 0.6775749 1.296711 -0.7492754 1.175429 0.7395093 1.339274 0.1804814 -sifA STM0280 0.8904336 2.269261 -0.9778035 -1.392479 -0.1929967 -0.3956861 0.6923366 -sifA rfbF 0.8718657 2.411603 -0.9205459 -1.508448 0.3293107 0.6392681 0.5226485 -sifA STM0290 0.4065254 0.7960885 -0.427084 0.7331261 1.354579 2.00682 0.04476883 -sifA tae4 0.883601 2.387339 -0.9764338 -1.49009 -0.2486374 -0.5070033 0.6121525 -sifA STM0287 0.8827884 2.371509 -0.9773637 -1.509415 -0.2665798 -0.5443086 0.5862291 -sifA csgB 0.8637957 2.370002 -0.9091512 -1.417223 0.3912591 0.7556641 0.4498506 -sifA sciB 0.9033372 2.16132 -0.9795388 -1.109881 -0.0686441 -0.1414358 0.8875257 -sifA ssaG 0.8697 0.6365711 -0.9440793 -0.7083474 -0.1013754 -0.1632736 0.870303 -sifA STM0286 0.8819822 2.356968 -0.9771782 -1.521973 -0.2724429 -0.5565018 0.5778678 -sifA STM0268 0.8973859 2.23715 -0.9790015 -1.269543 -0.1313871 -0.2705426 0.7867428 -sifA STM0289 0.8854337 2.310105 -0.9768102 -1.466978 -0.2337055 -0.4777757 0.6328098 -sifA rfbG 0.8718657 2.411603 -0.9205459 -1.508448 0.3293107 0.6392681 0.5226485 -sifA gogB 0.4346014 0.7269148 -0.4564282 0.6759315 1.32552 1.958195 0.05020715 -sifA sopD2 0.818276 0.8187157 -0.8994076 -0.9003465 -0.2457491 -0.4064464 0.6844147 -sifA STM0278 0.8831602 2.376906 -0.9782048 -1.508588 -0.2718909 -0.5549747 0.578912 -sifA STM0269 0.8973859 2.23715 -0.9790015 -1.269543 -0.1313871 -0.2705426 0.7867428 -sifA STM0271 0.8935236 2.246364 -0.976822 -1.341827 -0.1481048 -0.3048402 0.7604878 -sifA traJ 0.4899042 0.828157 -0.516051 0.4079647 1.086644 1.442989 0.1490235 -sifA pipB2 0.9023586 2.116036 -0.9643446 -0.6503396 0.1405811 0.2842691 0.7762041 -sifA hcp1.tssD1 0.4865436 0.5046735 -0.510234 0.4781546 1.131326 1.624895 0.1041848 -sifA ssaO 0.7828639 0.9509109 -0.8698568 -1.030267 -0.3394724 -0.5694598 0.5690441 -sifA allD 0.8750639 1.747453 -0.9584068 -1.689789 -0.1352178 -0.2642571 0.7915818 -sifA allB 0.8746902 1.738596 -0.9581392 -1.696406 -0.1361915 -0.2663505 0.7899692 -sifA allC 0.8835696 1.696452 -0.9633155 -1.633819 -0.09858363 -0.1926845 0.8472061 -sifA iucA 0.7699948 0.973618 -0.837378 0.9315877 0.4069625 0.6909397 0.4896034 -sifA iucB 0.7699948 0.973618 -0.837378 0.9315877 0.4069625 0.6909397 0.4896034 -sifA cdtB 0.8724657 0.6629699 -0.941399 0.632293 0.09616666 0.1526578 0.8786681 -sifA iucC 0.8080918 0.838689 -0.8749277 0.8138877 0.2963648 0.493087 0.6219511 -sifA sinH 0.9044308 1.807356 -0.9748749 0.4782745 -0.03202126 -0.06769715 0.9460267 -sifA tssF 0.865774 0.6530648 -0.9296209 0.606066 0.119739 0.1903512 0.849034 -sifA iucD 0.8080918 0.838689 -0.8749277 0.8138877 0.2963648 0.493087 0.6219511 -sifA iutA 0.8080918 0.838689 -0.8749277 0.8138877 0.2963648 0.493087 0.6219511 -sifA hcp.tssD 0.9207301 1.457615 -0.9954986 -1.634108 -0.1122855 -0.2331512 0.815644 -sifA icsP.sopA 0.8938459 0.6862285 -0.9640492 0.611981 0.03164356 0.04886651 0.9610257 -sifA fyuA 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 -sifA ybtT 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 -sifA ybtU 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 -sifA nleC 1.000158 0.3674077 -1.079672 0.3634726 -0.254512 -0.3636364 0.7161295 -sifA irp1 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 -sifA irp2 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 -sifA ybtQ 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 -sifA ybtX 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 -sifA ybtS 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 -sifA ybtA 0.8355358 0.8500509 -0.9033956 0.8130395 0.185239 0.2956267 0.7675152 -sifA cesT 0.8970271 0.7012413 -0.966872 0.5876036 0.02213463 0.03324935 0.9734757 -sifA vipA.tssB 0.9955978 0.3619171 -1.084302 0.3377735 -0.2489195 -0.3508728 0.7256838 -sifA wbtL.1 0.8539897 6.543303 -0.8906652 -0.6441091 0.8785576 1.969583 0.04888614 -sifA galU 0.9003303 5.015966 -0.9598425 -0.2990006 0.3486535 1.081184 0.2796154 -sifA fliH 0.4854938 0.5046913 -0.5094942 0.4755354 1.122508 1.608451 0.1077364 -sifA clpV1 0.6264025 1.584345 -0.6712734 1.135216 0.8374643 1.510151 0.1310048 -sifA tviA 0.8074344 1.342145 -0.862679 -0.7858192 0.2673213 0.3722205 0.7097287 -sifA tviB 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA tviC 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA tviD 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA tviE 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA vexA 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA vexB 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA vexC 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA flgM 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA vexD 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA vexE 0.5981747 0.1122384 -0.6299338 0.0986688 0.8109011 1.102945 0.2700512 -sifA clpV.tssH 0.7867359 1.958027 -0.898467 1.862744 0.5705013 1.244132 0.2134511 -sifA ipfE 0.9662053 1.843254 -1.03394 0.3697824 -0.4064658 -0.8455319 0.3978139 -sifA sopA 0.8410455 1.696534 -0.9155733 -1.285126 -0.3079459 -0.6248238 0.5320867 -sifA PA2367 0.8810025 2.906545 -0.9564539 -0.317098 -0.2871622 -0.6744689 0.5000133 -sifA lpfD 0.9355273 2.626172 -1.023108 -0.4718315 -0.7321461 -1.605751 0.1083286 -sifA avrA 0.407316 0.9937235 -0.4271236 -0.8800655 -1.579272 -2.404768 0.01618275 -sifA slrP 0.8078277 0.8496356 -0.863273 -0.7955421 -0.2865184 -0.4709026 0.6377103 -sifA lpfB 0.9662053 1.843254 -1.03394 0.3697824 -0.4064658 -0.8455319 0.3978139 -sifA lpfA 0.9662053 1.843254 -1.03394 0.3697824 -0.4064658 -0.8455319 0.3978139 -sifA flgL 1.109044 1.109663 -1.14806 1.145307 -0.5842675 -1.03705 0.2997125 -sifA PA2366 0.8258558 3.096264 -0.8987966 0.1688679 -0.540697 -1.189955 0.2340641 -sifA cdtB.1 0.7419236 1.091585 -0.7808752 -1.031021 -0.7733676 -1.402649 0.1607215 -fimZ iroB 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -fimZ iroD 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -fimZ sseL 0.5389811 1.025466 -0.5155895 -1.076723 -0.2004671 -0.3321462 0.7397789 -fimZ fimY 0.8262784 0.8262807 -0.05944786 -0.05935995 1.979014 2.654883 0.007933582 -fimZ fimC 0.6107143 0.7431986 0.5919187 -0.7709862 0.6754283 1.019233 0.3080924 -fimZ sseJ 0.6663264 0.7284371 -0.4893236 -0.7863562 0.1686209 0.2287369 0.8190734 -fimZ misL 0.5660277 0.9284368 -0.5088484 -0.8122376 -0.1382438 -0.2217438 0.8245133 -fimZ vipB 0.5495922 0.9235368 -0.6304565 -1.12951 -0.5700228 -0.9735174 0.3302962 -fimZ sspH2 0.6125544 3.448657 -0.5305121 -0.03777819 0.06272533 0.1320358 0.894956 -fimZ gtrB 0.5911409 2.324148 -0.5351648 -0.4762608 0.8660217 1.48334 0.1379841 -fimZ sodC1 0.5472738 2.129434 -0.5818463 -0.7224675 -0.4351741 -0.8725389 0.3829144 -fimZ fha 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimZ sifB 0.5893135 0.8883598 -0.5254744 -0.9582571 -0.05556573 -0.08778856 0.9300447 -fimZ vasK.icmF 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimZ fimW 0.7245341 1.090575 0.6697107 -1.050359 1.26016 1.973043 0.0484907 -fimZ ssaQ 0.6138642 0.7455426 0.5875688 -0.7647206 0.6830105 1.030834 0.3026189 -fimZ steA 0.4883769 0.6608988 -0.4974825 0.6684788 1.549206 2.280465 0.0225801 -fimZ spvB 0.638398 3.950957 -0.5340724 -0.3004946 -0.322882 -0.7675527 0.442753 -fimZ tssJ 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimZ ssaR 0.6130244 0.9122351 -0.524249 -0.9339602 0.01246982 0.01933922 0.9845705 -fimZ iroE 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -fimZ ssaT 0.6110002 0.7440084 0.5915064 -0.7697608 0.6764874 1.020805 0.307347 -fimZ tssA.1 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimZ sseB 0.6125893 0.7586139 0.5888569 -0.7520467 0.6883143 1.037235 0.2996266 -fimZ STM0266 0.614706 2.355853 -0.5438661 -1.356032 0.1231996 0.1995586 0.8418258 -fimZ sptP 0.6561547 1.294446 -0.612861 -0.3643924 1.05441 1.627179 0.1036991 -fimZ STM0283 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimZ rck 0.5849968 4.532394 0.3320065 -1.613886 -0.668405 -1.165255 0.2439157 -fimZ fimB 0.1253329 1.102342 -0.111581 1.015587 1.53391 2.415766 0.01570214 -fimZ impE 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimZ allA 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 -fimZ STM0273 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimZ KP1_RS17225 0.5596381 4.235869 -0.4374964 -0.5986153 0.4776243 0.9927632 0.3208254 -fimZ spvC 0.6842886 5.103999 -0.4748881 -0.5800017 -0.5528143 -1.478421 0.1392951 -fimZ STM0282 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimZ STM0284 0.1130851 1.056558 -0.09478645 0.9762699 1.455113 2.277075 0.02278176 -fimZ STM0275 0.5585335 2.976851 -0.4860249 -0.8096991 0.3753912 0.6995444 0.4842119 -fimZ spvD 0.6364241 4.9911 -0.5312292 -1.282181 -0.134596 -0.2584675 0.7960461 -fimZ allR 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 -fimZ entD 0.5334504 1.082995 -0.5437256 -0.405389 0.6961963 1.078687 0.2807271 -fimZ tide1 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 -fimZ pefB 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 -fimZ gtrA 0.6177584 2.193197 -0.5768838 -0.9732082 0.4977805 0.8173808 0.4137108 -fimZ pefA 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 -fimZ orgA.sctK 0.5895528 0.8883075 -0.525502 -0.9563832 -0.05467399 -0.08604127 0.9314336 -fimZ STM0281 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimZ STM0276 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 -fimZ pefC 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 -fimZ ratB 0.5988352 2.387605 -0.5091748 -1.568435 -0.07265372 -0.113111 0.9099426 -fimZ pipB 0.5519196 0.9380001 -0.5891342 1.027245 0.6298662 1.089625 0.2758782 -fimZ STM0285 0.589802 2.535247 -0.4926365 -1.594426 -0.1356136 -0.2030585 0.8390893 -fimZ shdA 0.5679973 1.618216 -0.569808 -0.7969251 0.4888357 0.7928634 0.4278574 -fimZ pefD 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 -fimZ rfbD 0.1461358 1.031104 -0.1343939 0.9584009 1.46882 2.286563 0.02222133 -fimZ STM0280 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 -fimZ rfbF 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 -fimZ STM0290 0.1701113 0.8683916 -0.1551908 0.8048981 1.257365 1.898836 0.05758608 -fimZ tae4 0.6005275 2.503249 -0.5110056 -1.543255 -0.061064 -0.09277211 0.9260846 -fimZ STM0287 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 -fimZ csgB 0.6047349 2.297922 -0.5441156 -1.27062 0.1415849 0.2344909 0.8146039 -fimZ sciB 0.6069538 2.271283 -0.5563004 -1.217424 0.2295881 0.3776985 0.7056546 -fimZ ssaG 0.6642179 0.7126686 -0.4839904 -0.7663768 0.1680324 0.2227856 0.8237023 -fimZ STM0286 0.5951671 2.457173 -0.5029815 -1.578516 -0.09771365 -0.1493889 0.8812468 -fimZ STM0268 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimZ STM0289 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimZ rfbG 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 -fimZ gogB 0.4777648 1.133373 -0.4455694 1.038392 0.3683616 0.6455742 0.5185551 -fimZ sopD2 0.5864249 0.8865272 -0.5260455 -0.9590685 -0.06474521 -0.1021634 0.918627 -fimZ STM0278 0.1033251 1.105439 -0.0844022 1.009466 1.500031 2.363022 0.0181266 -fimZ STM0269 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimZ STM0271 0.6151727 2.365269 -0.5393767 -1.419402 0.08369708 0.1344695 0.8930313 -fimZ traJ 0.270141 0.9247211 -0.2546912 0.4471904 0.964861 1.272278 0.2032742 -fimZ pipB2 0.5588357 2.155989 -0.5467285 -0.7515237 0.541368 0.9033612 0.3663342 -fimZ hcp1.tssD1 0.2703203 0.5717853 -0.2614469 0.5443308 1.013033 1.456618 0.1452218 -fimZ ssaO 0.538728 1.013164 -0.5146763 -1.084995 -0.1977046 -0.3271197 0.7435774 -fimZ allD 0.6126678 1.831327 -0.5252254 -1.735358 0.0146918 0.02486708 0.980161 -fimZ allB 0.6119215 1.819747 -0.5250444 -1.743333 0.01209282 0.02053484 0.9836167 -fimZ allC 0.6278479 1.789813 -0.5271718 -1.680444 0.06953003 0.1174488 0.9065044 -fimZ iucA 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 -fimZ iucB 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 -fimZ cdtB 0.6355244 0.7153677 -0.5231201 0.6658471 -0.08958865 -0.1326177 0.8944957 -fimZ iucC 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -fimZ sinH 0.5975097 1.777193 -0.5921827 0.4205232 0.1885327 0.3363506 0.7366065 -fimZ tssF 0.6583213 0.7206158 -0.5275981 0.6589961 -0.1495626 -0.2187206 0.8268677 -fimZ iucD 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -fimZ iutA 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -fimZ hcp.tssD 0.5449304 1.258295 -0.6925637 -1.436356 -0.9590233 -1.701062 0.08893142 -fimZ icsP.sopA 0.3248745 0.4212101 -0.318477 0.3913085 0.8977716 1.258754 0.2081192 -fimZ fyuA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimZ ybtT 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimZ ybtU 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimZ nleC 0.3914402 0.165563 -0.3813235 0.1624156 0.6904355 0.9282473 0.3532793 -fimZ irp1 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimZ irp2 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimZ ybtQ 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimZ ybtX 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimZ ybtS 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimZ ybtA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimZ cesT 0.3210539 0.4312061 -0.3105443 0.3764284 0.8541405 1.186013 0.2356173 -fimZ vipA.tssB 0.392013 0.1690397 -0.3775868 0.152507 0.6504205 0.8628818 0.3882025 -fimZ wbtL.1 0.5767815 6.371885 -0.5217226 -0.5025023 0.6062206 1.278618 0.2010317 -fimZ galU 0.5859022 4.909924 -0.5018012 -0.5520009 0.5778732 1.206425 0.2276535 -fimZ fliH 0.2693066 0.5716087 -0.2596994 0.5411932 1.004854 1.442694 0.1491066 -fimZ clpV1 0.06270128 1.181956 -0.03419274 1.030008 1.501321 2.381619 0.0172367 -fimZ tviA 0.5855391 1.402921 -0.5160149 -0.7491824 0.07304119 0.09624482 0.9233261 -fimZ tviB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ tviC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ tviD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ tviE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ vexA 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ vexB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ vexC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ flgM 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ vexD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ vexE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimZ clpV.tssH 0.5123984 2.09954 -0.4679339 1.947557 0.2723915 0.4439252 0.6570967 -fimZ ipfE 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -fimZ sopA 0.3699391 1.409378 -0.3673452 -1.255538 -0.7874921 -1.483606 0.1379135 -fimZ PA2367 0.5397306 2.641869 -0.1430718 -0.4261152 -0.5030643 -0.6057469 0.5446829 -fimZ lpfD 0.4311554 2.250139 0.6524392 -0.5367121 -1.080231 -1.769202 0.0768601 -fimZ avrA 0.3738693 1.419555 -0.3699156 -1.208924 -0.7010419 -1.314127 0.1888033 -fimZ slrP 0.2653923 0.5925516 -0.2567677 -0.5619783 -1.032745 -1.488902 0.1365131 -fimZ lpfB 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -fimZ lpfA 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -fimZ flgL 0.5885909 0.8875069 -0.5255849 0.959166 0.05785484 0.09146452 0.9271235 -fimZ PA2366 0.5355042 2.907927 0.6148911 0.2782169 -0.984271 -1.713468 0.0866264 -fimZ cdtB.1 0.2472531 0.8634748 -0.2489262 -0.8325032 -1.413224 -2.148066 0.03170851 -iroB iroD 1.006139 1.006141 -0.9765162 -0.9765185 1.106214 1.695708 0.08994112 -iroB sseL 0.8142749 1.37621 -0.8319776 -1.357085 0.65024 1.076535 0.2816883 -iroB fimY 0.7672403 0.6112593 -0.7442482 0.5903937 0.6908518 1.040207 0.2982438 -iroB fimC 0.7399514 0.7282922 -0.7625309 -0.7804175 0.2025002 0.2991797 0.7648029 -iroB sseJ 0.7175625 0.735598 -0.7437703 -0.7960976 0.1464003 0.2208431 0.8252146 -iroB misL 0.3381743 0.5541175 -0.3513506 -0.5272367 -1.038665 -1.480757 0.1386713 -iroB vipB 0.664109 1.092938 -0.6966516 -1.365586 0.1468438 0.2582759 0.796194 -iroB sspH2 0.6324643 3.468769 -0.6548416 -0.4693515 0.7187647 1.334048 0.1821882 -iroB gtrB 0.6338436 2.271354 -0.6497274 -0.5702436 0.775155 1.307431 0.1910663 -iroB sodC1 0.6436766 2.139873 -0.6991111 -0.7318376 -0.2910511 -0.5437225 0.5866325 -iroB fha 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroB sifB 0.8478493 1.178601 -0.8662127 -1.238806 0.7679461 1.273732 0.2027585 -iroB vasK.icmF 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroB fimW 0.6755537 0.8908065 -0.7096761 -0.9119287 0.0215178 0.03299966 0.9736749 -iroB ssaQ 0.7473771 0.7333381 -0.7688437 -0.7799269 0.2193912 0.3214466 0.7478719 -iroB steA 0.5070526 0.5597535 -0.5080666 0.58041 1.440291 2.141279 0.03225156 -iroB spvB 0.6863775 3.78998 -0.7248674 -0.3413107 -0.1272957 -0.2813844 0.7784156 -iroB tssJ 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroB ssaR 0.9498729 1.256645 -0.9296167 -1.21703 0.9176288 1.449164 0.1472918 -iroB iroE 1.006139 1.006141 -0.9765162 -0.9765185 1.106214 1.695708 0.08994112 -iroB ssaT 0.7407753 0.7292145 -0.7632284 -0.7800718 0.2044362 0.3017704 0.7628271 -iroB tssA.1 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroB sseB 0.7479656 0.7420665 -0.7693094 -0.7732969 0.2216026 0.3245026 0.7455575 -iroB STM0266 0.6610681 2.376408 -0.6883575 -1.415694 0.2034317 0.3521735 0.7247081 -iroB sptP 0.6594978 1.168135 -0.6983039 -0.8391837 -0.03741395 -0.05129229 0.9590926 -iroB STM0283 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroB rck 0.7923185 4.646201 -0.8451456 -1.667626 -0.4037554 -0.6812294 0.4957264 -iroB fimB 0.5111114 1.439822 -0.5003697 1.211843 0.7154023 1.271506 0.2035486 -iroB impE 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroB allA 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 -iroB STM0273 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroB KP1_RS17225 0.6688157 4.269537 -0.7045986 -0.2550226 0.001162386 0.00274831 0.9978072 -iroB spvC 0.6371374 5.199754 -0.6690891 -1.067966 0.1247604 0.2365788 0.8129836 -iroB STM0282 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroB STM0284 0.2222929 1.011879 -0.2332587 0.9234441 1.390548 2.078022 0.03770733 -iroB STM0275 0.6097733 2.985973 -0.6352317 -0.8470546 0.3546814 0.6483584 0.5167532 -iroB spvD 0.6958336 5.002716 -0.734994 -1.306969 -0.09372576 -0.1702329 0.864827 -iroB allR 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 -iroB entD 0.5706744 1.045861 -0.5846471 -0.4357745 0.6815506 1.080193 0.2800562 -iroB tide1 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 -iroB pefB 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 -iroB gtrA 0.6546574 2.154062 -0.6736918 -1.046632 0.4803333 0.8168121 0.4140358 -iroB pefA 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 -iroB orgA.sctK 0.6686091 0.9054783 -0.7044777 -0.9704833 -0.0009179153 -0.001416241 0.99887 -iroB STM0281 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroB STM0276 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 -iroB pefC 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 -iroB ratB 0.6672703 2.477692 -0.6987467 -1.634199 0.09561347 0.1628377 0.8706462 -iroB pipB 0.6437075 0.9058656 -0.6300395 0.9743293 0.6484248 1.113227 0.265611 -iroB STM0285 0.6668371 2.666853 -0.6995987 -1.656446 0.06791161 0.1150004 0.9084448 -iroB shdA 0.6108626 1.586715 -0.6299668 -0.8255486 0.4862338 0.8148289 0.4151703 -iroB pefD 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 -iroB rfbD 0.5227263 1.355089 -0.5167929 1.178023 0.6400746 1.125297 0.2604632 -iroB STM0280 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 -iroB rfbF 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 -iroB STM0290 0.2523781 0.8347248 -0.2645625 0.7676767 1.208461 1.760336 0.07835085 -iroB tae4 0.6664949 2.604488 -0.6972931 -1.605835 0.1124958 0.1905295 0.8488942 -iroB STM0287 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 -iroB csgB 0.6518604 2.305553 -0.6799838 -1.316468 0.1926782 0.3372426 0.735934 -iroB sciB 0.6511947 2.269399 -0.6766322 -1.267019 0.2662413 0.4631337 0.6432685 -iroB ssaG 0.7119482 0.715836 -0.7388756 -0.7718884 0.1347696 0.2037352 0.8385604 -iroB STM0286 0.6670181 2.565459 -0.6989372 -1.642422 0.08622247 0.1462633 0.8837135 -iroB STM0268 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroB STM0289 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroB rfbG 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 -iroB gogB 0.2782068 0.7636374 -0.2912151 0.711131 1.175336 1.705762 0.08805245 -iroB sopD2 0.6648991 0.9023113 -0.7015708 -0.9719989 -0.01239984 -0.01921287 0.9846713 -iroB STM0278 0.2197699 1.0621 -0.2304083 0.9516264 1.431661 2.146515 0.03183189 -iroB STM0269 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroB STM0271 0.6646836 2.399254 -0.6924848 -1.483545 0.1856231 0.3203432 0.7487082 -iroB traJ 0.3516499 0.9648558 -0.367697 0.367408 0.8906082 1.086432 0.2772879 -iroB pipB2 0.6084674 2.123459 -0.6286856 -0.7994343 0.5096992 0.8641596 0.3875002 -iroB hcp1.tssD1 0.3291627 0.5409932 -0.3425676 0.5137036 0.983135 1.388813 0.1648897 -iroB ssaO 0.6343976 1.039614 -0.6779581 -1.104442 -0.1046245 -0.1636257 0.8700258 -iroB allD 0.6893226 1.923716 -0.7166312 -1.795517 0.1791558 0.2907534 0.7712399 -iroB allB 0.6892491 1.909579 -0.7166884 -1.805232 0.1758908 0.2861843 0.774737 -iroB allC 0.6920109 1.865369 -0.7181977 -1.734859 0.2082782 0.340747 0.733294 -iroB iucA 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 -iroB iucB 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 -iroB cdtB 0.6724587 0.6970119 -0.7092807 0.6557795 -0.0140547 -0.02186412 0.9825563 -iroB iucC 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroB sinH 0.6618555 1.768909 -0.7061805 0.40842 0.1478132 0.2706097 0.7866912 -iroB tssF 0.3739326 0.3881009 -0.3889642 0.3638037 0.8702162 1.210163 0.2262165 -iroB iucD 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroB iutA 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroB hcp.tssD 0.6299199 1.187362 -0.7379614 -1.356445 -0.8033605 -1.381405 0.1671545 -iroB icsP.sopA 0.6864098 0.7164462 -0.7270246 0.6314655 -0.06485839 -0.099311 0.9208913 -iroB fyuA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroB ybtT 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroB ybtU 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroB nleC 0.7590478 0.3778017 -0.8213118 0.3859415 -0.3281722 -0.4782244 0.6324905 -iroB irp1 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroB irp2 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroB ybtQ 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroB ybtX 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroB ybtS 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroB ybtA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroB cesT 0.3741632 0.4036832 -0.3888203 0.3481118 0.8352817 1.148706 0.2506774 -iroB vipA.tssB 0.4376484 0.144501 -0.4557068 0.1282335 0.6510468 0.8688774 0.3849142 -iroB wbtL.1 0.6248295 6.387762 -0.6452252 -0.5519452 0.6511809 1.316829 0.187896 -iroB galU 0.6249908 4.902195 -0.6440638 -0.6233611 0.6271785 1.18647 0.2354366 -iroB fliH 0.3284062 0.5412646 -0.3419822 0.5109393 0.9752176 1.374902 0.1691618 -iroB clpV1 0.1899563 1.155604 -0.2018308 0.9717255 1.431961 2.141378 0.0322436 -iroB tviA 0.6391616 1.393105 -0.6720486 -0.7556597 0.08799134 0.1191269 0.9051748 -iroB tviB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB tviC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB tviD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB tviE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB vexA 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB vexB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB vexC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB flgM 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB vexD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB vexE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroB clpV.tssH 0.4841829 1.798982 -0.5964651 1.782658 0.7461856 1.212631 0.2252709 -iroB ipfE 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroB sopA 0.5255509 1.410896 -0.5159922 -1.214406 -0.7420542 -1.311005 0.1898562 -iroB PA2367 0.2341453 1.130394 -0.2472688 -0.9901031 -1.512987 -2.28066 0.02256855 -iroB lpfD 0.7202213 2.726267 -0.7416074 -0.4189793 -0.5947131 -1.202252 0.2292658 -iroB avrA 0.2480663 1.028377 -0.2609945 -0.9090615 -1.418081 -2.116996 0.03426018 -iroB slrP 0.3255111 0.559932 -0.3386904 -0.5295878 -1.000483 -1.416119 0.1567408 -iroB lpfB 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroB lpfA 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroB flgL 0.845648 1.175979 -0.8641305 1.239857 -0.7636274 -1.26819 0.2047301 -iroB PA2366 0.6347344 2.471685 -0.6903931 0.856592 0.2773854 0.4894778 0.6245034 -iroB cdtB.1 0.3200976 0.8112825 -0.3289387 -0.7778396 -1.349969 -2.005142 0.04494786 -iroD sseL 0.8142749 1.37621 -0.8319776 -1.357085 0.65024 1.076535 0.2816883 -iroD fimY 0.7672403 0.6112593 -0.7442482 0.5903937 0.6908518 1.040207 0.2982438 -iroD fimC 0.7399514 0.7282922 -0.7625309 -0.7804175 0.2025002 0.2991797 0.7648029 -iroD sseJ 0.7175625 0.735598 -0.7437703 -0.7960976 0.1464003 0.2208431 0.8252146 -iroD misL 0.3381743 0.5541175 -0.3513506 -0.5272367 -1.038665 -1.480757 0.1386713 -iroD vipB 0.664109 1.092938 -0.6966516 -1.365586 0.1468438 0.2582759 0.796194 -iroD sspH2 0.6324643 3.468769 -0.6548416 -0.4693515 0.7187647 1.334048 0.1821882 -iroD gtrB 0.6338436 2.271354 -0.6497274 -0.5702436 0.775155 1.307431 0.1910663 -iroD sodC1 0.6436766 2.139873 -0.6991111 -0.7318376 -0.2910511 -0.5437225 0.5866325 -iroD fha 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroD sifB 0.8478493 1.178601 -0.8662127 -1.238806 0.7679461 1.273732 0.2027585 -iroD vasK.icmF 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroD fimW 0.6755537 0.8908065 -0.7096761 -0.9119287 0.0215178 0.03299966 0.9736749 -iroD ssaQ 0.7473771 0.7333381 -0.7688437 -0.7799269 0.2193912 0.3214466 0.7478719 -iroD steA 0.5070526 0.5597535 -0.5080666 0.58041 1.440291 2.141279 0.03225156 -iroD spvB 0.6863775 3.78998 -0.7248674 -0.3413107 -0.1272957 -0.2813844 0.7784156 -iroD tssJ 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroD ssaR 0.9498729 1.256645 -0.9296167 -1.21703 0.9176288 1.449164 0.1472918 -iroD iroE 1.006139 1.006141 -0.9765162 -0.9765185 1.106214 1.695708 0.08994112 -iroD ssaT 0.7407753 0.7292145 -0.7632284 -0.7800718 0.2044362 0.3017704 0.7628271 -iroD tssA.1 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroD sseB 0.7479656 0.7420665 -0.7693094 -0.7732969 0.2216026 0.3245026 0.7455575 -iroD STM0266 0.6610681 2.376408 -0.6883575 -1.415694 0.2034317 0.3521735 0.7247081 -iroD sptP 0.6594978 1.168135 -0.6983039 -0.8391837 -0.03741395 -0.05129229 0.9590926 -iroD STM0283 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroD rck 0.7923185 4.646201 -0.8451456 -1.667626 -0.4037554 -0.6812294 0.4957264 -iroD fimB 0.5111114 1.439822 -0.5003697 1.211843 0.7154023 1.271506 0.2035486 -iroD impE 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroD allA 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 -iroD STM0273 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroD KP1_RS17225 0.6688157 4.269537 -0.7045986 -0.2550226 0.001162386 0.00274831 0.9978072 -iroD spvC 0.6371374 5.199754 -0.6690891 -1.067966 0.1247604 0.2365788 0.8129836 -iroD STM0282 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroD STM0284 0.2222929 1.011879 -0.2332587 0.9234441 1.390548 2.078022 0.03770733 -iroD STM0275 0.6097733 2.985973 -0.6352317 -0.8470546 0.3546814 0.6483584 0.5167532 -iroD spvD 0.6958336 5.002716 -0.734994 -1.306969 -0.09372576 -0.1702329 0.864827 -iroD allR 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 -iroD entD 0.5706744 1.045861 -0.5846471 -0.4357745 0.6815506 1.080193 0.2800562 -iroD tide1 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 -iroD pefB 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 -iroD gtrA 0.6546574 2.154062 -0.6736918 -1.046632 0.4803333 0.8168121 0.4140358 -iroD pefA 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 -iroD orgA.sctK 0.6686091 0.9054783 -0.7044777 -0.9704833 -0.0009179153 -0.001416241 0.99887 -iroD STM0281 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroD STM0276 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 -iroD pefC 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 -iroD ratB 0.6672703 2.477692 -0.6987467 -1.634199 0.09561347 0.1628377 0.8706462 -iroD pipB 0.6437075 0.9058656 -0.6300395 0.9743293 0.6484248 1.113227 0.265611 -iroD STM0285 0.6668371 2.666853 -0.6995987 -1.656446 0.06791161 0.1150004 0.9084448 -iroD shdA 0.6108626 1.586715 -0.6299668 -0.8255486 0.4862338 0.8148289 0.4151703 -iroD pefD 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 -iroD rfbD 0.5227263 1.355089 -0.5167929 1.178023 0.6400746 1.125297 0.2604632 -iroD STM0280 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 -iroD rfbF 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 -iroD STM0290 0.2523781 0.8347248 -0.2645625 0.7676767 1.208461 1.760336 0.07835085 -iroD tae4 0.6664949 2.604488 -0.6972931 -1.605835 0.1124958 0.1905295 0.8488942 -iroD STM0287 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 -iroD csgB 0.6518604 2.305553 -0.6799838 -1.316468 0.1926782 0.3372426 0.735934 -iroD sciB 0.6511947 2.269399 -0.6766322 -1.267019 0.2662413 0.4631337 0.6432685 -iroD ssaG 0.7119482 0.715836 -0.7388756 -0.7718884 0.1347696 0.2037352 0.8385604 -iroD STM0286 0.6670181 2.565459 -0.6989372 -1.642422 0.08622247 0.1462633 0.8837135 -iroD STM0268 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroD STM0289 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroD rfbG 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 -iroD gogB 0.2782068 0.7636374 -0.2912151 0.711131 1.175336 1.705762 0.08805245 -iroD sopD2 0.6648991 0.9023113 -0.7015708 -0.9719989 -0.01239984 -0.01921287 0.9846713 -iroD STM0278 0.2197699 1.0621 -0.2304083 0.9516264 1.431661 2.146515 0.03183189 -iroD STM0269 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroD STM0271 0.6646836 2.399254 -0.6924848 -1.483545 0.1856231 0.3203432 0.7487082 -iroD traJ 0.3516499 0.9648558 -0.367697 0.367408 0.8906082 1.086432 0.2772879 -iroD pipB2 0.6084674 2.123459 -0.6286856 -0.7994343 0.5096992 0.8641596 0.3875002 -iroD hcp1.tssD1 0.3291627 0.5409932 -0.3425676 0.5137036 0.983135 1.388813 0.1648897 -iroD ssaO 0.6343976 1.039614 -0.6779581 -1.104442 -0.1046245 -0.1636257 0.8700258 -iroD allD 0.6893226 1.923716 -0.7166312 -1.795517 0.1791558 0.2907534 0.7712399 -iroD allB 0.6892491 1.909579 -0.7166884 -1.805232 0.1758908 0.2861843 0.774737 -iroD allC 0.6920109 1.865369 -0.7181977 -1.734859 0.2082782 0.340747 0.733294 -iroD iucA 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 -iroD iucB 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 -iroD cdtB 0.6724587 0.6970119 -0.7092807 0.6557795 -0.0140547 -0.02186412 0.9825563 -iroD iucC 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroD sinH 0.6618555 1.768909 -0.7061805 0.40842 0.1478132 0.2706097 0.7866912 -iroD tssF 0.3739326 0.3881009 -0.3889642 0.3638037 0.8702162 1.210163 0.2262165 -iroD iucD 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroD iutA 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroD hcp.tssD 0.6299199 1.187362 -0.7379614 -1.356445 -0.8033605 -1.381405 0.1671545 -iroD icsP.sopA 0.6864098 0.7164462 -0.7270246 0.6314655 -0.06485839 -0.099311 0.9208913 -iroD fyuA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroD ybtT 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroD ybtU 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroD nleC 0.7590478 0.3778017 -0.8213118 0.3859415 -0.3281722 -0.4782244 0.6324905 -iroD irp1 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroD irp2 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroD ybtQ 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroD ybtX 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroD ybtS 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroD ybtA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroD cesT 0.3741632 0.4036832 -0.3888203 0.3481118 0.8352817 1.148706 0.2506774 -iroD vipA.tssB 0.4376484 0.144501 -0.4557068 0.1282335 0.6510468 0.8688774 0.3849142 -iroD wbtL.1 0.6248295 6.387762 -0.6452252 -0.5519452 0.6511809 1.316829 0.187896 -iroD galU 0.6249908 4.902195 -0.6440638 -0.6233611 0.6271785 1.18647 0.2354366 -iroD fliH 0.3284062 0.5412646 -0.3419822 0.5109393 0.9752176 1.374902 0.1691618 -iroD clpV1 0.1899563 1.155604 -0.2018308 0.9717255 1.431961 2.141378 0.0322436 -iroD tviA 0.6391616 1.393105 -0.6720486 -0.7556597 0.08799134 0.1191269 0.9051748 -iroD tviB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD tviC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD tviD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD tviE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD vexA 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD vexB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD vexC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD flgM 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD vexD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD vexE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroD clpV.tssH 0.4841829 1.798982 -0.5964651 1.782658 0.7461856 1.212631 0.2252709 -iroD ipfE 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroD sopA 0.5255509 1.410896 -0.5159922 -1.214406 -0.7420542 -1.311005 0.1898562 -iroD PA2367 0.2341453 1.130394 -0.2472688 -0.9901031 -1.512987 -2.28066 0.02256855 -iroD lpfD 0.7202213 2.726267 -0.7416074 -0.4189793 -0.5947131 -1.202252 0.2292658 -iroD avrA 0.2480663 1.028377 -0.2609945 -0.9090615 -1.418081 -2.116996 0.03426018 -iroD slrP 0.3255111 0.559932 -0.3386904 -0.5295878 -1.000483 -1.416119 0.1567408 -iroD lpfB 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroD lpfA 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroD flgL 0.845648 1.175979 -0.8641305 1.239857 -0.7636274 -1.26819 0.2047301 -iroD PA2366 0.6347344 2.471685 -0.6903931 0.856592 0.2773854 0.4894778 0.6245034 -iroD cdtB.1 0.3200976 0.8112825 -0.3289387 -0.7778396 -1.349969 -2.005142 0.04494786 -sseL fimY 1.025466 0.5389811 -1.076723 -0.5155895 -0.2004671 -0.332234 0.7397126 -sseL fimC 1.044979 0.6189097 -1.087624 -0.6855614 -0.1274842 -0.2017599 0.8401044 -sseL sseJ 1.020047 0.6255389 -1.067941 -0.7000524 -0.1936845 -0.3157157 0.7522183 -sseL misL 0.6235351 0.492464 -0.6330559 -0.4650923 -1.286447 -1.883296 0.05966031 -sseL vipB 1.100706 1.06492 -1.128369 -1.321207 0.04930419 0.1090975 0.9131252 -sseL sspH2 1.116486 3.49217 -1.143361 -0.094781 0.2671504 0.7311023 0.4647166 -sseL gtrB 1.154748 2.361032 -1.141009 -0.5926339 0.6752682 1.435112 0.1512551 -sseL sodC1 1.082104 2.16346 -1.121672 -0.7540382 -0.2925516 -0.6947207 0.4872304 -sseL fha 0.9128398 0.9592074 -0.9410615 0.8565912 0.536558 0.9266887 0.3540882 -sseL sifB 1.289174 1.059152 -1.268414 -1.097157 0.4526681 0.8248868 0.4094358 -sseL vasK.icmF 0.9128398 0.9592074 -0.9410615 0.8565912 0.536558 0.9266887 0.3540882 -sseL fimW 0.9667637 0.7520479 -1.030515 -0.8150533 -0.3425546 -0.5796028 0.5621825 -sseL ssaQ 1.053207 0.6241406 -1.094208 -0.6861959 -0.1066925 -0.1668108 0.8675189 -sseL steA 1.14778 0.8306593 -1.13302 0.8863504 0.6060007 1.253287 0.2101013 -sseL spvB 1.127391 3.909057 -1.155914 -0.413905 -0.1203189 -0.2685531 0.7882736 -sseL tssJ 0.9128398 0.9592074 -0.9410615 0.8565912 0.536558 0.9266887 0.3540882 -sseL ssaR 1.279993 1.034281 -1.284095 -1.041987 0.4346059 0.7863313 0.4316734 -sseL iroE 1.37621 0.814275 -1.357085 -0.8319776 0.6502398 1.076476 0.2817143 -sseL ssaT 1.045877 0.6197363 -1.08834 -0.6854052 -0.1251927 -0.1978996 0.8431236 -sseL tssA.1 0.9128398 0.9592074 -0.9410615 0.8565912 0.536558 0.9266887 0.3540882 -sseL sseB 1.053489 0.6300698 -1.094447 -0.6812338 -0.1062327 -0.1662599 0.8679524 -sseL STM0266 1.10069 2.364384 -1.125002 -1.379721 0.1484239 0.3238418 0.7460578 -sseL sptP 0.9346831 0.9559224 -1.01037 -0.8552745 -0.4740068 -0.8172411 0.4137907 -sseL STM0283 1.055446 2.700429 -1.071222 -1.761725 0.5182697 1.036465 0.2999851 -sseL rck 1.136707 4.707354 -1.171195 -1.868862 -0.09621963 -0.1589078 0.8737415 -sseL fimB 0.994051 1.649675 -1.036516 1.300758 0.3665721 0.7870326 0.4312628 -sseL impE 0.8079263 2.243515 -0.8179596 -0.2381677 1.123817 1.391967 0.1639324 -sseL allA 1.054022 1.532557 -1.10688 -1.385775 -0.1808592 -0.3751546 0.7075455 -sseL STM0273 0.8079263 2.243515 -0.8179596 -0.2381677 1.123817 1.391967 0.1639324 -sseL KP1_RS17225 1.097439 4.264428 -1.13009 -0.2648724 0.02054221 0.06535946 0.9478878 -sseL spvC 1.14737 5.147093 -1.180235 -0.8645793 -0.1588802 -0.4057826 0.6849024 -sseL STM0282 1.055446 2.700429 -1.071222 -1.761725 0.5182697 1.036465 0.2999851 -sseL STM0284 0.5020212 0.9499402 -0.5050932 0.8677687 1.621035 2.468621 0.01356347 -sseL STM0275 0.5260768 0.8821435 -0.5301936 0.8032661 1.572073 2.3749 0.0175537 -sseL spvD 1.026056 5.061452 -1.054241 -1.513649 0.207576 0.3686599 0.7123812 -sseL allR 1.054022 1.532557 -1.10688 -1.385775 -0.1808592 -0.3751546 0.7075455 -sseL entD 1.056861 1.085636 -1.07135 -0.3138743 0.451327 0.8985474 0.3688938 -sseL tide1 1.100406 2.560477 -1.130975 -1.599966 0.04120838 0.08940311 0.9287616 -sseL pefB 1.052118 4.963731 -1.081895 -1.606091 0.1313809 0.2345232 0.8145789 -sseL gtrA 1.122293 2.15806 -1.12648 -1.041624 0.4055793 0.8785675 0.3796358 -sseL pefA 1.052118 4.963731 -1.081895 -1.606091 0.1313809 0.2345232 0.8145789 -sseL orgA.sctK 0.9619924 0.7833301 -1.02276 -0.8683648 -0.3411459 -0.5720041 0.5673192 -sseL STM0281 1.055446 2.700429 -1.071222 -1.761725 0.5182697 1.036465 0.2999851 -sseL STM0276 1.051881 2.62265 -1.065144 -1.701017 0.5488483 1.099214 0.2716745 -sseL pefC 1.064744 5.367936 -1.09531 -1.653363 0.094409 0.1774786 0.8591324 -sseL ratB 1.100927 2.458786 -1.130874 -1.608249 0.04964939 0.1082362 0.9138083 -sseL pipB 1.076784 0.9697597 -1.111691 1.058364 0.4903098 1.047166 0.295023 -sseL STM0285 1.052171 2.890866 -1.072087 -1.813169 0.4680942 0.9247595 0.355091 -sseL shdA 1.074481 1.597474 -1.093748 -0.7230748 0.3292298 0.6832236 0.4944656 -sseL pefD 1.064744 5.367936 -1.09531 -1.653363 0.094409 0.1774786 0.8591324 -sseL rfbD 0.8180685 1.261181 -0.8698958 1.153537 0.8310795 1.52273 0.1278262 -sseL STM0280 1.051881 2.62265 -1.065144 -1.701017 0.5488483 1.099214 0.2716745 -sseL rfbF 1.097179 2.324897 -1.127142 -1.360153 0.05246303 0.1143509 0.9089597 -sseL STM0290 0.530622 0.7687145 -0.5379404 0.7081417 1.433456 2.125573 0.03353884 -sseL tae4 1.053654 2.832965 -1.070673 -1.758404 0.5191474 1.026281 0.304759 -sseL STM0287 1.100406 2.560477 -1.130975 -1.599966 0.04120838 0.08940311 0.9287616 -sseL csgB 1.093953 2.292238 -1.121412 -1.263499 0.1083348 0.235362 0.8139278 -sseL sciB 1.095685 2.264946 -1.118317 -1.221652 0.1919447 0.416889 0.6767596 -sseL ssaG 1.013065 0.6002349 -1.0632 -0.6794929 -0.2170255 -0.3569883 0.7211005 -sseL STM0286 1.055926 2.775441 -1.074025 -1.807621 0.4878843 0.9721868 0.3309576 -sseL STM0268 0.8079263 2.243515 -0.8179596 -0.2381677 1.123817 1.391967 0.1639324 -sseL STM0289 1.055446 2.700429 -1.071222 -1.761725 0.5182697 1.036465 0.2999851 -sseL rfbG 1.097179 2.324897 -1.127142 -1.360153 0.05246303 0.1143509 0.9089597 -sseL gogB 0.5590117 0.7001726 -0.5684238 0.6498987 1.408517 2.086636 0.03692102 -sseL sopD2 0.9583703 0.7804758 -1.020265 -0.8691963 -0.354488 -0.5977086 0.5500344 -sseL STM0278 1.05307 2.810188 -1.071227 -1.781519 0.4907339 0.9734108 0.3303492 -sseL STM0269 0.8079263 2.243515 -0.8179596 -0.2381677 1.123817 1.391967 0.1639324 -sseL STM0271 1.053485 2.571473 -1.06423 -1.674811 0.5897953 1.183665 0.2365458 -sseL traJ 0.6108989 0.7704889 -0.6219236 0.4081999 1.181452 1.596463 0.1103854 -sseL pipB2 1.078383 2.172061 -1.093258 -0.747709 0.3618379 0.7776501 0.4367753 -sseL hcp1.tssD1 1.225563 0.9898054 -1.263028 0.9296171 -0.3378629 -0.6289123 0.5294065 -sseL ssaO 0.9213364 0.9118835 -0.9913795 -0.999424 -0.4428813 -0.7555275 0.4499326 -sseL allD 1.015674 1.657296 -1.083222 -1.636508 -0.3121409 -0.6533768 0.5135134 -sseL allB 1.015294 1.650377 -1.082922 -1.641796 -0.312402 -0.6540229 0.513097 -sseL allC 1.025841 1.607769 -1.08959 -1.581168 -0.2754802 -0.5757349 0.5647944 -sseL iucA 0.9126176 0.9406696 -0.9576498 0.9041735 0.5059302 0.8702243 0.3841779 -sseL iucB 0.9126176 0.9406696 -0.9576498 0.9041735 0.5059302 0.8702243 0.3841779 -sseL cdtB 1.021319 0.6317179 -1.058449 0.6082385 0.2038555 0.3293776 0.7418703 -sseL iucC 0.9521217 0.8059102 -0.9940459 0.7859011 0.4013328 0.6786636 0.497351 -sseL sinH 1.089288 1.81867 -1.111685 0.5328543 -0.2059625 -0.4688994 0.6391415 -sseL tssF 1.017555 0.6276297 -1.045407 0.5813069 0.2219159 0.3572608 0.7208966 -sseL iucD 0.9521217 0.8059102 -0.9940459 0.7859011 0.4013328 0.6786636 0.497351 -sseL iutA 0.9521217 0.8059102 -0.9940459 0.7859011 0.4013328 0.6786636 0.497351 -sseL hcp.tssD 1.094236 1.487655 -1.126278 -1.676271 0.03129989 0.06927409 0.9447714 -sseL icsP.sopA 1.376082 0.8658791 -1.374829 0.680686 -0.6843548 -1.165275 0.2439076 -sseL fyuA 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 -sseL ybtT 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 -sseL ybtU 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 -sseL nleC 1.166483 0.3475956 -1.195293 0.346321 -0.1567325 -0.2251424 0.8218685 -sseL irp1 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 -sseL irp2 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 -sseL ybtQ 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 -sseL ybtX 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 -sseL ybtS 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 -sseL ybtA 0.9860192 0.8216287 -1.024278 0.7899337 0.2728961 0.4377867 0.6615409 -sseL cesT 1.054382 0.6800188 -1.085772 0.5644107 0.1100439 0.1655053 0.8685462 -sseL vipA.tssB 1.164561 0.3457807 -1.200496 0.3221298 -0.15743 -0.2220843 0.8242483 -sseL wbtL.1 1.09861 6.454036 -1.128484 -0.1867945 0.3328673 1.277148 0.20155 -sseL galU 1.098041 3.893771 -1.131637 -0.5658607 -0.03294862 -0.111383 0.9113127 -sseL fliH 0.6113094 0.4785573 -0.6214317 0.4501434 1.205284 1.731048 0.08344323 -sseL clpV1 0.4663169 1.079924 -0.4679848 0.9245197 1.657353 2.526139 0.01153239 -sseL tviA 0.9532377 1.317268 -0.9778191 -0.8034383 0.360945 0.5055616 0.6131644 -sseL tviB 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL tviC 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL tviD 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL tviE 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL vexA 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL vexB 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL vexC 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL flgM 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL vexD 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL vexE 0.7280098 0.09045328 -0.7423053 0.07710256 0.8996068 1.227951 0.2194653 -sseL clpV.tssH 1.057759 2.134365 -1.094431 1.941507 0.2763917 0.6892154 0.4906878 -sseL ipfE 1.142028 1.79233 -1.163883 0.3158835 -0.2013949 -0.4480825 0.6540936 -sseL sopA 0.8158283 1.31056 -0.8768128 -1.193684 -0.9522113 -1.768681 0.0769472 -sseL PA2367 1.182227 1.912817 0.6434198 -0.248638 -1.299635 -2.215471 0.02672777 -sseL lpfD 1.156253 2.663373 -1.175988 -0.5300308 -0.4796711 -1.172734 0.2409024 -sseL avrA 0.8185975 1.344797 -0.8484636 -1.113197 -0.910658 -1.681739 0.0926195 -sseL slrP 1.185219 0.9920332 -1.225632 -0.930079 0.2481281 0.4771569 0.6332504 -sseL lpfB 1.142028 1.79233 -1.163883 0.3158835 -0.2013949 -0.4480825 0.6540936 -sseL lpfA 1.142028 1.79233 -1.163883 0.3158835 -0.2013949 -0.4480825 0.6540936 -sseL flgL 1.285432 1.056405 -1.265478 1.09756 -0.4459293 -0.8146594 0.4152673 -sseL PA2366 1.05811 2.470829 -1.105967 0.8524664 0.3699527 0.8865729 0.3753089 -sseL cdtB.1 1.032796 1.245855 -1.058344 -1.159673 -0.3723547 -0.8074512 0.4194066 -fimY fimC 0.6107143 0.7431986 0.5919187 -0.7709862 0.6754283 1.019233 0.3080924 -fimY sseJ 0.6663264 0.7284371 -0.4893236 -0.7863562 0.1686209 0.2287369 0.8190734 -fimY misL 0.5660277 0.9284368 -0.5088484 -0.8122376 -0.1382438 -0.2217438 0.8245133 -fimY vipB 0.5495922 0.9235368 -0.6304565 -1.12951 -0.5700228 -0.9735174 0.3302962 -fimY sspH2 0.6125544 3.448657 -0.5305121 -0.03777819 0.06272533 0.1320358 0.894956 -fimY gtrB 0.5911409 2.324148 -0.5351648 -0.4762608 0.8660217 1.48334 0.1379841 -fimY sodC1 0.5472738 2.129434 -0.5818463 -0.7224675 -0.4351741 -0.8725389 0.3829144 -fimY fha 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimY sifB 0.5893135 0.8883598 -0.5254744 -0.9582571 -0.05556573 -0.08778856 0.9300447 -fimY vasK.icmF 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimY fimW 0.7245341 1.090575 0.6697107 -1.050359 1.26016 1.973043 0.0484907 -fimY ssaQ 0.6138642 0.7455426 0.5875688 -0.7647206 0.6830105 1.030834 0.3026189 -fimY steA 0.4883769 0.6608988 -0.4974825 0.6684788 1.549206 2.280465 0.0225801 -fimY spvB 0.638398 3.950957 -0.5340724 -0.3004946 -0.322882 -0.7675527 0.442753 -fimY tssJ 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimY ssaR 0.6130244 0.9122351 -0.524249 -0.9339602 0.01246982 0.01933922 0.9845705 -fimY iroE 0.6112593 0.7672403 0.5903937 -0.7442482 0.6908518 1.040206 0.2982442 -fimY ssaT 0.6110002 0.7440084 0.5915064 -0.7697608 0.6764874 1.020805 0.307347 -fimY tssA.1 0.2437872 0.7164957 -0.2383377 0.6640274 1.163574 1.713963 0.0865355 -fimY sseB 0.6125893 0.7586139 0.5888569 -0.7520467 0.6883143 1.037235 0.2996266 -fimY STM0266 0.614706 2.355853 -0.5438661 -1.356032 0.1231996 0.1995586 0.8418258 -fimY sptP 0.6561547 1.294446 -0.612861 -0.3643924 1.05441 1.627179 0.1036991 -fimY STM0283 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimY rck 0.5849968 4.532394 0.3320065 -1.613886 -0.668405 -1.165255 0.2439157 -fimY fimB 0.1253329 1.102342 -0.111581 1.015587 1.53391 2.415766 0.01570214 -fimY impE 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimY allA 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 -fimY STM0273 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimY KP1_RS17225 0.5596381 4.235869 -0.4374964 -0.5986153 0.4776243 0.9927632 0.3208254 -fimY spvC 0.6842886 5.103999 -0.4748881 -0.5800017 -0.5528143 -1.478421 0.1392951 -fimY STM0282 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimY STM0284 0.1130851 1.056558 -0.09478645 0.9762699 1.455113 2.277075 0.02278176 -fimY STM0275 0.5585335 2.976851 -0.4860249 -0.8096991 0.3753912 0.6995444 0.4842119 -fimY spvD 0.6364241 4.9911 -0.5312292 -1.282181 -0.134596 -0.2584675 0.7960461 -fimY allR 0.6637093 1.838911 -0.5219633 -1.376918 0.2811062 0.390145 0.6964293 -fimY entD 0.5334504 1.082995 -0.5437256 -0.405389 0.6961963 1.078687 0.2807271 -fimY tide1 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 -fimY pefB 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 -fimY gtrA 0.6177584 2.193197 -0.5768838 -0.9732082 0.4977805 0.8173808 0.4137108 -fimY pefA 0.6532512 4.897125 -0.5283224 -1.366285 -0.217674 -0.4102182 0.6816459 -fimY orgA.sctK 0.5895528 0.8883075 -0.525502 -0.9563832 -0.05467399 -0.08604127 0.9314336 -fimY STM0281 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimY STM0276 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 -fimY pefC 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 -fimY ratB 0.5988352 2.387605 -0.5091748 -1.568435 -0.07265372 -0.113111 0.9099426 -fimY pipB 0.5519196 0.9380001 -0.5891342 1.027245 0.6298662 1.089625 0.2758782 -fimY STM0285 0.589802 2.535247 -0.4926365 -1.594426 -0.1356136 -0.2030585 0.8390893 -fimY shdA 0.5679973 1.618216 -0.569808 -0.7969251 0.4888357 0.7928634 0.4278574 -fimY pefD 0.6660902 5.290433 -0.5160584 -1.419063 -0.255784 -0.4764486 0.6337548 -fimY rfbD 0.1461358 1.031104 -0.1343939 0.9584009 1.46882 2.286563 0.02222133 -fimY STM0280 0.6107874 2.389295 -0.5288367 -1.460897 0.02645046 0.04191745 0.9665645 -fimY rfbF 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 -fimY STM0290 0.1701113 0.8683916 -0.1551908 0.8048981 1.257365 1.898836 0.05758608 -fimY tae4 0.6005275 2.503249 -0.5110056 -1.543255 -0.061064 -0.09277211 0.9260846 -fimY STM0287 0.5969513 2.477384 -0.5055253 -1.56492 -0.08690174 -0.1325701 0.8945334 -fimY csgB 0.6047349 2.297922 -0.5441156 -1.27062 0.1415849 0.2344909 0.8146039 -fimY sciB 0.6069538 2.271283 -0.5563004 -1.217424 0.2295881 0.3776985 0.7056546 -fimY ssaG 0.6642179 0.7126686 -0.4839904 -0.7663768 0.1680324 0.2227856 0.8237023 -fimY STM0286 0.5951671 2.457173 -0.5029815 -1.578516 -0.09771365 -0.1493889 0.8812468 -fimY STM0268 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimY STM0289 0.6037574 2.421793 -0.516537 -1.527832 -0.0387108 -0.06021215 0.9519867 -fimY rfbG 0.6082307 2.324623 -0.5320052 -1.356639 0.05483871 0.090001 0.9282864 -fimY gogB 0.4777648 1.133373 -0.4455694 1.038392 0.3683616 0.6455742 0.5185551 -fimY sopD2 0.5864249 0.8865272 -0.5260455 -0.9590685 -0.06474521 -0.1021634 0.918627 -fimY STM0278 0.1033251 1.105439 -0.0844022 1.009466 1.500031 2.363022 0.0181266 -fimY STM0269 0.6145577 2.361572 -0.5437759 -1.351845 0.1243693 0.2012852 0.8404756 -fimY STM0271 0.6151727 2.365269 -0.5393767 -1.419402 0.08369708 0.1344695 0.8930313 -fimY traJ 0.270141 0.9247211 -0.2546912 0.4471904 0.964861 1.272278 0.2032742 -fimY pipB2 0.5588357 2.155989 -0.5467285 -0.7515237 0.541368 0.9033612 0.3663342 -fimY hcp1.tssD1 0.2703203 0.5717853 -0.2614469 0.5443308 1.013033 1.456618 0.1452218 -fimY ssaO 0.538728 1.013164 -0.5146763 -1.084995 -0.1977046 -0.3271197 0.7435774 -fimY allD 0.6126678 1.831327 -0.5252254 -1.735358 0.0146918 0.02486708 0.980161 -fimY allB 0.6119215 1.819747 -0.5250444 -1.743333 0.01209282 0.02053484 0.9836167 -fimY allC 0.6278479 1.789813 -0.5271718 -1.680444 0.06953003 0.1174488 0.9065044 -fimY iucA 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 -fimY iucB 0.5116733 1.025442 -0.4800773 0.9733041 0.3032546 0.5193188 0.6035385 -fimY cdtB 0.6355244 0.7153677 -0.5231201 0.6658471 -0.08958865 -0.1326177 0.8944957 -fimY iucC 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -fimY sinH 0.5975097 1.777193 -0.5921827 0.4205232 0.1885327 0.3363506 0.7366065 -fimY tssF 0.6583213 0.7206158 -0.5275981 0.6589961 -0.1495626 -0.2187206 0.8268677 -fimY iucD 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -fimY iutA 0.5593156 0.8929937 -0.5100559 0.8567884 0.1614811 0.2648193 0.7911486 -fimY hcp.tssD 0.5449304 1.258295 -0.6925637 -1.436356 -0.9590233 -1.701062 0.08893142 -fimY icsP.sopA 0.3248745 0.4212101 -0.318477 0.3913085 0.8977716 1.258754 0.2081192 -fimY fyuA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimY ybtT 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimY ybtU 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimY nleC 0.3914402 0.165563 -0.3813235 0.1624156 0.6904355 0.9282473 0.3532793 -fimY irp1 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimY irp2 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimY ybtQ 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimY ybtX 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimY ybtS 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimY ybtA 0.2718244 0.5738181 -0.2638509 0.5476046 1.023173 1.473792 0.1405377 -fimY cesT 0.3210539 0.4312061 -0.3105443 0.3764284 0.8541405 1.186013 0.2356173 -fimY vipA.tssB 0.392013 0.1690397 -0.3775868 0.152507 0.6504205 0.8628818 0.3882025 -fimY wbtL.1 0.5767815 6.371885 -0.5217226 -0.5025023 0.6062206 1.278618 0.2010317 -fimY galU 0.5859022 4.909924 -0.5018012 -0.5520009 0.5778732 1.206425 0.2276535 -fimY fliH 0.2693066 0.5716087 -0.2596994 0.5411932 1.004854 1.442694 0.1491066 -fimY clpV1 0.06270128 1.181956 -0.03419274 1.030008 1.501321 2.381619 0.0172367 -fimY tviA 0.5855391 1.402921 -0.5160149 -0.7491824 0.07304119 0.09624482 0.9233261 -fimY tviB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY tviC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY tviD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY tviE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY vexA 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY vexB 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY vexC 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY flgM 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY vexD 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY vexE 0.3918211 0.1683346 -0.3780893 0.1540655 0.6566676 0.8730934 0.3826122 -fimY clpV.tssH 0.5123984 2.09954 -0.4679339 1.947557 0.2723915 0.4439252 0.6570967 -fimY ipfE 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -fimY sopA 0.3699391 1.409378 -0.3673452 -1.255538 -0.7874921 -1.483606 0.1379135 -fimY PA2367 0.5397306 2.641869 -0.1430718 -0.4261152 -0.5030643 -0.6057469 0.5446829 -fimY lpfD 0.4311554 2.250139 0.6524392 -0.5367121 -1.080231 -1.769202 0.0768601 -fimY avrA 0.3738693 1.419555 -0.3699156 -1.208924 -0.7010419 -1.314127 0.1888033 -fimY slrP 0.2653923 0.5925516 -0.2567677 -0.5619783 -1.032745 -1.488902 0.1365131 -fimY lpfB 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -fimY lpfA 0.6446863 1.782759 -0.4620197 0.2960952 -0.1589604 -0.2514659 0.8014539 -fimY flgL 0.5885909 0.8875069 -0.5255849 0.959166 0.05785484 0.09146452 0.9271235 -fimY PA2366 0.5355042 2.907927 0.6148911 0.2782169 -0.984271 -1.713468 0.0866264 -fimY cdtB.1 0.2472531 0.8634748 -0.2489262 -0.8325032 -1.413224 -2.148066 0.03170851 -fimC sseJ 0.7004333 0.7293003 -0.7552063 -0.7902991 0.1295197 0.1966627 0.8440915 -fimC misL 0.3332621 0.5537113 -0.3562172 -0.5269462 -1.046463 -1.495354 0.134822 -fimC vipB 0.6557604 1.095208 -0.7090399 -1.368293 0.1541636 0.271505 0.7860026 -fimC sspH2 0.6679581 3.458693 -0.7252588 -0.1125301 0.1732426 0.3837412 0.7011703 -fimC gtrB 0.5694022 1.23541 -0.6506394 -1.267293 -0.3179792 -0.5144951 0.6069059 -fimC sodC1 0.6338659 2.134406 -0.7100438 -0.7245132 -0.3127505 -0.59107 0.5544735 -fimC fha 0.3046363 0.682407 -0.3259811 0.6263729 1.129536 1.630764 0.1029402 -fimC sifB 0.6526386 0.8983338 -0.7135484 -0.9663391 -0.02002132 -0.03123502 0.9750821 -fimC vasK.icmF 0.3046363 0.682407 -0.3259811 0.6263729 1.129536 1.630764 0.1029402 -fimC fimW 0.6600992 0.8835438 -0.7198675 -0.9068135 0.003736499 0.005773903 0.9953931 -fimC ssaQ 0.7282556 0.7261375 -0.7804075 -0.7734636 0.2009924 0.2967761 0.7666375 -fimC steA 0.6652103 0.7729345 -0.6978067 0.8407705 0.635552 1.071213 0.2840736 -fimC spvB 0.6793899 3.80757 -0.7416671 -0.3363918 -0.1452486 -0.3252086 0.7450232 -fimC tssJ 0.3046363 0.682407 -0.3259811 0.6263729 1.129536 1.630764 0.1029402 -fimC ssaR 0.6792698 0.9315864 -0.7365835 -0.949865 0.05819926 0.08809851 0.9297984 -fimC iroE 0.7282922 0.7399514 -0.7804175 -0.7625309 0.2025002 0.2991799 0.7648028 -fimC ssaT 0.7221535 0.7222756 -0.7748313 -0.7737737 0.1865073 0.2773397 0.7815193 -fimC tssA.1 0.3046363 0.682407 -0.3259811 0.6263729 1.129536 1.630764 0.1029402 -fimC sseB 0.72881 0.734689 -0.7809002 -0.7669447 0.2031347 0.2997796 0.7643453 -fimC STM0266 0.6016498 2.035875 -0.69791 -1.170266 -0.493221 -0.8493003 0.3957142 -fimC sptP 0.643828 1.153643 -0.7074111 -0.8492078 -0.06216509 -0.08726227 0.930463 -fimC STM0283 0.571342 2.054107 -0.6814074 -1.3727 -0.6166047 -1.040872 0.2979348 -fimC rck 0.7706933 4.646385 -0.8546818 -1.68764 -0.3782278 -0.6498106 0.5158145 -fimC fimB 0.2365134 1.04912 -0.254426 0.9519317 1.470572 2.220072 0.02641385 -fimC impE 0.6020534 2.038906 -0.6983197 -1.168771 -0.4935671 -0.84938 0.3956699 -fimC allA 0.5551458 1.371766 -0.6480361 -1.323049 -0.4492657 -0.7345968 0.4625851 -fimC STM0273 0.6020534 2.038906 -0.6983197 -1.168771 -0.4935671 -0.84938 0.3956699 -fimC KP1_RS17225 0.588928 4.271644 -0.6292271 -0.6631146 0.506827 0.9792265 0.3274681 -fimC spvC 0.7605974 5.226006 -0.8309681 -0.6141254 -0.4629107 -1.200577 0.2299152 -fimC STM0282 0.571342 2.054107 -0.6814074 -1.3727 -0.6166047 -1.040872 0.2979348 -fimC STM0284 0.4837445 1.407639 -0.5279463 1.202627 0.6206617 1.097739 0.2723185 -fimC STM0275 0.6734768 2.951863 -0.7409394 -0.4801224 -0.1875982 -0.3944919 0.6932179 -fimC spvD 0.8593046 4.959686 -0.9474239 -0.9561865 -0.7531828 -1.726972 0.08417269 -fimC allR 0.5551458 1.371766 -0.6480361 -1.323049 -0.4492657 -0.7345968 0.4625851 -fimC entD 0.6599672 1.046808 -0.7228335 -0.1261863 -0.04819445 -0.08370799 0.9332886 -fimC tide1 0.5663526 2.101096 -0.680438 -1.418229 -0.6512419 -1.09584 0.2731488 -fimC pefB 0.8843826 4.879237 -0.9786654 -1.05233 -0.8319875 -1.892874 0.05837466 -fimC gtrA 0.5770912 1.58198 -0.664213 -1.202437 -0.3813392 -0.5780273 0.5632457 -fimC pefA 0.8843826 4.879237 -0.9786654 -1.05233 -0.8319875 -1.892874 0.05837466 -fimC orgA.sctK 0.6530227 0.898551 -0.7138853 -0.9644348 -0.01880384 -0.02924126 0.9766722 -fimC STM0281 0.571342 2.054107 -0.6814074 -1.3727 -0.6166047 -1.040872 0.2979348 -fimC STM0276 0.5827843 2.033886 -0.6873021 -1.296834 -0.5691145 -0.9660747 0.3340068 -fimC pefC 0.9105458 5.173637 -1.010042 -1.12501 -0.9018031 -2.047853 0.04057442 -fimC ratB 0.5665388 2.037052 -0.6790375 -1.404226 -0.6364909 -1.07714 0.2814177 -fimC pipB 0.6219 0.9069051 -0.6576777 0.9809946 0.6360935 1.099006 0.2717656 -fimC STM0285 0.565952 2.162631 -0.6835539 -1.450592 -0.6833757 -1.150276 0.2500302 -fimC shdA 0.6060345 1.583069 -0.6416729 -0.8173809 0.479987 0.8119455 0.4168229 -fimC pefD 0.9105458 5.173637 -1.010042 -1.12501 -0.9018031 -2.047853 0.04057442 -fimC rfbD 0.2455048 0.9797172 -0.2638091 0.9005824 1.41021 2.113534 0.03455509 -fimC STM0280 0.5827843 2.033886 -0.6873021 -1.296834 -0.5691145 -0.9660747 0.3340068 -fimC rfbF 0.6513434 2.338467 -0.704598 -1.393133 0.1098961 0.1969692 0.8438517 -fimC STM0290 0.2475278 0.834011 -0.2686376 0.7670361 1.216749 1.777606 0.07546866 -fimC tae4 0.65871 2.586098 -0.7136467 -1.58871 0.07635648 0.1342565 0.8931997 -fimC STM0287 0.5663526 2.101096 -0.680438 -1.418229 -0.6512419 -1.09584 0.2731488 -fimC csgB 0.637704 2.079923 -0.7295212 -1.006159 -0.4639061 -0.8417641 0.39992 -fimC sciB 0.6263891 2.020596 -0.7142034 -0.9967163 -0.408571 -0.7204419 0.471253 -fimC ssaG 0.6953416 0.7096081 -0.7505222 -0.7667787 0.1183836 0.1801005 0.8570737 -fimC STM0286 0.5650326 2.090171 -0.6798147 -1.427072 -0.6569976 -1.10727 0.2681772 -fimC STM0268 0.6020534 2.038906 -0.6983197 -1.168771 -0.4935671 -0.84938 0.3956699 -fimC STM0289 0.571342 2.054107 -0.6814074 -1.3727 -0.6166047 -1.040872 0.2979348 -fimC rfbG 0.6513434 2.338467 -0.704598 -1.393133 0.1098961 0.1969692 0.8438517 -fimC gogB 0.5585566 1.135908 -0.6073956 1.021817 0.3417708 0.5739067 0.5660309 -fimC sopD2 0.6496156 0.8955877 -0.711015 -0.9660716 -0.03000475 -0.04684677 0.9626354 -fimC STM0278 0.2153482 1.061799 -0.2343603 0.9514354 1.441047 2.167443 0.03020107 -fimC STM0269 0.6020534 2.038906 -0.6983197 -1.168771 -0.4935671 -0.84938 0.3956699 -fimC STM0271 0.5897304 2.031082 -0.6891245 -1.236378 -0.5200004 -0.8897428 0.373604 -fimC traJ 0.3436811 0.9549236 -0.370807 0.3731636 0.9036073 1.113588 0.2654558 -fimC pipB2 0.5747248 1.596001 -0.6662887 -1.223348 -0.4354952 -0.6400194 0.52216 -fimC hcp1.tssD1 0.3237596 0.5403754 -0.3473791 0.5130557 0.9908155 1.403163 0.1605683 -fimC ssaO 0.6193747 1.032058 -0.6859168 -1.097917 -0.1238671 -0.195518 0.8449875 -fimC allD 0.5141647 1.500911 -0.6227718 -1.528598 -0.5862569 -0.9753875 0.3293681 -fimC allB 0.5135238 1.495515 -0.6222368 -1.531809 -0.5871596 -0.9774932 0.328325 -fimC allC 0.5246413 1.453508 -0.6286942 -1.478061 -0.5495315 -0.9123027 0.3616094 -fimC iucA 0.3039358 0.6723772 -0.325612 0.6411925 1.145888 1.662209 0.09647091 -fimC iucB 0.3039358 0.6723772 -0.325612 0.6411925 1.145888 1.662209 0.09647091 -fimC cdtB 0.3710549 0.3878781 -0.3960873 0.3735538 0.912037 1.282604 0.1996308 -fimC iucC 0.3338766 0.5520316 -0.3564017 0.5324043 1.056019 1.515452 0.129658 -fimC sinH 0.6191717 1.882734 -0.6638451 0.6489796 -0.476914 -0.8245756 0.4096126 -fimC tssF 0.3681465 0.3874903 -0.3942896 0.3632141 0.8777612 1.223465 0.2211542 -fimC iucD 0.3338766 0.5520316 -0.3564017 0.5324043 1.056019 1.515452 0.129658 -fimC iutA 0.3338766 0.5520316 -0.3564017 0.5324043 1.056019 1.515452 0.129658 -fimC hcp.tssD 0.6704085 1.432706 -0.7389038 -1.608729 -0.1443493 -0.2527938 0.8004276 -fimC icsP.sopA 0.3704349 0.3916664 -0.3957011 0.3605979 0.8849863 1.234674 0.2169517 -fimC fyuA 0.325057 0.5419007 -0.3483936 0.5158735 1.00053 1.420114 0.1555746 -fimC ybtT 0.325057 0.5419007 -0.3483936 0.5158735 1.00053 1.420114 0.1555746 -fimC ybtU 0.325057 0.5419007 -0.3483936 0.5158735 1.00053 1.420114 0.1555746 -fimC nleC 0.4293003 0.1392703 -0.4592254 0.1363399 0.6971532 0.9465386 0.3438739 -fimC irp1 0.325057 0.5419007 -0.3483936 0.5158735 1.00053 1.420114 0.1555746 -fimC irp2 0.325057 0.5419007 -0.3483936 0.5158735 1.00053 1.420114 0.1555746 -fimC ybtQ 0.325057 0.5419007 -0.3483936 0.5158735 1.00053 1.420114 0.1555746 -fimC ybtX 0.325057 0.5419007 -0.3483936 0.5158735 1.00053 1.420114 0.1555746 -fimC ybtS 0.325057 0.5419007 -0.3483936 0.5158735 1.00053 1.420114 0.1555746 -fimC ybtA 0.325057 0.5419007 -0.3483936 0.5158735 1.00053 1.420114 0.1555746 -fimC cesT 0.3677455 0.4025936 -0.3944428 0.3477221 0.8428852 1.161971 0.2452472 -fimC vipA.tssB 0.4304866 0.1436729 -0.4618859 0.1274336 0.6586985 0.881221 0.3781982 -fimC wbtL.1 0.6215799 6.390826 -0.6612751 -0.5294199 0.6295253 1.298167 0.1942299 -fimC galU 0.6223923 4.938743 -0.6612492 -0.5750224 0.596363 1.199786 0.2302224 -fimC fliH 0.3229301 0.5405953 -0.3467843 0.5102636 0.9829076 1.389265 0.1647521 -fimC clpV1 0.1850532 1.154288 -0.2055518 0.9714357 1.441555 2.163281 0.03051959 -fimC tviA 0.6263955 1.389656 -0.6811106 -0.7574417 0.09937159 0.1351024 0.8925309 -fimC tviB 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC tviC 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC tviD 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC tviE 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC vexA 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC vexB 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC vexC 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC flgM 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC vexD 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC vexE 0.4302048 0.1428249 -0.4613692 0.1288287 0.6647248 0.891475 0.3726744 -fimC clpV.tssH 0.6610616 2.329786 -0.7197198 1.994259 -0.01789247 -0.02872466 0.9770842 -fimC ipfE 0.7249734 1.968226 -0.7604968 0.5515754 -0.8243666 -1.43522 0.1512243 -fimC sopA 0.2582765 1.028426 -0.2788858 -0.9529116 -1.500052 -2.264922 0.02351745 -fimC PA2367 0.2295865 1.129966 -0.2522951 -0.9907574 -1.523028 -2.302985 0.0212797 -fimC lpfD 0.626749 2.584014 -0.6717356 -0.1937505 -1.182152 -2.051933 0.04017619 -fimC avrA 0.5004144 1.451586 -0.545918 -1.155353 -0.6491873 -1.143912 0.25266 -fimC slrP 0.3201657 0.5594173 -0.3434329 -0.5290424 -1.008246 -1.430672 0.1525244 -fimC lpfB 0.7249734 1.968226 -0.7604968 0.5515754 -0.8243666 -1.43522 0.1512243 -fimC lpfA 0.7249734 1.968226 -0.7604968 0.5515754 -0.8243666 -1.43522 0.1512243 -fimC flgL 0.6518553 0.8972039 -0.7128852 0.9670152 0.02256381 0.03523318 0.9718938 -fimC PA2366 0.5733789 3.211622 -0.6131762 0.3725069 -0.6709061 -1.248452 0.2118657 -fimC cdtB.1 0.5546928 1.141551 -0.5961814 -1.082001 -0.56143 -0.9786223 0.3277666 -sseJ misL 0.3543951 0.5514281 -0.3782547 -0.5248813 -1.080172 -1.55226 0.1205999 -sseJ vipB 0.6861601 1.107056 -0.7420281 -1.382816 0.1936284 0.3410042 0.7331004 -sseJ sspH2 0.6970476 3.468567 -0.7552488 -0.2444021 0.3596486 0.8624991 0.3884129 -sseJ gtrB 0.5756882 1.205236 -0.6657624 -1.248981 -0.3937576 -0.660801 0.50874 -sseJ sodC1 0.6792385 2.401694 -0.7252416 -1.045424 0.3640577 0.6437129 0.5197616 -sseJ fha 0.3253762 0.6796015 -0.3473705 0.6243918 1.164228 1.691671 0.09070871 -sseJ sifB 0.660806 0.8767323 -0.7294289 -0.9469469 -0.08020516 -0.128174 0.8980113 -sseJ vasK.icmF 0.3253762 0.6796015 -0.3473705 0.6243918 1.164228 1.691671 0.09070871 -sseJ fimW 0.6690956 0.8600028 -0.7371811 -0.8907264 -0.05743548 -0.09086307 0.9276014 -sseJ ssaQ 0.7355408 0.7045435 -0.7960554 -0.7541677 0.1452013 0.2188972 0.8267301 -sseJ steA 0.6794442 0.7714628 -0.7249249 0.8598423 0.6006168 1.011336 0.3118557 -sseJ spvB 0.6005489 3.705766 -0.6459412 -0.7783277 0.472481 0.9094568 0.3631091 -sseJ tssJ 0.3253762 0.6796015 -0.3473705 0.6243918 1.164228 1.691671 0.09070871 -sseJ ssaR 0.6839746 0.9057681 -0.7494878 -0.9290908 -0.005783281 -0.009004254 0.9928157 -sseJ iroE 0.735598 0.7175625 -0.7960976 -0.7437703 0.1464003 0.2208432 0.8252145 -sseJ ssaT 0.7299947 0.701226 -0.7909383 -0.7548181 0.1313163 0.1992373 0.8420771 -sseJ tssA.1 0.3253762 0.6796015 -0.3473705 0.6243918 1.164228 1.691671 0.09070871 -sseJ sseB 0.7360478 0.7125433 -0.7965175 -0.7479557 0.147078 0.2216346 0.8245984 -sseJ STM0266 0.6860985 2.286924 -0.7527912 -1.308863 -0.02389355 -0.04837341 0.9614187 -sseJ sptP 0.6494301 1.106471 -0.7226151 -0.8760473 -0.1481966 -0.2221565 0.8241921 -sseJ STM0283 0.5765323 1.98728 -0.7006028 -1.372067 -0.7364288 -1.314028 0.1888369 -sseJ rck 0.7727187 4.656059 -0.8582691 -1.756553 -0.294794 -0.5324224 0.5944335 -sseJ fimB 0.5056517 1.442085 -0.5636317 1.246438 0.6602901 1.17187 0.2412491 -sseJ impE 0.6112603 1.974222 -0.7200888 -1.177106 -0.6103471 -1.092094 0.2747917 -sseJ allA 0.5633497 1.335301 -0.6660222 -1.314201 -0.5334472 -0.9072383 0.3642808 -sseJ STM0273 0.6112603 1.974222 -0.7200888 -1.177106 -0.6103471 -1.092094 0.2747917 -sseJ KP1_RS17225 0.7000475 4.310451 -0.7645016 -0.09231919 -0.2628032 -0.7231316 0.4695991 -sseJ spvC 0.6294881 5.206116 -0.6832783 -1.142273 0.2272979 0.4821032 0.6297326 -sseJ STM0282 0.5765323 1.98728 -0.7006028 -1.372067 -0.7364288 -1.314028 0.1888369 -sseJ STM0284 0.495464 1.39471 -0.5422471 1.188905 0.678425 1.224161 0.2208916 -sseJ STM0275 0.6701304 2.959498 -0.7313045 -0.6575349 0.1058828 0.2286875 0.8191118 -sseJ spvD 0.681255 5.018029 -0.7455556 -1.389579 0.01692056 0.03399558 0.9728807 -sseJ allR 0.5633497 1.335301 -0.6660222 -1.314201 -0.5334472 -0.9072383 0.3642808 -sseJ entD 0.589844 1.020253 -0.6302153 -0.3771374 0.6162011 0.9918861 0.3212531 -sseJ tide1 0.6802002 2.440301 -0.7588748 -1.513186 -0.1967789 -0.4079265 0.6833276 -sseJ pefB 0.7023556 4.927505 -0.7711325 -1.480233 -0.05768146 -0.1142048 0.9090755 -sseJ gtrA 0.5768573 1.501918 -0.675732 -1.231797 -0.4892864 -0.7971644 0.4253556 -sseJ pefA 0.7023556 4.927505 -0.7711325 -1.480233 -0.05768146 -0.1142048 0.9090755 -sseJ orgA.sctK 0.6610674 0.8765381 -0.7296973 -0.9454837 -0.07935484 -0.1264422 0.8993819 -sseJ STM0281 0.5765323 1.98728 -0.7006028 -1.372067 -0.7364288 -1.314028 0.1888369 -sseJ STM0276 0.5891586 1.965833 -0.7072109 -1.301043 -0.6875052 -1.225114 0.2205324 -sseJ pefC 0.7137491 5.324699 -0.7849029 -1.530851 -0.09545746 -0.1890641 0.8500426 -sseJ ratB 0.6809107 2.352712 -0.7575457 -1.52533 -0.1698285 -0.3494592 0.7267446 -sseJ pipB 0.6362817 0.9071748 -0.6849016 1.002314 0.6025849 1.039529 0.2985589 -sseJ STM0285 0.6800631 2.515872 -0.7616737 -1.537107 -0.2351545 -0.4914744 0.623091 -sseJ shdA 0.6390517 1.550812 -0.687126 -0.7421883 0.3780515 0.6667742 0.5049164 -sseJ pefD 0.7137491 5.324699 -0.7849029 -1.530851 -0.09545746 -0.1890641 0.8500426 -sseJ rfbD 0.5212511 1.36058 -0.5783623 1.210043 0.5846644 1.025078 0.3053264 -sseJ STM0280 0.5891586 1.965833 -0.7072109 -1.301043 -0.6875052 -1.225114 0.2205324 -sseJ rfbF 0.6498381 2.055784 -0.759758 -1.104795 -0.6438383 -1.207283 0.227323 -sseJ STM0290 0.5489628 1.21314 -0.5999496 1.057368 0.4336367 0.7456878 0.4558561 -sseJ tae4 0.6807427 2.455266 -0.7575471 -1.498678 -0.1734886 -0.3596557 0.7191046 -sseJ STM0287 0.6802002 2.440301 -0.7588748 -1.513186 -0.1967789 -0.4079265 0.6833276 -sseJ csgB 0.6866567 2.247873 -0.7524811 -1.204117 -0.009761477 -0.01957557 0.984382 -sseJ sciB 0.6425216 1.976677 -0.7416799 -1.002779 -0.5190569 -0.9435353 0.3454072 -sseJ ssaG 0.7055988 0.6900091 -0.7686346 -0.7508436 0.06482814 0.1004089 0.9200197 -sseJ STM0286 0.5700823 2.026921 -0.6992375 -1.421372 -0.7784878 -1.394548 0.1631523 -sseJ STM0268 0.6112603 1.974222 -0.7200888 -1.177106 -0.6103471 -1.092094 0.2747917 -sseJ STM0289 0.5765323 1.98728 -0.7006028 -1.372067 -0.7364288 -1.314028 0.1888369 -sseJ rfbG 0.6498381 2.055784 -0.759758 -1.104795 -0.6438383 -1.207283 0.227323 -sseJ gogB 0.2931543 0.7606076 -0.3158228 0.707873 1.217723 1.784545 0.07433508 -sseJ sopD2 0.6581274 0.8740526 -0.7272309 -0.9473267 -0.09016616 -0.1441744 0.8853628 -sseJ STM0278 0.6806967 2.449055 -0.7595805 -1.511838 -0.1988575 -0.4115567 0.6806643 -sseJ STM0269 0.6112603 1.974222 -0.7200888 -1.177106 -0.6103471 -1.092094 0.2747917 -sseJ STM0271 0.6851371 2.298343 -0.7537724 -1.372568 -0.05504641 -0.1125171 0.9104134 -sseJ traJ 0.3554483 0.9207703 -0.3832035 0.3933356 0.9517914 1.209671 0.2264053 -sseJ pipB2 0.5747116 1.503954 -0.6786866 -1.265768 -0.5480036 -0.8942306 0.3711985 -sseJ hcp1.tssD1 0.3429392 0.5378646 -0.3675415 0.5103835 1.022145 1.455792 0.14545 -sseJ ssaO 0.6256574 1.007853 -0.7001149 -1.077338 -0.1900098 -0.3088755 0.7574162 -sseJ allD 0.5188861 1.466047 -0.6384835 -1.510685 -0.6763372 -1.178554 0.2385757 -sseJ allB 0.518278 1.461251 -0.63796 -1.513545 -0.6769272 -1.180028 0.2379889 -sseJ allC 0.5306592 1.419753 -0.6452345 -1.461371 -0.6369186 -1.104312 0.269458 -sseJ iucA 0.3252064 0.6704714 -0.3475317 0.638711 1.180566 1.723064 0.0848769 -sseJ iucB 0.3252064 0.6704714 -0.3475317 0.638711 1.180566 1.723064 0.0848769 -sseJ cdtB 0.3920088 0.3859495 -0.4181168 0.3713092 0.9436889 1.333123 0.1824915 -sseJ iucC 0.3554253 0.5502308 -0.3787376 0.5300399 1.089725 1.572239 0.1158951 -sseJ sinH 0.6801545 1.776107 -0.7497585 0.4302537 0.1041065 0.1915294 0.8481108 -sseJ tssF 0.387997 0.3852057 -0.4153413 0.3608923 0.9083707 1.272039 0.2033592 -sseJ iucD 0.3554253 0.5502308 -0.3787376 0.5300399 1.089725 1.572239 0.1158951 -sseJ iutA 0.3554253 0.5502308 -0.3787376 0.5300399 1.089725 1.572239 0.1158951 -sseJ hcp.tssD 0.6930306 1.44266 -0.7655593 -1.623085 -0.1119326 -0.1957932 0.8447721 -sseJ icsP.sopA 0.3905394 0.3891591 -0.4169378 0.3586119 0.9160525 1.284065 0.1991191 -sseJ fyuA 0.3445661 0.53949 -0.3688493 0.5132407 1.032161 1.47329 0.1406728 -sseJ ybtT 0.3445661 0.53949 -0.3688493 0.5132407 1.032161 1.47329 0.1406728 -sseJ ybtU 0.3445661 0.53949 -0.3688493 0.5132407 1.032161 1.47329 0.1406728 -sseJ nleC 0.4493719 0.1374266 -0.4808564 0.1341727 0.7259041 0.9887396 0.3227906 -sseJ irp1 0.3445661 0.53949 -0.3688493 0.5132407 1.032161 1.47329 0.1406728 -sseJ irp2 0.3445661 0.53949 -0.3688493 0.5132407 1.032161 1.47329 0.1406728 -sseJ ybtQ 0.3445661 0.53949 -0.3688493 0.5132407 1.032161 1.47329 0.1406728 -sseJ ybtX 0.3445661 0.53949 -0.3688493 0.5132407 1.032161 1.47329 0.1406728 -sseJ ybtS 0.3445661 0.53949 -0.3688493 0.5132407 1.032161 1.47329 0.1406728 -sseJ ybtA 0.3445661 0.53949 -0.3688493 0.5132407 1.032161 1.47329 0.1406728 -sseJ cesT 0.3865532 0.3996376 -0.4145379 0.3455779 0.8728327 1.209218 0.226579 -sseJ vipA.tssB 0.4495923 0.1414646 -0.4827024 0.1252818 0.6865343 0.921527 0.3567753 -sseJ wbtL.1 0.6823931 6.28256 -0.7454467 0.1459534 -0.1532374 -0.5257976 0.5990289 -sseJ galU 0.6683415 3.788834 -0.7403215 -0.4278253 -0.3039843 -0.7730916 0.4394682 -sseJ fliH 0.3418092 0.5379838 -0.3667444 0.5075627 1.014028 1.441509 0.1494411 -sseJ clpV1 0.6381576 2.767724 -0.7704856 -1.375664 -0.9001434 -1.822246 0.06841759 -sseJ tviA 0.6529317 1.387994 -0.7135102 -0.7542574 0.09863887 0.133754 0.8935971 -sseJ tviB 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ tviC 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ tviD 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ tviE 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ vexA 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ vexB 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ vexC 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ flgM 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ vexD 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ vexE 0.8139102 0.3897904 -0.9043475 0.367392 -0.3979458 -0.5521666 0.5808342 -sseJ clpV.tssH 0.4618663 1.736544 -0.6117922 1.753096 0.8908217 1.584341 0.1131162 -sseJ ipfE 0.7011763 1.770513 -0.7642627 0.2893005 -0.0835492 -0.1520772 0.8791261 -sseJ sopA 0.5184939 1.413417 -0.5791061 -1.247773 -0.6868942 -1.212512 0.2253163 -sseJ PA2367 0.2522821 1.128962 -0.2752513 -0.9898549 -1.56512 -2.387249 0.01697497 -sseJ lpfD 0.7201319 2.697369 -0.7920797 -0.4953628 -0.5088945 -1.055677 0.2911158 -sseJ avrA 0.5205287 1.457418 -0.5805764 -1.182977 -0.5965809 -1.037106 0.2996865 -sseJ slrP 0.7100053 0.9615146 -0.7765587 -0.8946832 0.06627534 0.09905851 0.9210918 -sseJ lpfB 0.7011763 1.770513 -0.7642627 0.2893005 -0.0835492 -0.1520772 0.8791261 -sseJ lpfA 0.7011763 1.770513 -0.7642627 0.2893005 -0.0835492 -0.1520772 0.8791261 -sseJ flgL 0.6601264 0.8757358 -0.728855 0.9476578 0.08264521 0.1321772 0.8948441 -sseJ PA2366 0.5973981 3.232086 -0.6365152 0.4018223 -0.7403221 -1.403248 0.160543 -sseJ cdtB.1 0.3440731 0.8120198 -0.3610016 -0.7771697 -1.401357 -2.098935 0.03582264 -misL vipB 0.8745436 0.8626873 -0.8229977 -0.9898904 -0.8992183 -1.609696 0.1074643 -misL sspH2 0.4253207 1.04046 -0.3838837 -1.0194 -1.634324 -2.457992 0.01397163 -misL gtrB 0.9712929 1.383956 -0.824179 -1.360065 -0.03456757 -0.07001805 0.9441793 -misL sodC1 0.9052536 2.131215 -0.8184359 -0.5154274 -0.7624373 -1.522686 0.1278372 -misL fha 0.8876773 1.064384 -0.7699673 0.9215418 0.223235 0.3652113 0.7149537 -misL sifB 0.5181871 0.4981045 -0.4919525 -0.5195888 -1.193373 -1.734987 0.08274318 -misL vasK.icmF 0.8876773 1.064384 -0.7699673 0.9215418 0.223235 0.3652113 0.7149537 -misL fimW 0.8692497 0.783251 -0.7853243 -0.816063 -0.2848813 -0.4700463 0.638322 -misL ssaQ 0.5530587 0.3328354 -0.5262303 -0.3545043 -1.038834 -1.481229 0.1385455 -misL steA 0.9725446 0.8528158 -0.8492253 0.9490472 0.1171975 0.2230786 0.8234743 -misL spvB 1.109782 4.078192 -0.9196133 -0.173056 -0.6772465 -1.80774 0.070647 -misL tssJ 0.8876773 1.064384 -0.7699673 0.9215418 0.223235 0.3652113 0.7149537 -misL ssaR 0.5127787 0.497943 -0.4866233 -0.5045554 -1.149105 -1.653516 0.0982258 -misL iroE 0.5541175 0.3381743 -0.5272367 -0.3513506 -1.038665 -1.480754 0.138672 -misL ssaT 0.553661 0.3333471 -0.5268873 -0.3559393 -1.045582 -1.493722 0.1352483 -misL tssA.1 0.8876773 1.064384 -0.7699673 0.9215418 0.223235 0.3652113 0.7149537 -misL sseB 0.9133543 0.6250882 -0.8029654 -0.6598581 -0.155844 -0.24807 0.8040803 -misL STM0266 1.19165 1.773624 0.4062725 -0.9392517 -0.8745736 -1.247539 0.2122 -misL sptP 1.012893 1.254424 -0.8474426 -0.3439913 0.4607304 0.8392458 0.4013314 -misL STM0283 0.9439473 2.569771 -0.8275609 -1.630512 0.2429328 0.4729542 0.6362459 -misL rck 1.159863 4.655024 -0.8369888 -1.762552 -0.2867484 -0.480537 0.6308456 -misL fimB 0.8773395 1.603595 -0.5566922 1.107089 0.668253 1.243535 0.2136708 -misL impE 1.012414 2.194113 -0.7757624 -1.22829 -0.2385951 -0.4587203 0.6464351 -misL allA 0.9702892 1.603215 -0.8241191 -1.40643 -0.05515024 -0.1078189 0.9141393 -misL STM0273 1.012414 2.194113 -0.7757624 -1.22829 -0.2385951 -0.4587203 0.6464351 -misL KP1_RS17225 0.927096 4.244961 -0.7984463 -0.4586514 0.3024589 0.7784896 0.4362804 -misL spvC 1.122642 5.102982 -0.8637266 -0.7305007 -0.3505442 -1.014198 0.3104881 -misL STM0282 0.9439473 2.569771 -0.8275609 -1.630512 0.2429328 0.4729542 0.6362459 -misL STM0284 0.479401 1.063611 -0.3253642 0.8500284 1.386258 2.031162 0.04223861 -misL STM0275 0.8568878 3.002153 -0.7477461 -0.9032491 0.4855405 0.9440158 0.3451616 -misL spvD 0.9577619 5.024582 -0.8183415 -1.411433 0.04824116 0.09391278 0.9251784 -misL allR 0.9702892 1.603215 -0.8241191 -1.40643 -0.05515024 -0.1078189 0.9141393 -misL entD 0.9497695 1.054583 -0.8348601 -0.2031197 0.1407252 0.2611178 0.7940017 -misL tide1 0.9466655 2.653079 -0.8293242 -1.66253 0.2116074 0.4094075 0.6822406 -misL pefB 0.9953933 4.931716 -0.8317342 -1.499928 -0.02884646 -0.05522019 0.955963 -misL gtrA 0.9272378 2.146797 -0.8050137 -1.077976 0.5486477 1.080299 0.280009 -misL pefA 0.9953933 4.931716 -0.8317342 -1.499928 -0.02884646 -0.05522019 0.955963 -misL orgA.sctK 0.8652044 0.8156865 -0.7865067 -0.8792591 -0.2691596 -0.4398127 0.6600728 -misL STM0281 0.9439473 2.569771 -0.8275609 -1.630512 0.2429328 0.4729542 0.6362459 -misL STM0276 0.9378602 2.506884 -0.8232446 -1.567094 0.2858749 0.5565007 0.5778686 -misL pefC 1.013575 5.330612 -0.8370331 -1.55281 -0.06279805 -0.1202116 0.9043155 -misL ratB 1.22036 2.003562 0.3446737 -1.178782 -0.8836794 -1.079477 0.2803751 -misL pipB 0.9687783 1.023166 -0.835908 1.154648 0.1022989 0.2038435 0.8384758 -misL STM0285 0.9495253 2.734071 -0.8299271 -1.68913 0.1772219 0.3410907 0.7330353 -misL shdA 1.267032 1.206946 0.4570744 -0.3810813 -0.6971183 -1.068126 0.2854638 -misL pefD 1.013575 5.330612 -0.8370331 -1.55281 -0.06279805 -0.1202116 0.9043155 -misL rfbD 0.8356824 1.424101 -0.6134896 1.127288 0.6101981 1.105162 0.2690894 -misL STM0280 0.9378602 2.506884 -0.8232446 -1.567094 0.2858749 0.5565007 0.5778686 -misL rfbF 1.179103 1.715348 0.3718774 -0.9461373 -0.9588623 -1.460618 0.1441204 -misL STM0290 0.4575754 0.8225087 -0.381608 0.7220382 1.242794 1.783804 0.07445549 -misL tae4 0.9685382 2.587349 -0.8313818 -1.587067 0.08355535 0.1809246 0.8564268 -misL STM0287 0.9466655 2.653079 -0.8293242 -1.66253 0.2116074 0.4094075 0.6822406 -misL csgB 0.9301064 2.305584 -0.8172844 -1.329118 0.2351658 0.4791698 0.6318178 -misL sciB 1.195285 1.642893 0.4288085 -0.8062816 -0.8495077 -1.270534 0.2038946 -misL ssaG 0.917318 0.6278763 -0.8123396 -0.6933962 -0.1397371 -0.2220741 0.8242562 -misL STM0286 0.9482729 2.631891 -0.829675 -1.679013 0.2030801 0.3943875 0.693295 -misL STM0268 1.012414 2.194113 -0.7757624 -1.22829 -0.2385951 -0.4587203 0.6464351 -misL STM0289 0.9439473 2.569771 -0.8275609 -1.630512 0.2429328 0.4729542 0.6362459 -misL rfbG 1.179103 1.715348 0.3718774 -0.9461373 -0.9588623 -1.460618 0.1441204 -misL gogB 0.8658521 1.16064 -0.7435866 1.028958 0.2763687 0.4568163 0.6478031 -misL sopD2 0.8619195 0.8136609 -0.7855515 -0.880346 -0.280653 -0.4603273 0.6452813 -misL STM0278 0.9465971 2.662969 -0.828771 -1.657873 0.2073592 0.4002986 0.6889366 -misL STM0269 1.012414 2.194113 -0.7757624 -1.22829 -0.2385951 -0.4587203 0.6464351 -misL STM0271 1.18909 1.826289 0.4022994 -0.996039 -0.8772283 -1.215055 0.2243452 -misL traJ 0.5531232 0.932114 -0.491922 0.3382503 0.9482818 1.155053 0.2480687 -misL pipB2 0.9751933 2.097008 -0.8299211 -0.6400537 0.03945548 0.0774293 0.938282 -misL hcp1.tssD1 0.5189902 0.5091175 -0.4695126 0.4744854 1.046384 1.470008 0.1415596 -misL ssaO 0.8278417 0.948993 -0.7623135 -1.007763 -0.3725963 -0.6206397 0.5348367 -misL allD 0.9972638 1.945204 -0.8434487 -1.807381 0.2463837 0.5328485 0.5941385 -misL allB 0.9411727 1.712191 -0.8068673 -1.670829 -0.204849 -0.4155385 0.6777477 -misL allC 0.9482253 1.670198 -0.8132541 -1.610543 -0.1638135 -0.3298041 0.741548 -misL iucA 0.8731668 1.025222 -0.761331 0.9555383 0.2627466 0.4350807 0.6635038 -misL iucB 0.8731668 1.025222 -0.761331 0.9555383 0.2627466 0.4350807 0.6635038 -misL cdtB 0.9944543 0.7018156 -0.8318066 0.6597033 -0.0276655 -0.04246281 0.9661298 -misL iucC 0.9089338 0.8803757 -0.7909752 0.8387676 0.1665662 0.2703024 0.7869276 -misL sinH 0.9215428 1.760136 -0.8568473 0.2195457 0.5888842 1.139203 0.2546187 -misL tssF 1.048159 0.7241917 -0.8507395 0.66774 -0.1252928 -0.1832838 0.8545753 -misL iucD 0.9089338 0.8803757 -0.7909752 0.8387676 0.1665662 0.2703024 0.7869276 -misL iutA 0.9089338 0.8803757 -0.7909752 0.8387676 0.1665662 0.2703024 0.7869276 -misL hcp.tssD 1.008861 1.352078 -0.9287625 -1.479399 -0.6221139 -1.227084 0.2197911 -misL icsP.sopA 0.5648766 0.3581587 -0.5183927 0.3225243 0.9536847 1.32885 0.1838973 -misL fyuA 0.5198352 0.5101983 -0.47028 0.4765603 1.0569 1.489857 0.1362619 -misL ybtT 0.5198352 0.5101983 -0.47028 0.4765603 1.0569 1.489857 0.1362619 -misL ybtU 0.5198352 0.5101983 -0.47028 0.4765603 1.0569 1.489857 0.1362619 -misL nleC 0.6289024 0.1092118 -0.5810651 0.1040203 0.7774431 1.056197 0.2908782 -misL irp1 0.5198352 0.5101983 -0.47028 0.4765603 1.0569 1.489857 0.1362619 -misL irp2 0.5198352 0.5101983 -0.47028 0.4765603 1.0569 1.489857 0.1362619 -misL ybtQ 0.5198352 0.5101983 -0.47028 0.4765603 1.0569 1.489857 0.1362619 -misL ybtX 0.5198352 0.5101983 -0.47028 0.4765603 1.0569 1.489857 0.1362619 -misL ybtS 0.5198352 0.5101983 -0.47028 0.4765603 1.0569 1.489857 0.1362619 -misL ybtA 0.5198352 0.5101983 -0.47028 0.4765603 1.0569 1.489857 0.1362619 -misL cesT 1.025887 0.7340354 -0.8501165 0.616823 -0.09138119 -0.1354128 0.8922855 -misL vipA.tssB 0.6340274 0.1154369 -0.5843223 0.09804252 0.7330955 0.974801 0.329659 -misL wbtL.1 0.9808283 6.244775 -0.8276042 -0.02749058 0.07174813 0.2575997 0.7967159 -misL galU 0.9790889 3.960111 -0.8293925 -0.5717524 0.02972868 0.07516655 0.9400822 -misL fliH 0.9447784 0.8836232 -0.8038368 0.8244107 0.0787781 0.1231691 0.9019732 -misL clpV1 0.5564227 1.396885 -0.2538776 0.8154758 1.356761 1.915074 0.05548311 -misL tviA 0.8951161 1.371829 -0.7811094 -0.7769462 0.1720528 0.2313159 0.8170694 -misL tviB 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL tviC 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL tviD 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL tviE 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL vexA 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL vexB 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL vexC 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL flgM 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL vexD 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL vexE 0.6330824 0.1142921 -0.5837 0.09896006 0.740089 0.9876427 0.3233277 -misL clpV.tssH 0.8955665 3.966079 -0.8226573 1.072992 -0.5256784 -0.9053954 0.365256 -misL ipfE 0.6838184 1.552765 -0.6471906 -0.1651496 0.9382245 1.508794 0.1313514 -misL sopA 0.9273946 2.729283 -0.8639521 -1.112615 0.7120144 1.356613 0.1749041 -misL PA2367 0.8910389 3.134928 -0.8361699 -0.9276109 0.7102125 1.433176 0.1518075 -misL lpfD 0.822622 2.729065 -0.7636155 -0.9742257 0.5204795 0.9375392 0.3484813 -misL avrA 0.9825844 3.084351 -0.8567373 -0.3042576 0.2124947 0.4863266 0.6267356 -misL slrP 0.5155083 0.5277757 -0.4652987 -0.4895772 -1.062636 -1.496296 0.1345764 -misL lpfB 0.6838184 1.552765 -0.6471906 -0.1651496 0.9382245 1.508794 0.1313514 -misL lpfA 0.6838184 1.552765 -0.6471906 -0.1651496 0.9382245 1.508794 0.1313514 -misL flgL 0.5183936 0.4980926 -0.4921535 0.5201473 1.194913 1.737871 0.08223353 -misL PA2366 0.9799871 3.276199 -0.7949212 0.03467945 -0.1753421 -0.4008209 0.688552 -misL cdtB.1 0.8270477 1.139517 -0.7208832 -1.061289 -0.5339343 -0.9431877 0.3455849 -vipB sspH2 1.121638 1.624788 -1.469831 -1.601118 0.6649629 1.894799 0.05811905 -vipB gtrB 0.7715246 1.627061 -1.179345 0.1226824 0.7800878 1.303591 0.192373 -vipB sodC1 1.063865 2.369826 -1.301061 -0.7711532 0.4237311 1.053472 0.2921249 -vipB fha 0.8288258 1.030937 -0.9350166 0.9335057 1.061194 1.970164 0.04881962 -vipB sifB 1.144375 0.8854899 -1.448908 -0.9339214 0.3748222 0.7313506 0.464565 -vipB vasK.icmF 0.8288258 1.030937 -0.9350166 0.9335057 1.061194 1.970164 0.04881962 -vipB fimW 1.00942 0.872268 -1.232982 -0.9294301 -0.2384993 -0.4744669 0.635167 -vipB ssaQ 1.09327 0.6541478 -1.366487 -0.7042663 0.1486092 0.2616955 0.7935562 -vipB steA 0.9040042 0.7050908 -1.261219 1.009303 0.5982203 1.057307 0.2903714 -vipB spvB 1.008535 4.12066 -1.21021 -0.6176648 0.5861824 1.719048 0.08560566 -vipB tssJ 0.8288258 1.030937 -0.9350166 0.9335057 1.061194 1.970164 0.04881962 -vipB ssaR 1.145108 0.8760308 -1.460463 -0.8944145 0.3734149 0.7138542 0.4753173 -vipB iroE 1.092938 0.664109 -1.365586 -0.6966516 0.1468438 0.2582758 0.796194 -vipB ssaT 1.094979 0.6558348 -1.368068 -0.7082923 0.1534886 0.2703062 0.7869247 -vipB tssA.1 0.8288258 1.030937 -0.9350166 0.9335057 1.061194 1.970164 0.04881962 -vipB sseB 1.093006 0.6599082 -1.365918 -0.6994419 0.1473737 0.2593417 0.7953716 -vipB STM0266 1.046281 2.288832 -1.299215 -1.301412 0.02516947 0.04079927 0.9674559 -vipB sptP 0.9777272 1.086743 -1.182856 -1.102692 -0.5238578 -1.091008 0.2752693 -vipB STM0283 1.017747 2.411355 -1.279371 -1.485701 0.1260722 0.279135 0.7801413 -vipB rck 0.8664678 4.408032 -1.014925 -1.77233 0.6921941 1.504676 0.1324073 -vipB fimB 1.184925 1.743523 -1.535218 1.358484 -0.8079322 -2.081644 0.03737503 -vipB impE 1.046586 2.29368 -1.2994 -1.298517 0.02421842 0.03953583 0.9684632 -vipB allA 1.042207 1.574589 -1.276305 -1.54356 -0.3016357 -0.7830645 0.4335892 -vipB STM0273 1.046586 2.29368 -1.2994 -1.298517 0.02421842 0.03953583 0.9684632 -vipB KP1_RS17225 1.112362 3.860025 -1.43397 -0.2644506 -0.5754801 -1.547357 0.1217771 -vipB spvC 0.9882325 4.971777 -1.152984 -0.7934017 0.7027793 2.288142 0.02212923 -vipB STM0282 1.017747 2.411355 -1.279371 -1.485701 0.1260722 0.279135 0.7801413 -vipB STM0284 0.9728699 2.526804 -1.238767 -1.512046 0.2555354 0.5246438 0.5998309 -vipB STM0275 1.110689 3.058121 -1.376426 -0.6622683 -0.3024468 -0.783826 0.4331422 -vipB spvD 0.9929873 4.934662 -1.203782 -1.276234 0.2539314 0.664788 0.5061861 -vipB allR 1.042207 1.574589 -1.276305 -1.54356 -0.3016357 -0.7830645 0.4335892 -vipB entD 0.9677794 0.9725039 -1.247176 -0.124104 0.1894827 0.286572 0.7744401 -vipB tide1 1.002172 2.47057 -1.268278 -1.532016 0.1781253 0.4156624 0.6776571 -vipB pefB 0.9691027 4.829995 -1.166394 -1.377402 0.343005 0.8859399 0.3756499 -vipB gtrA 0.8167168 1.611557 -1.173796 -0.5123593 0.5946068 0.9281542 0.3533276 -vipB pefA 0.9691027 4.829995 -1.166394 -1.377402 0.343005 0.8859399 0.3756499 -vipB orgA.sctK 0.9977732 0.899697 -1.218692 -0.9759114 -0.2562843 -0.5158234 0.6059777 -vipB STM0281 1.017747 2.411355 -1.279371 -1.485701 0.1260722 0.279135 0.7801413 -vipB STM0276 1.033047 2.356856 -1.289965 -1.416213 0.07276144 0.1478027 0.8824985 -vipB pefC 0.9537767 5.194128 -1.141318 -1.436304 0.3985197 0.998957 0.3178155 -vipB ratB 1.012339 2.399089 -1.27557 -1.524546 0.1451593 0.3248361 0.7453051 -vipB pipB 1.101283 1.088883 -1.328582 1.201277 -0.1446087 -0.2726647 0.785111 -vipB STM0285 0.9851609 2.521494 -1.255438 -1.578913 0.2334516 0.564442 0.5724533 -vipB shdA 0.896234 1.325861 -1.201474 -0.4989808 0.3438828 0.5215464 0.6019862 -vipB pefD 0.9537767 5.194128 -1.141318 -1.436304 0.3985197 0.998957 0.3178155 -vipB rfbD 1.31032 1.441277 -1.742224 1.310894 -1.159549 -2.545719 0.0109053 -vipB STM0280 1.033047 2.356856 -1.289965 -1.416213 0.07276144 0.1478027 0.8824985 -vipB rfbF 0.8191754 1.903585 -1.127989 -1.09657 0.5423248 0.6840368 0.4939519 -vipB STM0290 1.260016 1.191818 -1.713037 1.087355 -0.8785151 -1.770094 0.07671143 -vipB tae4 1.005279 2.479424 -1.271306 -1.510177 0.1659117 0.3861385 0.6993941 -vipB STM0287 1.002172 2.47057 -1.268278 -1.532016 0.1781253 0.4156624 0.6776571 -vipB csgB 0.8261568 1.839809 -1.140643 -1.014776 0.5145003 0.6876098 0.4916985 -vipB sciB 0.856796 1.835502 -1.172399 -0.9401136 0.4412836 0.5437571 0.5866086 -vipB ssaG 0.8941486 0.6113282 -1.095466 -0.7197153 -0.6025791 -1.046157 0.2954885 -vipB STM0286 1.001167 2.459722 -1.2675 -1.544051 0.181931 0.4242894 0.6713548 -vipB STM0268 1.046586 2.29368 -1.2994 -1.298517 0.02421842 0.03953583 0.9684632 -vipB STM0289 1.017747 2.411355 -1.279371 -1.485701 0.1260722 0.279135 0.7801413 -vipB rfbG 0.8191754 1.903585 -1.127989 -1.09657 0.5423248 0.6840368 0.4939519 -vipB gogB 1.082871 1.258916 -1.366157 1.114792 -0.1715278 -0.3945927 0.6931435 -vipB sopD2 0.9982563 0.9001209 -1.221405 -0.9812791 -0.2509199 -0.5051886 0.6134264 -vipB STM0278 1.001259 2.47686 -1.267131 -1.533119 0.1819409 0.4254099 0.6705379 -vipB STM0269 1.046586 2.29368 -1.2994 -1.298517 0.02421842 0.03953583 0.9684632 -vipB STM0271 1.041415 2.311592 -1.296252 -1.367445 0.04197917 0.07768858 0.9380758 -vipB traJ 1.12199 1.831721 -1.431459 0.03241394 -0.26995 -0.2964981 0.7668497 -vipB pipB2 0.7889513 1.622314 -1.134232 -0.3716056 0.6528689 1.06002 0.2891354 -vipB hcp1.tssD1 1.009829 0.9128859 -1.229837 0.8567006 0.1707376 0.327472 0.7433109 -vipB ssaO 1.048716 1.084575 -1.295513 -1.14477 -0.02778263 -0.06201761 0.9505488 -vipB allD 1.053235 1.822501 -1.305091 -1.727594 0.01399361 0.04154144 0.9668643 -vipB allB 1.053247 1.812663 -1.305089 -1.736106 0.01374681 0.04082722 0.9674336 -vipB allC 1.055402 1.747898 -1.299807 -1.684387 -0.07249676 -0.2081448 0.8351159 -vipB iucA 0.9568312 1.118453 -1.137 1.039138 0.5053875 1.061593 0.2884205 -vipB iucB 0.9568312 1.118453 -1.137 1.039138 0.5053875 1.061593 0.2884205 -vipB cdtB 0.9016219 0.6461684 -1.073466 0.6396142 0.5909617 1.001196 0.3167319 -vipB iucC 0.8506249 0.8554301 -1.003526 0.8422628 0.8540456 1.539926 0.1235783 -vipB sinH 1.1061 1.921791 -1.327323 0.3994045 -0.1668335 -0.279494 0.7798658 -vipB tssF 0.9030996 0.6567339 -1.053105 0.6042236 0.6032637 1.01225 0.3114187 -vipB iucD 0.8506249 0.8554301 -1.003526 0.8422628 0.8540456 1.539926 0.1235783 -vipB iutA 0.8506249 0.8554301 -1.003526 0.8422628 0.8540456 1.539926 0.1235783 -vipB hcp.tssD 1.066278 1.545386 -1.285819 -1.681465 0.1761765 0.3676409 0.713141 -vipB icsP.sopA 0.9021025 0.6436361 -1.07959 0.6181576 0.5306037 0.8832226 0.377116 -vipB fyuA 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 -vipB ybtT 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 -vipB ybtU 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 -vipB nleC 1.00448 0.314128 -1.227681 0.3205716 0.1671042 0.250484 0.8022131 -vipB irp1 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 -vipB irp2 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 -vipB ybtQ 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 -vipB ybtX 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 -vipB ybtS 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 -vipB ybtA 1.162939 0.8658828 -1.501745 0.8221206 -0.4341238 -0.8028942 0.4220359 -vipB cesT 1.11043 0.6853343 -1.403905 0.5890258 -0.2060862 -0.3413798 0.7328176 -vipB vipA.tssB 1.005072 0.3195128 -1.223426 0.2952364 0.167229 0.2463437 0.8054162 -vipB wbtL.1 0.9615041 2.219109 -1.283069 -2.018418 0.5480075 1.878753 0.06027819 -vipB galU 1.007259 3.463373 -1.283348 -0.7870401 0.2393712 0.6787226 0.4973137 -vipB fliH 1.175205 0.8552564 -1.524845 0.8044719 -0.4609108 -0.8298972 0.4065969 -vipB clpV1 1.326842 1.513669 -1.878064 1.318876 -1.295572 -2.836876 0.004555724 -vipB tviA 0.8640522 1.349793 -1.018905 -0.7502445 0.6100481 0.8922948 0.372235 -vipB tviB 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB tviC 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB tviD 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB tviE 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB vexA 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB vexB 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB vexC 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB flgM 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB vexD 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB vexE 1.005954 0.3183646 -1.226074 0.2994005 0.1626906 0.2398273 0.8104641 -vipB clpV.tssH 1.020476 2.21866 -1.298926 1.983008 -0.2231686 -0.7706306 0.4409259 -vipB ipfE 1.15278 1.80279 -1.410377 0.2269407 -0.3085186 -0.6027417 0.5466806 -vipB sopA 1.053076 2.075713 -1.290522 -1.181462 -0.1522545 -0.3990766 0.6898367 -vipB PA2367 1.138553 3.249077 -1.350039 -0.4865364 -0.3890081 -1.060603 0.2888703 -vipB lpfD 1.096652 2.821787 -1.35081 -0.7180252 -0.1427085 -0.2729834 0.784866 -vipB avrA 1.064586 3.141534 -1.297319 -0.1373584 -0.219568 -0.5215965 0.6019513 -vipB slrP 1.18737 0.8839058 -1.540676 -0.8324769 0.5005898 0.9033532 0.3663385 -vipB lpfB 1.15278 1.80279 -1.410377 0.2269407 -0.3085186 -0.6027417 0.5466806 -vipB lpfA 1.15278 1.80279 -1.410377 0.2269407 -0.3085186 -0.6027417 0.5466806 -vipB flgL 1.144879 0.8856539 -1.449165 0.9353032 -0.3761161 -0.73392 0.4629975 -vipB PA2366 1.099507 2.003616 -1.407507 1.675928 -0.9370228 -2.572016 0.01011083 -vipB cdtB.1 0.91693 1.267877 -1.174279 -1.243187 -0.5763832 -1.22807 0.2194206 -sspH2 gtrB 3.480766 1.411188 -0.02667138 -1.383823 0.1907979 0.5953994 0.5515765 -sspH2 sodC1 1.65406 2.290035 -1.634335 -1.142839 0.6240549 1.977153 0.04802431 -sspH2 fha 1.35968 0.867769 -1.334089 0.773338 0.8929179 1.618837 0.1054823 -sspH2 sifB 3.493842 0.9134781 -0.191782 -0.9666083 0.4635913 1.132849 0.2572777 -sspH2 vasK.icmF 1.35968 0.867769 -1.334089 0.773338 0.8929179 1.618837 0.1054823 -sspH2 fimW 1.368145 0.5865264 -1.424901 -0.7025861 -0.7695143 -1.415826 0.1568263 -sspH2 ssaQ 3.469311 0.6684391 -0.1483692 -0.7197474 0.2229613 0.4793403 0.6316966 -sspH2 steA 3.238878 0.8568296 0.1994456 0.9936135 0.4832389 1.077283 0.2813538 -sspH2 spvB 1.617143 3.382297 -1.585905 -0.5374046 0.4597556 1.377387 0.1683925 -sspH2 tssJ 1.35968 0.867769 -1.334089 0.773338 0.8929179 1.618837 0.1054823 -sspH2 ssaR 3.486296 0.914841 -0.2834576 -0.9319995 0.4171693 0.9391423 0.3476577 -sspH2 iroE 3.468769 0.6324643 -0.4693515 -0.6548416 0.7187647 1.334048 0.1821882 -sspH2 ssaT 3.453165 0.6289724 -0.4205316 -0.6675393 0.6931682 1.333622 0.1823278 -sspH2 tssA.1 1.35968 0.867769 -1.334089 0.773338 0.8929179 1.618837 0.1054823 -sspH2 sseB 3.468108 0.6759201 -0.1450189 -0.7128874 0.2191579 0.4727479 0.6363931 -sspH2 STM0266 1.616946 2.003137 -1.673878 -0.9797014 -0.7056897 -2.055629 0.03981827 -sspH2 sptP 1.34111 0.8209463 -1.427137 -0.6664806 -0.9119178 -1.749156 0.08026407 -sspH2 STM0283 1.669646 2.300716 -1.67889 -1.259958 -0.539826 -1.658649 0.09718651 -sspH2 rck 3.439933 4.671565 -0.1244211 -1.894133 -0.1382142 -0.3047679 0.760543 -sspH2 fimB 3.176769 1.672846 0.3968678 1.464487 0.6180802 1.676542 0.09363204 -sspH2 impE 1.617615 2.005552 -1.674606 -0.9774019 -0.707921 -2.062802 0.03913143 -sspH2 allA 3.464935 1.650863 0.06905919 -1.42597 0.3737168 1.186701 0.2353455 -sspH2 STM0273 1.617615 2.005552 -1.674606 -0.9774019 -0.707921 -2.062802 0.03913143 -sspH2 KP1_RS17225 3.417508 4.251769 -0.04629341 -0.2505849 0.050053 0.205739 0.8369948 -sspH2 spvC 1.478477 5.281956 -1.423612 -1.416828 0.7148571 1.558179 0.1191909 -sspH2 STM0282 1.669646 2.300716 -1.67889 -1.259958 -0.539826 -1.658649 0.09718651 -sspH2 STM0284 1.773827 2.503744 -1.660781 -1.35467 -0.4890492 -1.539225 0.1237493 -sspH2 STM0275 1.771092 2.729009 -1.757095 -0.3917861 -0.550592 -1.763601 0.07779917 -sspH2 spvD 3.388498 5.098513 0.06156057 -1.447519 0.220968 0.5698311 0.5687923 -sspH2 allR 3.464935 1.650863 0.06905919 -1.42597 0.3737168 1.186701 0.2353455 -sspH2 entD 3.392249 1.048231 0.2936036 -0.1523205 0.2299969 0.4288435 0.6680371 -sspH2 tide1 1.713238 2.464564 -1.673519 -1.4001 -0.3452755 -1.102136 0.2704026 -sspH2 pefB 3.407615 4.981847 0.02224902 -1.564523 0.1316509 0.3328763 0.7392276 -sspH2 gtrA 3.470235 1.939659 0.05495046 -1.065268 0.1387946 0.4188578 0.6753201 -sspH2 pefA 3.407615 4.981847 0.02224902 -1.564523 0.1316509 0.3328763 0.7392276 -sspH2 orgA.sctK 1.376548 0.6581702 -1.416902 -0.7793656 -0.7324098 -1.30906 0.1905139 -sspH2 STM0281 1.669646 2.300716 -1.67889 -1.259958 -0.539826 -1.658649 0.09718651 -sspH2 STM0276 1.612259 2.105664 -1.674143 -1.094129 -0.7512295 -2.186117 0.02880707 -sspH2 pefC 1.578001 5.452344 -1.501516 -1.791612 0.3890344 0.7915235 0.4286386 -sspH2 ratB 3.44702 2.438375 -0.01482554 -1.595434 0.03815016 0.1420409 0.8870477 -sspH2 pipB 3.371762 1.038817 0.2289301 1.195699 0.2646424 0.5716551 0.5675556 -sspH2 STM0285 1.670625 2.45841 -1.687632 -1.348524 -0.6199778 -1.935248 0.05295986 -sspH2 shdA 1.641136 1.340115 -1.678583 -0.3916315 -0.5714004 -1.689813 0.09106367 -sspH2 pefD 1.578001 5.452344 -1.501516 -1.791612 0.3890344 0.7915235 0.4286386 -sspH2 rfbD 3.259287 1.557784 0.330309 1.384844 0.504367 1.379542 0.1677278 -sspH2 STM0280 1.612259 2.105664 -1.674143 -1.094129 -0.7512295 -2.186117 0.02880707 -sspH2 rfbF 1.766493 2.245157 -1.659692 -1.237263 -0.1605288 -0.4929511 0.6220471 -sspH2 STM0290 3.443252 1.425802 -0.09218984 1.173162 -0.1009462 -0.2587909 0.7957966 -sspH2 tae4 1.604484 2.26846 -1.668282 -1.22242 -0.7897036 -2.313406 0.02070032 -sspH2 STM0287 1.713238 2.464564 -1.673519 -1.4001 -0.3452755 -1.102136 0.2704026 -sspH2 csgB 1.760847 2.094464 -1.659678 -1.042346 -0.3312899 -1.026844 0.3044941 -sspH2 sciB 1.625005 1.865027 -1.678352 -0.8349718 -0.6749284 -1.978885 0.0478289 -sspH2 ssaG 3.449177 0.6731142 -0.05308621 -0.7387003 0.07701421 0.1739969 0.8618679 -sspH2 STM0286 1.668312 2.37309 -1.681708 -1.317382 -0.5788562 -1.791777 0.07316874 -sspH2 STM0268 1.617615 2.005552 -1.674606 -0.9774019 -0.707921 -2.062802 0.03913143 -sspH2 STM0289 1.669646 2.300716 -1.67889 -1.259958 -0.539826 -1.658649 0.09718651 -sspH2 rfbG 1.766493 2.245157 -1.659692 -1.237263 -0.1605288 -0.4929511 0.6220471 -sspH2 gogB 0.9748392 0.6280874 -0.9516499 0.5709965 1.72498 2.591508 0.009555627 -sspH2 sopD2 3.453626 0.9124219 -0.1008195 -0.9805225 0.2568816 0.6427291 0.5203999 -sspH2 STM0278 1.609725 2.271416 -1.677968 -1.232522 -0.8238628 -2.415029 0.01573396 -sspH2 STM0269 1.617615 2.005552 -1.674606 -0.9774019 -0.707921 -2.062802 0.03913143 -sspH2 STM0271 1.674165 2.176463 -1.67141 -1.145975 -0.4525081 -1.376128 0.1687822 -sspH2 traJ 3.352671 1.076049 0.6120679 0.6253423 0.837099 1.383049 0.1666499 -sspH2 pipB2 3.438814 2.078789 0.3085 -0.5552095 0.389 1.02025 0.30761 -sspH2 hcp1.tssD1 1.03126 0.4038614 -0.9999139 0.3769952 1.524707 2.221102 0.02634408 -sspH2 ssaO 1.332768 0.7831695 -1.390156 -0.9108887 -0.8238999 -1.494416 0.1350669 -sspH2 allD 3.497054 1.843208 -0.03679897 -1.75384 0.1508483 0.5624747 0.5737926 -sspH2 allB 3.498103 1.832495 -0.03766069 -1.763651 0.152362 0.5679792 0.5700491 -sspH2 allC 3.516308 1.771624 -0.02222467 -1.693104 0.2111499 0.7769033 0.4372158 -sspH2 iucA 3.489123 1.142197 -0.04906917 1.050138 -0.1692805 -0.4309072 0.6665359 -sspH2 iucB 3.489123 1.142197 -0.04906917 1.050138 -0.1692805 -0.4309072 0.6665359 -sspH2 cdtB 3.454643 0.6963917 -0.04933716 0.6557872 -0.0673929 -0.1397207 0.8888806 -sspH2 iucC 3.477199 0.9444637 -0.07793307 0.8907536 -0.3435283 -0.8098081 0.4180505 -sspH2 sinH 3.367267 1.779242 0.2710208 0.47354 0.3389333 0.8862891 0.3754618 -sspH2 tssF 3.394544 0.6764151 -0.008622589 0.6259243 0.1087103 0.2058056 0.8369427 -sspH2 iucD 3.477199 0.9444637 -0.07793307 0.8907536 -0.3435283 -0.8098081 0.4180505 -sspH2 iutA 3.477199 0.9444637 -0.07793307 0.8907536 -0.3435283 -0.8098081 0.4180505 -sspH2 hcp.tssD 1.583768 1.516277 -1.557126 -1.812144 0.517461 1.372656 0.1698593 -sspH2 icsP.sopA 3.470925 0.7031372 -0.08207023 0.6232159 -0.1503492 -0.3102971 0.756335 -sspH2 fyuA 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 -sspH2 ybtT 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 -sspH2 ybtU 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 -sspH2 nleC 3.50816 0.3016174 -0.3515365 0.2972591 -0.5763152 -0.9999075 0.3173553 -sspH2 irp1 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 -sspH2 irp2 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 -sspH2 ybtQ 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 -sspH2 ybtX 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 -sspH2 ybtS 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 -sspH2 ybtA 3.419472 0.9114504 -0.03872465 0.8623749 0.01963256 0.04078945 0.9674637 -sspH2 cesT 3.450072 0.7118189 -0.1184253 0.5992699 -0.1194705 -0.2184798 0.8270553 -sspH2 vipA.tssB 3.467895 0.3092274 -0.3646986 0.2879229 -0.451637 -0.7078665 0.4790281 -sspH2 wbtL.1 3.226328 2.356198 0.3060819 -2.108793 -0.3965484 -1.658858 0.09714434 -sspH2 galU 3.415706 3.873604 -0.03596771 -0.5912708 -0.05144162 -0.2064672 0.836426 -sspH2 fliH 1.030364 0.4038948 -0.9992833 0.3751692 1.510909 2.189736 0.02854339 -sspH2 clpV1 3.326773 3.038374 -0.07300198 -1.73394 -0.3632992 -1.462482 0.1436092 -sspH2 tviA 3.423121 1.421273 -0.02622658 -0.7427679 0.03050372 0.04988943 0.9602105 -sspH2 tviB 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 tviC 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 tviD 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 tviE 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 vexA 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 vexB 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 vexC 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 flgM 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 vexD 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 vexE 1.154733 0.0278824 -1.118916 0.01405061 1.215989 1.676507 0.09363899 -sspH2 clpV.tssH 3.406371 2.263373 0.08606788 2.002497 0.2189718 0.89419 0.3712203 -sspH2 ipfE 1.4777 1.51274 -1.477082 0.1158765 0.7026438 1.567375 0.1170271 -sspH2 sopA 1.590601 1.767822 -1.559995 -1.155887 -0.5210451 -1.419955 0.1556208 -sspH2 PA2367 1.56086 2.629415 -1.60345 -0.0713439 -0.9132084 -2.628151 0.008585052 -sspH2 lpfD 3.540264 2.863934 0.0462886 -0.7802928 0.2680415 0.77901 0.4359738 -sspH2 avrA 3.379804 2.981681 -0.03785864 -0.2134089 -0.1494847 -0.5029194 0.6150209 -sspH2 slrP 3.428923 0.939424 -0.0764763 -0.87776 0.04044333 0.09238871 0.9263892 -sspH2 lpfB 1.4777 1.51274 -1.477082 0.1158765 0.7026438 1.567375 0.1170271 -sspH2 lpfA 1.4777 1.51274 -1.477082 0.1158765 0.7026438 1.567375 0.1170271 -sspH2 flgL 3.488358 0.9116403 -0.1763426 0.9673082 -0.4652646 -1.128064 0.2592927 -sspH2 PA2366 1.599335 2.971786 -1.595855 0.1496508 -0.7339297 -2.20866 0.02719833 -sspH2 cdtB.1 1.524455 1.149428 -1.458212 -1.051984 -0.8497935 -2.037703 0.04157966 -gtrB sodC1 1.399553 2.243713 -1.374214 -0.8364955 -0.1053374 -0.3014098 0.7631021 -gtrB fha 1.093917 0.9153139 -1.10537 0.8249334 0.7662691 1.365921 0.1719638 -gtrB sifB 1.5022 0.9594929 -1.41868 -1.01153 0.1935707 0.3646232 0.7153927 -gtrB vasK.icmF 1.093917 0.9153139 -1.10537 0.8249334 0.7662691 1.365921 0.1719638 -gtrB fimW 2.315903 0.9231085 -0.4198726 -0.9230254 0.4803688 0.8966186 0.3699224 -gtrB ssaQ 1.245619 0.5749905 -1.273431 -0.6516276 -0.2934585 -0.4677969 0.6399298 -gtrB steA 2.370272 0.8753453 -0.5359274 -0.8126927 1.132291 2.046813 0.0406764 -gtrB spvB 1.552114 4.502928 -1.455496 -0.5311758 -0.4609647 -1.584851 0.1130003 -gtrB tssJ 1.093917 0.9153139 -1.10537 0.8249334 0.7662691 1.365921 0.1719638 -gtrB ssaR 1.506073 0.9568026 -1.434483 -0.9700914 0.2077456 0.3816031 0.7027557 -gtrB iroE 2.271354 0.6338435 -0.5702433 -0.6497273 0.7751549 1.307432 0.1910662 -gtrB ssaT 1.236513 0.5702215 -1.267952 -0.6505502 -0.3153075 -0.5093969 0.6104741 -gtrB tssA.1 1.093917 0.9153139 -1.10537 0.8249334 0.7662691 1.365921 0.1719638 -gtrB sseB 2.267239 0.639035 -0.5704257 -0.6416817 0.7754693 1.306741 0.1913006 -gtrB STM0266 1.527648 1.706504 -0.05290883 -1.051968 -0.7880256 -1.075927 0.2819601 -gtrB sptP 1.368789 1.158667 -1.355354 -0.8336894 -0.07125906 -0.1460706 0.8838656 -gtrB STM0283 1.323094 2.789745 -1.308597 -1.840647 0.7214339 1.598935 0.1098352 -gtrB rck 1.384117 4.743276 -1.359537 -1.93452 0.02991706 0.05469712 0.9563798 -gtrB fimB 1.392702 1.96465 -1.36401 1.26007 0.02376309 0.06246001 0.9501965 -gtrB impE 1.529313 1.709368 -0.0539275 -1.052166 -0.787484 -1.072556 0.2834705 -gtrB allA 1.486389 1.781727 -1.387895 -1.464512 0.3190927 0.8269056 0.4082906 -gtrB STM0273 1.529313 1.709368 -0.0539275 -1.052166 -0.787484 -1.072556 0.2834705 -gtrB KP1_RS17225 1.397413 4.268974 -1.370055 -0.2549775 0.002299949 0.008361233 0.9933288 -gtrB spvC 1.546856 5.009484 -1.472948 -0.8079905 -0.4013832 -1.303301 0.1924721 -gtrB STM0282 1.323094 2.789745 -1.308597 -1.840647 0.7214339 1.598935 0.1098352 -gtrB STM0284 0.6683598 0.9384071 -0.6566162 0.8678522 1.817836 2.825466 0.004721184 -gtrB STM0275 1.326863 3.028656 -1.296025 -0.7874809 0.3912996 1.009554 0.312709 -gtrB spvD 1.260984 5.093842 -1.253361 -1.581555 0.3335639 0.672441 0.501303 -gtrB allR 1.486389 1.781727 -1.387895 -1.464512 0.3190927 0.8269056 0.4082906 -gtrB entD 1.374401 1.105831 -1.35686 -0.2517265 0.3630395 0.8537502 0.3932434 -gtrB tide1 1.319669 2.890197 -1.308744 -1.866298 0.6952073 1.532748 0.1253379 -gtrB pefB 1.289693 4.990694 -1.27931 -1.677767 0.2560976 0.5078971 0.6115255 -gtrB gtrA 1.382046 2.375032 -1.26807 -1.281283 1.119884 2.416906 0.01565306 -gtrB pefA 1.289693 4.990694 -1.27931 -1.677767 0.2560976 0.5078971 0.6115255 -gtrB orgA.sctK 1.135776 0.7266786 -1.204713 -0.8316761 -0.5520681 -0.9595108 0.3373015 -gtrB STM0281 1.323094 2.789745 -1.308597 -1.840647 0.7214339 1.598935 0.1098352 -gtrB STM0276 1.389483 2.531582 -1.365801 -1.58375 0.3438655 0.8849082 0.3762062 -gtrB pefC 1.303722 5.403033 -1.292053 -1.720835 0.2164963 0.4299806 0.6672097 -gtrB ratB 1.392282 2.590808 -1.365704 -1.722153 0.330198 0.8279786 0.4076826 -gtrB pipB 1.737221 0.8163405 0.03104058 1.099423 -0.5855308 -0.9244079 0.355274 -gtrB STM0285 1.313904 2.985318 -1.30613 -1.886989 0.6630744 1.453622 0.1460511 -gtrB shdA 1.689483 1.184896 -0.02985773 -0.4948952 -0.5540228 -0.7500724 0.4532111 -gtrB pefD 1.303722 5.403033 -1.292053 -1.720835 0.2164963 0.4299806 0.6672097 -gtrB rfbD 1.327568 1.595719 -1.293214 1.30399 0.2595387 0.6597353 0.5094237 -gtrB STM0280 1.389483 2.531582 -1.365801 -1.58375 0.3438655 0.8849082 0.3762062 -gtrB rfbF 1.36916 2.436892 -1.336533 -1.50202 0.340517 0.8266788 0.4084191 -gtrB STM0290 0.6992072 0.7484164 -0.6970138 0.6947102 1.61346 2.432884 0.01497912 -gtrB tae4 1.391422 2.705817 -1.369179 -1.649343 0.291439 0.7549417 0.450284 -gtrB STM0287 1.319669 2.890197 -1.308744 -1.866298 0.6952073 1.532748 0.1253379 -gtrB csgB 1.271548 2.531736 -1.232921 -1.630872 0.8038642 1.685458 0.09190017 -gtrB sciB 1.553114 1.585709 -0.04517263 -0.9258095 -0.744202 -1.048317 0.2944924 -gtrB ssaG 1.194233 0.5480591 -1.245936 -0.6443689 -0.4268107 -0.7257781 0.4679748 -gtrB STM0286 1.321161 2.866026 -1.310401 -1.886869 0.6884372 1.520313 0.1284322 -gtrB STM0268 1.529313 1.709368 -0.0539275 -1.052166 -0.787484 -1.072556 0.2834705 -gtrB STM0289 1.323094 2.789745 -1.308597 -1.840647 0.7214339 1.598935 0.1098352 -gtrB rfbG 1.36916 2.436892 -1.336533 -1.50202 0.340517 0.8266788 0.4084191 -gtrB gogB 1.067218 1.007238 -1.096291 0.9464107 0.7384785 1.309422 0.1903914 -gtrB sopD2 1.131802 0.7239898 -1.202947 -0.8324969 -0.5671183 -0.9917072 0.3213404 -gtrB STM0278 1.386741 2.686506 -1.370189 -1.67336 0.2643748 0.6827365 0.4947734 -gtrB STM0269 1.529313 1.709368 -0.0539275 -1.052166 -0.787484 -1.072556 0.2834705 -gtrB STM0271 1.516675 1.76151 -0.04775619 -1.105994 -0.7961845 -1.056068 0.2909373 -gtrB traJ 0.7712857 0.6884912 -0.7724524 0.4367794 1.382053 1.94478 0.05180144 -gtrB pipB2 1.363166 2.277885 -1.290949 -0.9004088 0.6703672 1.570261 0.1163543 -gtrB hcp1.tssD1 1.162413 0.7691387 -1.164744 0.7331412 0.5227164 0.8719629 0.3832286 -gtrB ssaO 1.088953 0.8517841 -1.17225 -0.9631137 -0.6578691 -1.167354 0.2430673 -gtrB allD 1.483884 2.044168 -1.426044 -1.855732 0.4662545 1.242525 0.2140431 -gtrB allB 1.444022 1.89769 -1.394701 -1.787456 0.1767492 0.4627121 0.6435708 -gtrB allC 1.456516 1.85175 -1.396125 -1.718248 0.2172189 0.5680924 0.5699722 -gtrB iucA 1.367848 1.110403 -1.350361 1.03269 0.06609077 0.1348886 0.8926999 -gtrB iucB 1.367848 1.110403 -1.350361 1.03269 0.06609077 0.1348886 0.8926999 -gtrB cdtB 2.332049 0.6685997 -0.6158154 0.5966667 -0.7504524 -1.264348 0.2061051 -gtrB iucC 1.430983 0.9593974 -1.390207 0.9028922 -0.0714878 -0.1414636 0.8875037 -gtrB sinH 1.478669 1.258502 0.09787294 0.4871474 -0.9433692 -1.570911 0.1162032 -gtrB tssF 1.623754 0.739262 -1.504496 0.678294 -0.4353172 -0.73221 0.4640404 -gtrB iucD 1.430983 0.9593974 -1.390207 0.9028922 -0.0714878 -0.1414636 0.8875037 -gtrB iutA 1.430983 0.9593974 -1.390207 0.9028922 -0.0714878 -0.1414636 0.8875037 -gtrB hcp.tssD 1.453858 1.48071 -1.450276 -1.633994 -0.314034 -0.7721542 0.4400231 -gtrB icsP.sopA 2.293945 0.6831288 -0.7146978 0.584875 -0.6865833 -1.096944 0.2726659 -gtrB fyuA 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 -gtrB ybtT 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 -gtrB ybtU 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 -gtrB nleC 1.379327 0.3108082 -1.357269 0.3145237 0.03640427 0.05292963 0.957788 -gtrB irp1 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 -gtrB irp2 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 -gtrB ybtQ 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 -gtrB ybtX 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 -gtrB ybtS 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 -gtrB ybtA 1.170867 0.773703 -1.186799 0.7540617 0.4792111 0.7906385 0.429155 -gtrB cesT 1.638233 0.7487364 -1.55165 0.6497175 -0.4882189 -0.7927088 0.4279475 -gtrB vipA.tssB 1.385099 0.3152444 -1.360016 0.2919373 0.02601461 0.03689276 0.9705705 -gtrB wbtL.1 1.840815 2.1991 0.09030981 -1.956847 -0.6277198 -1.944858 0.05179207 -gtrB galU 1.397147 3.909567 -1.368406 -0.570526 -0.01603943 -0.04468844 0.9643556 -gtrB fliH 1.166985 0.7684072 -1.142182 0.7184885 0.5459142 0.9100017 0.3628216 -gtrB clpV1 2.104305 1.578203 0.8103772 1.400122 1.114999 2.832421 0.004619696 -gtrB tviA 1.14836 1.28455 -1.147198 -0.8227748 0.5408078 0.7660424 0.4436511 -gtrB tviB 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB tviC 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB tviD 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB tviE 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB vexA 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB vexB 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB vexC 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB flgM 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB vexD 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB vexE 0.9098728 0.07163537 -0.9136389 0.05857983 1.067855 1.470957 0.1413029 -gtrB clpV.tssH 1.396988 2.308998 -1.368015 1.990115 0.009562241 0.02843552 0.9773148 -gtrB ipfE 1.224498 1.599516 -1.273107 0.163851 0.4886779 1.032331 0.3019169 -gtrB sopA 1.316045 1.743962 -1.307361 -1.290653 -0.3046341 -0.7612065 0.4465338 -gtrB PA2367 1.397215 2.98314 -1.368677 -0.469462 -0.0128544 -0.03715918 0.9703581 -gtrB lpfD 1.376041 2.731792 -1.357431 -0.7043229 0.0850107 0.2212529 0.8248956 -gtrB avrA 1.33048 1.795945 -1.302161 -1.196703 -0.2427426 -0.6133332 0.539656 -gtrB slrP 1.14712 0.7867013 -1.141568 -0.7356475 -0.5851293 -0.9931262 0.3206484 -gtrB lpfB 1.224498 1.599516 -1.273107 0.163851 0.4886779 1.032331 0.3019169 -gtrB lpfA 1.224498 1.599516 -1.273107 0.163851 0.4886779 1.032331 0.3019169 -gtrB flgL 1.497736 0.9572378 -1.416533 1.011941 -0.1861526 -0.3521097 0.724756 -gtrB PA2366 1.240123 2.0072 0.161651 -0.1234698 -1.444836 -2.46347 0.01375996 -gtrB cdtB.1 1.073391 1.037228 -1.092158 -0.9883385 -1.144156 -2.183582 0.02899301 -sodC1 fha 2.263354 1.159984 -0.8886318 0.984593 -0.04554855 -0.1058317 0.9157159 -sodC1 sifB 2.048625 0.8380831 -0.6396517 -0.9315283 -0.5883096 -1.219717 0.2225722 -sodC1 vasK.icmF 2.263354 1.159984 -0.8886318 0.984593 -0.04554855 -0.1058317 0.9157159 -sodC1 fimW 2.056895 0.7947797 -0.6604179 -0.8871756 -0.6022709 -1.254127 0.2097957 -sodC1 ssaQ 2.14047 0.634785 -0.7331509 -0.7066105 -0.2863215 -0.5325338 0.5943564 -sodC1 steA 2.485044 0.9208475 -0.6703135 0.9812882 -0.5016715 -1.106628 0.2684548 -sodC1 spvB 2.226718 4.005826 -0.5732362 -0.7301545 1.223518 3.044863 0.002327864 -sodC1 tssJ 2.263354 1.159984 -0.8886318 0.984593 -0.04554855 -0.1058317 0.9157159 -sodC1 ssaR 2.060282 0.8447575 -0.6501567 -0.9028727 -0.4797872 -0.956952 0.3385915 -sodC1 iroE 2.139873 0.6436766 -0.7318376 -0.6991111 -0.2910511 -0.5437221 0.5866327 -sodC1 ssaT 2.354011 0.6497724 -1.015482 -0.6951003 0.284882 0.5173546 0.6049087 -sodC1 tssA.1 2.263354 1.159984 -0.8886318 0.984593 -0.04554855 -0.1058317 0.9157159 -sodC1 sseB 2.358751 0.6516366 -1.026614 -0.6848827 0.2984339 0.5308349 0.5955332 -sodC1 STM0266 2.321988 2.332905 -0.8709878 -1.348385 -0.27509 -0.8571535 0.3913601 -sodC1 sptP 2.033839 1.001684 -0.6372223 -1.01679 -0.8321495 -1.795232 0.0726168 -sodC1 STM0283 2.336695 2.520155 -0.8714401 -1.543267 -0.3221368 -1.073015 0.2832645 -sodC1 rck 2.218742 4.8247 -0.7776401 -1.926535 0.155467 0.3324129 0.7395775 -sodC1 fimB 2.250108 1.919805 -0.9425439 1.290646 -0.2057908 -0.6134379 0.5395868 -sodC1 impE 2.37829 2.348394 -0.8730212 -1.36059 -0.5417026 -1.636853 0.1016612 -sodC1 allA 2.239003 1.618963 -0.8308993 -1.454318 -0.2941392 -0.8644105 0.3873624 -sodC1 STM0273 2.37829 2.348394 -0.8730212 -1.36059 -0.5417026 -1.636853 0.1016612 -sodC1 KP1_RS17225 2.255508 4.268524 -0.8686256 -0.2565201 -0.007317402 -0.02892408 0.9769251 -sodC1 spvC 2.196471 5.315591 -0.6977684 -0.9420114 0.4223129 1.475228 0.1401513 -sodC1 STM0282 2.336695 2.520155 -0.8714401 -1.543267 -0.3221368 -1.073015 0.2832645 -sodC1 STM0284 2.293621 2.693379 -0.892774 -1.571834 -0.1928484 -0.6498902 0.5157631 -sodC1 STM0275 2.01408 2.57617 -0.7762742 -0.4679532 0.4158731 0.6824088 0.4949805 -sodC1 spvD 2.142823 5.299018 -0.5808746 -1.42361 0.5631119 1.405303 0.1599312 -sodC1 allR 2.239003 1.618963 -0.8308993 -1.454318 -0.2941392 -0.8644105 0.3873624 -sodC1 entD 2.375223 1.056041 -0.8684058 -0.1702812 -0.4192265 -0.9913495 0.321515 -sodC1 tide1 2.259785 2.541248 -0.8676871 -1.585823 -0.01691907 -0.05825344 0.9535468 -sodC1 pefB 2.161442 5.171002 -0.6331296 -1.5784 0.4377468 1.05764 0.2902194 -sodC1 gtrA 2.30618 1.952523 -0.8302799 -1.091847 -0.244067 -0.7157208 0.4741638 -sodC1 pefA 2.161442 5.171002 -0.6331296 -1.5784 0.4377468 1.05764 0.2902194 -sodC1 orgA.sctK 2.043353 0.8355993 -0.6413574 -0.9338425 -0.5966013 -1.232054 0.2179288 -sodC1 STM0281 2.336695 2.520155 -0.8714401 -1.543267 -0.3221368 -1.073015 0.2832645 -sodC1 STM0276 2.351038 2.442656 -0.875222 -1.471618 -0.4167399 -1.333617 0.1823294 -sodC1 pefC 2.167118 5.551346 -0.6536225 -1.642716 0.3880694 0.9282456 0.3532802 -sodC1 ratB 2.265028 2.442898 -0.8689386 -1.586556 -0.06624753 -0.2281265 0.8195479 -sodC1 pipB 2.247976 1.045442 -0.8718676 1.193792 0.04378404 0.1082405 0.9138049 -sodC1 STM0285 2.301673 2.687007 -0.870968 -1.619951 -0.1624661 -0.5689596 0.5693835 -sodC1 shdA 2.406769 1.512982 -0.8567861 -0.6272399 -0.6130076 -1.493404 0.1353315 -sodC1 pefD 2.167118 5.551346 -0.6536225 -1.642716 0.3880694 0.9282456 0.3532802 -sodC1 rfbD 2.255729 1.6967 -0.9043512 1.318759 -0.09111246 -0.2631239 0.7924551 -sodC1 STM0280 2.351038 2.442656 -0.875222 -1.471618 -0.4167399 -1.333617 0.1823294 -sodC1 rfbF 2.267531 2.307273 -0.8824051 -1.333764 -0.09558076 -0.286602 0.774417 -sodC1 STM0290 2.32791 1.323576 -1.175346 1.163123 -0.4863433 -1.161755 0.2453351 -sodC1 tae4 2.401575 2.687196 -0.8705385 -1.551643 -0.4907815 -1.658292 0.09725861 -sodC1 STM0287 2.259785 2.541248 -0.8676871 -1.585823 -0.01691907 -0.05825344 0.9535468 -sodC1 csgB 2.281864 2.257862 -0.8898977 -1.213584 -0.1664164 -0.4887295 0.6250332 -sodC1 sciB 2.354593 2.220304 -0.8739252 -1.205162 -0.3901561 -1.140594 0.2540388 -sodC1 ssaG 2.108723 0.6327859 -0.7000455 -0.7244946 -0.4332369 -0.8571594 0.3913568 -sodC1 STM0286 2.319722 2.588554 -0.8702679 -1.602636 -0.2368169 -0.8124479 0.4165347 -sodC1 STM0268 2.37829 2.348394 -0.8730212 -1.36059 -0.5417026 -1.636853 0.1016612 -sodC1 STM0289 2.336695 2.520155 -0.8714401 -1.543267 -0.3221368 -1.073015 0.2832645 -sodC1 rfbG 2.267531 2.307273 -0.8824051 -1.333764 -0.09558076 -0.286602 0.774417 -sodC1 gogB 2.192331 1.268257 -0.578045 1.093363 0.5395555 1.281398 0.2000539 -sodC1 sopD2 2.207035 0.9021053 -0.7999925 -0.9786762 -0.1715203 -0.386079 0.6994382 -sodC1 STM0278 2.382921 2.679339 -0.8828022 -1.575544 -0.4722377 -1.589856 0.1118673 -sodC1 STM0269 2.37829 2.348394 -0.8730212 -1.36059 -0.5417026 -1.636853 0.1016612 -sodC1 STM0271 2.355622 2.376051 -0.8675379 -1.395546 -0.5509904 -1.707133 0.08779735 -sodC1 traJ 1.906347 0.8950068 -0.08762721 0.6572066 1.282177 2.082172 0.0373268 -sodC1 pipB2 2.311489 2.103519 -0.88364 -0.5477977 -0.2674848 -0.6847232 0.4935186 -sodC1 hcp1.tssD1 2.251789 0.9109588 -0.8582529 0.856733 0.01551695 0.03133921 0.974999 -sodC1 ssaO 2.15836 1.06399 -0.7402399 -1.136461 -0.3242076 -0.7666045 0.4433167 -sodC1 allD 2.240732 1.833285 -0.8110587 -1.740394 -0.3743683 -1.230174 0.2186319 -sodC1 allB 2.196329 1.802779 -0.7904675 -1.739926 -0.5661188 -1.795591 0.07255954 -sodC1 allC 2.206462 1.739796 -0.803523 -1.672992 -0.485448 -1.508353 0.1314643 -sodC1 iucA 2.075994 1.051766 -0.496056 0.9665738 0.8543394 1.784332 0.07436973 -sodC1 iucB 2.075994 1.051766 -0.496056 0.9665738 0.8543394 1.784332 0.07436973 -sodC1 cdtB 2.002835 0.5338271 -0.2306733 0.4900916 1.228499 2.001274 0.04536287 -sodC1 iucC 2.110426 0.8949968 -0.5517006 0.8372813 0.7205595 1.457612 0.1449476 -sodC1 sinH 2.476454 1.791654 -0.7063373 0.4820991 -0.7032877 -1.700273 0.0890795 -sodC1 tssF 1.97383 0.5185107 -0.2270499 0.4787629 1.150193 1.841514 0.06554626 -sodC1 iucD 2.110426 0.8949968 -0.5517006 0.8372813 0.7205595 1.457612 0.1449476 -sodC1 iutA 2.110426 0.8949968 -0.5517006 0.8372813 0.7205595 1.457612 0.1449476 -sodC1 hcp.tssD 2.38187 1.659018 -0.6615267 -1.824522 0.6463224 1.559501 0.1188779 -sodC1 icsP.sopA 2.159143 0.6887675 -0.6336766 0.5846155 0.4366618 0.8097264 0.4180975 -sodC1 fyuA 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 -sodC1 ybtT 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 -sodC1 ybtU 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 -sodC1 nleC 2.028802 0.2333921 -0.3351405 0.2236911 0.9313172 1.430331 0.1526221 -sodC1 irp1 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 -sodC1 irp2 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 -sodC1 ybtQ 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 -sodC1 ybtX 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 -sodC1 ybtS 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 -sodC1 ybtA 2.125047 0.8688036 -0.5068224 0.8107564 0.6371691 1.234597 0.2169805 -sodC1 cesT 2.173891 0.6939759 -0.6464809 0.5814041 0.3547459 0.6222457 0.5337803 -sodC1 vipA.tssB 2.014635 0.2341025 -0.3515916 0.2138551 0.842688 1.242716 0.2139725 -sodC1 wbtL.1 2.479823 3.357204 -0.7045081 -1.371054 -0.8067597 -3.180821 0.001468584 -sodC1 galU 2.437627 3.821526 -0.8358128 -0.8322391 -0.7915294 -3.058036 0.002227928 -sodC1 fliH 2.375445 0.8373553 -1.226703 0.7923899 -0.5590797 -1.048642 0.2943429 -sodC1 clpV1 2.466174 3.283973 -0.9483763 -1.83209 -0.6940622 -2.771096 0.005586804 -sodC1 tviA 2.150846 1.394338 -0.6488653 -0.7408364 0.3599495 0.5574298 0.5772338 -sodC1 tviB 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 tviC 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 tviD 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 tviE 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 vexA 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 vexB 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 vexC 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 flgM 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 vexD 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 vexE 2.269198 0.3169752 -0.8997623 0.2983121 -0.05123759 -0.07877764 0.9372095 -sodC1 clpV.tssH 2.327378 2.370251 -0.7626154 1.957243 0.2575306 0.9933834 0.3205232 -sodC1 ipfE 2.211865 1.641174 -1.004448 0.2654659 -0.4570009 -1.164009 0.2444203 -sodC1 sopA 2.252162 2.211895 -0.8014531 -1.052027 -0.4095424 -1.227136 0.2197715 -sodC1 PA2367 2.254934 2.987768 -0.8676139 -0.4744592 0.001899497 0.006252176 0.9950115 -sodC1 lpfD 2.150216 2.413772 -1.04345 -0.5580802 -0.6178093 -1.562863 0.1180848 -sodC1 avrA 2.284119 1.858191 -0.9760577 -1.240044 0.2990524 0.8393909 0.40125 -sodC1 slrP 2.104966 0.8875684 -0.5930284 -0.834099 -0.4984366 -0.9527086 0.3407378 -sodC1 lpfB 2.211865 1.641174 -1.004448 0.2654659 -0.4570009 -1.164009 0.2444203 -sodC1 lpfA 2.211865 1.641174 -1.004448 0.2654659 -0.4570009 -1.164009 0.2444203 -sodC1 flgL 2.2149 0.9021382 -0.8099447 0.9754287 0.1397021 0.3148343 0.7528875 -sodC1 PA2366 2.212331 2.620848 -0.8625504 0.923214 0.109265 0.3210671 0.7481595 -sodC1 cdtB.1 2.143689 1.238355 -0.9745286 -1.252097 0.437986 1.145638 0.2519448 -fha sifB 0.6452838 0.4679774 0.5922394 -0.4877346 1.274165 1.869691 0.06152679 -fha vasK.icmF 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 -fha fimW 0.6634828 0.4330507 0.6135792 -0.4444481 1.282584 1.89626 0.05792568 -fha ssaQ 0.6819038 0.3043134 0.6256567 -0.3244894 1.121342 1.614841 0.1063451 -fha steA 0.6725306 0.4419743 0.6206853 -0.4526589 1.325694 1.974544 0.04831996 -fha spvB 1.17099 3.758974 0.985888 -0.4148599 0.02306799 0.05898429 0.9529646 -fha tssJ 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 -fha ssaR 0.6406358 0.4682073 0.5865396 -0.4738345 1.22713 1.779161 0.07521339 -fha iroE 0.6829264 0.3093748 0.6266289 -0.3214331 1.121454 1.61504 0.1063021 -fha ssaT 0.6823723 0.3047243 0.6263122 -0.3257311 1.128596 1.62894 0.1033257 -fha tssA.1 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 -fha sseB 0.6824336 0.3070346 0.6261483 -0.3227656 1.121003 1.61411 0.1065036 -fha STM0266 1.373644 1.630668 -0.6749189 -0.95525 0.9709275 1.498455 0.134015 -fha sptP 0.9789479 0.9591087 0.8935911 -0.7959858 0.5230574 0.9075001 0.3641424 -fha STM0283 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -fha rck 1.266795 4.687837 1.028938 -1.814477 0.189994 0.3407918 0.7332603 -fha fimB 0.9613267 1.6164 0.7567181 1.038882 -0.7233915 -1.337106 0.1811882 -fha impE 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -fha allA 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 -fha STM0273 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -fha KP1_RS17225 0.9821172 4.246487 0.8761658 -0.780866 -0.7226124 -1.508396 0.1314533 -fha spvC 1.265811 5.176119 1.026374 -0.8035288 0.2469436 0.7460059 0.4556638 -fha STM0282 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -fha STM0284 1.203107 2.566428 0.9675259 -1.490699 0.19332 0.4361797 0.6627063 -fha STM0275 1.143159 2.984042 0.9704302 -0.6537605 -0.1024049 -0.2364847 0.8130565 -fha spvD 1.113142 5.031043 0.951967 -1.455495 -0.1127772 -0.2235537 0.8231046 -fha allR 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 -fha entD 1.100986 1.057501 0.9597505 -0.2824005 -0.3232202 -0.644005 0.5195722 -fha tide1 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 -fha pefB 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 -fha gtrA 1.130893 1.782293 0.9555617 -1.055193 0.2549537 0.5356764 0.5921822 -fha pefA 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 -fha orgA.sctK 1.004304 0.7781379 0.8989424 -0.8417811 0.3755525 0.6310573 0.5280031 -fha STM0281 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -fha STM0276 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 -fha pefC 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 -fha ratB 1.999057 2.427287 -0.8000917 -1.581791 0.01908872 0.05024895 0.959924 -fha pipB 1.033 0.8518631 0.8734633 0.8461216 -0.8721304 -1.642505 0.1004854 -fha STM0285 1.953758 2.567349 -0.7996141 -1.606411 0.125815 0.3418495 0.7324641 -fha shdA 1.127929 1.559748 0.9740522 -0.6721828 -0.2023876 -0.4191121 0.6751342 -fha pefD 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 -fha rfbD 0.602174 0.9918894 0.4768846 0.7836297 -1.471808 -2.175579 0.02958674 -fha STM0280 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 -fha rfbF 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 -fha STM0290 0.5773816 0.7948362 0.4896605 0.6898621 -1.305378 -1.871375 0.06129307 -fha tae4 1.178534 2.481686 0.9709503 -1.525956 0.1096332 0.2495265 0.8029536 -fha STM0287 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 -fha csgB 1.38453 1.543147 -0.6493805 -0.9022378 0.9790391 1.547394 0.1217683 -fha sciB 1.157337 2.211214 0.9826073 -1.165357 -0.06477499 -0.1419094 0.8871516 -fha ssaG 1.050542 0.5902098 0.928961 -0.6558502 0.2622692 0.4350639 0.6635161 -fha STM0286 1.977227 2.495244 -0.800605 -1.583825 0.0714153 0.1911659 0.8483956 -fha STM0268 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -fha STM0289 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -fha rfbG 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 -fha gogB 0.986993 1.113864 0.8376671 0.9634598 -0.4347739 -0.7391281 0.4598292 -fha sopD2 1.001034 0.7759159 0.897597 -0.8424009 0.3879173 0.6545399 0.512764 -fha STM0278 1.182929 2.469839 0.9684984 -1.545332 0.1346091 0.3065748 0.759167 -fha STM0269 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -fha STM0271 1.358632 1.675827 -0.6767395 -1.007683 0.9870859 1.515587 0.1296238 -fha traJ 0.6754445 0.8706391 0.5912415 0.3368173 -1.028831 -1.281757 0.199928 -fha pipB2 1.181565 2.022315 0.9608035 -0.5725457 0.2726023 0.5884935 0.5562011 -fha hcp1.tssD1 1.435909 1.064705 1.147651 1.011643 0.5667163 1.038463 0.2990543 -fha ssaO 0.9690258 0.9119709 0.8736006 -0.971235 0.4697897 0.7993946 0.4240616 -fha allD 1.077489 1.639639 0.9335079 -1.597086 0.4002746 0.8605069 0.3895097 -fha allB 1.07707 1.633041 0.93326 -1.602192 0.4003259 0.8606794 0.3894146 -fha allC 1.083176 1.589609 0.9426466 -1.542224 0.3616785 0.772554 0.4397864 -fha iucA 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 -fha iucB 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 -fha cdtB 0.6937576 0.3301351 0.6200015 0.3008339 -1.058384 -1.501599 0.1332008 -fha iucC 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -fha sinH 1.161899 1.790388 0.9941475 0.355108 -0.271315 -0.5891518 0.5557594 -fha tssF 0.6936523 0.3314911 0.619408 0.2947231 -1.017859 -1.422051 0.1550114 -fha iucD 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -fha iutA 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -fha hcp.tssD 1.097039 1.551096 0.949938 -1.770209 -0.2633329 -0.5166523 0.6053989 -fha icsP.sopA 1.1344 0.6752577 0.9631077 0.6009877 -0.06571498 -0.1031228 0.9178655 -fha fyuA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -fha ybtT 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -fha ybtU 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -fha nleC 0.7615061 0.08534384 0.6819231 0.07900128 -0.8551785 -1.170033 0.2419875 -fha irp1 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -fha irp2 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -fha ybtQ 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -fha ybtX 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -fha ybtS 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -fha ybtA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -fha cesT 0.696161 0.3434447 0.6202342 0.2870819 -0.976281 -1.338478 0.1807406 -fha vipA.tssB 0.7684023 0.09247501 0.6864593 0.0748674 -0.8064156 -1.075655 0.2820816 -fha wbtL.1 1.811974 2.200208 -0.9017048 -1.941883 0.6978442 2.262484 0.0236675 -fha galU 1.857069 3.274512 -0.8469763 -0.8134091 0.4540862 1.346094 0.1782721 -fha fliH 0.6467469 0.4821234 0.5720292 0.4434587 -1.104728 -1.548836 0.1214211 -fha clpV1 1.557448 2.538464 -0.6620371 -1.649672 0.8556308 0.7290742 0.4659562 -fha tviA 1.036731 1.349089 0.8968428 -0.7987408 -0.2562244 -0.3499215 0.7263976 -fha tviB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha tviC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha tviD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha tviE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha vexA 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha vexB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha vexC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha flgM 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha vexD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha vexE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -fha clpV.tssH 1.168925 2.192386 0.9408806 1.965483 -0.1673166 -0.3936008 0.6938758 -fha ipfE 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -fha sopA 1.144119 2.113589 0.9594228 -1.02768 0.1230821 0.2728707 0.7849526 -fha PA2367 1.047556 3.170576 0.9796253 -1.004389 -0.8476764 -1.769081 0.07688031 -fha lpfD 0.9617416 2.745367 0.8759452 -1.061535 -0.6512531 -1.209065 0.2266378 -fha avrA 1.165768 2.989892 0.9823492 -0.2647816 -0.002438247 -0.005716605 0.9954388 -fha slrP 0.6430757 0.4997709 0.5681378 -0.4599684 1.130209 1.594271 0.1108753 -fha lpfB 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -fha lpfA 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -fha flgL 0.9897872 0.7666851 0.8756948 0.8153454 -0.4561453 -0.7811457 0.4347168 -fha PA2366 1.016666 2.227107 0.8773622 0.7023565 -0.9958837 -1.950036 0.05117179 -fha cdtB.1 1.245 1.506913 1.018829 -1.406347 -0.4254215 -0.9763652 0.3288835 -sifB vasK.icmF 0.4679774 0.6452838 -0.4877346 0.5922394 1.274165 1.869691 0.06152678 -sifB fimW 0.8300681 0.7979038 -0.9087238 -0.8474308 -0.2211977 -0.3647677 0.7152848 -sifB ssaQ 0.9052866 0.6572247 -0.9726557 -0.7133933 -0.001828768 -0.002826082 0.9977451 -sifB steA 0.9051021 0.7559349 -0.92052 0.7960171 0.9488966 1.698041 0.0895 -sifB spvB 0.9904148 4.476824 -1.057765 -0.4620137 -0.3891648 -1.048374 0.2944663 -sifB tssJ 0.4679774 0.6452838 -0.4877346 0.5922394 1.274165 1.869691 0.06152678 -sifB ssaR 1.104463 1.074481 -1.161239 -1.080634 0.5543561 0.9905297 0.3219153 -sifB iroE 1.178601 0.8478493 -1.238806 -0.8662127 0.7679461 1.273732 0.2027585 -sifB ssaT 0.8991 0.6534295 -0.9670336 -0.7132878 -0.01798721 -0.02803384 0.9776352 -sifB tssA.1 0.4679774 0.6452838 -0.4877346 0.5922394 1.274165 1.869691 0.06152678 -sifB sseB 0.9056921 0.6639595 -0.9730252 -0.707961 -0.0007892191 -0.001219739 0.9990268 -sifB STM0266 0.8989466 2.239733 -0.9760333 -1.276425 -0.1167452 -0.2385928 0.8114213 -sifB sptP 0.9367471 1.185783 -0.992153 -0.2028766 0.4684801 0.8730908 0.3826136 -sifB STM0283 0.8879633 2.31973 -0.9746228 -1.470603 -0.2164121 -0.4379626 0.6614134 -sifB rck 0.9639408 4.681984 -1.042753 -1.828222 -0.171609 -0.3092858 0.7571041 -sifB fimB 0.8385775 1.713432 -0.9068142 1.303943 0.27133 0.5601869 0.575352 -sifB impE 0.8990766 2.243887 -0.976175 -1.273247 -0.1170398 -0.2390384 0.8110758 -sifB allA 0.9096219 1.643758 -0.9753541 -1.418797 0.01856392 0.03551392 0.9716699 -sifB STM0273 0.8990766 2.243887 -0.976175 -1.273247 -0.1170398 -0.2390384 0.8110758 -sifB KP1_RS17225 0.9235012 4.306183 -0.9898091 -0.07780353 -0.2805344 -0.8354489 0.403465 -sifB spvC 0.8074625 5.269474 -0.8572777 -1.230429 0.3476195 0.7431931 0.4573648 -sifB STM0282 0.8879633 2.31973 -0.9746228 -1.470603 -0.2164121 -0.4379626 0.6614134 -sifB STM0284 0.6576849 1.348034 -0.6967713 1.161971 0.7986988 1.460959 0.1440267 -sifB STM0275 0.4017954 0.9098383 -0.4185615 0.8270626 1.487127 2.238453 0.02519155 -sifB spvD 0.8620278 5.052524 -0.9213699 -1.469423 0.1383752 0.2778761 0.7811075 -sifB allR 0.9096219 1.643758 -0.9753541 -1.418797 0.01856392 0.03551392 0.9716699 -sifB entD 0.8922342 1.068041 -0.9421504 -0.2371952 0.2476206 0.4683106 0.6395625 -sifB tide1 0.8855391 2.38247 -0.9752736 -1.512949 -0.247969 -0.5008167 0.6165001 -sifB pefB 0.8860435 4.952626 -0.9496576 -1.560763 0.06160963 0.1215844 0.9032282 -sifB gtrA 0.9202347 2.039785 -0.9766749 -0.9775213 0.1443874 0.2766748 0.7820299 -sifB pefA 0.8860435 4.952626 -0.9496576 -1.560763 0.06160963 0.1215844 0.9032282 -sifB orgA.sctK 1.031177 1.032307 -1.09023 -1.082074 0.4146264 0.7794122 0.435737 -sifB STM0281 0.8879633 2.31973 -0.9746228 -1.470603 -0.2164121 -0.4379626 0.6614134 -sifB STM0276 0.8926075 2.277631 -0.9753749 -1.396021 -0.1770696 -0.3597195 0.7190569 -sifB pefC 0.8952213 5.353435 -0.9605532 -1.61484 0.03247064 0.06489837 0.9482549 -sifB ratB 0.8854745 2.298588 -0.9740854 -1.510006 -0.2356752 -0.4774978 0.6330077 -sifB pipB 0.9026154 0.9994677 -0.9637899 1.115604 0.2699577 0.5465956 0.5846566 -sifB STM0285 0.884703 2.450119 -0.977622 -1.54556 -0.2815926 -0.5688363 0.5694673 -sifB shdA 0.9021656 1.548582 -0.9610968 -0.6207206 0.1139868 0.22425 0.8225628 -sifB pefD 0.8952213 5.353435 -0.9605532 -1.61484 0.03247064 0.06489837 0.9482549 -sifB rfbD 0.8575356 1.591775 -0.9247113 1.297784 0.1872153 0.3860719 0.6994434 -sifB STM0280 0.8926075 2.277631 -0.9753749 -1.396021 -0.1770696 -0.3597195 0.7190569 -sifB rfbF 0.9052967 2.229424 -0.9886092 -1.24667 -0.1931214 -0.3995383 0.6894966 -sifB STM0290 0.4068356 0.7958977 -0.4263183 0.7329705 1.351938 2.001327 0.04535714 -sifB tae4 0.8864094 2.398681 -0.9743606 -1.493654 -0.2297822 -0.4633091 0.6431428 -sifB STM0287 0.8855391 2.38247 -0.9752736 -1.512949 -0.247969 -0.5008167 0.6165001 -sifB csgB 0.86345 2.372762 -0.9042002 -1.423392 0.3989185 0.7649618 0.4442943 -sifB sciB 0.9044216 2.165836 -0.9762113 -1.11376 -0.05657293 -0.1157918 0.9078175 -sifB ssaG 0.8716125 0.6376321 -0.9425475 -0.7091571 -0.09757997 -0.1569823 0.8752588 -sifB STM0286 0.8847457 2.367505 -0.9751087 -1.525821 -0.2538888 -0.5128979 0.6080227 -sifB STM0268 0.8990766 2.243887 -0.976175 -1.273247 -0.1170398 -0.2390384 0.8110758 -sifB STM0289 0.8879633 2.31973 -0.9746228 -1.470603 -0.2164121 -0.4379626 0.6614134 -sifB rfbG 0.9052967 2.229424 -0.9886092 -1.24667 -0.1931214 -0.3995383 0.6894966 -sifB gogB 0.4348452 0.7266455 -0.4555793 0.675723 1.322908 1.952962 0.05082408 -sifB sopD2 0.8201437 0.8198678 -0.898213 -0.9012621 -0.2414964 -0.3988298 0.6900186 -sifB STM0278 0.8858711 2.38782 -0.9760704 -1.512185 -0.2531671 -0.5110131 0.6093419 -sifB STM0269 0.8990766 2.243887 -0.976175 -1.273247 -0.1170398 -0.2390384 0.8110758 -sifB STM0271 0.8955965 2.253835 -0.9743028 -1.345942 -0.1329239 -0.2711875 0.7862469 -sifB traJ 0.490747 0.8297313 -0.5155737 0.4066155 1.083312 1.43597 0.151011 -sifB pipB2 0.9030906 2.118824 -0.9603417 -0.6546202 0.1494286 0.301305 0.763182 -sifB hcp1.tssD1 0.4869076 0.5044859 -0.5093133 0.4780013 1.129 1.62058 0.1051078 -sifB ssaO 0.7848008 0.9522227 -0.8689191 -1.031276 -0.3347823 -0.5606003 0.5750701 -sifB allD 0.8790089 1.754956 -0.9577112 -1.69373 -0.1210485 -0.234584 0.8145317 -sifB allB 0.8786348 1.74591 -0.9574508 -1.700477 -0.1220848 -0.2367748 0.8128315 -sifB allC 0.8872267 1.703386 -0.9623795 -1.637417 -0.08540138 -0.165665 0.8684206 -sifB iucA 0.7715781 0.9745733 -0.8364385 0.9322743 0.4027325 0.6828427 0.4947063 -sifB iucB 0.7715781 0.9745733 -0.8364385 0.9322743 0.4027325 0.6828427 0.4947063 -sifB cdtB 0.8743283 0.6639694 -0.9399788 0.6329599 0.09247201 0.1466448 0.8834124 -sifB iucC 0.8096933 0.83958 -0.8737678 0.8145435 0.2924427 0.486007 0.6269622 -sifB sinH 0.9052021 1.806872 -0.9721341 0.477396 -0.02901759 -0.06132327 0.9511018 -sifB tssF 0.8675087 0.6538189 -0.928248 0.6067578 0.1162298 0.1846169 0.8535295 -sifB iucD 0.8096933 0.83958 -0.8737678 0.8145435 0.2924427 0.486007 0.6269622 -sifB iutA 0.8096933 0.83958 -0.8737678 0.8145435 0.2924427 0.486007 0.6269622 -sifB hcp.tssD 0.9219563 1.457362 -0.9927417 -1.633466 -0.1139605 -0.2365654 0.812994 -sifB icsP.sopA 0.8959723 0.6874492 -0.962707 0.6126761 0.02770518 0.04273555 0.9659123 -sifB fyuA 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 -sifB ybtT 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 -sifB ybtU 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 -sifB nleC 1.002773 0.3684649 -1.077805 0.3644259 -0.2581871 -0.3685086 0.712494 -sifB irp1 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 -sifB irp2 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 -sifB ybtQ 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 -sifB ybtX 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 -sifB ybtS 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 -sifB ybtA 1.088765 1.055051 -1.17068 0.9794099 -0.5217574 -0.9223766 0.3563321 -sifB cesT 0.8992429 0.702217 -0.9656935 0.5886421 0.01811752 0.02718127 0.9783152 -sifB vipA.tssB 0.99809 0.3628347 -1.082549 0.3386644 -0.2524968 -0.3555744 0.7221593 -sifB wbtL.1 0.9025637 6.415037 -0.9592087 -0.2607544 0.4205623 1.501847 0.1331366 -sifB galU 0.8403619 5.175837 -0.8742433 -0.7005731 0.8309693 1.821135 0.06858626 -sifB fliH 0.4858678 0.5045125 -0.5085894 0.4753979 1.120192 1.604147 0.1086817 -sifB clpV1 0.341784 1.109642 -0.3590362 0.9450018 1.57872 2.404728 0.0161845 -sifB tviA 0.8088057 1.342619 -0.86129 -0.7855631 0.2645863 0.368108 0.7127927 -sifB tviB 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB tviC 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB tviD 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB tviE 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB vexA 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB vexB 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB vexC 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB flgM 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB vexD 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB vexE 0.5987245 0.1121475 -0.6287759 0.09858522 0.808855 1.099671 0.2714755 -sifB clpV.tssH 0.8862402 2.216109 -0.9617068 1.965762 0.147755 0.357104 0.721014 -sifB ipfE 0.9676892 1.844691 -1.031766 0.374861 -0.4116605 -0.8569103 0.3914945 -sifB sopA 0.6765711 1.346174 -0.7533244 -1.217385 -0.8459766 -1.54744 0.1217573 -sifB PA2367 0.795496 2.741096 -0.8712229 -0.1157227 -0.7159656 -1.483829 0.1378544 -sifB lpfD 0.9368992 2.62963 -1.021219 -0.4587473 -0.7237414 -1.595105 0.1106888 -sifB avrA 0.4073045 0.9931561 -0.426222 -0.8796151 -1.576005 -2.397847 0.01649176 -sifB slrP 0.8095083 0.850403 -0.8622686 -0.7962773 -0.2826282 -0.464007 0.6426427 -sifB lpfB 0.9676892 1.844691 -1.031766 0.374861 -0.4116605 -0.8569103 0.3914945 -sifB lpfA 0.9676892 1.844691 -1.031766 0.374861 -0.4116605 -0.8569103 0.3914945 -sifB flgL 1.11428 1.11475 -1.14621 1.149892 -0.5936457 -1.049545 0.2939275 -sifB PA2366 0.8266411 3.094414 -0.8971802 0.1662065 -0.5350168 -1.173168 0.2407285 -sifB cdtB.1 0.7441063 1.091145 -0.7777732 -1.031236 -0.7690317 -1.392512 0.1637675 -vasK.icmF fimW 0.6634828 0.4330507 0.6135792 -0.4444481 1.282584 1.89626 0.05792568 -vasK.icmF ssaQ 0.6819038 0.3043134 0.6256567 -0.3244894 1.121342 1.614841 0.1063451 -vasK.icmF steA 0.6725306 0.4419743 0.6206853 -0.4526589 1.325694 1.974544 0.04831996 -vasK.icmF spvB 1.17099 3.758974 0.985888 -0.4148599 0.02306799 0.05898429 0.9529646 -vasK.icmF tssJ 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 -vasK.icmF ssaR 0.6406358 0.4682073 0.5865396 -0.4738345 1.22713 1.779161 0.07521339 -vasK.icmF iroE 0.6829264 0.3093748 0.6266289 -0.3214331 1.121454 1.61504 0.1063021 -vasK.icmF ssaT 0.6823723 0.3047243 0.6263122 -0.3257311 1.128596 1.62894 0.1033257 -vasK.icmF tssA.1 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 -vasK.icmF sseB 0.6824336 0.3070346 0.6261483 -0.3227656 1.121003 1.61411 0.1065036 -vasK.icmF STM0266 1.373644 1.630668 -0.6749189 -0.95525 0.9709275 1.498455 0.134015 -vasK.icmF sptP 0.9789479 0.9591087 0.8935911 -0.7959858 0.5230574 0.9075001 0.3641424 -vasK.icmF STM0283 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -vasK.icmF rck 1.266795 4.687837 1.028938 -1.814477 0.189994 0.3407918 0.7332603 -vasK.icmF fimB 0.9613267 1.6164 0.7567181 1.038882 -0.7233915 -1.337106 0.1811882 -vasK.icmF impE 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -vasK.icmF allA 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 -vasK.icmF STM0273 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -vasK.icmF KP1_RS17225 0.9821172 4.246487 0.8761658 -0.780866 -0.7226124 -1.508396 0.1314533 -vasK.icmF spvC 1.265811 5.176119 1.026374 -0.8035288 0.2469436 0.7460059 0.4556638 -vasK.icmF STM0282 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -vasK.icmF STM0284 1.203107 2.566428 0.9675259 -1.490699 0.19332 0.4361797 0.6627063 -vasK.icmF STM0275 1.143159 2.984042 0.9704302 -0.6537605 -0.1024049 -0.2364847 0.8130565 -vasK.icmF spvD 1.113142 5.031043 0.951967 -1.455495 -0.1127772 -0.2235537 0.8231046 -vasK.icmF allR 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 -vasK.icmF entD 1.100986 1.057501 0.9597505 -0.2824005 -0.3232202 -0.644005 0.5195722 -vasK.icmF tide1 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 -vasK.icmF pefB 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 -vasK.icmF gtrA 1.130893 1.782293 0.9555617 -1.055193 0.2549537 0.5356764 0.5921822 -vasK.icmF pefA 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 -vasK.icmF orgA.sctK 1.004304 0.7781379 0.8989424 -0.8417811 0.3755525 0.6310573 0.5280031 -vasK.icmF STM0281 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -vasK.icmF STM0276 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 -vasK.icmF pefC 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 -vasK.icmF ratB 1.999057 2.427287 -0.8000917 -1.581791 0.01908872 0.05024895 0.959924 -vasK.icmF pipB 1.033 0.8518631 0.8734633 0.8461216 -0.8721304 -1.642505 0.1004854 -vasK.icmF STM0285 1.953758 2.567349 -0.7996141 -1.606411 0.125815 0.3418495 0.7324641 -vasK.icmF shdA 1.127929 1.559748 0.9740522 -0.6721828 -0.2023876 -0.4191121 0.6751342 -vasK.icmF pefD 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 -vasK.icmF rfbD 0.602174 0.9918894 0.4768846 0.7836297 -1.471808 -2.175579 0.02958674 -vasK.icmF STM0280 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 -vasK.icmF rfbF 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 -vasK.icmF STM0290 0.5773816 0.7948362 0.4896605 0.6898621 -1.305378 -1.871375 0.06129307 -vasK.icmF tae4 1.178534 2.481686 0.9709503 -1.525956 0.1096332 0.2495265 0.8029536 -vasK.icmF STM0287 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 -vasK.icmF csgB 1.38453 1.543147 -0.6493805 -0.9022378 0.9790391 1.547394 0.1217683 -vasK.icmF sciB 1.157337 2.211214 0.9826073 -1.165357 -0.06477499 -0.1419094 0.8871516 -vasK.icmF ssaG 1.050542 0.5902098 0.928961 -0.6558502 0.2622692 0.4350639 0.6635161 -vasK.icmF STM0286 1.977227 2.495244 -0.800605 -1.583825 0.0714153 0.1911659 0.8483956 -vasK.icmF STM0268 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -vasK.icmF STM0289 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -vasK.icmF rfbG 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 -vasK.icmF gogB 0.986993 1.113864 0.8376671 0.9634598 -0.4347739 -0.7391281 0.4598292 -vasK.icmF sopD2 1.001034 0.7759159 0.897597 -0.8424009 0.3879173 0.6545399 0.512764 -vasK.icmF STM0278 1.182929 2.469839 0.9684984 -1.545332 0.1346091 0.3065748 0.759167 -vasK.icmF STM0269 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -vasK.icmF STM0271 1.358632 1.675827 -0.6767395 -1.007683 0.9870859 1.515587 0.1296238 -vasK.icmF traJ 0.6754445 0.8706391 0.5912415 0.3368173 -1.028831 -1.281757 0.199928 -vasK.icmF pipB2 1.181565 2.022315 0.9608035 -0.5725457 0.2726023 0.5884935 0.5562011 -vasK.icmF hcp1.tssD1 1.435909 1.064705 1.147651 1.011643 0.5667163 1.038463 0.2990543 -vasK.icmF ssaO 0.9690258 0.9119709 0.8736006 -0.971235 0.4697897 0.7993946 0.4240616 -vasK.icmF allD 1.077489 1.639639 0.9335079 -1.597086 0.4002746 0.8605069 0.3895097 -vasK.icmF allB 1.07707 1.633041 0.93326 -1.602192 0.4003259 0.8606794 0.3894146 -vasK.icmF allC 1.083176 1.589609 0.9426466 -1.542224 0.3616785 0.772554 0.4397864 -vasK.icmF iucA 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 -vasK.icmF iucB 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 -vasK.icmF cdtB 0.6937576 0.3301351 0.6200015 0.3008339 -1.058384 -1.501599 0.1332008 -vasK.icmF iucC 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -vasK.icmF sinH 1.161899 1.790388 0.9941475 0.355108 -0.271315 -0.5891518 0.5557594 -vasK.icmF tssF 0.6936523 0.3314911 0.619408 0.2947231 -1.017859 -1.422051 0.1550114 -vasK.icmF iucD 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -vasK.icmF iutA 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -vasK.icmF hcp.tssD 1.097039 1.551096 0.949938 -1.770209 -0.2633329 -0.5166523 0.6053989 -vasK.icmF icsP.sopA 1.1344 0.6752577 0.9631077 0.6009877 -0.06571498 -0.1031228 0.9178655 -vasK.icmF fyuA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -vasK.icmF ybtT 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -vasK.icmF ybtU 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -vasK.icmF nleC 0.7615061 0.08534384 0.6819231 0.07900128 -0.8551785 -1.170033 0.2419875 -vasK.icmF irp1 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -vasK.icmF irp2 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -vasK.icmF ybtQ 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -vasK.icmF ybtX 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -vasK.icmF ybtS 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -vasK.icmF ybtA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -vasK.icmF cesT 0.696161 0.3434447 0.6202342 0.2870819 -0.976281 -1.338478 0.1807406 -vasK.icmF vipA.tssB 0.7684023 0.09247501 0.6864593 0.0748674 -0.8064156 -1.075655 0.2820816 -vasK.icmF wbtL.1 1.811974 2.200208 -0.9017048 -1.941883 0.6978442 2.262484 0.0236675 -vasK.icmF galU 1.857069 3.274512 -0.8469763 -0.8134091 0.4540862 1.346094 0.1782721 -vasK.icmF fliH 0.6467469 0.4821234 0.5720292 0.4434587 -1.104728 -1.548836 0.1214211 -vasK.icmF clpV1 1.557448 2.538464 -0.6620371 -1.649672 0.8556308 0.7290742 0.4659562 -vasK.icmF tviA 1.036731 1.349089 0.8968428 -0.7987408 -0.2562244 -0.3499215 0.7263976 -vasK.icmF tviB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF tviC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF tviD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF tviE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF vexA 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF vexB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF vexC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF flgM 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF vexD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF vexE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -vasK.icmF clpV.tssH 1.168925 2.192386 0.9408806 1.965483 -0.1673166 -0.3936008 0.6938758 -vasK.icmF ipfE 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -vasK.icmF sopA 1.144119 2.113589 0.9594228 -1.02768 0.1230821 0.2728707 0.7849526 -vasK.icmF PA2367 1.047556 3.170576 0.9796253 -1.004389 -0.8476764 -1.769081 0.07688031 -vasK.icmF lpfD 0.9617416 2.745367 0.8759452 -1.061535 -0.6512531 -1.209065 0.2266378 -vasK.icmF avrA 1.165768 2.989892 0.9823492 -0.2647816 -0.002438247 -0.005716605 0.9954388 -vasK.icmF slrP 0.6430757 0.4997709 0.5681378 -0.4599684 1.130209 1.594271 0.1108753 -vasK.icmF lpfB 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -vasK.icmF lpfA 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -vasK.icmF flgL 0.9897872 0.7666851 0.8756948 0.8153454 -0.4561453 -0.7811457 0.4347168 -vasK.icmF PA2366 1.016666 2.227107 0.8773622 0.7023565 -0.9958837 -1.950036 0.05117179 -vasK.icmF cdtB.1 1.245 1.506913 1.018829 -1.406347 -0.4254215 -0.9763652 0.3288835 -fimW ssaQ 0.8909017 0.6642782 -0.9120168 -0.7190932 0.021633 0.03313115 0.97357 -fimW steA 0.8881495 0.8035481 -0.9029437 0.8253023 0.9868751 1.739079 0.08202087 -fimW spvB 0.9113714 3.863518 -0.9372555 -0.3479879 -0.1869595 -0.4624967 0.6437252 -fimW tssJ 0.4330507 0.6634828 -0.4444481 0.6135792 1.282584 1.896259 0.05792581 -fimW ssaR 0.823786 0.8568506 -0.8634685 -0.8926021 -0.1408399 -0.2253682 0.8216928 -fimW iroE 0.8908065 0.6755537 -0.9119287 -0.7096761 0.0215178 0.03300072 0.973674 -fimW ssaT 0.8843574 0.6608538 -0.9073839 -0.7195343 0.005746917 0.008872253 0.9929211 -fimW tssA.1 0.4330507 0.6634828 -0.4444481 0.6135792 1.282584 1.896259 0.05792581 -fimW sseB 0.8913793 0.6711941 -0.9123455 -0.7135187 0.02284408 0.0349833 0.9720931 -fimW STM0266 0.8689872 2.219996 -0.8966091 -1.273646 -0.1463148 -0.278584 0.7805641 -fimW sptP 0.9623328 1.295179 -0.965833 -0.2603421 0.627299 1.120867 0.2623446 -fimW STM0283 0.8453694 2.276067 -0.8837124 -1.468481 -0.2688827 -0.500879 0.6164563 -fimW rck 0.9780368 4.65836 -1.013777 -1.734525 -0.3111338 -0.5382982 0.5903712 -fimW fimB 0.5898729 1.382457 -0.5958367 1.202946 0.9657964 1.844923 0.06504876 -fimW impE 0.8691497 2.224063 -0.896795 -1.270659 -0.146593 -0.278987 0.7802548 -fimW allA 0.882198 1.632792 -0.9058318 -1.416714 0.0006473905 0.001198026 0.9990441 -fimW STM0273 0.8691497 2.224063 -0.896795 -1.270659 -0.146593 -0.278987 0.7802548 -fimW KP1_RS17225 0.8608566 4.270227 -0.8720201 -0.4096167 0.2204197 0.5640247 0.5727373 -fimW spvC 0.9833438 5.142177 -1.010333 -0.6480052 -0.4487946 -1.236246 0.2163673 -fimW STM0282 0.8453694 2.276067 -0.8837124 -1.468481 -0.2688827 -0.500879 0.6164563 -fimW STM0284 0.5842581 1.340822 -0.5883017 1.175812 0.8697978 1.64224 0.1005403 -fimW STM0275 0.8758681 2.975327 -0.8976289 -0.6250002 0.0564328 0.1262072 0.8995679 -fimW spvD 0.8815569 5.015432 -0.9052271 -1.379117 0.001632359 0.003081126 0.9975416 -fimW allR 0.882198 1.632792 -0.9058318 -1.416714 0.0006473905 0.001198026 0.9990441 -fimW entD 0.8698456 1.077302 -0.8980441 -0.2286508 0.2387291 0.4378736 0.6614779 -fimW tide1 0.8378041 2.32803 -0.8795531 -1.511716 -0.308704 -0.5693202 0.5691388 -fimW pefB 0.9038924 4.92667 -0.9301143 -1.467053 -0.07304684 -0.1363419 0.891551 -fimW gtrA 0.8989299 2.047284 -0.9173302 -0.9665874 0.1460441 0.2621481 0.7932072 -fimW pefA 0.9038924 4.92667 -0.9301143 -1.467053 -0.07304684 -0.1363419 0.891551 -fimW orgA.sctK 0.7976917 0.8292044 -0.8475105 -0.9077339 -0.2215378 -0.3642821 0.7156473 -fimW STM0281 0.8453694 2.276067 -0.8837124 -1.468481 -0.2688827 -0.500879 0.6164563 -fimW STM0276 0.8559938 2.244894 -0.8896257 -1.393894 -0.2195568 -0.4131266 0.6795138 -fimW pefC 0.9170766 5.324382 -0.9434484 -1.515655 -0.1117842 -0.2081281 0.8351289 -fimW ratB 0.840152 2.252674 -0.8806965 -1.50626 -0.2918865 -0.5443856 0.5861762 -fimW pipB 0.8743077 1.010549 -0.9152244 1.121849 0.2890683 0.5832015 0.5597577 -fimW STM0285 0.8318502 2.385105 -0.8763841 -1.544634 -0.3505242 -0.6410823 0.5214692 -fimW shdA 0.8786877 1.551407 -0.9057105 -0.6135315 0.1032896 0.1944255 0.8458427 -fimW pefD 0.9170766 5.324382 -0.9434484 -1.515655 -0.1117842 -0.2081281 0.8351289 -fimW rfbD 0.6128024 1.304117 -0.6209814 1.157935 0.8828994 1.658956 0.09712464 -fimW STM0280 0.8559938 2.244894 -0.8896257 -1.393894 -0.2195568 -0.4131266 0.6795138 -fimW rfbF 0.8765286 2.211671 -0.9019816 -1.243226 -0.2226104 -0.4311949 0.6663267 -fimW STM0290 0.6585851 1.158878 -0.668599 1.029499 0.6103532 1.090524 0.2754826 -fimW tae4 0.8404533 2.345598 -0.8803576 -1.492954 -0.2884947 -0.5303072 0.595899 -fimW STM0287 0.8378041 2.32803 -0.8795531 -1.511716 -0.308704 -0.5693202 0.5691388 -fimW csgB 0.8806474 2.188714 -0.9032165 -1.144245 -0.1540631 -0.2986989 0.7651698 -fimW sciB 0.8790331 2.156845 -0.9027741 -1.110521 -0.07356591 -0.1412693 0.8876572 -fimW ssaG 0.8549776 0.6469475 -0.8877623 -0.7171883 -0.07299997 -0.1160012 0.9076516 -fimW STM0286 0.8362062 2.313211 -0.8786486 -1.523527 -0.3156781 -0.5830353 0.5598696 -fimW STM0268 0.8691497 2.224063 -0.896795 -1.270659 -0.146593 -0.278987 0.7802548 -fimW STM0289 0.8453694 2.276067 -0.8837124 -1.468481 -0.2688827 -0.500879 0.6164563 -fimW rfbG 0.8765286 2.211671 -0.9019816 -1.243226 -0.2226104 -0.4311949 0.6663267 -fimW gogB 0.9215617 1.324834 -0.9436519 1.142629 -0.1107841 -0.2179679 0.8274542 -fimW sopD2 0.7944264 0.8269131 -0.8457207 -0.9094102 -0.2332812 -0.3851508 0.7001257 -fimW STM0278 0.8377966 2.332442 -0.880034 -1.51144 -0.3143405 -0.5795741 0.5622018 -fimW STM0269 0.8691497 2.224063 -0.896795 -1.270659 -0.146593 -0.278987 0.7802548 -fimW STM0271 0.8628694 2.22905 -0.8924784 -1.341827 -0.1686449 -0.3194411 0.749392 -fimW traJ 0.4525518 0.8287877 -0.4632923 0.4364181 1.099375 1.459679 0.1443782 -fimW pipB2 0.8787849 2.127527 -0.9033403 -0.6500839 0.1601744 0.3107753 0.7559714 -fimW hcp1.tssD1 0.4565234 0.5208834 -0.467915 0.4953326 1.132728 1.63593 0.1018543 -fimW ssaO 0.7519148 0.9563644 -0.8147391 -1.03838 -0.3380493 -0.5699817 0.5686901 -fimW allD 0.8342681 1.730115 -0.8827078 -1.68401 -0.1635021 -0.3083521 0.7578144 -fimW allB 0.8337606 1.721573 -0.8823976 -1.690239 -0.1645863 -0.3107327 0.7560038 -fimW allC 0.8478398 1.683436 -0.8896684 -1.629624 -0.1205836 -0.2279825 0.8196598 -fimW iucA 0.9314995 1.180755 -0.9506365 1.075573 -0.1597463 -0.3134059 0.7539723 -fimW iucB 0.9314995 1.180755 -0.9506365 1.075573 -0.1597463 -0.3134059 0.7539723 -fimW cdtB 0.8476763 0.6653248 -0.8752734 0.6337847 0.09745755 0.1550695 0.8767665 -fimW iucC 0.776741 0.842763 -0.812141 0.8169831 0.3069944 0.5150273 0.606534 -fimW sinH 0.8819885 1.806556 -0.8984231 0.4791838 -0.04278888 -0.08709688 0.9305945 -fimW tssF 0.8744179 0.6788326 -0.8988535 0.6305187 0.01978587 0.03047496 0.9756883 -fimW iucD 0.776741 0.842763 -0.812141 0.8169831 0.3069944 0.5150273 0.606534 -fimW iutA 0.776741 0.842763 -0.812141 0.8169831 0.3069944 0.5150273 0.606534 -fimW hcp.tssD 0.8954786 1.356103 -1.002994 -1.513185 -0.6414718 -1.303625 0.1923615 -fimW icsP.sopA 0.5100863 0.3714016 -0.5234832 0.3432981 1.029411 1.462927 0.1434873 -fimW fyuA 0.4581369 0.5227523 -0.4696641 0.498257 1.143676 1.655863 0.09774947 -fimW ybtT 0.4581369 0.5227523 -0.4696641 0.498257 1.143676 1.655863 0.09774947 -fimW ybtU 0.4581369 0.5227523 -0.4696641 0.498257 1.143676 1.655863 0.09774947 -fimW nleC 0.5761849 0.1218586 -0.5918935 0.1180549 0.8384363 1.155016 0.248084 -fimW irp1 0.4581369 0.5227523 -0.4696641 0.498257 1.143676 1.655863 0.09774947 -fimW irp2 0.4581369 0.5227523 -0.4696641 0.498257 1.143676 1.655863 0.09774947 -fimW ybtQ 0.4581369 0.5227523 -0.4696641 0.498257 1.143676 1.655863 0.09774947 -fimW ybtX 0.4581369 0.5227523 -0.4696641 0.498257 1.143676 1.655863 0.09774947 -fimW ybtS 0.4581369 0.5227523 -0.4696641 0.498257 1.143676 1.655863 0.09774947 -fimW ybtA 0.4581369 0.5227523 -0.4696641 0.498257 1.143676 1.655863 0.09774947 -fimW cesT 0.5061923 0.3806825 -0.5191983 0.3307233 0.9822626 1.377165 0.1684612 -fimW vipA.tssB 0.5770012 0.1253914 -0.5924437 0.1100388 0.7949391 1.07649 0.2817082 -fimW wbtL.1 0.8202301 6.400779 -0.8306743 -0.6401378 0.7720666 1.536911 0.124315 -fimW galU 0.8278938 4.904259 -0.8243271 -0.6997426 0.7435591 1.470068 0.1415433 -fimW fliH 0.4554305 0.5207292 -0.4667145 0.4925333 1.123902 1.619835 0.1052678 -fimW clpV1 0.2667245 1.122635 -0.268956 0.9840808 1.604029 2.511977 0.01200571 -fimW tviA 0.7873118 1.348907 -0.8088231 -0.7784381 0.2555434 0.3548896 0.7226723 -fimW tviB 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW tviC 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW tviD 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW tviE 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW vexA 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW vexB 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW vexC 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW flgM 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW vexD 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW vexE 0.5767579 0.1246846 -0.5922427 0.1112737 0.8017275 1.088774 0.2762534 -fimW clpV.tssH 0.8649694 3.828888 -0.8658363 1.212895 -0.5610991 -0.9959077 0.319295 -fimW ipfE 0.9633895 1.829973 -0.9030412 0.3522341 -0.432912 -0.8533776 0.3934499 -fimW sopA 0.6073638 1.347284 -0.6650153 -1.227327 -0.8884713 -1.663525 0.09620743 -fimW PA2367 0.5712654 1.488985 -0.6303853 -1.234511 -0.9145922 -1.719974 0.08543724 -fimW lpfD 0.9509596 2.428654 -0.5666739 -0.5371047 -0.9541362 -0.9102326 0.3626999 -fimW avrA 0.6082771 1.364998 -0.66431 -1.177376 -0.795712 -1.47586 0.1399815 -fimW slrP 0.4518316 0.5411922 -0.4630544 -0.5127916 -1.151799 -1.667646 0.09538594 -fimW lpfB 0.9633895 1.829973 -0.9030412 0.3522341 -0.432912 -0.8533776 0.3934499 -fimW lpfA 0.9633895 1.829973 -0.9030412 0.3522341 -0.432912 -0.8533776 0.3934499 -fimW flgL 0.7971483 0.8291678 -0.8470037 0.9093658 0.2238152 0.3694241 0.7118117 -fimW PA2366 0.7627016 2.986145 -0.529539 0.30878 -0.9517122 -1.518066 0.1289977 -fimW cdtB.1 0.6976479 1.106129 -0.7151533 -1.045002 -0.8145633 -1.490888 0.1359909 -ssaQ steA 0.6669256 0.7749604 -0.6913792 0.8355066 0.6419723 1.080557 0.2798944 -ssaQ spvB 0.6727537 3.776608 -0.7309545 -0.3503765 -0.1083058 -0.2375712 0.8122137 -ssaQ tssJ 0.3043134 0.6819038 -0.3244894 0.6256567 1.121342 1.61484 0.1063454 -ssaQ ssaR 0.9243611 1.25692 -0.9466245 -1.219078 0.9129898 1.442573 0.1491409 -ssaQ iroE 0.7333382 0.7473771 -0.7799271 -0.7688436 0.2193914 0.3214388 0.7478779 -ssaQ ssaT 0.7269364 0.7291812 -0.774182 -0.7800659 0.2029246 0.2993632 0.7646629 -ssaQ tssA.1 0.3043134 0.6819038 -0.3244894 0.6256567 1.121342 1.61484 0.1063454 -ssaQ sseB 0.7338909 0.7420499 -0.7804418 -0.7733356 0.2200413 0.3220185 0.7474387 -ssaQ STM0266 0.6072088 2.057689 -0.6976973 -1.168604 -0.453423 -0.7679959 0.4424896 -ssaQ sptP 0.6491509 1.169102 -0.7074388 -0.8381961 -0.03574537 -0.04895041 0.9609588 -ssaQ STM0283 0.5791354 2.081731 -0.6827831 -1.372637 -0.5716967 -0.9415819 0.3464067 -ssaQ rck 0.9476243 4.438033 -1.064704 -1.418458 -1.050355 -1.943011 0.0520148 -ssaQ fimB 0.490311 1.445773 -0.5243006 1.211267 0.7088901 1.267066 0.2051315 -ssaQ impE 0.6076173 2.060983 -0.698098 -1.166863 -0.453627 -0.7678777 0.4425599 -ssaQ allA 0.5604347 1.384302 -0.6486233 -1.325447 -0.4220528 -0.6792933 0.496952 -ssaQ STM0273 0.6076173 2.060983 -0.698098 -1.166863 -0.453627 -0.7678777 0.4425599 -ssaQ KP1_RS17225 0.6557642 4.270072 -0.7112346 -0.2751715 0.02645788 0.06096322 0.9513885 -ssaQ spvC 0.736737 5.176354 -0.8029837 -0.6701034 -0.3607386 -0.8260674 0.4087658 -ssaQ STM0282 0.5791354 2.081731 -0.6827831 -1.372637 -0.5716967 -0.9415819 0.3464067 -ssaQ STM0284 0.4852879 1.410087 -0.5218343 1.196516 0.6234184 1.100828 0.2709713 -ssaQ STM0275 0.6707066 2.950265 -0.7339887 -0.4873141 -0.166545 -0.3438795 0.7309369 -ssaQ spvD 0.8229812 4.925466 -0.9045019 -0.9583971 -0.6335702 -1.335191 0.1818138 -ssaQ allR 0.5604347 1.384302 -0.6486233 -1.325447 -0.4220528 -0.6792933 0.496952 -ssaQ entD 0.6584228 1.047221 -0.7168828 -0.1301333 -0.03714488 -0.06433922 0.9487001 -ssaQ tide1 0.5746528 2.130146 -0.6820287 -1.41931 -0.6038488 -0.98783 0.3232359 -ssaQ pefB 0.8478484 4.83774 -0.935051 -1.04922 -0.7145434 -1.494236 0.1351138 -ssaQ gtrA 0.5860298 1.615211 -0.667337 -1.186386 -0.3425133 -0.5029971 0.6149663 -ssaQ pefA 0.8478484 4.83774 -0.935051 -1.04922 -0.7145434 -1.494236 0.1351138 -ssaQ orgA.sctK 0.6576479 0.9056371 -0.7137491 -0.9706147 -0.0005001894 -0.000770396 0.9993853 -ssaQ STM0281 0.5791354 2.081731 -0.6827831 -1.372637 -0.5716967 -0.9415819 0.3464067 -ssaQ STM0276 0.5897915 2.059926 -0.688169 -1.295436 -0.526367 -0.8751146 0.3815116 -ssaQ pefC 0.8700885 5.190252 -0.9606757 -1.109422 -0.769662 -1.595508 0.1105988 -ssaQ ratB 0.5743326 2.062852 -0.6803878 -1.40528 -0.5920748 -0.9772059 0.3284672 -ssaQ pipB 0.6234268 0.9085984 -0.6511312 0.9754302 0.6422128 1.108004 0.2678603 -ssaQ STM0285 0.5743947 2.192076 -0.6850287 -1.453256 -0.6335042 -1.033097 0.3015586 -ssaQ shdA 0.656827 1.489456 -0.7246257 -0.4826367 -0.1765848 -0.3131064 0.7541998 -ssaQ pefD 0.8700885 5.190252 -0.9606757 -1.109422 -0.769662 -1.595508 0.1105988 -ssaQ rfbD 0.5035961 1.359843 -0.5386502 1.178042 0.6341256 1.120803 0.2623719 -ssaQ STM0280 0.5897915 2.059926 -0.688169 -1.295436 -0.526367 -0.8751146 0.3815116 -ssaQ rfbF 0.6314637 2.102395 -0.7244268 -1.110744 -0.4954665 -0.8775513 0.3801873 -ssaQ STM0290 0.5389998 1.228223 -0.5810488 1.06875 0.3827846 0.6448174 0.5190455 -ssaQ tae4 0.5755423 2.141897 -0.6811477 -1.403811 -0.5874668 -0.9581978 0.337963 -ssaQ STM0287 0.5746528 2.130146 -0.6820287 -1.41931 -0.6038488 -0.98783 0.3232359 -ssaQ csgB 0.639106 2.087711 -0.7258732 -1.009116 -0.4303086 -0.7682305 0.4423502 -ssaQ sciB 0.6293371 2.033252 -0.7118925 -0.9960984 -0.3738918 -0.6506548 0.5152693 -ssaQ ssaG 0.6990404 0.7156736 -0.7491418 -0.771831 0.133459 0.2016732 0.8401722 -ssaQ STM0286 0.5732303 2.118272 -0.6813451 -1.428595 -0.6100571 -0.9997161 0.3174479 -ssaQ STM0268 0.6076173 2.060983 -0.698098 -1.166863 -0.453627 -0.7678777 0.4425599 -ssaQ STM0289 0.5791354 2.081731 -0.6827831 -1.372637 -0.5716967 -0.9415819 0.3464067 -ssaQ rfbG 0.6314637 2.102395 -0.7244268 -1.110744 -0.4954665 -0.8775513 0.3801873 -ssaQ gogB 0.5591311 1.136845 -0.602378 1.019693 0.3416384 0.5724772 0.5669987 -ssaQ sopD2 0.6540484 0.9024496 -0.7107405 -0.9721193 -0.0119781 -0.01852863 0.9852171 -ssaQ STM0278 0.5755304 2.134484 -0.6833151 -1.420008 -0.608136 -0.9946168 0.3199227 -ssaQ STM0269 0.6076173 2.060983 -0.698098 -1.166863 -0.453627 -0.7678777 0.4425599 -ssaQ STM0271 0.5962214 2.054926 -0.6896844 -1.236007 -0.4788662 -0.8041192 0.4213281 -ssaQ traJ 0.9082163 3.908965 -1.013701 -1.222525 -0.9153562 -1.716602 0.08605188 -ssaQ pipB2 0.6465355 2.02666 -0.7139002 -0.6897424 -0.1821518 -0.2242265 0.8225811 -ssaQ hcp1.tssD1 0.3236407 0.5399414 -0.3458969 0.5127241 0.98352 1.38963 0.1646413 -ssaQ ssaO 0.6247365 1.040081 -0.6866545 -1.104836 -0.1030057 -0.1606719 0.8723519 -ssaQ allD 0.6798653 1.923734 -0.7238746 -1.796165 0.1798807 0.2933322 0.7692682 -ssaQ allB 0.6797665 1.909624 -0.7239643 -1.805879 0.1766453 0.2872091 0.7739522 -ssaQ allC 0.682725 1.865253 -0.7251765 -1.735519 0.2088799 0.3414947 0.7327312 -ssaQ iucA 0.3034995 0.6715563 -0.3240197 0.6405977 1.137762 1.646413 0.09967872 -ssaQ iucB 0.3034995 0.6715563 -0.3240197 0.6405977 1.137762 1.646413 0.09967872 -ssaQ cdtB 0.3706171 0.3872157 -0.3941639 0.3729851 0.9051974 1.270805 0.203798 -ssaQ iucC 0.3333767 0.5512002 -0.3546268 0.5317598 1.048434 1.50145 0.1332392 -ssaQ sinH 0.6179437 1.876542 -0.6603806 0.6519013 -0.466439 -0.8084499 0.4188316 -ssaQ tssF 0.3678972 0.3870203 -0.3924999 0.362779 0.8710107 1.211831 0.225577 -ssaQ iucD 0.3333767 0.5512002 -0.3546268 0.5317598 1.048434 1.50145 0.1332392 -ssaQ iutA 0.3333767 0.5512002 -0.3546268 0.5317598 1.048434 1.50145 0.1332392 -ssaQ hcp.tssD 0.6700996 1.431557 -0.7344506 -1.606078 -0.1494239 -0.2616765 0.7935708 -ssaQ icsP.sopA 0.370154 0.391233 -0.3938956 0.360034 0.8781623 1.222922 0.221359 -ssaQ fyuA 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 -ssaQ ybtT 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 -ssaQ ybtU 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 -ssaQ nleC 0.4289783 0.1388492 -0.4570463 0.1360065 0.6912569 0.9373659 0.3485704 -ssaQ irp1 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 -ssaQ irp2 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 -ssaQ ybtQ 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 -ssaQ ybtX 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 -ssaQ ybtS 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 -ssaQ ybtA 0.3248833 0.5414078 -0.3468693 0.5154988 0.993204 1.40657 0.1595549 -ssaQ cesT 0.3676974 0.4023768 -0.3928026 0.347354 0.8361254 1.150355 0.2499977 -ssaQ vipA.tssB 0.4303624 0.1434358 -0.459832 0.127203 0.6528173 0.8721468 0.3831283 -ssaQ wbtL.1 0.6158003 6.379729 -0.651897 -0.5520257 0.6448766 1.249279 0.2115631 -ssaQ galU 0.6315027 4.314127 -0.6654975 -0.8125387 0.5333728 0.6613856 0.508365 -ssaQ fliH 0.3228567 0.5402132 -0.3453361 0.5099618 0.9756293 1.375769 0.1688932 -ssaQ clpV1 0.1852982 1.154682 -0.2050096 0.9709667 1.431053 2.138451 0.03248019 -ssaQ tviA 0.627813 1.391962 -0.6793746 -0.7562926 0.09095779 0.123301 0.9018688 -ssaQ tviB 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ tviC 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ tviD 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ tviE 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ vexA 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ vexB 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ vexC 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ flgM 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ vexD 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ vexE 0.4300494 0.1425583 -0.4592955 0.1285829 0.6588446 0.8823776 0.3775727 -ssaQ clpV.tssH 0.6647445 2.37144 -0.7161277 2.00225 -0.06752934 -0.1034316 0.9176204 -ssaQ ipfE 0.7189441 1.951891 -0.7529776 0.5608238 -0.8071787 -1.409904 0.1585681 -ssaQ sopA 0.257224 1.026452 -0.2770389 -0.9515442 -1.488873 -2.240924 0.025031 -ssaQ PA2367 0.228838 1.128698 -0.2507716 -0.9897354 -1.511707 -2.277528 0.02275468 -ssaQ lpfD 0.6254211 2.576713 -0.6690712 -0.179293 -1.154918 -2.002669 0.04521287 -ssaQ avrA 0.2434651 1.027244 -0.2638182 -0.9081415 -1.417102 -2.114556 0.03446778 -ssaQ slrP 0.3200617 0.5588589 -0.3419918 -0.5285945 -1.000792 -1.416796 0.1565424 -ssaQ lpfB 0.7189441 1.951891 -0.7529776 0.5608238 -0.8071787 -1.409904 0.1585681 -ssaQ lpfA 0.7189441 1.951891 -0.7529776 0.5608238 -0.8071787 -1.409904 0.1585681 -ssaQ flgL 0.6563999 0.9041003 -0.7127008 0.973308 0.004431978 0.00685563 0.99453 -ssaQ PA2366 0.5744047 3.207591 -0.6127403 0.3685484 -0.6501644 -1.200955 0.2297685 -ssaQ cdtB.1 0.5554685 1.142932 -0.5895355 -1.076114 -0.5675464 -0.9883677 0.3229726 -steA spvB 0.844291 4.410413 0.9597966 -0.5021487 -0.7987551 -2.517858 0.01180708 -steA tssJ 0.4419743 0.6725306 -0.4526589 0.6206853 1.325694 1.974545 0.04831986 -steA ssaR 0.7347582 0.8857943 0.7689392 -0.8781767 0.8713062 1.559753 0.1188182 -steA iroE 0.5597535 0.5070526 0.58041 -0.5080665 1.440291 2.141281 0.03225134 -steA ssaT 0.7730992 0.6659058 0.8401646 -0.6965724 0.6364276 1.07242 0.2835315 -steA tssA.1 0.4419743 0.6725306 -0.4526589 0.6206853 1.325694 1.974545 0.04831986 -steA sseB 0.773698 0.6788739 0.8347441 -0.6789869 0.6459662 1.084346 0.2782113 -steA STM0266 0.8714375 2.291166 0.9754796 -1.310375 -0.01259021 -0.01949728 0.9844444 -steA sptP 0.8697133 1.147479 0.9249698 -1.146988 0.6386499 1.279316 0.2007859 -steA STM0283 0.8391212 2.406355 0.9684891 -1.493582 -0.10369 -0.1988511 0.8423792 -steA rck 0.6954529 4.421227 0.7822784 -1.756319 -0.6537122 -1.343373 0.1791511 -steA fimB 0.5926278 1.362707 -0.609334 1.247461 0.949832 1.83664 0.066263 -steA impE 0.8719737 2.296403 0.9755798 -1.307499 -0.01117591 -0.01737124 0.9861405 -steA allA 0.9446297 1.662451 0.9902866 -1.629232 0.5528992 1.302276 0.1928219 -steA STM0273 0.8719737 2.296403 0.9755798 -1.307499 -0.01117591 -0.01737124 0.9861405 -steA KP1_RS17225 0.9248011 4.279598 -0.8871806 -0.2357864 -0.04023075 -0.1272299 0.8987584 -steA spvC 0.8194565 5.01083 0.9178802 -0.804173 -0.3530584 -1.144342 0.2524818 -steA STM0282 0.8391212 2.406355 0.9684891 -1.493582 -0.10369 -0.1988511 0.8423792 -steA STM0284 0.3264813 1.01352 -0.3207815 0.9371752 1.610574 2.524678 0.01158045 -steA STM0275 0.9560067 3.067926 1.029223 -0.7304888 0.3592521 0.8146918 0.4152488 -steA spvD 0.8812355 5.046835 -0.8594188 -1.450754 0.1129999 0.2274479 0.8200755 -steA allR 0.9446297 1.662451 0.9902866 -1.629232 0.5528992 1.302276 0.1928219 -steA entD 0.7624608 1.090889 -0.7851748 -0.484395 0.9391382 1.544575 0.122449 -steA tide1 0.8216896 2.468379 0.9647336 -1.53239 -0.1513923 -0.3007084 0.7636368 -steA pefB 0.7971983 4.816227 0.898782 -1.388042 -0.2979788 -0.7178071 0.4728763 -steA gtrA 0.9776733 1.8439 0.9643503 -1.531725 0.4695081 1.08791 0.2766347 -steA pefA 0.7971983 4.816227 0.898782 -1.388042 -0.2979788 -0.7178071 0.4728763 -steA orgA.sctK 0.840946 0.9270988 0.934863 -0.9850998 0.3027523 0.5873691 0.5569558 -steA STM0281 0.8391212 2.406355 0.9684891 -1.493582 -0.10369 -0.1988511 0.8423792 -steA STM0276 0.856399 2.354224 0.9721634 -1.426646 -0.05521943 -0.09946026 0.9207728 -steA pefC 0.7861577 5.198376 0.8843118 -1.459902 -0.336339 -0.7903702 0.4293116 -steA ratB 0.831892 2.390143 0.9667237 -1.53152 -0.1241279 -0.2400789 0.8102691 -steA pipB 0.7237596 0.9246686 0.9574099 1.152755 -0.4011555 -0.7119367 0.476504 -steA STM0285 0.802292 2.526096 0.9598939 -1.567182 -0.2038489 -0.413031 0.6795839 -steA shdA 0.7776699 1.417096 0.9535233 -0.5264815 -0.1972197 -0.2897262 0.7720257 -steA pefD 0.7861577 5.198376 0.8843118 -1.459902 -0.336339 -0.7903702 0.4293116 -steA rfbD 0.6156314 1.289075 -0.6377834 1.196733 0.8662007 1.644281 0.1001183 -steA STM0280 0.856399 2.354224 0.9721634 -1.426646 -0.05521943 -0.09946026 0.9207728 -steA rfbF 0.7582029 2.129367 0.9301224 -1.18306 -0.2877371 -0.2875875 0.7736625 -steA STM0290 0.3707491 0.8220523 -0.373594 0.7629959 1.407423 2.13444 0.03280677 -steA tae4 0.8260529 2.479481 0.9664953 -1.511761 -0.1378695 -0.2731834 0.7847123 -steA STM0287 0.8216896 2.468379 0.9647336 -1.53239 -0.1513923 -0.3007084 0.7636368 -steA csgB 0.7354641 2.017698 0.9261604 -1.064255 -0.3206624 -0.3684513 0.7125367 -steA sciB 0.8301399 2.118825 0.9652387 -1.071376 -0.107692 -0.08804721 0.9298392 -steA ssaG 0.7714005 0.6620246 0.8615739 -0.7293332 0.6408338 1.087138 0.2769758 -steA STM0286 0.8200033 2.455819 0.964206 -1.544527 -0.1563217 -0.3104922 0.7561867 -steA STM0268 0.8719737 2.296403 0.9755798 -1.307499 -0.01117591 -0.01737124 0.9861405 -steA STM0289 0.8391212 2.406355 0.9684891 -1.493582 -0.10369 -0.1988511 0.8423792 -steA rfbG 0.7582029 2.129367 0.9301224 -1.18306 -0.2877371 -0.2875875 0.7736625 -steA gogB 0.7065155 1.077164 -0.72331 1.000132 0.5330661 0.9426277 0.3458714 -steA sopD2 0.8404932 0.9268492 0.937231 -0.990591 0.2971201 0.5766529 0.5641739 -steA STM0278 0.9088009 2.727025 -0.8950394 -1.662187 0.2784935 0.4982313 0.618321 -steA STM0269 0.8719737 2.296403 0.9755798 -1.307499 -0.01117591 -0.01737124 0.9861405 -steA STM0271 0.8657139 2.311358 0.9745301 -1.377584 -0.02809223 -0.04735388 0.9622312 -steA traJ 0.4556238 0.8117453 -0.4626802 0.4595747 1.148959 1.58549 0.1128551 -steA pipB2 0.8043549 2.18822 -0.8092595 -0.8445702 0.7794448 1.388734 0.1649138 -steA hcp1.tssD1 0.4648077 0.5275821 -0.4752799 0.501372 1.169118 1.699724 0.08918281 -steA ssaO 0.8695512 1.094148 0.9680221 -1.150489 0.08016543 0.1697101 0.8652381 -steA allD 0.9293981 1.883059 0.97925 -1.808842 0.2523019 0.6506059 0.5153009 -steA allB 0.9292689 1.870841 0.9791905 -1.819252 0.2516249 0.6493401 0.5161186 -steA allC 0.9377082 1.812745 0.9834276 -1.770181 0.3335097 0.8425318 0.3994903 -steA iucA 0.8077743 1.156434 0.8708574 1.022102 -0.4141962 -0.8781251 0.3798758 -steA iucB 0.8077743 1.156434 0.8708574 1.022102 -0.4141962 -0.8781251 0.3798758 -steA cdtB 0.5347769 0.5101259 0.5437028 0.450668 -1.339367 -1.997071 0.04581746 -steA iucC 0.7137436 0.9067781 0.7734261 0.8257427 -0.7461117 -1.356702 0.1748758 -steA sinH 0.8065688 1.727334 0.9880922 0.4530065 -0.2059983 -0.3491941 0.7269436 -steA tssF 0.5123131 0.4899496 0.5292121 0.4353511 -1.284379 -1.908871 0.05627879 -steA iucD 0.7137436 0.9067781 0.7734261 0.8257427 -0.7461117 -1.356702 0.1748758 -steA iutA 0.7137436 0.9067781 0.7734261 0.8257427 -0.7461117 -1.356702 0.1748758 -steA hcp.tssD 0.9639737 1.695751 0.9060174 -1.728437 -0.4708382 -0.8708876 0.3838155 -steA icsP.sopA 0.7568972 0.6912543 0.8318992 0.5844227 -0.4689788 -0.7791315 0.4359023 -steA fyuA 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 -steA ybtT 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 -steA ybtU 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 -steA nleC 0.5727896 0.2129828 0.6126465 0.1989906 -1.06142 -1.496014 0.13465 -steA irp1 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 -steA irp2 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 -steA ybtQ 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 -steA ybtX 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 -steA ybtS 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 -steA ybtA 0.8487942 0.9222655 0.9384586 0.863808 -0.1274768 -0.2460052 0.8056782 -steA cesT 0.7584574 0.6912945 0.8268372 0.57895 -0.4244775 -0.6981998 0.4850523 -steA vipA.tssB 0.5599268 0.2059566 0.6013803 0.1835242 -1.009507 -1.408279 0.1590484 -steA wbtL.1 0.8515317 6.533583 -0.8540243 -0.6340474 0.8711164 1.956754 0.0503764 -steA galU 0.8469407 5.145428 -0.8361092 -0.6799234 0.8134372 1.779062 0.07522963 -steA fliH 0.4635852 0.5271735 -0.4737294 0.4984103 1.159982 1.683046 0.09236618 -steA clpV1 0.282573 1.132573 -0.2607647 0.9959385 1.652661 2.617382 0.008860708 -steA tviA 0.728525 1.394724 0.80533 -0.7512839 -0.4920113 -0.715724 0.4741618 -steA tviB 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA tviC 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA tviD 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA tviE 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA vexA 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA vexB 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA vexC 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA flgM 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA vexD 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA vexE 0.5869547 0.129498 -0.6005239 0.1159052 0.8298129 1.128406 0.2591483 -steA clpV.tssH 0.7866245 2.160559 1.008656 1.938817 0.3481866 1.070487 0.2844002 -steA ipfE 0.7616306 1.710234 0.9279155 0.2011986 -0.4816047 -0.8152383 0.4149359 -steA sopA 0.8396836 2.177456 0.9910516 -0.8940946 -0.303259 -0.4980932 0.6184183 -steA PA2367 0.527736 2.201417 0.9266687 -0.2744964 -0.9769687 -1.607176 0.1080157 -steA lpfD 0.548628 2.100918 0.8375307 -0.6786389 -1.038179 -1.721572 0.08514712 -steA avrA 0.9254731 1.559105 1.161626 -1.340541 -0.6370586 -1.585984 0.1127429 -steA slrP 0.8755348 0.9368169 0.975691 -0.8754796 0.002133589 0.004036714 0.9967792 -steA lpfB 0.7616306 1.710234 0.9279155 0.2011986 -0.4816047 -0.8152383 0.4149359 -steA lpfA 0.7616306 1.710234 0.9279155 0.2011986 -0.4816047 -0.8152383 0.4149359 -steA flgL 0.7552774 0.9032257 0.797595 0.9235509 -0.9470642 -1.695844 0.08991535 -steA PA2366 0.5342124 2.29806 1.000756 -0.006756932 -1.243201 -2.128934 0.03325975 -steA cdtB.1 0.4610404 0.8278204 -0.473014 -0.7928822 -1.596569 -2.457088 0.01400685 -spvB tssJ 3.758971 1.170984 -0.4148593 0.9858957 0.02306698 0.0589776 0.9529699 -spvB ssaR 3.946653 0.9638226 -0.2201374 -0.9880764 -0.3774036 -0.843286 0.3990685 -spvB iroE 3.78998 0.6863771 -0.3413104 -0.7248684 -0.1272959 -0.2813797 0.7784192 -spvB ssaT 3.677481 0.5869161 -0.718459 -0.6320736 0.3913554 0.7340769 0.4629019 -spvB tssA.1 3.758971 1.170984 -0.4148593 0.9858957 0.02306698 0.0589776 0.9529699 -spvB sseB 3.675423 0.5934281 -0.7078116 -0.6280531 0.3739199 0.6941337 0.4875984 -spvB STM0266 4.322993 2.423408 -0.7394824 -1.426331 -0.4251428 -1.540545 0.1234277 -spvB sptP 4.241434 1.218827 -0.4204531 -0.186536 -0.5684407 -1.694451 0.09017966 -spvB STM0283 4.35378 2.56628 -0.7200306 -1.608068 -0.2728168 -0.9068528 0.3644846 -spvB rck 3.653132 4.622763 0.8639942 -2.145707 1.28301 2.710922 0.006709639 -spvB fimB 3.583786 1.610089 -0.7854257 1.348244 -0.5950569 -1.287362 0.1979682 -spvB impE 4.442715 2.42616 -0.7529202 -1.418275 -0.3822989 -1.399013 0.1618092 -spvB allA 4.346793 2.021062 -0.6637808 -1.157376 -0.6116662 -1.818038 0.06905827 -spvB STM0273 4.442715 2.42616 -0.7529202 -1.418275 -0.3822989 -1.399013 0.1618092 -spvB KP1_RS17225 3.721158 4.280443 -0.3856815 -0.2060229 0.1099727 0.4084453 0.6829468 -spvB spvC 3.813063 5.130374 0.4516484 -0.9314692 1.171224 2.551604 0.01072283 -spvB STM0282 4.35378 2.56628 -0.7200306 -1.608068 -0.2728168 -0.9068528 0.3644846 -spvB STM0284 3.485565 2.571718 -0.2868598 -1.50816 0.1926335 0.4728616 0.6363119 -spvB STM0275 4.174794 2.991025 -0.7442916 -0.7313091 -0.2799167 -0.6191369 0.5358262 -spvB spvD 3.777209 4.903177 0.9335592 -1.631089 1.546546 3.445763 0.0005694492 -spvB allR 4.346793 2.021062 -0.6637808 -1.157376 -0.6116662 -1.818038 0.06905827 -spvB entD 4.020491 1.016134 -0.8667294 -0.2981977 -0.803182 -1.537312 0.124217 -spvB tide1 4.219544 2.653944 -0.6815669 -1.649927 -0.2639158 -0.8585957 0.3905636 -spvB pefB 3.732054 4.910691 0.8639961 -1.824679 1.372319 3.094429 0.001971922 -spvB gtrA 4.339196 2.131655 -0.692953 -0.9233722 -0.6621233 -2.296487 0.02164805 -spvB pefA 3.732054 4.910691 0.8639961 -1.824679 1.372319 3.094429 0.001971922 -spvB orgA.sctK 3.839006 0.9356294 -0.3482036 -1.000615 -0.1626659 -0.4094082 0.6822401 -spvB STM0281 4.35378 2.56628 -0.7200306 -1.608068 -0.2728168 -0.9068528 0.3644846 -spvB STM0276 4.396882 2.499524 -0.7384153 -1.538572 -0.3195796 -1.12849 0.259113 -spvB pefC 3.709888 5.316792 0.6860011 -1.801107 1.13954 2.563546 0.01036089 -spvB ratB 4.261221 2.605397 -0.759864 -1.717729 -0.4557721 -1.60586 0.1083047 -spvB pipB 3.912251 1.033096 -0.474322 1.168859 -0.1275512 -0.3091458 0.7572106 -spvB STM0285 3.565172 2.563467 -0.3427912 -1.605675 0.1168364 0.2719467 0.785663 -spvB shdA 3.285443 1.313895 -1.261218 -0.7319591 -1.21483 -2.931697 0.00337115 -spvB pefD 3.709888 5.316792 0.6860011 -1.801107 1.13954 2.563546 0.01036089 -spvB rfbD 3.68629 1.519105 -0.7292475 1.300267 -0.4583567 -0.9162513 0.3595351 -spvB STM0280 4.396882 2.499524 -0.7384153 -1.538572 -0.3195796 -1.12849 0.259113 -spvB rfbF 4.176056 2.387592 -0.9017349 -1.525515 -0.6126074 -1.97613 0.04814008 -spvB STM0290 3.524511 0.9028744 -1.637844 0.8632704 -1.339818 -3.000446 0.002695844 -spvB tae4 4.468746 2.79078 -0.8399476 -1.7066 -0.5263873 -1.813291 0.06978702 -spvB STM0287 4.219544 2.653944 -0.6815669 -1.649927 -0.2639158 -0.8585957 0.3905636 -spvB csgB 4.252925 2.315501 -0.7691697 -1.343048 -0.4097732 -1.405028 0.1600129 -spvB sciB 4.321255 2.282342 -0.7627277 -1.258593 -0.4893129 -1.747027 0.08063271 -spvB ssaG 3.885366 0.7107844 -0.2865081 -0.773784 -0.2761657 -0.6821387 0.4951512 -spvB STM0286 3.716571 2.513176 -0.4105761 -1.599455 0.01714405 0.0301755 0.9759271 -spvB STM0268 4.442715 2.42616 -0.7529202 -1.418275 -0.3822989 -1.399013 0.1618092 -spvB STM0289 4.35378 2.56628 -0.7200306 -1.608068 -0.2728168 -0.9068528 0.3644846 -spvB rfbG 4.176056 2.387592 -0.9017349 -1.525515 -0.6126074 -1.97613 0.04814008 -spvB gogB 3.72029 1.365672 0.2714806 1.256448 0.8746892 1.935766 0.05289641 -spvB sopD2 3.817348 0.9314872 -0.3622187 -1.001369 -0.1343949 -0.345327 0.7298486 -spvB STM0278 4.436544 2.770281 -0.8442974 -1.732828 -0.4994461 -1.71737 0.0859116 -spvB STM0269 4.442715 2.42616 -0.7529202 -1.418275 -0.3822989 -1.399013 0.1618092 -spvB STM0271 4.45551 2.454165 -0.7377891 -1.499285 -0.3756271 -1.389904 0.1645581 -spvB traJ 3.533186 3.217159 1.470618 -2.004292 2.041249 4.048231 5.16061e-05 -spvB pipB2 4.04449 2.023497 -0.8685058 -0.6312257 -0.6803627 -1.723546 0.08478976 -spvB hcp1.tssD1 3.402613 0.6462297 -1.053091 0.6315664 -0.9353348 -1.801429 0.07163532 -spvB ssaO 3.974707 1.148281 -0.3008555 -1.206053 -0.3383136 -0.8899216 0.373508 -spvB allD 4.375766 2.182127 -0.6897364 -1.915147 -0.8241072 -2.654985 0.007931202 -spvB allB 4.317984 2.263309 -0.7531063 -1.987143 -1.040549 -3.054656 0.002253188 -spvB allC 4.351892 2.117059 -0.6822842 -1.82698 -0.8566888 -2.729859 0.006336142 -spvB iucA 4.623915 1.302855 -0.3609504 1.194328 0.6924235 2.167794 0.03017433 -spvB iucB 4.623915 1.302855 -0.3609504 1.194328 0.6924235 2.167794 0.03017433 -spvB cdtB 4.723134 0.833024 0.0587421 0.802498 1.136932 2.431681 0.01502892 -spvB iucC 4.618774 1.105184 -0.2998485 1.039198 0.765472 2.298378 0.02154029 -spvB sinH 3.467464 1.609529 -1.03741 0.3987913 -1.150709 -2.04954 0.04040933 -spvB tssF 4.234459 0.7630634 0.2267565 0.725548 1.078371 1.941759 0.05216631 -spvB iucD 4.618774 1.105184 -0.2998485 1.039198 0.765472 2.298378 0.02154029 -spvB iutA 4.618774 1.105184 -0.2998485 1.039198 0.765472 2.298378 0.02154029 -spvB hcp.tssD 4.43214 1.538589 -0.3528917 -1.690649 0.8510979 2.534974 0.01124558 -spvB icsP.sopA 4.565787 0.8062519 -0.3197963 0.7145937 0.5951954 1.588749 0.112117 -spvB fyuA 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 -spvB ybtT 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 -spvB ybtU 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 -spvB nleC 4.74128 0.4111687 0.03642226 0.4118164 0.9928971 1.99844 0.04566896 -spvB irp1 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 -spvB irp2 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 -spvB ybtQ 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 -spvB ybtX 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 -spvB ybtS 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 -spvB ybtA 4.584179 1.035255 -0.3402947 0.9767869 0.5662706 1.470143 0.1415231 -spvB cesT 4.285021 0.7969347 -0.1519031 0.6779824 0.5907632 0.9372177 0.3486466 -spvB vipA.tssB 3.976769 0.3626183 0.1576017 0.3439607 0.7651758 1.151407 0.2495647 -spvB wbtL.1 3.874131 3.750202 -1.447123 -2.239615 -1.769452 -6.706102 1.998934e-11 -spvB galU 4.219288 4.559304 -1.324483 -1.322079 -1.417178 -4.13799 3.503616e-05 -spvB fliH 3.657236 0.7621728 -0.8733964 0.721645 -0.5845661 -1.050493 0.2934915 -spvB clpV1 4.000917 4.449692 -1.495082 -1.65825 -1.243887 -3.539385 0.000401061 -spvB tviA 3.77642 1.450254 -0.2611511 -0.7196664 0.2044715 0.3533724 0.7238093 -spvB tviB 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB tviC 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB tviD 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB tviE 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB vexA 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB vexB 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB vexC 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB flgM 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB vexD 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB vexE 3.725792 0.2944639 -0.5549825 0.2765004 -0.1592484 -0.2567512 0.7973709 -spvB clpV.tssH 4.11557 2.655784 -0.6667215 2.034037 0.5735934 2.102884 0.03547594 -spvB ipfE 2.787632 1.363379 -1.625988 0.1120444 -1.152133 -3.400799 0.0006718932 -spvB sopA 4.251585 2.645643 -0.7080239 -0.9203528 -0.5392047 -1.860061 0.06287689 -spvB PA2367 4.256993 3.05599 -0.6604073 -0.6223079 -0.3891602 -1.398883 0.161848 -spvB lpfD 3.029362 2.230457 -1.484323 -0.6677734 -1.017498 -2.61965 0.008801999 -spvB avrA 3.708066 2.933577 -0.4225198 -0.2887973 0.06793491 0.2048642 0.8376782 -spvB slrP 3.593468 0.8379081 -0.6942266 -0.7943585 0.4216043 0.8747405 0.3817151 -spvB lpfB 2.787632 1.363379 -1.625988 0.1120444 -1.152133 -3.400799 0.0006718932 -spvB lpfA 2.787632 1.363379 -1.625988 0.1120444 -1.152133 -3.400799 0.0006718932 -spvB flgL 4.457955 0.9873823 -0.4659278 1.056971 0.3763118 0.9915567 0.3214138 -spvB PA2366 3.938444 2.618587 -0.5302336 0.9042722 -0.1981756 -0.5102556 0.6098724 -spvB cdtB.1 2.823376 0.9701094 -1.484696 -1.10309 1.087818 2.764468 0.005701568 -tssJ ssaR 0.6406358 0.4682073 0.5865396 -0.4738345 1.22713 1.779161 0.07521339 -tssJ iroE 0.6829264 0.3093748 0.6266289 -0.3214331 1.121454 1.61504 0.1063021 -tssJ ssaT 0.6823723 0.3047243 0.6263122 -0.3257311 1.128596 1.62894 0.1033257 -tssJ tssA.1 1.613131 1.613131 1.375835 1.375834 1.482956 3.170864 0.001519861 -tssJ sseB 0.6824336 0.3070346 0.6261483 -0.3227656 1.121003 1.61411 0.1065036 -tssJ STM0266 1.373644 1.630668 -0.6749189 -0.95525 0.9709275 1.498455 0.134015 -tssJ sptP 0.9789479 0.9591087 0.8935911 -0.7959858 0.5230574 0.9075001 0.3641424 -tssJ STM0283 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -tssJ rck 1.266795 4.687837 1.028938 -1.814477 0.189994 0.3407918 0.7332603 -tssJ fimB 0.9613267 1.6164 0.7567181 1.038882 -0.7233915 -1.337106 0.1811882 -tssJ impE 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -tssJ allA 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 -tssJ STM0273 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -tssJ KP1_RS17225 0.9821172 4.246487 0.8761658 -0.780866 -0.7226124 -1.508396 0.1314533 -tssJ spvC 1.265811 5.176119 1.026374 -0.8035288 0.2469436 0.7460059 0.4556638 -tssJ STM0282 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -tssJ STM0284 1.203107 2.566428 0.9675259 -1.490699 0.19332 0.4361797 0.6627063 -tssJ STM0275 1.143159 2.984042 0.9704302 -0.6537605 -0.1024049 -0.2364847 0.8130565 -tssJ spvD 1.113142 5.031043 0.951967 -1.455495 -0.1127772 -0.2235537 0.8231046 -tssJ allR 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 -tssJ entD 1.100986 1.057501 0.9597505 -0.2824005 -0.3232202 -0.644005 0.5195722 -tssJ tide1 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 -tssJ pefB 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 -tssJ gtrA 1.130893 1.782293 0.9555617 -1.055193 0.2549537 0.5356764 0.5921822 -tssJ pefA 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 -tssJ orgA.sctK 1.004304 0.7781379 0.8989424 -0.8417811 0.3755525 0.6310573 0.5280031 -tssJ STM0281 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -tssJ STM0276 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 -tssJ pefC 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 -tssJ ratB 1.999057 2.427287 -0.8000917 -1.581791 0.01908872 0.05024895 0.959924 -tssJ pipB 1.033 0.8518631 0.8734633 0.8461216 -0.8721304 -1.642505 0.1004854 -tssJ STM0285 1.953758 2.567349 -0.7996141 -1.606411 0.125815 0.3418495 0.7324641 -tssJ shdA 1.127929 1.559748 0.9740522 -0.6721828 -0.2023876 -0.4191121 0.6751342 -tssJ pefD 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 -tssJ rfbD 0.602174 0.9918894 0.4768846 0.7836297 -1.471808 -2.175579 0.02958674 -tssJ STM0280 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 -tssJ rfbF 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 -tssJ STM0290 0.5773816 0.7948362 0.4896605 0.6898621 -1.305378 -1.871375 0.06129307 -tssJ tae4 1.178534 2.481686 0.9709503 -1.525956 0.1096332 0.2495265 0.8029536 -tssJ STM0287 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 -tssJ csgB 1.38453 1.543147 -0.6493805 -0.9022378 0.9790391 1.547394 0.1217683 -tssJ sciB 1.157337 2.211214 0.9826073 -1.165357 -0.06477499 -0.1419094 0.8871516 -tssJ ssaG 1.050542 0.5902098 0.928961 -0.6558502 0.2622692 0.4350639 0.6635161 -tssJ STM0286 1.977227 2.495244 -0.800605 -1.583825 0.0714153 0.1911659 0.8483956 -tssJ STM0268 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -tssJ STM0289 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -tssJ rfbG 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 -tssJ gogB 0.986993 1.113864 0.8376671 0.9634598 -0.4347739 -0.7391281 0.4598292 -tssJ sopD2 1.001034 0.7759159 0.897597 -0.8424009 0.3879173 0.6545399 0.512764 -tssJ STM0278 1.182929 2.469839 0.9684984 -1.545332 0.1346091 0.3065748 0.759167 -tssJ STM0269 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -tssJ STM0271 1.358632 1.675827 -0.6767395 -1.007683 0.9870859 1.515587 0.1296238 -tssJ traJ 0.6754445 0.8706391 0.5912415 0.3368173 -1.028831 -1.281757 0.199928 -tssJ pipB2 1.181565 2.022315 0.9608035 -0.5725457 0.2726023 0.5884935 0.5562011 -tssJ hcp1.tssD1 1.435909 1.064705 1.147651 1.011643 0.5667163 1.038463 0.2990543 -tssJ ssaO 0.9690258 0.9119709 0.8736006 -0.971235 0.4697897 0.7993946 0.4240616 -tssJ allD 1.077489 1.639639 0.9335079 -1.597086 0.4002746 0.8605069 0.3895097 -tssJ allB 1.07707 1.633041 0.93326 -1.602192 0.4003259 0.8606794 0.3894146 -tssJ allC 1.083176 1.589609 0.9426466 -1.542224 0.3616785 0.772554 0.4397864 -tssJ iucA 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 -tssJ iucB 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 -tssJ cdtB 0.6937576 0.3301351 0.6200015 0.3008339 -1.058384 -1.501599 0.1332008 -tssJ iucC 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -tssJ sinH 1.161899 1.790388 0.9941475 0.355108 -0.271315 -0.5891518 0.5557594 -tssJ tssF 0.6936523 0.3314911 0.619408 0.2947231 -1.017859 -1.422051 0.1550114 -tssJ iucD 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -tssJ iutA 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -tssJ hcp.tssD 1.097039 1.551096 0.949938 -1.770209 -0.2633329 -0.5166523 0.6053989 -tssJ icsP.sopA 1.1344 0.6752577 0.9631077 0.6009877 -0.06571498 -0.1031228 0.9178655 -tssJ fyuA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssJ ybtT 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssJ ybtU 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssJ nleC 0.7615061 0.08534384 0.6819231 0.07900128 -0.8551785 -1.170033 0.2419875 -tssJ irp1 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssJ irp2 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssJ ybtQ 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssJ ybtX 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssJ ybtS 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssJ ybtA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssJ cesT 0.696161 0.3434447 0.6202342 0.2870819 -0.976281 -1.338478 0.1807406 -tssJ vipA.tssB 0.7684023 0.09247501 0.6864593 0.0748674 -0.8064156 -1.075655 0.2820816 -tssJ wbtL.1 1.811974 2.200208 -0.9017048 -1.941883 0.6978442 2.262484 0.0236675 -tssJ galU 1.857069 3.274512 -0.8469763 -0.8134091 0.4540862 1.346094 0.1782721 -tssJ fliH 0.6467469 0.4821234 0.5720292 0.4434587 -1.104728 -1.548836 0.1214211 -tssJ clpV1 1.557448 2.538464 -0.6620371 -1.649672 0.8556308 0.7290742 0.4659562 -tssJ tviA 1.036731 1.349089 0.8968428 -0.7987408 -0.2562244 -0.3499215 0.7263976 -tssJ tviB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ tviC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ tviD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ tviE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ vexA 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ vexB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ vexC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ flgM 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ vexD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ vexE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssJ clpV.tssH 1.168925 2.192386 0.9408806 1.965483 -0.1673166 -0.3936008 0.6938758 -tssJ ipfE 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -tssJ sopA 1.144119 2.113589 0.9594228 -1.02768 0.1230821 0.2728707 0.7849526 -tssJ PA2367 1.047556 3.170576 0.9796253 -1.004389 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0.1194654 0.9049067 -ssaR STM0266 0.9050804 2.250806 -0.933304 -1.266314 -0.1078931 -0.2142575 0.8303463 -ssaR sptP 0.8306794 1.0565 -0.8764019 -0.8560481 -0.2434088 -0.3885408 0.6976159 -ssaR STM0283 0.8998331 2.355156 -0.9325192 -1.454358 -0.1867598 -0.3646976 0.7153371 -ssaR rck 1.219087 4.473573 -1.273755 -1.485761 -0.9253922 -1.747876 0.08048558 -ssaR fimB 0.8507739 1.719058 -0.8589253 1.286187 0.2827045 0.5806201 0.5614965 -ssaR impE 0.9051993 2.25509 -0.9334347 -1.26277 -0.1083579 -0.2151412 0.8296572 -ssaR allA 0.9139711 1.653975 -0.9349619 -1.424833 0.03793622 0.07107771 0.9433359 -ssaR STM0273 0.9051993 2.25509 -0.9334347 -1.26277 -0.1083579 -0.2151412 0.8296572 -ssaR KP1_RS17225 0.9185506 4.26478 -0.9437887 -0.1118238 -0.1860508 -0.4710031 0.6376385 -ssaR spvC 0.9689163 5.17403 -0.9965439 -0.7801793 -0.2313754 -0.5385547 0.5901941 -ssaR STM0282 0.8998331 2.355156 -0.9325192 -1.454358 -0.1867598 -0.3646976 0.7153371 -ssaR STM0284 0.6780073 1.364569 -0.68913 1.168064 0.7181334 1.275388 0.202172 -ssaR STM0275 0.9067413 2.970061 -0.9293475 -0.6011844 0.009781364 0.021295 0.9830103 -ssaR spvD 1.067829 4.932742 -1.104487 -1.050155 -0.5139284 -1.094811 0.2735992 -ssaR allR 0.9139711 1.653975 -0.9349619 -1.424833 0.03793622 0.07107771 0.9433359 -ssaR entD 0.8917511 1.061674 -0.9055989 -0.2319605 0.2125899 0.3999666 0.6891811 -ssaR tide1 0.8992984 2.428014 -0.9333525 -1.493683 -0.2116481 -0.4112643 0.6808787 -ssaR pefB 1.09815 4.847068 -1.137917 -1.1388 -0.5974759 -1.262968 0.2066006 -ssaR gtrA 0.9178877 2.019491 -0.9348061 -1.01486 0.1315756 0.252267 0.8008347 -ssaR pefA 1.09815 4.847068 -1.137917 -1.1388 -0.5974759 -1.262968 0.2066006 -ssaR orgA.sctK 0.8525839 0.8482192 -0.8876192 -0.9209217 -0.1458 -0.2318279 0.8166717 -ssaR STM0281 0.8998331 2.355156 -0.9325192 -1.454358 -0.1867598 -0.3646976 0.7153371 -ssaR STM0276 0.9019839 2.302169 -0.9328932 -1.382244 -0.1560873 -0.3070301 0.7588204 -ssaR pefC 1.121899 5.197325 -1.164359 -1.201092 -0.6507214 -1.362524 0.1730326 -ssaR ratB 0.898455 2.335645 -0.9321708 -1.494024 -0.2037192 -0.3975672 0.6909492 -ssaR pipB 0.9150956 0.9989916 -0.91464 1.101827 0.2873714 0.5771724 0.563823 -ssaR STM0285 0.9000983 2.505491 -0.9356336 -1.522324 -0.24013 -0.4656483 0.6414673 -ssaR shdA 0.9032518 1.541105 -0.9223563 -0.6111452 0.08495261 0.1652904 0.8687154 -ssaR pefD 1.121899 5.197325 -1.164359 -1.201092 -0.6507214 -1.362524 0.1730326 -ssaR rfbD 0.8651105 1.590232 -0.877048 1.285922 0.2018023 0.4142942 0.6786586 -ssaR STM0280 0.9019839 2.302169 -0.9328932 -1.382244 -0.1560873 -0.3070301 0.7588204 -ssaR rfbF 0.913063 2.236546 -0.945217 -1.228847 -0.1918384 -0.3853293 0.6999935 -ssaR STM0290 0.7364549 1.186174 -0.7510344 1.03901 0.4783725 0.8083727 0.418876 -ssaR tae4 0.899445 2.443289 -0.9325388 -1.475252 -0.1941474 -0.3768089 0.7063156 -ssaR STM0287 0.8992984 2.428014 -0.9333525 -1.493683 -0.2116481 -0.4112643 0.6808787 -ssaR csgB 0.9122236 2.202471 -0.9416002 -1.133201 -0.1384833 -0.2784437 0.7806717 -ssaR sciB 0.9080459 2.165681 -0.9338384 -1.104907 -0.06237349 -0.1246946 0.9007653 -ssaR ssaG 0.8982201 0.6596946 -0.9231626 -0.7265686 -0.02615666 -0.04107993 0.9672322 -ssaR STM0286 0.8988284 2.413017 -0.9332341 -1.506628 -0.2173372 -0.4223714 0.672754 -ssaR STM0268 0.9051993 2.25509 -0.9334347 -1.26277 -0.1083579 -0.2151412 0.8296572 -ssaR STM0289 0.8998331 2.355156 -0.9325192 -1.454358 -0.1867598 -0.3646976 0.7153371 -ssaR rfbG 0.913063 2.236546 -0.945217 -1.228847 -0.1918384 -0.3853293 0.6999935 -ssaR gogB 0.7564745 1.094227 -0.7716684 0.9843398 0.4491127 0.7591837 0.4477427 -ssaR sopD2 0.8483641 0.8446313 -0.8844942 -0.9215634 -0.1590012 -0.2542028 0.7993389 -ssaR STM0278 0.8997518 2.434736 -0.9340455 -1.491512 -0.2167276 -0.421077 0.6736989 -ssaR STM0269 0.9051993 2.25509 -0.9334347 -1.26277 -0.1083579 -0.2151412 0.8296572 -ssaR STM0271 0.9029397 2.269998 -0.931834 -1.336719 -0.1179327 -0.2330996 0.815684 -ssaR traJ 1.174151 3.935808 -1.219746 -1.290008 -0.7965949 -1.52536 0.1271693 -ssaR pipB2 0.9034018 2.112518 -0.9216386 -0.6674725 0.120515 0.2404035 0.8100175 -ssaR hcp1.tssD1 0.4891609 0.5007639 -0.4956539 0.4748893 1.086942 1.542679 0.1229088 -ssaR ssaO 0.8161436 0.9811251 -0.859996 -1.054336 -0.2416459 -0.388534 0.6976209 -ssaR allD 0.938697 2.091259 -0.9413072 -1.938974 0.5152986 0.9321173 0.3512759 -ssaR allB 0.9396092 2.072836 -0.9422284 -1.953315 0.5124687 0.9292505 0.3527593 -ssaR allC 0.9392916 2.020003 -0.941135 -1.877064 0.5350019 0.971417 0.3313406 -ssaR iucA 0.7847724 0.9723149 -0.7818498 0.9119421 0.4230594 0.7118748 0.4765423 -ssaR iucB 0.7847724 0.9723149 -0.7818498 0.9119421 0.4230594 0.7118748 0.4765423 -ssaR cdtB 0.8681764 0.6528687 -0.8824086 0.6193122 0.1329825 0.2130696 0.8312726 -ssaR iucC 0.8164444 0.8341599 -0.8192488 0.7964905 0.3187169 0.5284851 0.5971627 -ssaR sinH 0.9066813 1.822657 -0.9240492 0.5170687 -0.1149332 -0.2348406 0.8143324 -ssaR tssF 0.5356017 0.3492133 -0.5432104 0.3255515 0.9814378 1.376379 0.1687043 -ssaR iucD 0.8164444 0.8341599 -0.8192488 0.7964905 0.3187169 0.5284851 0.5971627 -ssaR iutA 0.8164444 0.8341599 -0.8192488 0.7964905 0.3187169 0.5284851 0.5971627 -ssaR hcp.tssD 0.9217618 1.32833 -0.97814 -1.484336 -0.4608172 -0.9087638 0.3634748 -ssaR icsP.sopA 0.8839974 0.6730473 -0.9018612 0.6004337 0.07570045 0.1189175 0.9053407 -ssaR fyuA 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 -ssaR ybtT 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 -ssaR ybtU 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 -ssaR nleC 0.9635917 0.3502395 -0.9984638 0.355677 -0.1708363 -0.2565296 0.7975419 -ssaR irp1 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 -ssaR irp2 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 -ssaR ybtQ 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 -ssaR ybtX 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 -ssaR ybtS 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 -ssaR ybtA 0.8367222 0.8421429 -0.8461824 0.7974502 0.2140842 0.3430647 0.7315498 -ssaR cesT 0.5362921 0.363926 -0.5432356 0.3122535 0.9432774 1.304577 0.1920371 -ssaR vipA.tssB 0.6030533 0.1108917 -0.6121454 0.09546611 0.7663167 1.030644 0.302708 -ssaR wbtL.1 0.8348152 6.392708 -0.8442768 -0.6594405 0.7892024 1.598577 0.1099147 -ssaR galU 0.8296297 4.907479 -0.8358471 -0.7585686 0.7886153 1.5051 0.1322985 -ssaR fliH 0.4884575 0.5011104 -0.495128 0.4724787 1.078259 1.526418 0.1269059 -ssaR clpV1 0.3444794 1.108551 -0.3502798 0.9404814 1.520035 2.268582 0.02329375 -ssaR tviA 0.8245345 1.351499 -0.8426416 -0.7808259 0.2165121 0.2971032 0.7663878 -ssaR tviB 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 -ssaR tviC 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 -ssaR tviD 0.602529 0.1099286 -0.6114573 0.09650619 0.7731303 1.043159 0.2968749 -ssaR tviE 0.602529 0.1099286 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-0.8714641 -1.516045 -2.269942 0.02321113 -ssaR slrP 0.4852443 0.5194158 -0.4915551 -0.4906989 -1.10422 -1.570672 0.1162587 -ssaR lpfB 0.9883814 1.88554 -0.9856763 0.4431749 -0.5058191 -1.012481 0.3113079 -ssaR lpfA 0.9883814 1.88554 -0.9856763 0.4431749 -0.5058191 -1.012481 0.3113079 -ssaR flgL 1.072105 1.101993 -1.078438 1.161783 -0.5494267 -0.9833131 0.3254534 -ssaR PA2366 0.8841805 3.261376 -0.8994078 0.1438326 -0.3033215 -0.6808035 0.4959959 -ssaR cdtB.1 0.7508282 1.09538 -0.757965 -1.029183 -0.7038307 -1.253794 0.209917 -iroE ssaT 0.7407753 0.7292145 -0.7632284 -0.7800718 0.2044362 0.3017704 0.7628271 -iroE tssA.1 0.3093748 0.6829264 -0.3214331 0.6266289 1.121454 1.61504 0.106302 -iroE sseB 0.7479656 0.7420665 -0.7693094 -0.7732969 0.2216026 0.3245026 0.7455575 -iroE STM0266 0.6610681 2.376408 -0.6883575 -1.415694 0.2034317 0.3521735 0.7247081 -iroE sptP 0.6594978 1.168135 -0.6983039 -0.8391837 -0.03741395 -0.05129229 0.9590926 -iroE STM0283 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroE rck 0.7923185 4.646201 -0.8451456 -1.667626 -0.4037554 -0.6812294 0.4957264 -iroE fimB 0.5111114 1.439822 -0.5003697 1.211843 0.7154023 1.271506 0.2035486 -iroE impE 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroE allA 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 -iroE STM0273 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroE KP1_RS17225 0.6688157 4.269537 -0.7045986 -0.2550226 0.001162386 0.00274831 0.9978072 -iroE spvC 0.6371374 5.199754 -0.6690891 -1.067966 0.1247604 0.2365788 0.8129836 -iroE STM0282 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroE STM0284 0.2222929 1.011879 -0.2332587 0.9234441 1.390548 2.078022 0.03770733 -iroE STM0275 0.6097733 2.985973 -0.6352317 -0.8470546 0.3546814 0.6483584 0.5167532 -iroE spvD 0.6958336 5.002716 -0.734994 -1.306969 -0.09372576 -0.1702329 0.864827 -iroE allR 0.6919778 1.853082 -0.714229 -1.436414 0.3348358 0.5250677 0.5995361 -iroE entD 0.5706744 1.045861 -0.5846471 -0.4357745 0.6815506 1.080193 0.2800562 -iroE tide1 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 -iroE pefB 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 -iroE gtrA 0.6546574 2.154062 -0.6736918 -1.046632 0.4803333 0.8168121 0.4140358 -iroE pefA 0.717962 4.915249 -0.7600127 -1.39392 -0.1675393 -0.3016207 0.7629412 -iroE orgA.sctK 0.6686091 0.9054783 -0.7044777 -0.9704833 -0.0009179153 -0.001416241 0.99887 -iroE STM0281 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroE STM0276 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 -iroE pefC 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 -iroE ratB 0.6672703 2.477692 -0.6987467 -1.634199 0.09561347 0.1628377 0.8706462 -iroE pipB 0.6437075 0.9058656 -0.6300395 0.9743293 0.6484248 1.113227 0.265611 -iroE STM0285 0.6668371 2.666853 -0.6995987 -1.656446 0.06791161 0.1150004 0.9084448 -iroE shdA 0.6108626 1.586715 -0.6299668 -0.8255486 0.4862338 0.8148289 0.4151703 -iroE pefD 0.7302462 5.308931 -0.7738373 -1.445195 -0.2042693 -0.3669082 0.7136875 -iroE rfbD 0.5227263 1.355089 -0.5167929 1.178023 0.6400746 1.125297 0.2604632 -iroE STM0280 0.6649375 2.441152 -0.6942183 -1.523308 0.1492713 0.2559025 0.7980261 -iroE rfbF 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 -iroE STM0290 0.2523781 0.8347248 -0.2645625 0.7676767 1.208461 1.760336 0.07835085 -iroE tae4 0.6664949 2.604488 -0.6972931 -1.605835 0.1124958 0.1905295 0.8488942 -iroE STM0287 0.6667231 2.583718 -0.6983349 -1.627911 0.09353633 0.1586271 0.8739627 -iroE csgB 0.6518604 2.305553 -0.6799838 -1.316468 0.1926782 0.3372426 0.735934 -iroE sciB 0.6511947 2.269399 -0.6766322 -1.267019 0.2662413 0.4631337 0.6432685 -iroE ssaG 0.7119482 0.715836 -0.7388756 -0.7718884 0.1347696 0.2037352 0.8385604 -iroE STM0286 0.6670181 2.565459 -0.6989372 -1.642422 0.08622247 0.1462633 0.8837135 -iroE STM0268 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroE STM0289 0.666447 2.502256 -0.6970512 -1.591413 0.1165704 0.1985227 0.8426361 -iroE rfbG 0.6579593 2.345716 -0.6882623 -1.407342 0.1320668 0.2306008 0.8176249 -iroE gogB 0.2782068 0.7636374 -0.2912151 0.711131 1.175336 1.705762 0.08805245 -iroE sopD2 0.6648991 0.9023113 -0.7015708 -0.9719989 -0.01239984 -0.01921287 0.9846713 -iroE STM0278 0.2197699 1.0621 -0.2304083 0.9516264 1.431661 2.146515 0.03183189 -iroE STM0269 0.6607838 2.381746 -0.6880712 -1.411287 0.2038955 0.3527836 0.7242507 -iroE STM0271 0.6646836 2.399254 -0.6924848 -1.483545 0.1856231 0.3203432 0.7487082 -iroE traJ 0.3516499 0.9648558 -0.367697 0.367408 0.8906082 1.086432 0.2772879 -iroE pipB2 0.6084674 2.123459 -0.6286856 -0.7994343 0.5096992 0.8641596 0.3875002 -iroE hcp1.tssD1 0.3291627 0.5409932 -0.3425676 0.5137036 0.983135 1.388813 0.1648897 -iroE ssaO 0.6343976 1.039614 -0.6779581 -1.104442 -0.1046245 -0.1636257 0.8700258 -iroE allD 0.6893226 1.923716 -0.7166312 -1.795517 0.1791558 0.2907534 0.7712399 -iroE allB 0.6892491 1.909579 -0.7166884 -1.805232 0.1758908 0.2861843 0.774737 -iroE allC 0.6920109 1.865369 -0.7181977 -1.734859 0.2082782 0.340747 0.733294 -iroE iucA 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 -iroE iucB 0.593707 1.017001 -0.6095217 0.9529348 0.300831 0.4988201 0.6179061 -iroE cdtB 0.6724587 0.6970119 -0.7092807 0.6557795 -0.0140547 -0.02186412 0.9825563 -iroE iucC 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroE sinH 0.6618555 1.768909 -0.7061805 0.40842 0.1478132 0.2706097 0.7866912 -iroE tssF 0.3739326 0.3881009 -0.3889642 0.3638037 0.8702162 1.210163 0.2262165 -iroE iucD 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroE iutA 0.6239237 0.8790984 -0.6469635 0.8386888 0.1843384 0.2992574 0.7647437 -iroE hcp.tssD 0.6299199 1.187362 -0.7379614 -1.356445 -0.8033605 -1.381405 0.1671545 -iroE icsP.sopA 0.6864098 0.7164462 -0.7270246 0.6314655 -0.06485839 -0.099311 0.9208913 -iroE fyuA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroE ybtT 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroE ybtU 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroE nleC 0.7590478 0.3778017 -0.8213118 0.3859415 -0.3281722 -0.4782244 0.6324905 -iroE irp1 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroE irp2 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroE ybtQ 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroE ybtX 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroE ybtS 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroE ybtA 0.6406626 0.8812249 -0.6696333 0.8338947 0.09786285 0.1553239 0.876566 -iroE cesT 0.3741632 0.4036832 -0.3888203 0.3481118 0.8352817 1.148706 0.2506774 -iroE vipA.tssB 0.4376484 0.144501 -0.4557068 0.1282335 0.6510468 0.8688774 0.3849142 -iroE wbtL.1 0.6248295 6.387762 -0.6452252 -0.5519452 0.6511809 1.316829 0.187896 -iroE galU 0.6249908 4.902195 -0.6440638 -0.6233611 0.6271785 1.18647 0.2354366 -iroE fliH 0.3284062 0.5412646 -0.3419822 0.5109393 0.9752176 1.374902 0.1691618 -iroE clpV1 0.1899563 1.155604 -0.2018308 0.9717255 1.431961 2.141378 0.0322436 -iroE tviA 0.6391616 1.393105 -0.6720486 -0.7556597 0.08799134 0.1191269 0.9051748 -iroE tviB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE tviC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE tviD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE tviE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE vexA 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE vexB 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE vexC 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE flgM 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE vexD 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE vexE 0.437296 0.1436171 -0.4551884 0.129612 0.657107 0.8791696 0.3793093 -iroE clpV.tssH 0.4841829 1.798982 -0.5964651 1.782658 0.7461856 1.212631 0.2252709 -iroE ipfE 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroE sopA 0.5255509 1.410896 -0.5159922 -1.214406 -0.7420542 -1.311005 0.1898562 -iroE PA2367 0.2341453 1.130394 -0.2472688 -0.9901031 -1.512987 -2.28066 0.02256855 -iroE lpfD 0.7202213 2.726267 -0.7416074 -0.4189793 -0.5947131 -1.202252 0.2292658 -iroE avrA 0.2480663 1.028377 -0.2609945 -0.9090615 -1.418081 -2.116996 0.03426018 -iroE slrP 0.3255111 0.559932 -0.3386904 -0.5295878 -1.000483 -1.416119 0.1567408 -iroE lpfB 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroE lpfA 0.7026042 1.801021 -0.7288539 0.3234793 -0.170148 -0.2997485 0.764369 -iroE flgL 0.845648 1.175979 -0.8641305 1.239857 -0.7636274 -1.26819 0.2047301 -iroE PA2366 0.6347344 2.471685 -0.6903931 0.856592 0.2773854 0.4894778 0.6245034 -iroE cdtB.1 0.3200976 0.8112825 -0.3289387 -0.7778396 -1.349969 -2.005142 0.04494786 -ssaT tssA.1 0.3047243 0.6823723 -0.3257311 0.6263122 1.128596 1.62894 0.1033257 -ssaT sseB 0.7297366 0.7355057 -0.7805578 -0.7676512 0.2050728 0.3023686 0.7623711 -ssaT STM0266 0.6024655 2.038276 -0.6977137 -1.169979 -0.4889028 -0.8405445 0.4006032 -ssaT sptP 0.644685 1.155317 -0.7071807 -0.8480555 -0.0592596 -0.0829766 0.9338701 -ssaT STM0283 0.5723783 2.057088 -0.6813749 -1.372613 -0.6117454 -1.030172 0.3029294 -ssaT rck 0.7716926 4.645959 -0.8545277 -1.685731 -0.3805847 -0.6522029 0.5142703 -ssaT fimB 0.236554 1.048956 -0.2542081 0.9518343 1.469356 2.217398 0.02659593 -ssaT impE 0.6028699 2.041336 -0.6981226 -1.168457 -0.4892334 -0.8406031 0.4005703 -ssaT allA 0.5559109 1.373115 -0.64792 -1.323305 -0.446303 -0.7285761 0.466261 -ssaT STM0273 0.6028699 2.041336 -0.6981226 -1.168457 -0.4892334 -0.8406031 0.4005703 -ssaT KP1_RS17225 0.5893637 4.271881 -0.6290098 -0.6626907 0.5043744 0.9724653 0.3308191 -ssaT spvC 0.6265618 5.204103 -0.6797796 -1.07264 0.1312713 0.2581781 0.7962695 -ssaT STM0282 0.5723783 2.057088 -0.6813749 -1.372613 -0.6117454 -1.030172 0.3029294 -ssaT STM0284 0.4842499 1.407845 -0.5269076 1.201961 0.6210347 1.098145 0.2721412 -ssaT STM0275 0.6011798 2.988423 -0.6438633 -0.8515867 0.3646235 0.6686628 0.5037106 -ssaT spvD 0.6811462 5.00136 -0.7441887 -1.318957 -0.07867218 -0.1471172 0.8830395 -ssaT allR 0.5559109 1.373115 -0.64792 -1.323305 -0.446303 -0.7285761 0.466261 -ssaT entD 0.6600636 1.046851 -0.7219259 -0.1266353 -0.04691675 -0.08146237 0.9350743 -ssaT tide1 0.5674394 2.104208 -0.6804217 -1.418271 -0.646117 -1.084203 0.2782748 -ssaT pefB 0.7020421 4.911003 -0.7691305 -1.407594 -0.1506546 -0.2784784 0.7806451 -ssaT gtrA 0.6503386 2.148288 -0.6852603 -1.031968 0.4661524 0.8049161 0.4208681 -ssaT pefA 0.7020421 4.911003 -0.7691305 -1.407594 -0.1506546 -0.2784784 0.7806451 -ssaT orgA.sctK 0.6538181 0.899332 -0.7136266 -0.9651141 -0.01675736 -0.02603362 0.9792305 -ssaT STM0281 0.5723783 2.057088 -0.6813749 -1.372613 -0.6117454 -1.030172 0.3029294 -ssaT STM0276 0.5837437 2.03672 -0.6872204 -1.296591 -0.5644842 -0.9562734 0.3389341 -ssaT pefC 0.7124192 5.311914 -0.7814676 -1.462828 -0.1823012 -0.3371417 0.7360101 -ssaT ratB 0.659096 2.46404 -0.7136678 -1.619374 0.06636306 0.116714 0.9070867 -ssaT pipB 0.6225617 0.9070249 -0.6564251 0.9803451 0.6369265 1.100154 0.2712649 -ssaT STM0285 0.5670456 2.16576 -0.6835131 -1.450809 -0.6779863 -1.137642 0.2552701 -ssaT shdA 0.658482 1.488702 -0.7296473 -0.4779639 -0.1912157 -0.3411848 0.7329645 -ssaT pefD 0.7124192 5.311914 -0.7814676 -1.462828 -0.1823012 -0.3371417 0.7360101 -ssaT rfbD 0.2455583 0.9795713 -0.2635925 0.90049 1.409052 2.111039 0.03476896 -ssaT STM0280 0.5837437 2.03672 -0.6872204 -1.296591 -0.5644842 -0.9562734 0.3389341 -ssaT rfbF 0.6294987 2.092604 -0.7268608 -1.109309 -0.5277108 -0.949096 0.3425718 -ssaT STM0290 0.2476496 0.834003 -0.2684443 0.7670314 1.215764 1.775535 0.07580965 -ssaT tae4 0.5680082 2.114436 -0.6793405 -1.403368 -0.6302907 -1.054613 0.2916025 -ssaT STM0287 0.5674394 2.104208 -0.6804217 -1.418271 -0.646117 -1.084203 0.2782748 -ssaT csgB 0.6380658 2.080777 -0.7289448 -1.006399 -0.4602398 -0.8337921 0.4043982 -ssaT sciB 0.6269329 2.022 -0.7137733 -0.9965467 -0.4047906 -0.7128932 0.4759118 -ssaT ssaG 0.696086 0.7102875 -0.7500981 -0.7673403 0.1201155 0.1826016 0.8551106 -ssaT STM0286 0.566107 2.093183 -0.6797913 -1.427164 -0.6519171 -1.095673 0.2732219 -ssaT STM0268 0.6028699 2.041336 -0.6981226 -1.168457 -0.4892334 -0.8406031 0.4005703 -ssaT STM0289 0.5723783 2.057088 -0.6813749 -1.372613 -0.6117454 -1.030172 0.3029294 -ssaT rfbG 0.6294987 2.092604 -0.7268608 -1.109309 -0.5277108 -0.949096 0.3425718 -ssaT gogB 0.2735768 0.7631017 -0.2953013 0.710596 1.182532 1.720284 0.0853808 -ssaT sopD2 0.8382968 1.179756 -0.8673331 -1.217732 0.7549708 1.255887 0.2091569 -ssaT STM0278 0.5683338 2.108345 -0.6818233 -1.419207 -0.6505299 -1.09147 0.275066 -ssaT STM0269 0.6028699 2.041336 -0.6981226 -1.168457 -0.4892334 -0.8406031 0.4005703 -ssaT STM0271 0.5906402 2.033689 -0.6890093 -1.236237 -0.5155486 -0.8805364 0.3785688 -ssaT traJ 0.3440729 0.9560082 -0.3708003 0.3723895 0.9021202 1.110684 0.2667043 -ssaT pipB2 0.6043484 2.11778 -0.639967 -0.7852551 0.5001897 0.8573086 0.3912744 -ssaT hcp1.tssD1 0.3238851 0.5403504 -0.3471232 0.5130404 0.9899684 1.401591 0.1610375 -ssaT ssaO 0.6202165 1.032933 -0.6857709 -1.098669 -0.1215679 -0.1916551 0.8480124 -ssaT allD 0.5150703 1.50228 -0.6227796 -1.52929 -0.5828538 -0.9677531 0.3331677 -ssaT allB 0.5144268 1.496859 -0.6222438 -1.532515 -0.5837701 -0.9698892 0.3321017 -ssaT allC 0.5254918 1.454802 -0.6286615 -1.47868 -0.5463045 -0.9052496 0.3653331 -ssaT iucA 0.3040097 0.6723068 -0.3253521 0.6411453 1.144956 1.660405 0.09683293 -ssaT iucB 0.3040097 0.6723068 -0.3253521 0.6411453 1.144956 1.660405 0.09683293 -ssaT cdtB 0.3711547 0.3878279 -0.3957779 0.3735131 0.9112353 1.281215 0.2001183 -ssaT iucC 0.3339525 0.5519612 -0.3561174 0.5323534 1.055143 1.513834 0.130068 -ssaT sinH 0.6192388 1.882049 -0.6633016 0.6492983 -0.4757141 -0.8227388 0.4106566 -ssaT tssF 0.3682717 0.3874625 -0.3939927 0.3631888 0.8769668 1.222089 0.2216742 -ssaT iucD 0.3339525 0.5519612 -0.3561174 0.5323534 1.055143 1.513834 0.130068 -ssaT iutA 0.3339525 0.5519612 -0.3561174 0.5323534 1.055143 1.513834 0.130068 -ssaT hcp.tssD 0.6706958 1.432546 -0.7381285 -1.608408 -0.1449928 -0.2539126 0.7995631 -ssaT icsP.sopA 0.3705558 0.3916424 -0.3954028 0.3605579 0.8841843 1.233287 0.2174688 -ssaT fyuA 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 -ssaT ybtT 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 -ssaT ybtU 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 -ssaT nleC 0.4294447 0.1392474 -0.4588716 0.1363267 0.6964373 0.9454119 0.3444487 -ssaT irp1 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 -ssaT irp2 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 -ssaT ybtQ 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 -ssaT ybtX 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 -ssaT ybtS 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 -ssaT ybtA 0.3251753 0.5418689 -0.3481336 0.5158532 0.9996798 1.418548 0.156031 -ssaT cesT 0.3678981 0.4025954 -0.3941599 0.3477042 0.8420869 1.160593 0.2458075 -ssaT vipA.tssB 0.4306598 0.1436719 -0.4615435 0.1274324 0.6579794 0.8800971 0.3788067 -ssaT wbtL.1 0.6593843 6.297688 -0.7181677 -0.02423563 0.0600523 0.1731496 0.8625338 -ssaT galU 0.6542182 3.865652 -0.7171986 -0.5165579 -0.1100159 -0.2445801 0.8067816 -ssaT fliH 0.3230616 0.5405763 -0.3465316 0.5102517 0.9820619 1.387697 0.1652294 -ssaT clpV1 0.4633492 1.722919 -0.5099054 1.116292 0.6483289 1.06946 0.2848624 -ssaT tviA 0.6268471 1.389944 -0.6807222 -0.7572971 0.0983377 0.1336325 0.8936932 -ssaT tviB 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT tviC 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT tviD 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT tviE 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT vexA 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT vexB 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT vexC 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT flgM 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT vexD 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT vexE 0.4303734 0.1428204 -0.461025 0.1288258 0.6640066 0.8903503 0.3732778 -ssaT clpV.tssH 0.4675463 1.784223 -0.6017544 1.775637 0.7768653 1.288507 0.1975694 -ssaT ipfE 0.6900053 1.799428 -0.7435882 0.3198339 -0.1638727 -0.2897306 0.7720223 -ssaT sopA 0.2582569 1.028222 -0.278607 -0.9527704 -1.498776 -2.262198 0.02368516 -ssaT PA2367 0.229601 1.129842 -0.2520507 -0.9906525 -1.521733 -2.300092 0.02144302 -ssaT lpfD 0.7033999 2.727203 -0.7630149 -0.4284609 -0.5930653 -1.207793 0.2271269 -ssaT avrA 0.2440066 1.02816 -0.2649601 -0.9090393 -1.426383 -2.134862 0.03277232 -ssaT slrP 0.3202908 0.5593784 -0.3431825 -0.5290139 -1.007382 -1.429063 0.152986 -ssaT lpfB 0.6900053 1.799428 -0.7435882 0.3198339 -0.1638727 -0.2897306 0.7720223 -ssaT lpfA 0.6900053 1.799428 -0.7435882 0.3198339 -0.1638727 -0.2897306 0.7720223 -ssaT flgL 0.6526412 0.8979644 -0.7126221 0.9677072 0.02053581 0.03203493 0.9744442 -ssaT PA2366 0.5736731 3.211241 -0.6129404 0.372103 -0.6686503 -1.243287 0.2137622 -ssaT cdtB.1 0.5552185 1.141621 -0.5949472 -1.081327 -0.5622467 -0.9798412 0.3271645 -tssA.1 sseB 0.6824336 0.3070346 0.6261483 -0.3227656 1.121003 1.61411 0.1065036 -tssA.1 STM0266 1.373644 1.630668 -0.6749189 -0.95525 0.9709275 1.498455 0.134015 -tssA.1 sptP 0.9789479 0.9591087 0.8935911 -0.7959858 0.5230574 0.9075001 0.3641424 -tssA.1 STM0283 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -tssA.1 rck 1.266795 4.687837 1.028938 -1.814477 0.189994 0.3407918 0.7332603 -tssA.1 fimB 0.9613267 1.6164 0.7567181 1.038882 -0.7233915 -1.337106 0.1811882 -tssA.1 impE 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -tssA.1 allA 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 -tssA.1 STM0273 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -tssA.1 KP1_RS17225 0.9821172 4.246487 0.8761658 -0.780866 -0.7226124 -1.508396 0.1314533 -tssA.1 spvC 1.265811 5.176119 1.026374 -0.8035288 0.2469436 0.7460059 0.4556638 -tssA.1 STM0282 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -tssA.1 STM0284 1.203107 2.566428 0.9675259 -1.490699 0.19332 0.4361797 0.6627063 -tssA.1 STM0275 1.143159 2.984042 0.9704302 -0.6537605 -0.1024049 -0.2364847 0.8130565 -tssA.1 spvD 1.113142 5.031043 0.951967 -1.455495 -0.1127772 -0.2235537 0.8231046 -tssA.1 allR 1.103586 1.509737 0.9620853 -1.349341 0.2667176 0.5611575 0.5746902 -tssA.1 entD 1.100986 1.057501 0.9597505 -0.2824005 -0.3232202 -0.644005 0.5195722 -tssA.1 tide1 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 -tssA.1 pefB 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 -tssA.1 gtrA 1.130893 1.782293 0.9555617 -1.055193 0.2549537 0.5356764 0.5921822 -tssA.1 pefA 1.146291 4.942533 0.971277 -1.547464 -0.04015591 -0.07847512 0.9374501 -tssA.1 orgA.sctK 1.004304 0.7781379 0.8989424 -0.8417811 0.3755525 0.6310573 0.5280031 -tssA.1 STM0281 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -tssA.1 STM0276 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 -tssA.1 pefC 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 -tssA.1 ratB 1.999057 2.427287 -0.8000917 -1.581791 0.01908872 0.05024895 0.959924 -tssA.1 pipB 1.033 0.8518631 0.8734633 0.8461216 -0.8721304 -1.642505 0.1004854 -tssA.1 STM0285 1.953758 2.567349 -0.7996141 -1.606411 0.125815 0.3418495 0.7324641 -tssA.1 shdA 1.127929 1.559748 0.9740522 -0.6721828 -0.2023876 -0.4191121 0.6751342 -tssA.1 pefD 1.16709 5.344484 0.98278 -1.592439 0.003069573 0.005990029 0.9952207 -tssA.1 rfbD 0.602174 0.9918894 0.4768846 0.7836297 -1.471808 -2.175579 0.02958674 -tssA.1 STM0280 1.356052 1.728814 -0.6576761 -1.065124 1.013904 1.539357 0.1237173 -tssA.1 rfbF 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 -tssA.1 STM0290 0.5773816 0.7948362 0.4896605 0.6898621 -1.305378 -1.871375 0.06129307 -tssA.1 tae4 1.178534 2.481686 0.9709503 -1.525956 0.1096332 0.2495265 0.8029536 -tssA.1 STM0287 1.978713 2.509155 -0.8006301 -1.569018 0.06741321 0.1799948 0.8571566 -tssA.1 csgB 1.38453 1.543147 -0.6493805 -0.9022378 0.9790391 1.547394 0.1217683 -tssA.1 sciB 1.157337 2.211214 0.9826073 -1.165357 -0.06477499 -0.1419094 0.8871516 -tssA.1 ssaG 1.050542 0.5902098 0.928961 -0.6558502 0.2622692 0.4350639 0.6635161 -tssA.1 STM0286 1.977227 2.495244 -0.800605 -1.583825 0.0714153 0.1911659 0.8483956 -tssA.1 STM0268 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -tssA.1 STM0289 1.343641 1.810195 -0.6480249 -1.150138 1.041534 1.547886 0.1216498 -tssA.1 rfbG 1.178523 2.278732 0.9812967 -1.297026 0.07425683 0.1631997 0.8703612 -tssA.1 gogB 0.986993 1.113864 0.8376671 0.9634598 -0.4347739 -0.7391281 0.4598292 -tssA.1 sopD2 1.001034 0.7759159 0.897597 -0.8424009 0.3879173 0.6545399 0.512764 -tssA.1 STM0278 1.182929 2.469839 0.9684984 -1.545332 0.1346091 0.3065748 0.759167 -tssA.1 STM0269 1.164381 2.305706 0.9823782 -1.318199 -0.01139981 -0.02548154 0.9796709 -tssA.1 STM0271 1.358632 1.675827 -0.6767395 -1.007683 0.9870859 1.515587 0.1296238 -tssA.1 traJ 0.6754445 0.8706391 0.5912415 0.3368173 -1.028831 -1.281757 0.199928 -tssA.1 pipB2 1.181565 2.022315 0.9608035 -0.5725457 0.2726023 0.5884935 0.5562011 -tssA.1 hcp1.tssD1 1.435909 1.064705 1.147651 1.011643 0.5667163 1.038463 0.2990543 -tssA.1 ssaO 0.9690258 0.9119709 0.8736006 -0.971235 0.4697897 0.7993946 0.4240616 -tssA.1 allD 1.077489 1.639639 0.9335079 -1.597086 0.4002746 0.8605069 0.3895097 -tssA.1 allB 1.07707 1.633041 0.93326 -1.602192 0.4003259 0.8606794 0.3894146 -tssA.1 allC 1.083176 1.589609 0.9426466 -1.542224 0.3616785 0.772554 0.4397864 -tssA.1 iucA 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 -tssA.1 iucB 1.004291 0.9863006 0.8731328 0.908191 -0.3817974 -0.6451593 0.5188239 -tssA.1 cdtB 0.6937576 0.3301351 0.6200015 0.3008339 -1.058384 -1.501599 0.1332008 -tssA.1 iucC 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -tssA.1 sinH 1.161899 1.790388 0.9941475 0.355108 -0.271315 -0.5891518 0.5557594 -tssA.1 tssF 0.6936523 0.3314911 0.619408 0.2947231 -1.017859 -1.422051 0.1550114 -tssA.1 iucD 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -tssA.1 iutA 1.038278 0.8388524 0.902737 0.793161 -0.2939702 -0.4902059 0.6239882 -tssA.1 hcp.tssD 1.097039 1.551096 0.949938 -1.770209 -0.2633329 -0.5166523 0.6053989 -tssA.1 icsP.sopA 1.1344 0.6752577 0.9631077 0.6009877 -0.06571498 -0.1031228 0.9178655 -tssA.1 fyuA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssA.1 ybtT 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssA.1 ybtU 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssA.1 nleC 0.7615061 0.08534384 0.6819231 0.07900128 -0.8551785 -1.170033 0.2419875 -tssA.1 irp1 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssA.1 irp2 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssA.1 ybtQ 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssA.1 ybtX 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssA.1 ybtS 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssA.1 ybtA 0.6474352 0.4822378 0.5729734 0.4469548 -1.125389 -1.589808 0.1118781 -tssA.1 cesT 0.696161 0.3434447 0.6202342 0.2870819 -0.976281 -1.338478 0.1807406 -tssA.1 vipA.tssB 0.7684023 0.09247501 0.6864593 0.0748674 -0.8064156 -1.075655 0.2820816 -tssA.1 wbtL.1 1.811974 2.200208 -0.9017048 -1.941883 0.6978442 2.262484 0.0236675 -tssA.1 galU 1.857069 3.274512 -0.8469763 -0.8134091 0.4540862 1.346094 0.1782721 -tssA.1 fliH 0.6467469 0.4821234 0.5720292 0.4434587 -1.104728 -1.548836 0.1214211 -tssA.1 clpV1 1.557448 2.538464 -0.6620371 -1.649672 0.8556308 0.7290742 0.4659562 -tssA.1 tviA 1.036731 1.349089 0.8968428 -0.7987408 -0.2562244 -0.3499215 0.7263976 -tssA.1 tviB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 tviC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 tviD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 tviE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 vexA 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 vexB 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 vexC 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 flgM 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 vexD 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 vexE 0.7671722 0.09118497 0.6855996 0.0754774 -0.814119 -1.090573 0.2754609 -tssA.1 clpV.tssH 1.168925 2.192386 0.9408806 1.965483 -0.1673166 -0.3936008 0.6938758 -tssA.1 ipfE 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -tssA.1 sopA 1.144119 2.113589 0.9594228 -1.02768 0.1230821 0.2728707 0.7849526 -tssA.1 PA2367 1.047556 3.170576 0.9796253 -1.004389 -0.8476764 -1.769081 0.07688031 -tssA.1 lpfD 0.9617416 2.745367 0.8759452 -1.061535 -0.6512531 -1.209065 0.2266378 -tssA.1 avrA 1.165768 2.989892 0.9823492 -0.2647816 -0.002438247 -0.005716605 0.9954388 -tssA.1 slrP 0.6430757 0.4997709 0.5681378 -0.4599684 1.130209 1.594271 0.1108753 -tssA.1 lpfB 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -tssA.1 lpfA 0.8193765 1.530284 0.7505704 -0.2115814 -1.035371 -1.697836 0.08953876 -tssA.1 flgL 0.9897872 0.7666851 0.8756948 0.8153454 -0.4561453 -0.7811457 0.4347168 -tssA.1 PA2366 1.016666 2.227107 0.8773622 0.7023565 -0.9958837 -1.950036 0.05117179 -tssA.1 cdtB.1 1.245 1.506913 1.018829 -1.406347 -0.4254215 -0.9763652 0.3288835 -sseB STM0266 0.6111633 2.056661 -0.693849 -1.168978 -0.4556314 -0.7729263 0.439566 -sseB sptP 0.6555664 1.169645 -0.7021091 -0.837948 -0.03485288 -0.04765561 0.9619907 -sseB STM0283 0.6620926 2.501841 -0.7001033 -1.591663 0.1163875 0.1983238 0.8427918 -sseB rck 0.7879699 4.647927 -0.8517835 -1.661505 -0.4094896 -0.688721 0.4909989 -sseB fimB 0.5020348 1.442788 -0.5105088 1.211052 0.7126789 1.269795 0.2041577 -sseB impE 0.6115703 2.059937 -0.6942511 -1.167253 -0.4558464 -0.772828 0.4396242 -sseB allA 0.5645413 1.384093 -0.6448868 -1.325682 -0.4228814 -0.6813305 0.4956624 -sseB STM0273 0.6115703 2.059937 -0.6942511 -1.167253 -0.4558464 -0.772828 0.4396242 -sseB KP1_RS17225 0.5981021 4.269091 -0.6261091 -0.652379 0.4765645 0.90938 0.3631496 -sseB spvC 0.6349701 5.198105 -0.6748859 -1.060968 0.115968 0.2175878 0.8277503 -sseB STM0282 0.6620926 2.501841 -0.7001033 -1.591663 0.1163875 0.1983238 0.8427918 -sseB STM0284 0.2199129 1.011278 -0.2347687 0.9229946 1.389796 2.076052 0.03788916 -sseB STM0275 0.6059633 2.985058 -0.6383055 -0.8465332 0.3531543 0.6450066 0.5189229 -sseB spvD 0.6932349 5.002572 -0.7413462 -1.300097 -0.1020277 -0.1839791 0.8540298 -sseB allR 0.5645413 1.384093 -0.6448868 -1.325682 -0.4228814 -0.6813305 0.4956624 -sseB entD 0.664601 1.047354 -0.7113205 -0.1306297 -0.03599247 -0.06228725 0.9503341 -sseB tide1 0.6623125 2.583335 -0.701461 -1.62813 0.09337012 0.1584475 0.8741042 -sseB pefB 0.7149996 4.915796 -0.7664112 -1.387186 -0.1752392 -0.3135017 0.7538995 -sseB gtrA 0.6562832 2.152039 -0.6700563 -1.046873 0.4803466 0.8184793 0.4130836 -sseB pefA 0.7149996 4.915796 -0.7664112 -1.387186 -0.1752392 -0.3135017 0.7538995 -sseB orgA.sctK 0.6643959 0.9060518 -0.7083116 -0.9709774 0.000552682 0.0008513715 0.9993207 -sseB STM0281 0.6620926 2.501841 -0.7001033 -1.591663 0.1163875 0.1983238 0.8427918 -sseB STM0276 0.6606554 2.440667 -0.6971873 -1.523578 0.1490102 0.255573 0.7982806 -sseB pefC 0.7277562 5.308801 -0.7810974 -1.436672 -0.2139672 -0.3806494 0.7034634 -sseB ratB 0.5777483 2.061589 -0.6768225 -1.405348 -0.5947519 -0.9839353 0.3251473 -sseB pipB 0.6350654 0.9071388 -0.6386185 0.9744269 0.6459862 1.111353 0.2664164 -sseB STM0285 0.6623549 2.666523 -0.7028198 -1.656599 0.06774244 0.1147947 0.9086079 -sseB shdA 0.6622795 1.489782 -0.7199718 -0.4829788 -0.1763353 -0.3126303 0.7545616 -sseB pefD 0.7277562 5.308801 -0.7810974 -1.436672 -0.2139672 -0.3806494 0.7034634 -sseB rfbD 0.5144677 1.357388 -0.5258916 1.177585 0.6376679 1.123654 0.2611598 -sseB STM0280 0.6606554 2.440667 -0.6971873 -1.523578 0.1490102 0.255573 0.7982806 -sseB rfbF 0.6354571 2.102081 -0.7208746 -1.111002 -0.4974847 -0.8824118 0.3775542 -sseB STM0290 0.2500887 0.8342528 -0.2659835 0.7672716 1.207927 1.759021 0.07857387 -sseB tae4 0.6632906 2.602417 -0.6995246 -1.604814 0.109508 0.1869203 0.8517231 -sseB STM0287 0.6623125 2.583335 -0.701461 -1.62813 0.09337012 0.1584475 0.8741042 -sseB csgB 0.6496868 2.304711 -0.6808148 -1.316358 0.1923023 0.3378117 0.7355051 -sseB sciB 0.6337261 2.032856 -0.707906 -0.9965078 -0.3756076 -0.6543604 0.5128797 -sseB ssaG 0.7069327 0.7162258 -0.742989 -0.7722465 0.1353478 0.2044248 0.8380215 -sseB STM0286 0.6625858 2.565127 -0.7020845 -1.642629 0.08609682 0.1461458 0.8838063 -sseB STM0268 0.6115703 2.059937 -0.6942511 -1.167253 -0.4558464 -0.772828 0.4396242 -sseB STM0289 0.6620926 2.501841 -0.7001033 -1.591663 0.1163875 0.1983238 0.8427918 -sseB rfbG 0.6354571 2.102081 -0.7208746 -1.111002 -0.4974847 -0.8824118 0.3775542 -sseB gogB 0.2759063 0.7631368 -0.292575 0.7106975 1.174837 1.704623 0.08826467 -sseB sopD2 0.660711 0.9028601 -0.7053632 -0.9724832 -0.01095262 -0.01694316 0.986482 -sseB STM0278 0.2173173 1.061492 -0.2319623 0.9511562 1.430862 2.144368 0.03200345 -sseB STM0269 0.6115703 2.059937 -0.6942511 -1.167253 -0.4558464 -0.772828 0.4396242 -sseB STM0271 0.6000388 2.053756 -0.6858633 -1.236253 -0.4812055 -0.8094874 0.4182349 -sseB traJ 0.3491955 0.9652425 -0.3695314 0.3663778 0.889854 1.084746 0.2780342 -sseB pipB2 0.6514008 2.024179 -0.7088893 -0.6963547 -0.1855338 -0.2175164 0.8278059 -sseB hcp1.tssD1 0.3267049 0.5405043 -0.3439682 0.5132521 0.9829177 1.388403 0.1650143 -sseB ssaO 0.6306928 1.040362 -0.6816778 -1.105084 -0.1025291 -0.1600001 0.872881 -sseB allD 0.687209 1.923266 -0.717219 -1.795696 0.1791126 0.2924897 0.7699122 -sseB allB 0.5237714 1.507699 -0.6204707 -1.5384 -0.557369 -0.9109409 0.3623265 -sseB allC 0.5345232 1.465276 -0.6265037 -1.483897 -0.5210676 -0.8503961 0.3951049 -sseB iucA 0.3061833 0.6720903 -0.3223329 0.6410871 1.13744 1.645709 0.09982374 -sseB iucB 0.3061833 0.6720903 -0.3223329 0.6410871 1.13744 1.645709 0.09982374 -sseB cdtB 0.3739165 0.3877865 -0.3921251 0.3735341 0.904446 1.269278 0.2043421 -sseB iucC 0.3362802 0.5517511 -0.3528158 0.5322789 1.04796 1.500423 0.1335048 -sseB sinH 0.622448 1.876971 -0.6568888 0.6511815 -0.4660503 -0.8074054 0.419433 -sseB tssF 0.3712972 0.3876057 -0.3903997 0.3633349 0.8701826 1.210186 0.2262076 -sseB iucD 0.3362802 0.5517511 -0.3528158 0.5322789 1.04796 1.500423 0.1335048 -sseB iutA 0.3362802 0.5517511 -0.3528158 0.5322789 1.04796 1.500423 0.1335048 -sseB hcp.tssD 0.6774373 1.430871 -0.7280704 -1.605406 -0.1512358 -0.2646467 0.7912817 -sseB icsP.sopA 0.3735364 0.3918154 -0.3918052 0.3605861 0.8773518 1.221309 0.2219691 -sseB fyuA 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 -sseB ybtT 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 -sseB ybtU 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 -sseB nleC 0.4330088 0.1394183 -0.4546133 0.1365741 0.6900039 0.9350772 0.3497485 -sseB irp1 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 -sseB irp2 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 -sseB ybtQ 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 -sseB ybtX 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 -sseB ybtS 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 -sseB ybtA 0.3279228 0.5419682 -0.3449574 0.5160251 0.992621 1.405367 0.1599123 -sseB cesT 0.713714 0.7555295 -0.7639724 0.6273973 -0.1525708 -0.2273752 0.820132 -sseB vipA.tssB 0.434551 0.1440359 -0.4573337 0.1277838 0.6514428 0.8696757 0.3844776 -sseB wbtL.1 0.6629149 6.290761 -0.7067323 -0.1000255 0.1456128 0.3765218 0.706529 -sseB galU 0.6628709 3.912213 -0.7083662 -0.549588 -0.03413727 -0.07109799 0.9433198 -sseB fliH 0.6438965 0.8885304 -0.6838255 0.8294277 0.06615439 0.1040038 0.9171663 -sseB clpV1 0.1874318 1.155115 -0.2035438 0.9713004 1.431184 2.138984 0.03243695 -sseB tviA 0.6345276 1.392791 -0.6749885 -0.7558426 0.08865373 0.120081 0.904419 -sseB tviB 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB tviC 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB tviD 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB tviE 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB vexA 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB vexB 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB vexC 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB flgM 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB vexD 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB vexE 0.4342124 0.143153 -0.4568072 0.1291616 0.65749 0.8799465 0.3788883 -sseB clpV.tssH 0.6612175 3.354075 -0.6919883 1.355809 -0.305073 -0.128713 0.8975848 -sseB ipfE 0.6978536 1.802081 -0.7331053 0.3246623 -0.1724098 -0.3031271 0.761793 -sseB sopA 0.5162188 1.413937 -0.5263749 -1.213601 -0.7391857 -1.309202 0.190466 -sseB PA2367 0.640753 2.909517 -0.6787457 -0.2823351 -0.3326972 -0.6934894 0.4880025 -sseB lpfD 0.714114 2.728759 -0.7466597 -0.41476 -0.5974317 -1.205812 0.2278901 -sseB avrA 0.5136232 1.452508 -0.5277285 -1.150311 -0.6511283 -1.139908 0.2543244 -sseB slrP 0.3230772 0.5594253 -0.3400871 -0.5291228 -1.000228 -1.415634 0.1568826 -sseB lpfB 0.6978536 1.802081 -0.7331053 0.3246623 -0.1724098 -0.3031271 0.761793 -sseB lpfA 0.6978536 1.802081 -0.7331053 0.3246623 -0.1724098 -0.3031271 0.761793 -sseB flgL 0.6631158 0.9045052 -0.7072826 0.9736787 0.003397854 0.005256407 0.995806 -sseB PA2366 0.5783055 3.208373 -0.6093332 0.3684463 -0.6510661 -1.203505 0.228781 -sseB cdtB.1 0.3177351 0.8106067 -0.3301117 -0.7772483 -1.349155 -2.003488 0.0451249 -STM0266 sptP 2.111996 1.019954 -1.152868 -0.0830352 -0.3334944 -0.2905214 0.7714174 -STM0266 STM0283 2.116138 2.52134 -1.900487 -2.035231 0.8590001 2.695837 0.007021206 -STM0266 rck 2.240408 4.800392 -1.257828 -1.967567 0.1498867 0.3004494 0.7638344 -STM0266 fimB 2.295715 1.990441 -1.295144 1.257447 0.04114424 0.1317924 0.8951485 -STM0266 impE 2.118047 2.790741 -0.9817693 0.3683299 1.624556 3.450497 0.0005595558 -STM0266 allA 2.353544 1.623611 -1.346842 -1.456258 0.1289616 0.370975 0.7106561 -STM0266 STM0273 2.118047 2.790741 -0.9817693 0.3683299 1.624556 3.450497 0.0005595558 -STM0266 KP1_RS17225 2.043071 2.255223 -1.108727 -1.945239 -0.6301385 -2.231881 0.02562283 -STM0266 spvC 2.329509 5.102281 -1.35334 -0.9482666 -0.1162084 -0.4071383 0.6839064 -STM0266 STM0282 2.116138 2.52134 -1.900487 -2.035231 0.8590001 2.695837 0.007021206 -STM0266 STM0284 2.000135 2.967781 -1.671893 -1.941292 0.8965601 2.636878 0.008367287 -STM0266 STM0275 1.890172 1.20316 -0.1448551 1.140263 2.041587 3.704913 0.0002114632 -STM0266 spvD 2.115719 5.208721 -1.166678 -1.572931 0.4715862 1.047981 0.2946474 -STM0266 allR 2.353544 1.623611 -1.346842 -1.456258 0.1289616 0.370975 0.7106561 -STM0266 entD 2.422356 1.193474 -1.415093 -0.1598024 0.4624537 1.190159 0.2339838 -STM0266 tide1 2.085533 2.658504 -1.855395 -1.995015 0.7869901 2.48111 0.0130974 -STM0266 pefB 2.148367 5.081941 -1.187685 -1.687881 0.3849833 0.8392697 0.401318 -STM0266 gtrA 1.679862 1.419289 -1.082693 -0.6202573 -0.7944621 -1.162517 0.2450257 -STM0266 pefA 2.148367 5.081941 -1.187685 -1.687881 0.3849833 0.8392697 0.401318 -STM0266 orgA.sctK 2.251177 0.900802 -1.285446 -0.9724677 -0.09111331 -0.1813798 0.8560694 -STM0266 STM0281 2.116138 2.52134 -1.900487 -2.035231 0.8590001 2.695837 0.007021206 -STM0266 STM0276 2.162672 2.409353 -1.939211 -2.037045 0.938013 2.915815 0.003547605 -STM0266 pefC 2.162026 5.480466 -1.189764 -1.736093 0.3508695 0.7573335 0.4488501 -STM0266 ratB 2.311009 2.455102 -1.364222 -1.615028 0.1032497 0.3344044 0.7380744 -STM0266 pipB 2.304928 1.056988 -1.335671 1.198605 0.03085465 0.05715059 0.9544252 -STM0266 STM0285 2.007253 2.796596 -1.900321 -2.253901 1.044685 3.041314 0.002355482 -STM0266 shdA 2.372979 1.68807 -1.416503 -0.6181328 0.332466 0.8606717 0.3894189 -STM0266 pefD 2.162026 5.480466 -1.189764 -1.736093 0.3508695 0.7573335 0.4488501 -STM0266 rfbD 2.293625 1.718835 -1.246581 1.336257 0.130025 0.3998947 0.6892341 -STM0266 STM0280 2.162672 2.409353 -1.939211 -2.037045 0.938013 2.915815 0.003547605 -STM0266 rfbF 2.195066 2.151798 -1.258221 -1.248182 -0.2591397 -0.3953291 0.6926 -STM0266 STM0290 1.98502 1.216486 -0.5285513 1.12642 1.199309 2.536413 0.01119945 -STM0266 tae4 1.85284 1.374818 -0.08009792 1.290121 2.219296 4.150692 3.314718e-05 -STM0266 STM0287 2.085533 2.658504 -1.855395 -1.995015 0.7869901 2.48111 0.0130974 -STM0266 csgB 2.267137 2.193309 -1.292644 -1.179587 -0.09119441 -0.1864618 0.8520826 -STM0266 sciB 2.415601 2.147432 -2.20311 -2.023492 1.317471 3.746231 0.000179511 -STM0266 ssaG 2.390678 0.664449 -1.396819 -0.718679 0.2106786 0.3661236 0.7142728 -STM0266 STM0286 2.082052 2.643213 -1.852966 -2.00806 0.7793151 2.465431 0.01368485 -STM0266 STM0268 2.118047 2.790741 -0.9817693 0.3683299 1.624556 3.450497 0.0005595558 -STM0266 STM0289 2.116138 2.52134 -1.900487 -2.035231 0.8590001 2.695837 0.007021206 -STM0266 rfbG 2.195066 2.151798 -1.258221 -1.248182 -0.2591397 -0.3953291 0.6926 -STM0266 gogB 2.101579 1.238149 -0.9841838 1.11629 0.5975282 1.37869 0.1679903 -STM0266 sopD2 2.229557 0.898979 -1.274176 -0.9775766 -0.1358156 -0.2779529 0.7810485 -STM0266 STM0278 1.867896 1.328106 -0.09944716 1.252011 2.174788 4.034742 5.466239e-05 -STM0266 STM0269 2.118047 2.790741 -0.9817693 0.3683299 1.624556 3.450497 0.0005595558 -STM0266 STM0271 2.324188 2.351192 -1.722127 -1.753157 0.7508391 2.258069 0.02394133 -STM0266 traJ 1.794794 0.8281479 -0.3855597 0.6802211 1.523057 2.435961 0.01485229 -STM0266 pipB2 1.616077 1.354719 -1.144311 -0.4868833 -0.951627 -1.575155 0.1152207 -STM0266 hcp1.tssD1 2.014409 0.8380161 -0.9234434 0.803705 0.7780578 1.444362 0.1486371 -STM0266 ssaO 2.146129 1.051295 -1.207011 -1.136713 -0.3064784 -0.6712814 0.5020413 -STM0266 allD 2.241103 1.808628 -1.261401 -1.709294 -0.1330248 -0.4018895 0.6877653 -STM0266 allB 2.241844 1.799535 -1.262077 -1.717624 -0.1307761 -0.3950031 0.6928406 -STM0266 allC 2.274241 1.746442 -1.298334 -1.653667 -0.05221258 -0.1569567 0.875279 -STM0266 iucA 2.340007 1.126835 -1.356116 1.039176 -0.09577319 -0.2093278 0.8341924 -STM0266 iucB 2.340007 1.126835 -1.356116 1.039176 -0.09577319 -0.2093278 0.8341924 -STM0266 cdtB 2.37478 0.6791665 -1.392113 0.6421711 -0.1817311 -0.3165528 0.7515829 -STM0266 iucC 2.46988 0.8979122 -1.473786 0.8491155 -0.3964868 -0.7502373 0.4531118 -STM0266 sinH 1.736426 1.29882 -1.044036 0.4262365 -0.7593631 -1.06392 0.2873649 -STM0266 tssF 2.356567 0.6712433 -1.398687 0.6234737 -0.1620182 -0.2810657 0.77866 -STM0266 iucD 2.46988 0.8979122 -1.473786 0.8491155 -0.3964868 -0.7502373 0.4531118 -STM0266 iutA 2.46988 0.8979122 -1.473786 0.8491155 -0.3964868 -0.7502373 0.4531118 -STM0266 hcp.tssD 1.848674 1.109149 -0.9498347 -1.458298 0.7362577 0.9639661 0.3350629 -STM0266 icsP.sopA 2.367159 0.6806596 -1.396197 0.6111329 -0.1732563 -0.2997435 0.7643728 -STM0266 fyuA 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 -STM0266 ybtT 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 -STM0266 ybtU 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 -STM0266 nleC 2.225028 0.3162525 -1.248487 0.3228374 0.1624033 0.2449425 0.8065009 -STM0266 irp1 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 -STM0266 irp2 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 -STM0266 ybtQ 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 -STM0266 ybtX 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 -STM0266 ybtS 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 -STM0266 ybtA 1.996084 0.8337895 -0.9782661 0.8223994 0.7179361 1.322777 0.1859095 -STM0266 cesT 2.098062 0.6962107 -1.037002 0.5580889 0.5278131 0.879642 0.3790533 -STM0266 vipA.tssB 2.228691 0.3220067 -1.218459 0.2980729 0.1864589 0.2790819 0.7801819 -STM0266 wbtL.1 2.10102 2.280487 -1.102372 -2.090412 -0.418419 -1.552468 0.1205503 -STM0266 galU 2.305703 4.904383 -1.33228 -0.07701875 0.1442901 0.6925967 0.4885627 -STM0266 fliH 2.220955 0.9157778 -1.16815 0.8549334 0.257479 0.5248567 0.5996828 -STM0266 clpV1 1.967239 1.707708 -0.5160316 1.444984 1.245096 3.367366 0.0007588994 -STM0266 tviA 2.029636 1.373742 -1.024281 -0.7748682 0.6356597 0.9257095 0.3545969 -STM0266 tviB 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 tviC 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 tviD 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 tviE 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 vexA 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 vexB 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 vexC 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 flgM 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 vexD 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 vexE 2.22252 0.3204247 -1.213816 0.3024006 0.2010006 0.3058234 0.7597391 -STM0266 clpV.tssH 2.041465 2.208903 -1.075268 1.943732 0.5549876 1.963912 0.04954027 -STM0266 ipfE 2.163162 1.636404 -1.337456 0.04147244 -0.5736904 -1.111111 0.2665206 -STM0266 sopA 2.304728 2.192061 -1.326178 -1.047764 0.02931271 0.09244953 0.9263409 -STM0266 PA2367 2.236236 2.87137 -1.252788 -0.4838534 -0.1566716 -0.333694 0.7386105 -STM0266 lpfD 1.83823 2.062177 -1.318423 -0.9003053 -0.9945891 -2.023468 0.04302487 -STM0266 avrA 2.243134 2.758535 -1.220881 -0.4666616 -0.2275804 -0.6269571 0.5306874 -STM0266 slrP 2.202675 0.9455801 -1.123449 -0.88313 -0.3506958 -0.7411712 0.4585896 -STM0266 lpfB 2.163162 1.636404 -1.337456 0.04147244 -0.5736904 -1.111111 0.2665206 -STM0266 lpfA 2.163162 1.636404 -1.337456 0.04147244 -0.5736904 -1.111111 0.2665206 -STM0266 flgL 2.235392 0.8981368 -1.273991 0.977586 0.1259943 0.2588693 0.7957361 -STM0266 PA2366 2.137247 2.118777 -1.156704 1.795258 1.106084 3.510842 0.0004466891 -STM0266 cdtB.1 2.263413 1.242312 -1.329096 -1.189608 0.4297045 1.147694 0.251095 -sptP STM0283 1.068492 2.311143 -0.1368503 -1.41558 -0.2908405 -0.4180925 0.6758795 -sptP rck 1.161483 4.611423 -0.2620703 -1.730224 -0.4218021 -0.8237816 0.4100637 -sptP fimB 0.9128729 1.398259 -0.4547593 1.228645 1.089276 2.10286 0.03547798 -sptP impE 1.182119 2.33712 -0.8812605 -1.337947 0.0729969 0.1362329 0.8916372 -sptP allA 1.281924 1.812172 -0.7869689 -1.442252 0.3441478 0.7015522 0.4829585 -sptP STM0273 1.182119 2.33712 -0.8812605 -1.337947 0.0729969 0.1362329 0.8916372 -sptP KP1_RS17225 1.158415 4.239427 -0.7538908 -0.4508188 0.3368099 0.9370646 0.3487253 -sptP spvC 1.214922 5.145806 -0.2862519 -0.7644696 -0.3405502 -1.051227 0.2931544 -sptP STM0282 1.068492 2.311143 -0.1368503 -1.41558 -0.2908405 -0.4180925 0.6758795 -sptP STM0284 0.9507456 1.363542 -0.313973 1.208429 0.9631664 1.779642 0.07513456 -sptP STM0275 1.039458 2.986467 -0.777234 -0.9540508 0.6466632 1.275462 0.2021458 -sptP spvD 1.16322 5.024769 -0.8399893 -1.419171 0.06055777 0.1137755 0.9094157 -sptP allR 1.281924 1.812172 -0.7869689 -1.442252 0.3441478 0.7015522 0.4829585 -sptP entD 1.087851 1.110862 -1.028108 -0.2955499 0.4668206 0.8846613 0.3763393 -sptP tide1 1.049266 2.371501 -0.1209355 -1.464466 -0.3278822 -0.516383 0.6055869 -sptP pefB 1.203785 4.932811 -0.8078017 -1.501265 -0.0276197 -0.04961688 0.9604277 -sptP gtrA 1.185984 2.185647 -0.9956915 -1.010979 0.4373761 0.894984 0.3707956 -sptP pefA 1.203785 4.932811 -0.8078017 -1.501265 -0.0276197 -0.04961688 0.9604277 -sptP orgA.sctK 1.222593 0.89271 -0.4108514 -0.8813786 1.277686 2.571002 0.01014046 -sptP STM0281 1.068492 2.311143 -0.1368503 -1.41558 -0.2908405 -0.4180925 0.6758795 -sptP STM0276 1.078408 2.250962 -0.1419896 -1.331564 -0.2663837 -0.3216874 0.7476895 -sptP pefC 1.232369 5.32678 -0.7608466 -1.540013 -0.0838608 -0.136952 0.8910688 -sptP ratB 1.057416 2.298875 -0.1294 -1.44693 -0.3125933 -0.4599127 0.6455789 -sptP pipB 1.101414 1.003823 -1.069727 1.081186 0.5592335 1.164382 0.2442691 -sptP STM0285 1.025253 2.426616 -0.1042167 -1.502944 -0.3762717 -0.6234521 0.5329875 -sptP shdA 0.9594999 1.329076 -0.02390807 -0.488622 -0.3659016 -0.5138236 0.6073753 -sptP pefD 1.232369 5.32678 -0.7608466 -1.540013 -0.0838608 -0.136952 0.8910688 -sptP rfbD 0.8925668 1.308313 -0.5609403 1.169005 1.012606 1.93967 0.05241975 -sptP STM0280 1.078408 2.250962 -0.1419896 -1.331564 -0.2663837 -0.3216874 0.7476895 -sptP rfbF 0.8891689 1.901336 -0.06479093 -1.078163 -0.6002245 -0.7921562 0.4282696 -sptP STM0290 0.5655912 0.8099956 -0.4345864 0.7536873 1.459948 2.183242 0.02901801 -sptP tae4 1.055533 2.381456 -0.1223784 -1.44956 -0.3098241 -0.4842871 0.6281822 -sptP STM0287 1.049266 2.371501 -0.1209355 -1.464466 -0.3278822 -0.516383 0.6055869 -sptP csgB 1.07726 2.42253 -0.9275403 -1.481053 0.5521075 1.066023 0.2864133 -sptP sciB 0.9245017 1.854494 -0.0329348 -0.9410878 -0.4648358 -0.5677997 0.570171 -sptP ssaG 1.21771 0.6787638 -0.3386226 -0.689347 1.060142 1.673633 0.0942028 -sptP STM0286 1.046197 2.360653 -0.11956 -1.473042 -0.3345125 -0.526604 0.5984686 -sptP STM0268 1.182119 2.33712 -0.8812605 -1.337947 0.0729969 0.1362329 0.8916372 -sptP STM0289 1.068492 2.311143 -0.1368503 -1.41558 -0.2908405 -0.4180925 0.6758795 -sptP rfbG 0.8891689 1.901336 -0.06479093 -1.078163 -0.6002245 -0.7921562 0.4282696 -sptP gogB 0.9362389 1.071081 -0.7280274 0.9939694 0.5814187 1.032032 0.3020571 -sptP sopD2 1.241243 0.9719842 -0.2228447 -1.003209 0.6197745 1.138432 0.25494 -sptP STM0278 1.048634 2.376763 -0.1217822 -1.465095 -0.3324446 -0.5254805 0.5992492 -sptP STM0269 1.182119 2.33712 -0.8812605 -1.337947 0.0729969 0.1362329 0.8916372 -sptP STM0271 1.065585 2.194737 -0.119565 -1.260596 -0.2657641 -0.2639132 0.7918468 -sptP traJ 0.6410551 0.7807079 -0.5247831 0.463959 1.210788 1.662061 0.09650064 -sptP pipB2 1.126857 2.202333 -0.9854841 -0.7358249 0.386516 0.7903002 0.4293525 -sptP hcp1.tssD1 0.6401536 0.5114174 -0.5552938 0.4859957 1.232405 1.774984 0.07590053 -sptP ssaO 1.273171 1.152472 -0.2700187 -1.182903 0.3580961 0.7066665 0.4797737 -sptP allD 1.225491 1.89788 -0.8593248 -1.768008 0.1416052 0.304884 0.7604545 -sptP allB 1.225521 1.885354 -0.8590407 -1.778283 0.1405489 0.303103 0.7618114 -sptP allC 1.241647 1.845913 -0.8478347 -1.710345 0.1898705 0.4107412 0.6812623 -sptP iucA 0.9523923 0.9599306 -0.7944967 0.9161476 0.5486824 0.9581397 0.3379923 -sptP iucB 0.9523923 0.9599306 -0.7944967 0.9161476 0.5486824 0.9581397 0.3379923 -sptP cdtB 1.095649 0.650394 -0.8563764 0.6188419 0.19385 0.3007622 0.7635958 -sptP iucC 0.9987661 0.8261489 -0.8362609 0.7971805 0.4271619 0.7211276 0.470831 -sptP sinH 1.034799 1.716156 0.004072584 0.4467588 -0.2857953 -0.4201519 0.6743745 -sptP tssF 1.143354 0.6645393 -0.8369011 0.6196288 0.09217384 0.1369303 0.8910859 -sptP iucD 0.9987661 0.8261489 -0.8362609 0.7971805 0.4271619 0.7211276 0.470831 -sptP iutA 0.9987661 0.8261489 -0.8362609 0.7971805 0.4271619 0.7211276 0.470831 -sptP hcp.tssD 1.150024 1.424842 -1.142078 -1.588056 -0.4275046 -0.9325647 0.3510447 -sptP icsP.sopA 0.6887625 0.3610603 -0.6181215 0.3315746 1.135626 1.612118 0.1069363 -sptP fyuA 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 -sptP ybtT 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 -sptP ybtU 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 -sptP nleC 0.7606836 0.1132856 -0.6825959 0.1083743 0.9390365 1.28548 0.1986247 -sptP irp1 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 -sptP irp2 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 -sptP ybtQ 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 -sptP ybtX 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 -sptP ybtS 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 -sptP ybtA 1.017147 0.8169478 -0.7913251 0.7727712 0.4085946 0.7355863 0.4619825 -sptP cesT 0.6920573 0.3708929 -0.6041622 0.3228921 1.077291 1.500972 0.1333629 -sptP vipA.tssB 0.7694746 0.1184034 -0.6744468 0.1032448 0.8841974 1.181525 0.2373942 -sptP wbtL.1 1.152454 6.367817 -0.8992015 -0.3529471 0.4829981 1.366075 0.1719155 -sptP galU 1.069115 4.909868 -0.9339427 -0.7430148 0.8239118 1.642827 0.1004187 -sptP fliH 0.6403706 0.5115153 -0.552039 0.4836546 1.22152 1.754234 0.07939047 -sptP clpV1 0.5763402 1.147535 -0.1949529 1.019007 1.662818 2.484815 0.01296189 -sptP tviA 1.032513 1.346 -0.8221287 -0.7849457 0.3255251 0.436471 0.6624951 -sptP tviB 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP tviC 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP tviD 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP tviE 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP vexA 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP vexB 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP vexC 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP flgM 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP vexD 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP vexE 0.7678972 0.117404 -0.6756531 0.1040141 0.8927963 1.197871 0.2309672 -sptP clpV.tssH 1.068717 4.10235 -1.003143 1.173012 -0.7463233 -1.38293 0.1666862 -sptP ipfE 1.004663 1.695847 -0.06827435 0.16385 -0.6670643 -1.036917 0.2997747 -sptP sopA 1.0558 1.661533 -0.6873217 -1.257119 -0.4747147 -1.030642 0.3027087 -sptP PA2367 0.9942511 2.645589 -0.01185395 -0.396049 -0.4763233 -0.8918276 0.3724853 -sptP lpfD 0.7749453 2.040215 -0.07440439 -0.6495341 -1.165947 -1.955764 0.0504929 -sptP avrA 0.8579497 1.353426 -0.6327032 -1.180637 -0.9268362 -1.765273 0.07751787 -sptP slrP 0.6349081 0.5324535 -0.5505556 -0.5042383 -1.252999 -1.810397 0.07023423 -sptP lpfB 1.004663 1.695847 -0.06827435 0.16385 -0.6670643 -1.036917 0.2997747 -sptP lpfA 1.004663 1.695847 -0.06827435 0.16385 -0.6670643 -1.036917 0.2997747 -sptP flgL 1.011568 0.8014946 -0.877604 0.8893162 0.3439616 0.5692531 0.5691844 -sptP PA2366 0.9777769 2.83715 0.05032356 -0.02671946 -0.693454 -1.36605 0.1719233 -sptP cdtB.1 1.074526 1.257345 -0.895526 -1.188356 -0.3885649 -0.839063 0.401434 -STM0283 rck 2.418661 4.732752 -1.516056 -1.921631 0.05691932 0.1359889 0.8918301 -STM0283 fimB 2.440931 1.988649 -1.56321 1.24259 -0.04653593 -0.1595194 0.8732597 -STM0283 impE 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 -STM0283 allA 2.574297 1.607627 -1.599884 -1.484322 0.2683227 0.808824 0.4186164 -STM0283 STM0273 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 -STM0283 KP1_RS17225 2.454833 4.284152 -1.552262 -0.2880876 -0.1251747 -0.5600136 0.5754702 -STM0283 spvC 2.476599 5.167652 -1.559871 -0.9539996 -0.0755407 -0.278835 0.7803715 -STM0283 STM0282 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 -STM0283 STM0284 2.053866 1.261067 -0.2560428 1.19772 2.204066 4.01113 6.042881e-05 -STM0283 STM0275 2.436461 3.118617 -1.324318 -0.6685573 0.9320104 2.798061 0.005141036 -STM0283 spvD 2.177534 4.853874 -1.398323 -1.641464 0.5162243 1.198267 0.230813 -STM0283 allR 2.574297 1.607627 -1.599884 -1.484322 0.2683227 0.808824 0.4186164 -STM0283 entD 2.413746 1.013568 -1.508931 -0.1466383 -0.09784798 -0.2180173 0.8274156 -STM0283 tide1 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 -STM0283 pefB 2.294792 4.878889 -1.442481 -1.591425 0.3106407 0.8546438 0.3927484 -STM0283 gtrA 2.661615 1.702453 -1.699979 -1.471615 0.4852943 1.355708 0.1751919 -STM0283 pefA 2.294792 4.878889 -1.442481 -1.591425 0.3106407 0.8546438 0.3927484 -STM0283 orgA.sctK 2.331969 0.8908642 -1.47818 -0.9711034 -0.1904023 -0.3728894 0.7092307 -STM0283 STM0281 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 -STM0283 STM0276 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 -STM0283 pefC 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 -STM0283 ratB 2.432937 2.421479 -1.509616 -1.558678 -0.09137213 -0.3030012 0.761889 -STM0283 pipB 2.419006 1.011737 -1.499088 1.177491 -0.09572506 -0.2128771 0.8314229 -STM0283 STM0285 2.245564 2.618029 -2.203358 -2.491546 1.251327 4.021893 5.773226e-05 -STM0283 shdA 2.135018 1.200485 -1.351894 -0.566223 -0.5504013 -0.2115127 0.8324872 -STM0283 pefD 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 -STM0283 rfbD 2.448287 1.709277 -1.524916 1.319776 0.02339212 0.07726823 0.9384102 -STM0283 STM0280 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 -STM0283 rfbF 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 -STM0283 STM0290 1.977774 0.983466 -0.3645488 0.9305645 1.865258 3.200841 0.001370273 -STM0283 tae4 2.298945 2.388039 -2.190929 -2.228507 0.9822727 3.552762 0.0003812093 -STM0283 STM0287 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 -STM0283 csgB 2.43701 2.230595 -1.53455 -1.195011 -0.03959059 -0.1184508 0.9057105 -STM0283 sciB 2.715568 1.979391 -2.10795 -1.815639 1.086729 3.045495 0.002322975 -STM0283 ssaG 2.501087 0.6691852 -1.569855 -0.7291327 0.09462642 0.1617394 0.8715111 -STM0283 STM0286 2.330217 2.545068 -2.288326 -2.467689 1.360942 4.398394 1.09055e-05 -STM0283 STM0268 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 -STM0283 STM0289 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 -STM0283 rfbG 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 -STM0283 gogB 2.224342 1.228527 -1.186476 1.103873 0.6693513 1.548456 0.1215125 -STM0283 sopD2 2.300411 0.8862258 -1.467786 -0.9741511 -0.2442709 -0.4956682 0.6201285 -STM0283 STM0278 2.235488 1.537858 -0.532922 1.425117 1.794392 4.062312 4.858914e-05 -STM0283 STM0269 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 -STM0283 STM0271 2.492021 2.123763 -2.094471 -1.959985 0.8769226 2.775412 0.005513184 -STM0283 traJ 2.149604 1.119934 -0.9718545 0.7469007 0.9172767 1.626052 0.1039386 -STM0283 pipB2 2.382063 1.919097 -1.475526 -0.4900267 -0.2482495 -0.569535 0.5689931 -STM0283 hcp1.tssD1 2.323927 0.9098751 -1.391363 0.8591729 0.3014881 0.6111953 0.5410703 -STM0283 ssaO 2.221062 1.033152 -1.40803 -1.129135 -0.3974823 -0.8605561 0.3894826 -STM0283 allD 2.496458 1.837897 -1.62812 -1.753743 0.1910811 0.6348095 0.5255526 -STM0283 allB 2.447571 1.813365 -1.539822 -1.740482 0.004413186 0.01431654 0.9885774 -STM0283 allC 2.476172 1.755415 -1.568108 -1.67467 0.08120694 0.2600071 0.7948583 -STM0283 iucA 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 -STM0283 iucB 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 -STM0283 cdtB 2.483835 0.6887599 -1.560608 0.6504588 -0.066518 -0.1157439 0.9078555 -STM0283 iucC 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0283 sinH 1.948297 1.2886 -1.246299 0.4103999 -0.8004819 -0.9228475 0.3560867 -STM0283 tssF 2.476561 0.6799454 -1.567353 0.6312915 -0.064829 -0.1122717 0.910608 -STM0283 iucD 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0283 iutA 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0283 hcp.tssD 2.272005 1.297809 -1.299013 -1.560304 0.4537773 0.4791669 0.6318199 -STM0283 icsP.sopA 2.480986 0.6912828 -1.562003 0.617017 -0.06473173 -0.1124015 0.9105051 -STM0283 fyuA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0283 ybtT 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0283 ybtU 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0283 nleC 2.279466 0.3098581 -1.436986 0.3196253 0.2897179 0.429257 0.6677362 -STM0283 irp1 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0283 irp2 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0283 ybtQ 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0283 ybtX 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0283 ybtS 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0283 ybtA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0283 cesT 2.482423 0.6969552 -1.586339 0.5910019 -0.09003084 -0.1518164 0.8793318 -STM0283 vipA.tssB 2.311366 0.3192256 -1.398979 0.2946971 0.2916851 0.4297423 0.6673831 -STM0283 wbtL.1 2.446284 6.287161 -1.538477 0.02733602 0.01600327 0.08812717 0.9297756 -STM0283 galU 2.399107 3.386183 -1.388238 -0.8816549 -0.29906 -0.9043041 0.3658342 -STM0283 fliH 2.525622 0.8869393 -1.666612 0.8273911 -0.229856 -0.4633849 0.6430885 -STM0283 clpV1 2.189286 1.712295 -0.6880514 1.449777 1.334818 3.581912 0.0003410884 -STM0283 tviA 2.029459 1.368229 -1.204522 -0.8250278 0.8179768 1.175223 0.2399055 -STM0283 tviB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 tviC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 tviD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 tviE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 vexA 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 vexB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 vexC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 flgM 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 vexD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 vexE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0283 clpV.tssH 2.354595 2.229951 -1.301369 1.972099 0.4490191 1.649316 0.09908284 -STM0283 ipfE 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0283 sopA 2.423725 2.200576 -1.515615 -1.029863 -0.07765224 -0.2539934 0.7995006 -STM0283 PA2367 2.453828 3.001905 -1.54244 -0.4735394 0.02227147 0.0708891 0.943486 -STM0283 lpfD 2.335047 2.362288 -1.575726 -0.826394 -0.6614062 -1.636272 0.1017827 -STM0283 avrA 2.389967 2.768787 -1.415184 -0.4428341 -0.3167881 -0.9372748 0.3486172 -STM0283 slrP 2.310192 0.9399909 -1.303895 -0.8763014 -0.4465615 -0.9618207 0.3361397 -STM0283 lpfB 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0283 lpfA 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0283 flgL 2.3135 0.8866025 -1.468138 0.9757811 0.2277219 0.4640281 0.6426276 -STM0283 PA2366 2.517084 2.408235 -1.413045 1.544129 1.03838 3.45739 0.0005454339 -STM0283 cdtB.1 2.452908 1.265624 -1.56896 -1.214189 0.3758827 1.211987 0.2255174 -rck fimB 4.458953 1.469108 -2.122054 1.165 -0.636079 -1.345989 0.1783061 -rck impE 4.735115 2.312158 -1.917531 -1.326541 -0.03041288 -0.07225804 0.9423966 -rck allA 4.768418 1.574894 -1.966531 -1.393921 0.108204 0.2021979 0.839762 -rck STM0273 4.735115 2.312158 -1.917531 -1.326541 -0.03041288 -0.07225804 0.9423966 -rck KP1_RS17225 4.686591 4.251886 -1.963257 -0.398356 -0.192686 -0.469938 0.6383993 -rck spvC 4.057582 4.684959 -2.298107 1.216359 2.150028 3.294862 0.0009847 -rck STM0282 4.732752 2.418661 -1.92163 -1.516055 0.05691954 0.1359887 0.8918302 -rck STM0284 4.735399 2.615481 -1.911974 -1.509608 0.1138466 0.2773249 0.7815307 -rck STM0275 4.619038 2.961129 -1.991642 -0.7766235 -0.2546677 -0.603828 0.545958 -rck spvD 4.490404 5.181823 -1.98864 0.3802449 1.793103 2.472622 0.01341259 -rck allR 4.768418 1.574894 -1.966531 -1.393921 0.108204 0.2021979 0.839762 -rck entD 4.611094 1.034904 -1.852235 -0.2637823 -0.257709 -0.525239 0.599417 -rck tide1 4.863754 2.372067 -2.006717 -1.481492 0.3096909 0.6169276 0.5372825 -rck pefB 4.471128 4.133344 -2.357551 -1.907122 1.332928 2.584077 0.009763993 -rck gtrA 4.72908 1.94983 -1.914169 -1.016387 -0.01442075 -0.02491052 0.9801263 -rck pefA 4.471128 4.133344 -2.357551 -1.907122 1.332928 2.584077 0.009763993 -rck orgA.sctK 4.681187 0.9911141 -1.767347 -1.068643 -0.2498704 -0.4382823 0.6611817 -rck STM0281 4.732752 2.418661 -1.92163 -1.516055 0.05691954 0.1359887 0.8918302 -rck STM0276 4.733867 2.363985 -1.920898 -1.444345 0.02305895 0.05501678 0.9561251 -rck pefC 4.32765 4.358807 -2.231693 -1.928691 1.152259 2.279046 0.02266434 -rck ratB 4.656783 2.501007 -1.911333 -1.664864 -0.1707059 -0.3771986 0.706026 -rck pipB 4.433739 0.8388215 -1.766392 0.9251109 -0.6661791 -1.44442 0.1486207 -rck STM0285 4.73093 2.571455 -1.918138 -1.584436 0.1127126 0.2707607 0.7865751 -rck shdA 4.678546 1.530922 -1.882402 -0.6381134 -0.1249498 -0.2561267 0.797853 -rck pefD 4.32765 4.358807 -2.231693 -1.928691 1.152259 2.279046 0.02266434 -rck rfbD 4.46877 1.338572 -2.125674 1.135919 -0.6119046 -1.308986 0.1905391 -rck STM0280 4.733867 2.363985 -1.920898 -1.444345 0.02305895 0.05501678 0.9561251 -rck rfbF 4.817982 2.255501 -1.971059 -1.230731 0.2019631 0.4167749 0.6768431 -rck STM0290 4.324956 1.081166 -2.263092 0.9586859 -0.6255227 -1.442354 0.1492027 -rck tae4 4.731825 2.510029 -1.921855 -1.532515 0.06766317 0.1611789 0.8719525 -rck STM0287 4.863754 2.372067 -2.006717 -1.481492 0.3096909 0.6169276 0.5372825 -rck csgB 4.795577 2.220647 -1.959233 -1.129218 0.1483508 0.3040039 0.7611249 -rck sciB 4.766512 2.170868 -1.941564 -1.105281 0.06961222 0.1406873 0.888117 -rck ssaG 4.653186 0.7774722 -1.705488 -0.8502303 -0.3561566 -0.6318068 0.5275131 -rck STM0286 4.731459 2.477732 -1.920935 -1.570055 0.08756194 0.2099016 0.8337445 -rck STM0268 4.735115 2.312158 -1.917531 -1.326541 -0.03041288 -0.07225804 0.9423966 -rck STM0289 4.732752 2.418661 -1.92163 -1.516055 0.05691954 0.1359887 0.8918302 -rck rfbG 4.817982 2.255501 -1.971059 -1.230731 0.2019631 0.4167749 0.6768431 -rck gogB 4.364474 0.9953639 -2.248812 0.908037 -0.5850413 -1.343779 0.17902 -rck sopD2 4.680598 0.9847279 -1.783975 -1.066381 -0.2285946 -0.4073082 0.6837817 -rck STM0278 4.732828 2.501948 -1.920488 -1.553403 0.08575981 0.2058968 0.8368716 -rck STM0269 4.735115 2.312158 -1.917531 -1.326541 -0.03041288 -0.07225804 0.9423966 -rck STM0271 4.73497 2.324969 -1.918947 -1.397113 -0.009178979 -0.02176763 0.9826333 -rck traJ 4.237058 1.810128 -0.7503748 1.73938 2.522042 4.506988 6.575426e-06 -rck pipB2 4.705104 2.08983 -1.904067 -0.640919 -0.06325903 -0.1266351 0.8992292 -rck hcp1.tssD1 4.816083 1.048221 -1.777639 0.9799698 0.3377256 0.707157 0.4794689 -rck ssaO 4.506328 1.338808 -1.619688 -1.439154 -0.7234632 -1.444419 0.1486212 -rck allD 4.339961 2.182815 -1.912043 -1.979501 -0.7298374 -1.565599 0.1174426 -rck allB 4.021891 2.342787 -2.034124 -2.137884 -1.149812 -2.637072 0.008362516 -rck allC 4.301823 2.126018 -1.912805 -1.911727 -0.776069 -1.640852 0.1008282 -rck iucA 4.696314 1.190489 -1.851036 1.091611 0.1330593 0.2423647 0.8084976 -rck iucB 4.696314 1.190489 -1.851036 1.091611 0.1330593 0.2423647 0.8084976 -rck cdtB 4.629883 0.8221012 -1.747384 0.7355663 0.3268675 0.5721438 0.5672246 -rck iucC 4.67406 1.025203 -1.817994 0.9554503 0.1966916 0.357451 0.7207542 -rck sinH 4.511547 1.721821 -1.807046 0.2480247 -0.4496426 -0.9306235 0.3520484 -rck tssF 4.634357 0.8460818 -1.64362 0.76732 0.4445811 0.7420128 0.4580796 -rck iucD 4.67406 1.025203 -1.817994 0.9554503 0.1966916 0.357451 0.7207542 -rck iutA 4.67406 1.025203 -1.817994 0.9554503 0.1966916 0.357451 0.7207542 -rck hcp.tssD 4.321028 1.228522 -1.707849 -1.33509 0.870125 1.86297 0.06246645 -rck icsP.sopA 4.624949 0.8287617 -1.7406 0.7036553 0.3407887 0.5935028 0.5528447 -rck fyuA 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 -rck ybtT 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 -rck ybtU 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 -rck nleC 4.56425 0.4430925 -1.640535 0.4549511 0.5140887 0.853408 0.3934331 -rck irp1 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 -rck irp2 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 -rck ybtQ 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 -rck ybtX 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 -rck ybtS 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 -rck ybtA 4.663479 1.007763 -1.78893 0.9509303 0.2391379 0.413903 0.6789451 -rck cesT 4.609354 0.8899634 -1.633921 0.7254023 0.4702749 0.7304093 0.46514 -rck vipA.tssB 4.586921 0.5068051 -1.413567 0.4759764 0.7505392 1.077631 0.2811984 -rck wbtL.1 3.737737 3.670795 -2.324101 -2.204147 -1.466914 -4.960816 7.019764e-07 -rck galU 4.550716 4.030107 -2.170121 -1.262216 -0.8258088 -1.974035 0.04837775 -rck fliH 4.656439 1.024459 -1.753564 0.9512118 0.2846662 0.4793167 0.6317134 -rck clpV1 4.453121 4.530883 -2.288529 -1.291056 -0.7224385 -1.926853 0.05399797 -rck tviA 4.411539 1.753354 -1.299163 -0.5326876 1.098657 1.698765 0.08936343 -rck tviB 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck tviC 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck tviD 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck tviE 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck vexA 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck vexB 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck vexC 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck flgM 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck vexD 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck vexE 4.576516 0.4901361 -1.477908 0.4686207 0.6863579 1.029152 0.3034082 -rck clpV.tssH 4.444582 3.377292 -1.979039 1.558624 0.5782474 1.350892 0.1767299 -rck ipfE 4.632023 1.710349 -1.932921 0.1912725 -0.1425117 -0.2961861 0.767088 -rck sopA 4.7695 2.02144 -1.948382 -1.125209 0.08642433 0.1474557 0.8827724 -rck PA2367 4.703823 2.994764 -1.899643 -0.5277432 -0.07247902 -0.1559782 0.8760502 -rck lpfD 4.735238 2.730118 -1.919563 -0.6820328 0.002140914 0.004838547 0.9961394 -rck avrA 4.678044 3.029805 -1.885462 -0.3312742 -0.1345001 -0.2912598 0.7708526 -rck slrP 4.799763 1.062304 -1.806014 -0.9865151 -0.3048313 -0.6486383 0.5165722 -rck lpfB 4.632023 1.710349 -1.932921 0.1912725 -0.1425117 -0.2961861 0.767088 -rck lpfA 4.632023 1.710349 -1.932921 0.1912725 -0.1425117 -0.2961861 0.767088 -rck flgL 4.683841 0.9628185 -1.82986 1.043479 0.1691811 0.3056726 0.7598539 -rck PA2366 4.490644 2.3475 -2.051017 0.6519877 -0.6912791 -1.56816 0.1168437 -rck cdtB.1 4.3823 1.145888 -1.981092 -1.08254 0.4479158 0.8542125 0.3929872 -fimB impE 1.972286 2.284972 1.317762 -1.160921 0.2794232 0.8778323 0.3800347 -fimB allA 1.555736 1.514837 1.366414 -0.9374857 0.820969 2.01409 0.04400007 -fimB STM0273 1.972286 2.284972 1.317762 -1.160921 0.2794232 0.8778323 0.3800347 -fimB KP1_RS17225 1.880919 4.193078 1.724061 -0.1616864 1.18675 3.97978 6.8979e-05 -fimB spvC 1.729959 5.067096 1.263458 -1.057167 -0.3194353 -0.9873688 0.3234619 -fimB STM0282 1.988649 2.440931 1.24259 -1.56321 -0.04653594 -0.1595194 0.8732597 -fimB STM0284 1.933296 2.65159 1.238333 -1.655399 -0.2002487 -0.6826639 0.4948192 -fimB STM0275 1.913081 3.001129 1.245187 -0.6660616 -0.1812531 -0.5258414 0.5989984 -fimB spvD 1.572933 4.808533 1.21519 -1.549089 -0.5161271 -1.282753 0.1995787 -fimB allR 1.555736 1.514837 1.366414 -0.9374857 0.820969 2.01409 0.04400007 -fimB entD 1.828492 1.01796 1.446562 0.0609006 0.7058819 2.031146 0.0422402 -fimB tide1 1.968778 2.505336 1.233383 -1.688618 -0.1845681 -0.6502187 0.5155509 -fimB pefB 1.391096 4.555272 1.138553 -1.884194 -0.7974388 -1.757741 0.0787916 -fimB gtrA 1.820923 1.962829 1.385865 -0.5852948 0.3866029 1.127509 0.2595275 -fimB pefA 1.391096 4.555272 1.138553 -1.884194 -0.7974388 -1.757741 0.0787916 -fimB orgA.sctK 1.382395 0.6683071 1.17636 -0.6940943 0.9164597 1.700593 0.08901948 -fimB STM0281 1.988649 2.440931 1.24259 -1.56321 -0.04653594 -0.1595194 0.8732597 -fimB STM0276 1.988618 2.378509 1.268519 -1.399607 0.09784701 0.3212805 0.7479978 -fimB pefC 1.514943 5.027207 1.186019 -1.816527 -0.5863499 -1.409521 0.1586812 -fimB ratB 2.004082 2.46434 1.287799 -1.459045 0.2410239 0.8168677 0.414004 -fimB pipB 1.644493 1.195937 1.460473 1.529374 0.892807 2.433768 0.01494258 -fimB STM0285 1.975209 2.611059 1.238986 -1.687083 -0.1086388 -0.3895006 0.6969059 -fimB shdA 1.816803 1.41092 1.450308 -0.3007101 0.7832574 2.262299 0.02367896 -fimB pefD 1.514943 5.027207 1.186019 -1.816527 -0.5863499 -1.409521 0.1586812 -fimB rfbD 2.236328 2.010263 2.143131 1.963371 1.755443 5.668168 1.443324e-08 -fimB STM0280 1.988618 2.378509 1.268519 -1.399607 0.09784701 0.3212805 0.7479978 -fimB rfbF 1.945319 2.094127 1.440196 -1.002586 0.7829791 2.362688 0.01814292 -fimB STM0290 2.026687 1.434057 1.350812 1.226809 0.1726168 0.4222242 0.6728613 -fimB tae4 1.9952 2.554544 1.254884 -1.528743 0.04978943 0.1751082 0.8609946 -fimB STM0287 1.968778 2.505336 1.233383 -1.688618 -0.1845681 -0.6502187 0.5155509 -fimB csgB 1.990238 2.200202 1.317502 -1.097886 0.2419111 0.7356035 0.461972 -fimB sciB 1.979046 2.153462 1.310956 -1.016536 0.2267618 0.694793 0.487185 -fimB ssaG 1.057718 0.2407023 0.9614781 -0.2614293 1.532904 2.35282 0.01863167 -fimB STM0286 1.992816 2.525557 1.2519 -1.590421 0.02304097 0.08051784 0.9358254 -fimB STM0268 1.972286 2.284972 1.317762 -1.160921 0.2794232 0.8778323 0.3800347 -fimB STM0289 1.988649 2.440931 1.24259 -1.56321 -0.04653594 -0.1595194 0.8732597 -fimB rfbG 1.945319 2.094127 1.440196 -1.002586 0.7829791 2.362688 0.01814292 -fimB gogB 1.89445 1.250762 1.138991 1.017822 -0.2717544 -0.604868 0.5452667 -fimB sopD2 1.017878 0.4004003 0.9275936 -0.4175667 1.6365 2.517187 0.01182961 -fimB STM0278 1.992389 2.549871 1.25172 -1.573109 0.02009504 0.06977996 0.9443688 -fimB STM0269 1.972286 2.284972 1.317762 -1.160921 0.2794232 0.8778323 0.3800347 -fimB STM0271 1.949682 2.311574 1.325146 -1.248219 0.2677296 0.8548962 0.3926086 -fimB traJ 1.248559 3.32012 1.09791 -1.928437 -1.035658 -2.027604 0.04260071 -fimB pipB2 1.803758 1.929679 1.459236 -0.1878035 0.6687925 1.967533 0.04912181 -fimB hcp1.tssD1 1.636807 0.7836137 1.154304 0.7183535 -0.4646215 -0.7705663 0.4409641 -fimB ssaO 1.61657 0.9662421 1.268809 -1.004829 0.5046968 1.114508 0.2650612 -fimB allD 1.893935 1.796466 1.291714 -1.674848 0.1796013 0.5708307 0.5681144 -fimB allB 1.89421 1.784615 1.291285 -1.685538 0.179859 0.5722956 0.5671217 -fimB allC 1.795642 1.689192 1.326892 -1.543239 0.3468234 1.026446 0.3046815 -fimB iucA 1.887272 1.096555 1.192643 0.9723462 -0.2119857 -0.4692177 0.6389141 -fimB iucB 1.887272 1.096555 1.192643 0.9723462 -0.2119857 -0.4692177 0.6389141 -fimB cdtB 1.649675 0.5959035 1.200292 0.5315074 -0.4268893 -0.7308812 0.4648517 -fimB iucC 1.581987 0.7879378 1.136213 0.6865583 -0.6184197 -1.120619 0.26245 -fimB sinH 1.814572 1.800337 1.353294 0.6818217 0.5772345 1.580807 0.1139221 -fimB tssF 1.666459 0.5990984 1.173066 0.508546 -0.4346204 -0.7324415 0.4638992 -fimB iucD 1.581987 0.7879378 1.136213 0.6865583 -0.6184197 -1.120619 0.26245 -fimB iutA 1.581987 0.7879378 1.136213 0.6865583 -0.6184197 -1.120619 0.26245 -fimB hcp.tssD 1.585616 1.518633 1.355189 -1.826503 -0.6119416 -1.502244 0.1330341 -fimB icsP.sopA 1.23751 0.2875559 -1.236901 0.2449177 1.696569 2.5155 0.01188636 -fimB fyuA 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 -fimB ybtT 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 -fimB ybtU 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 -fimB nleC 2.07293 0.3259514 1.2313 0.3282736 0.05601014 0.06734434 0.9463076 -fimB irp1 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 -fimB irp2 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 -fimB ybtQ 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 -fimB ybtX 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 -fimB ybtS 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 -fimB ybtA 3.555138 0.9156612 0.4107308 0.8709604 0.3158733 0.7016018 0.4829276 -fimB cesT 3.565357 0.6484852 0.7477756 0.5827932 0.678889 1.176255 0.239493 -fimB vipA.tssB 2.116514 0.3309985 1.227584 0.3091004 0.0898528 0.1020258 0.9187362 -fimB wbtL.1 1.943056 6.294025 1.298862 0.05506784 0.2480869 1.259719 0.2077708 -fimB galU 1.801516 4.282807 1.414304 -0.1053319 0.4735112 1.048533 0.2943929 -fimB fliH 1.175708 0.4235339 -1.175875 0.3971674 1.744866 2.572234 0.01010447 -fimB clpV1 1.936756 2.017209 1.782293 1.602085 0.7139086 2.48217 0.01305848 -fimB tviA 1.56062 1.324925 1.182224 -0.8453081 -0.4861653 -0.6663719 0.5051734 -fimB tviB 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB tviC 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB tviD 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB tviE 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB vexA 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB vexB 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB vexC 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB flgM 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB vexD 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB vexE 2.148578 0.3326661 1.215176 0.3149542 0.1048115 0.1087845 0.9133734 -fimB clpV.tssH 1.99711 2.325361 1.242284 1.959367 -0.07050763 -0.2836023 0.7767152 -fimB ipfE 3.302203 1.74043 0.4185198 0.246073 0.3053021 0.89528 0.3706374 -fimB sopA 1.982322 2.091544 1.268142 -1.152453 -0.03662837 -0.07078975 0.9435651 -fimB PA2367 1.906745 2.896618 1.334252 -0.2311722 0.5447354 1.626997 0.1037377 -fimB lpfD 2.062132 2.732131 1.219123 -0.6765061 0.06337062 0.1636016 0.8700448 -fimB avrA 1.933884 3.013795 1.251622 -0.1556018 0.2001733 0.5931381 0.5530888 -fimB slrP 3.546049 0.9397581 0.4454944 -0.887952 -0.3499626 -0.7839777 0.4330532 -fimB lpfB 3.302203 1.74043 0.4185198 0.246073 0.3053021 0.89528 0.3706374 -fimB lpfA 3.302203 1.74043 0.4185198 0.246073 0.3053021 0.89528 0.3706374 -fimB flgL 1.374939 0.662141 1.217091 0.7349194 -0.8116721 -1.487805 0.1368023 -fimB PA2366 1.985364 3.318984 1.255502 0.007584541 -0.03496262 -0.1049468 0.916418 -fimB cdtB.1 1.847433 1.378737 1.464342 -1.355502 -0.3231775 -0.982584 0.3258122 -impE allA 2.358172 1.623479 -1.341532 -1.455467 0.1271058 0.3653832 0.7148254 -impE STM0273 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 -impE KP1_RS17225 2.301836 4.274453 -1.316248 -0.2590865 -0.01481726 -0.06040388 0.951834 -impE spvC 2.354088 5.147673 -1.369805 -0.9361496 -0.1730601 -0.6383238 0.5232629 -impE STM0282 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 -impE STM0284 2.006255 2.960093 -1.673603 -1.949587 0.899326 2.644375 0.008184181 -impE STM0275 1.893706 1.20502 -0.1434286 1.141895 2.043935 3.710223 0.0002070772 -impE spvD 2.136393 4.886976 -1.177902 -1.605526 0.4137705 0.9399276 0.3472547 -impE allR 2.358172 1.623479 -1.341532 -1.455467 0.1271058 0.3653832 0.7148254 -impE entD 2.325714 1.079794 -1.350325 -0.14576 0.08042207 0.1599903 0.8728887 -impE tide1 2.0935 2.648384 -1.846436 -1.982378 0.7691138 2.446212 0.01443661 -impE pefB 2.218216 4.898593 -1.234198 -1.579097 0.2221067 0.6056881 0.5447219 -impE gtrA 1.681905 1.420304 -1.082887 -0.6212998 -0.7948234 -1.161974 0.2452458 -impE pefA 2.218216 4.898593 -1.234198 -1.579097 0.2221067 0.6056881 0.5447219 -impE orgA.sctK 2.255449 0.9008969 -1.282025 -0.9725833 -0.09148118 -0.1820346 0.8555556 -impE STM0281 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 -impE STM0276 2.772724 2.244686 0.4300608 -1.158762 1.712631 3.799534 0.0001449683 -impE pefC 2.144521 5.244982 -1.176805 -1.718424 0.3887581 0.9996203 0.3174943 -impE ratB 2.238542 2.391347 -1.248386 -1.539961 -0.1745037 -0.4482048 0.6540054 -impE pipB 2.310102 1.057184 -1.331863 1.198726 0.03145636 0.05841723 0.9534163 -impE STM0285 2.013815 2.784002 -1.907719 -2.270168 1.051616 3.055723 0.002245183 -impE shdA 1.818258 1.138415 -1.130175 -0.5588113 -0.6099131 -0.8152323 0.4149393 -impE pefD 2.144521 5.244982 -1.176805 -1.718424 0.3887581 0.9996203 0.3174943 -impE rfbD 2.279976 1.725629 -1.097485 1.380558 0.3852938 1.154711 0.2482089 -impE STM0280 2.772724 2.244686 0.4300608 -1.158762 1.712631 3.799534 0.0001449683 -impE rfbF 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 -impE STM0290 1.82674 1.006 -0.1904216 0.9519284 1.770479 3.090182 0.002000339 -impE tae4 1.856221 1.376897 -0.07917368 1.291723 2.221963 4.156821 3.227059e-05 -impE STM0287 2.0935 2.648384 -1.846436 -1.982378 0.7691138 2.446212 0.01443661 -impE csgB 1.558149 1.434819 -1.181252 -1.084785 -1.019107 -1.72187 0.08509312 -impE sciB 1.495073 1.901251 1.301714 -0.1301905 2.317696 4.281536 1.856074e-05 -impE ssaG 2.396323 0.6641296 -1.392223 -0.7183317 0.2114715 0.3671956 0.7134731 -impE STM0286 2.058522 2.64563 -1.969249 -2.323232 1.127871 3.33443 0.0008547446 -impE STM0268 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 -impE STM0289 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 -impE rfbG 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 -impE gogB 2.104719 1.238705 -0.9816808 1.116801 0.5988591 1.381891 0.167005 -impE sopD2 2.233622 0.8991181 -1.271017 -0.9777391 -0.1362691 -0.2787552 0.7804327 -impE STM0278 1.871064 1.330092 -0.09866373 1.253597 2.177443 4.0407 5.329197e-05 -impE STM0269 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 -impE STM0271 2.786403 2.172232 0.3195475 -1.039619 1.615726 3.550901 0.0003839147 -impE traJ 2.049336 1.157566 -0.7562292 0.7457892 0.8439863 1.507217 0.131755 -impE pipB2 1.617566 1.355465 -1.145204 -0.4883568 -0.952662 -1.576305 0.1149556 -impE hcp1.tssD1 2.226743 0.9135367 -1.196828 0.8623214 0.2178356 0.4386706 0.6609002 -impE ssaO 2.149455 1.051544 -1.204454 -1.13702 -0.3073994 -0.6732051 0.5008168 -impE allD 2.244111 1.808641 -1.257215 -1.708987 -0.135845 -0.41048 0.6814539 -impE allB 2.244862 1.799553 -1.257867 -1.717307 -0.1335953 -0.4035938 0.6865115 -impE allC 2.277652 1.746375 -1.293968 -1.653276 -0.05478767 -0.1647013 0.8691791 -impE iucA 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 -impE iucB 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 -impE cdtB 2.38034 0.6788747 -1.387727 0.6419015 -0.1824879 -0.3175084 0.7508579 -impE iucC 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -impE sinH 1.739644 1.300392 -1.044283 0.4255702 -0.7583789 -1.059827 0.2892235 -impE tssF 2.361798 0.6710167 -1.394472 0.6232633 -0.1624422 -0.2815678 0.7782749 -impE iucD 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -impE iutA 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -impE hcp.tssD 1.852922 1.110824 -0.9500566 -1.458584 0.7341112 0.9572469 0.3384427 -impE icsP.sopA 2.372598 0.680385 -1.391923 0.6109049 -0.1739073 -0.3005483 0.7637589 -impE fyuA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -impE ybtT 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -impE ybtU 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -impE nleC 2.229748 0.3164117 -1.245722 0.3229707 0.1615871 0.2434999 0.8076182 -impE irp1 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -impE irp2 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -impE ybtQ 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -impE ybtX 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -impE ybtS 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -impE ybtA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -impE cesT 2.101716 0.6966831 -1.034689 0.5585159 0.5281444 0.8799871 0.3788663 -impE vipA.tssB 2.233346 0.3221646 -1.215558 0.2982272 0.1858752 0.2780377 0.7809834 -impE wbtL.1 2.308946 6.320897 -1.325538 -0.003256657 0.1905145 0.9747451 0.3296867 -impE galU 2.318058 4.976508 -1.332354 -0.06989921 0.2115149 1.014208 0.3104837 -impE fliH 2.224924 0.9160634 -1.164948 0.855186 0.2581544 0.526043 0.5988583 -impE clpV1 1.885796 1.551352 -0.3233812 1.386581 1.58996 3.701636 0.0002142134 -impE tviA 2.015155 1.401347 -0.9999154 -0.8114097 0.6942289 1.010909 0.3120599 -impE tviB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE tviC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE tviD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE tviE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE vexA 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE vexB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE vexC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE flgM 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE vexD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE vexE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -impE clpV.tssH 2.042949 2.210025 -1.072543 1.943407 0.5584935 1.977133 0.04802656 -impE ipfE 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -impE sopA 2.217937 2.281147 -1.235578 -0.917392 -0.2409566 -0.6255442 0.531614 -impE PA2367 2.238196 2.86851 -1.248468 -0.484434 -0.160853 -0.3407299 0.7333069 -impE lpfD 1.439272 1.643649 -1.324513 -0.964616 -1.562998 -2.913288 0.003576449 -impE avrA 2.091871 2.636506 -1.10143 -0.4923032 -0.5642284 -1.301014 0.1932536 -impE slrP 2.204451 0.9459633 -1.122156 -0.8828666 -0.3540195 -0.7509216 0.4526998 -impE lpfB 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -impE lpfA 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -impE flgL 2.239507 0.898268 -1.270758 0.9777413 0.1264288 0.2596541 0.7951306 -impE PA2366 2.027598 2.018577 -1.158624 1.871653 1.380066 4.156746 3.228121e-05 -impE cdtB.1 2.089392 1.089483 -1.324518 -1.053136 0.8233392 1.750437 0.08004293 -allA STM0273 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 -allA KP1_RS17225 1.629976 4.260826 -1.414221 -0.2564127 0.02023838 0.07928906 0.9368027 -allA spvC 1.597849 5.225216 -1.405971 -0.9976953 0.08002282 0.2601363 0.7947586 -allA STM0282 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 -allA STM0284 1.909582 1.480992 0.3647857 1.37908 1.256762 3.02312 0.00250183 -allA STM0275 1.612879 2.987749 -1.407572 -0.6198819 0.1200176 0.3614839 0.7177377 -allA spvD 1.438453 5.114253 -1.320925 -1.603769 0.4112058 0.8538426 0.3931922 -allA allR 2.008049 2.008051 -1.766679 -1.766678 1.387921 3.442336 0.0005767137 -allA entD 1.55036 1.134393 -1.50514 -0.2451293 0.5213502 1.248243 0.211942 -allA tide1 1.605684 2.649378 -1.481157 -1.633542 0.2201598 0.6661892 0.5052902 -allA pefB 1.469309 5.006564 -1.340202 -1.706793 0.3339657 0.68051 0.4961816 -allA gtrA 1.68461 2.132039 -1.499192 -1.000666 0.4421594 1.235604 0.2166058 -allA pefA 1.469309 5.006564 -1.340202 -1.706793 0.3339657 0.68051 0.4961816 -allA orgA.sctK 1.650423 0.9113657 -1.419107 -0.9737642 0.02821088 0.05287687 0.95783 -allA STM0281 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 -allA STM0276 1.627901 2.398345 -1.435722 -1.46496 0.05204437 0.1505612 0.8803219 -allA pefC 1.487288 5.427064 -1.348841 -1.747081 0.289364 0.5870276 0.5571851 -allA ratB 1.571837 2.661571 -1.500619 -1.746781 0.5255447 1.557288 0.119402 -allA pipB 1.586282 1.061303 -1.536479 1.1691 0.3268359 0.8415588 0.4000349 -allA STM0285 1.605471 2.721384 -1.47239 -1.66041 0.1662218 0.5029259 0.6150164 -allA shdA 1.567265 1.639776 -1.505465 -0.6724561 0.3933882 0.9918632 0.3212643 -allA pefD 1.487288 5.427064 -1.348841 -1.747081 0.289364 0.5870276 0.5571851 -allA rfbD 1.447058 1.447992 -1.110256 1.306116 0.7131012 1.685504 0.09189146 -allA STM0280 1.627901 2.398345 -1.435722 -1.46496 0.05204437 0.1505612 0.8803219 -allA rfbF 1.571762 2.493748 -1.455863 -1.521541 0.4723107 1.25213 0.2105224 -allA STM0290 1.473827 1.287441 -1.155106 1.116983 0.5132045 1.1412 0.2537867 -allA tae4 1.636954 2.529517 -1.401581 -1.552209 -0.02909308 -0.08316885 0.9337173 -allA STM0287 1.605684 2.649378 -1.481157 -1.633542 0.2201598 0.6661892 0.5052902 -allA csgB 1.568174 2.48287 -1.459406 -1.42388 0.5535754 1.451868 0.1465383 -allA sciB 1.614327 2.272577 -1.468855 -1.182891 0.1983234 0.5553794 0.5786351 -allA ssaG 1.917908 0.6993292 -1.327411 -0.7372606 0.3457178 0.4395538 0.6602603 -allA STM0286 1.606172 2.62978 -1.480348 -1.652582 0.2150255 0.6503765 0.5154491 -allA STM0268 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 -allA STM0289 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 -allA rfbG 1.571762 2.493748 -1.455863 -1.521541 0.4723107 1.25213 0.2105224 -allA gogB 1.224768 1.009408 -1.116183 0.9493561 0.8928526 1.628813 0.1033526 -allA sopD2 1.627943 0.9057347 -1.416124 -0.9754792 -0.007067376 -0.01352539 0.9892086 -allA STM0278 1.644063 2.513098 -1.382508 -1.573281 -0.0632566 -0.1784437 0.8583745 -allA STM0269 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 -allA STM0271 1.625827 2.372912 -1.45687 -1.421902 0.1164014 0.3381094 0.7352808 -allA traJ 0.9162517 0.6736659 -0.8225285 0.4797948 1.512695 2.16789 0.03016707 -allA pipB2 1.60751 2.244342 -1.485269 -0.7473582 0.4662003 1.264318 0.2061157 -allA hcp1.tssD1 0.928858 0.4739708 -0.8642737 0.4482547 1.512391 2.220266 0.02640071 -allA ssaO 1.825547 1.130647 -1.457758 -1.16343 0.3255682 0.6899154 0.4902474 -allA allD 1.829229 2.392779 -1.792266 -2.104719 1.240402 3.037383 0.002386419 -allA allB 1.838191 2.363945 -1.80135 -2.136044 1.247192 3.040784 0.00235963 -allA allC 1.868908 2.270095 -1.809929 -2.053558 1.280634 3.155179 0.001603999 -allA iucA 1.767514 1.164286 -1.480083 1.05774 -0.270365 -0.5937099 0.5527061 -allA iucB 1.767514 1.164286 -1.480083 1.05774 -0.270365 -0.5937099 0.5527061 -allA cdtB 1.822746 0.7129453 -1.432414 0.657749 -0.2970704 -0.4863889 0.6266915 -allA iucC 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 -allA sinH 1.581438 1.822557 -1.562528 0.4188831 0.4841849 1.287251 0.1980067 -allA tssF 1.801442 0.6959195 -1.473493 0.6425764 -0.2992533 -0.4979955 0.6184872 -allA iucD 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 -allA iutA 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 -allA hcp.tssD 1.635924 1.493876 -1.525391 -1.665386 -0.1861875 -0.4602426 0.6453421 -allA icsP.sopA 1.388161 0.5992692 -1.284168 0.5597999 0.4788782 0.7834481 0.433364 -allA fyuA 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allA ybtT 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allA ybtU 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allA nleC 1.552481 0.3013398 -1.38361 0.3077061 0.1409142 0.203592 0.8386723 -allA irp1 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allA irp2 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allA ybtQ 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allA ybtX 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allA ybtS 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allA ybtA 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allA cesT 1.413238 0.6465134 -1.267804 0.5137401 0.4363212 0.6770562 0.4983703 -allA vipA.tssB 1.564053 0.3078727 -1.377671 0.2843854 0.1295054 0.1834777 0.8544232 -allA wbtL.1 1.638519 6.464829 -1.466609 -0.1744073 0.5220097 2.331434 0.01973047 -allA galU 1.851798 2.002851 0.7052723 1.502659 1.623396 4.480899 7.432926e-06 -allA fliH 0.9286107 0.4732914 -0.8603612 0.4456813 1.497842 2.190397 0.02849546 -allA clpV1 1.853939 1.678511 0.5365799 1.314133 1.315296 3.270649 0.001073011 -allA tviA 1.304887 1.291847 -1.199098 -0.821578 0.6506743 0.9223788 0.356331 -allA tviB 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA tviC 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA tviD 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA tviE 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA vexA 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA vexB 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA vexC 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA flgM 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA vexD 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA vexE 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allA clpV.tssH 1.608411 2.442462 -1.537415 1.993636 -0.1958783 -0.6461523 0.5181807 -allA ipfE 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 -allA sopA 1.657189 2.541991 -1.470073 -0.8232589 0.2265761 0.65737 0.5109431 -allA PA2367 1.30899 2.051601 -0.266049 -0.4393953 -1.023352 -1.473963 0.1404915 -allA lpfD 1.555124 2.747297 -1.409263 -0.7153652 0.2557271 0.6723138 0.501384 -allA avrA 1.414759 1.53061 -1.115238 -1.252268 -0.7850816 -1.872726 0.06110627 -allA slrP 1.306737 0.7908272 -1.16868 -0.7383811 -0.7310474 -1.266586 0.2053033 -allA lpfB 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 -allA lpfA 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 -allA flgL 1.639235 0.9080123 -1.417916 0.9761407 -0.01120438 -0.02151638 0.9828337 -allA PA2366 1.253373 2.149515 -0.189055 -0.2672985 -1.201593 -1.816059 0.06936126 -allA cdtB.1 1.388791 1.197759 -1.343385 -1.152635 -0.7812699 -1.815093 0.06950969 -STM0273 KP1_RS17225 2.301836 4.274453 -1.316248 -0.2590865 -0.01481726 -0.06040388 0.951834 -STM0273 spvC 2.354088 5.147673 -1.369805 -0.9361496 -0.1730601 -0.6383238 0.5232629 -STM0273 STM0282 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 -STM0273 STM0284 2.006255 2.960093 -1.673603 -1.949587 0.899326 2.644375 0.008184181 -STM0273 STM0275 1.893706 1.20502 -0.1434286 1.141895 2.043935 3.710223 0.0002070772 -STM0273 spvD 2.136393 4.886976 -1.177902 -1.605526 0.4137705 0.9399276 0.3472547 -STM0273 allR 2.358172 1.623479 -1.341532 -1.455467 0.1271058 0.3653832 0.7148254 -STM0273 entD 2.325714 1.079794 -1.350325 -0.14576 0.08042207 0.1599903 0.8728887 -STM0273 tide1 2.0935 2.648384 -1.846436 -1.982378 0.7691138 2.446212 0.01443661 -STM0273 pefB 2.218216 4.898593 -1.234198 -1.579097 0.2221067 0.6056881 0.5447219 -STM0273 gtrA 1.681905 1.420304 -1.082887 -0.6212998 -0.7948234 -1.161974 0.2452458 -STM0273 pefA 2.218216 4.898593 -1.234198 -1.579097 0.2221067 0.6056881 0.5447219 -STM0273 orgA.sctK 2.255449 0.9008969 -1.282025 -0.9725833 -0.09148118 -0.1820346 0.8555556 -STM0273 STM0281 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 -STM0273 STM0276 2.772724 2.244686 0.4300608 -1.158762 1.712631 3.799534 0.0001449683 -STM0273 pefC 2.144521 5.244982 -1.176805 -1.718424 0.3887581 0.9996203 0.3174943 -STM0273 ratB 2.238542 2.391347 -1.248386 -1.539961 -0.1745037 -0.4482048 0.6540054 -STM0273 pipB 2.310102 1.057184 -1.331863 1.198726 0.03145636 0.05841723 0.9534163 -STM0273 STM0285 2.013815 2.784002 -1.907719 -2.270168 1.051616 3.055723 0.002245183 -STM0273 shdA 1.818258 1.138415 -1.130175 -0.5588113 -0.6099131 -0.8152323 0.4149393 -STM0273 pefD 2.144521 5.244982 -1.176805 -1.718424 0.3887581 0.9996203 0.3174943 -STM0273 rfbD 2.279976 1.725629 -1.097485 1.380558 0.3852938 1.154711 0.2482089 -STM0273 STM0280 2.772724 2.244686 0.4300608 -1.158762 1.712631 3.799534 0.0001449683 -STM0273 rfbF 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 -STM0273 STM0290 1.82674 1.006 -0.1904216 0.9519284 1.770479 3.090182 0.002000339 -STM0273 tae4 1.856221 1.376897 -0.07917368 1.291723 2.221963 4.156821 3.227059e-05 -STM0273 STM0287 2.0935 2.648384 -1.846436 -1.982378 0.7691138 2.446212 0.01443661 -STM0273 csgB 1.558149 1.434819 -1.181252 -1.084785 -1.019107 -1.72187 0.08509312 -STM0273 sciB 1.495073 1.901251 1.301714 -0.1301905 2.317696 4.281536 1.856074e-05 -STM0273 ssaG 2.396323 0.6641296 -1.392223 -0.7183317 0.2114715 0.3671956 0.7134731 -STM0273 STM0286 2.058522 2.64563 -1.969249 -2.323232 1.127871 3.33443 0.0008547446 -STM0273 STM0268 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 -STM0273 STM0289 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 -STM0273 rfbG 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 -STM0273 gogB 2.104719 1.238705 -0.9816808 1.116801 0.5988591 1.381891 0.167005 -STM0273 sopD2 2.233622 0.8991181 -1.271017 -0.9777391 -0.1362691 -0.2787552 0.7804327 -STM0273 STM0278 1.871064 1.330092 -0.09866373 1.253597 2.177443 4.0407 5.329197e-05 -STM0273 STM0269 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 -STM0273 STM0271 2.786403 2.172232 0.3195475 -1.039619 1.615726 3.550901 0.0003839147 -STM0273 traJ 2.049336 1.157566 -0.7562292 0.7457892 0.8439863 1.507217 0.131755 -STM0273 pipB2 1.617566 1.355465 -1.145204 -0.4883568 -0.952662 -1.576305 0.1149556 -STM0273 hcp1.tssD1 2.226743 0.9135367 -1.196828 0.8623214 0.2178356 0.4386706 0.6609002 -STM0273 ssaO 2.149455 1.051544 -1.204454 -1.13702 -0.3073994 -0.6732051 0.5008168 -STM0273 allD 2.244111 1.808641 -1.257215 -1.708987 -0.135845 -0.41048 0.6814539 -STM0273 allB 2.244862 1.799553 -1.257867 -1.717307 -0.1335953 -0.4035938 0.6865115 -STM0273 allC 2.277652 1.746375 -1.293968 -1.653276 -0.05478767 -0.1647013 0.8691791 -STM0273 iucA 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 -STM0273 iucB 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 -STM0273 cdtB 2.38034 0.6788747 -1.387727 0.6419015 -0.1824879 -0.3175084 0.7508579 -STM0273 iucC 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -STM0273 sinH 1.739644 1.300392 -1.044283 0.4255702 -0.7583789 -1.059827 0.2892235 -STM0273 tssF 2.361798 0.6710167 -1.394472 0.6232633 -0.1624422 -0.2815678 0.7782749 -STM0273 iucD 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -STM0273 iutA 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -STM0273 hcp.tssD 1.852922 1.110824 -0.9500566 -1.458584 0.7341112 0.9572469 0.3384427 -STM0273 icsP.sopA 2.372598 0.680385 -1.391923 0.6109049 -0.1739073 -0.3005483 0.7637589 -STM0273 fyuA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0273 ybtT 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0273 ybtU 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0273 nleC 2.229748 0.3164117 -1.245722 0.3229707 0.1615871 0.2434999 0.8076182 -STM0273 irp1 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0273 irp2 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0273 ybtQ 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0273 ybtX 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0273 ybtS 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0273 ybtA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0273 cesT 2.101716 0.6966831 -1.034689 0.5585159 0.5281444 0.8799871 0.3788663 -STM0273 vipA.tssB 2.233346 0.3221646 -1.215558 0.2982272 0.1858752 0.2780377 0.7809834 -STM0273 wbtL.1 2.308946 6.320897 -1.325538 -0.003256657 0.1905145 0.9747451 0.3296867 -STM0273 galU 2.318058 4.976508 -1.332354 -0.06989921 0.2115149 1.014208 0.3104837 -STM0273 fliH 2.224924 0.9160634 -1.164948 0.855186 0.2581544 0.526043 0.5988583 -STM0273 clpV1 1.885796 1.551352 -0.3233812 1.386581 1.58996 3.701636 0.0002142134 -STM0273 tviA 2.015155 1.401347 -0.9999154 -0.8114097 0.6942289 1.010909 0.3120599 -STM0273 tviB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 tviC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 tviD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 tviE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 vexA 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 vexB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 vexC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 flgM 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 vexD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 vexE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0273 clpV.tssH 2.042949 2.210025 -1.072543 1.943407 0.5584935 1.977133 0.04802656 -STM0273 ipfE 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -STM0273 sopA 2.217937 2.281147 -1.235578 -0.917392 -0.2409566 -0.6255442 0.531614 -STM0273 PA2367 2.238196 2.86851 -1.248468 -0.484434 -0.160853 -0.3407299 0.7333069 -STM0273 lpfD 1.439272 1.643649 -1.324513 -0.964616 -1.562998 -2.913288 0.003576449 -STM0273 avrA 2.091871 2.636506 -1.10143 -0.4923032 -0.5642284 -1.301014 0.1932536 -STM0273 slrP 2.204451 0.9459633 -1.122156 -0.8828666 -0.3540195 -0.7509216 0.4526998 -STM0273 lpfB 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -STM0273 lpfA 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -STM0273 flgL 2.239507 0.898268 -1.270758 0.9777413 0.1264288 0.2596541 0.7951306 -STM0273 PA2366 2.027598 2.018577 -1.158624 1.871653 1.380066 4.156746 3.228121e-05 -STM0273 cdtB.1 2.089392 1.089483 -1.324518 -1.053136 0.8233392 1.750437 0.08004293 -KP1_RS17225 spvC 4.253886 5.085127 -0.5122338 -1.114099 -0.3864049 -1.256931 0.2087786 -KP1_RS17225 STM0282 4.284154 2.454833 -0.2880869 -1.552263 -0.1251745 -0.5600132 0.5754705 -KP1_RS17225 STM0284 2.355586 2.5621 -2.017805 -1.434061 -0.5229274 -2.107971 0.03503347 -KP1_RS17225 STM0275 4.26805 2.972302 -0.2663954 -0.6135214 -0.09753525 -0.4115278 0.6806856 -KP1_RS17225 spvD 4.254467 4.967002 -0.3744641 -1.418369 -0.1810218 -0.5328237 0.5941557 -KP1_RS17225 allR 4.260824 1.629977 -0.2564129 -1.41422 0.02023883 0.07929069 0.9368014 -KP1_RS17225 entD 3.828708 1.011757 -0.08192486 -0.06837642 0.3683497 0.9028299 0.3666162 -KP1_RS17225 tide1 4.276302 2.55242 -0.3068089 -1.607238 -0.2100678 -0.9606421 0.3367322 -KP1_RS17225 pefB 4.226784 4.791872 -0.5114505 -1.672002 -0.3751489 -1.003455 0.3156415 -KP1_RS17225 gtrA 4.128988 1.953349 -0.2346294 -0.8715351 0.1972856 0.6004973 0.5481749 -KP1_RS17225 pefA 4.226784 4.791872 -0.5114505 -1.672002 -0.3751489 -1.003455 0.3156415 -KP1_RS17225 orgA.sctK 4.276232 0.8821532 -0.4191067 -0.9392429 0.2209213 0.5656076 0.5716605 -KP1_RS17225 STM0281 4.284154 2.454833 -0.2880869 -1.552263 -0.1251745 -0.5600132 0.5754705 -KP1_RS17225 STM0276 4.280281 2.376773 -0.2656502 -1.459593 -0.03985862 -0.1717199 0.8636577 -KP1_RS17225 pefC 4.252244 5.266051 -0.4213803 -1.660064 -0.2283811 -0.6234234 0.5330063 -KP1_RS17225 ratB 4.227586 2.425679 -0.224564 -1.558563 0.144486 0.6272559 0.5304915 -KP1_RS17225 pipB 3.728594 1.101313 -0.2396348 1.36401 0.6676142 1.607121 0.1080279 -KP1_RS17225 STM0285 4.284476 2.644362 -0.294408 -1.644709 -0.1546084 -0.7195488 0.4718028 -KP1_RS17225 shdA 3.706712 1.42238 -0.03815681 -0.4353111 0.4799894 1.155037 0.2480754 -KP1_RS17225 pefD 4.252244 5.266051 -0.4213803 -1.660064 -0.2283811 -0.6234234 0.5330063 -KP1_RS17225 rfbD 4.178477 1.730194 -0.0511039 1.658984 1.337494 4.284224 1.833779e-05 -KP1_RS17225 STM0280 4.280281 2.376773 -0.2656502 -1.459593 -0.03985862 -0.1717199 0.8636577 -KP1_RS17225 rfbF 3.812701 2.17121 -0.01149523 -1.138304 0.4387847 1.170458 0.2418169 -KP1_RS17225 STM0290 4.269574 1.415008 -0.253916 1.170183 0.0003861529 0.001103076 0.9991199 -KP1_RS17225 tae4 4.272543 2.546719 -0.2567065 -1.558385 -0.01036301 -0.0466655 0.9627798 -KP1_RS17225 STM0287 4.276302 2.55242 -0.3068089 -1.607238 -0.2100678 -0.9606421 0.3367322 -KP1_RS17225 csgB 4.185124 2.231668 -0.1978693 -1.178641 0.1011863 0.3180549 0.7504433 -KP1_RS17225 sciB 4.279053 2.189446 -0.2966221 -1.144824 -0.09375714 -0.3438651 0.7309477 -KP1_RS17225 ssaG 4.26448 0.6044967 -0.6342702 -0.6523751 0.480723 0.9894852 0.3224258 -KP1_RS17225 STM0286 4.282322 2.527039 -0.270626 -1.612134 -0.06488589 -0.2954359 0.7676609 -KP1_RS17225 STM0268 4.274454 2.301838 -0.2591069 -1.316248 -0.01482178 -0.06042228 0.9518193 -KP1_RS17225 STM0289 4.284154 2.454833 -0.2880869 -1.552263 -0.1251745 -0.5600132 0.5754705 -KP1_RS17225 rfbG 3.812701 2.17121 -0.01149523 -1.138304 0.4387847 1.170458 0.2418169 -KP1_RS17225 gogB 4.232212 1.233868 -0.4060839 1.089993 -0.2689631 -0.7435027 0.4571774 -KP1_RS17225 sopD2 4.272618 0.8055132 -0.7387745 -0.848164 0.6223769 1.267032 0.2051438 -KP1_RS17225 STM0278 4.284122 2.553374 -0.2756665 -1.593918 -0.07485023 -0.3389113 0.7346765 -KP1_RS17225 STM0269 4.274454 2.301838 -0.2591069 -1.316248 -0.01482178 -0.06042228 0.9518193 -KP1_RS17225 STM0271 4.275829 2.322978 -0.2603589 -1.396629 -0.02291368 -0.09672786 0.9229425 -KP1_RS17225 traJ 4.246552 1.343155 0.229523 0.6781652 0.5679162 0.9405855 0.3469173 -KP1_RS17225 pipB2 3.930507 1.993274 -0.1126821 -0.4114588 0.3024801 0.8010166 0.423122 -KP1_RS17225 hcp1.tssD1 4.283573 0.7734163 -0.7791272 0.7362122 -0.671476 -1.314582 0.1886503 -KP1_RS17225 ssaO 4.269684 1.082999 -0.2603334 -1.142196 0.009298789 0.02766319 0.9779308 -KP1_RS17225 allD 4.285939 1.831358 -0.2371807 -1.738963 -0.07455753 -0.325222 0.745013 -KP1_RS17225 allB 4.291526 1.82985 -0.2095512 -1.756505 -0.1808214 -0.7934545 0.427513 -KP1_RS17225 allC 4.292108 1.762437 -0.2285064 -1.674091 -0.1199574 -0.5168113 0.6052879 -KP1_RS17225 iucA 4.284599 1.143175 -0.1634392 1.060755 0.1802017 0.5768286 0.5640552 -KP1_RS17225 iucB 4.284599 1.143175 -0.1634392 1.060755 0.1802017 0.5768286 0.5640552 -KP1_RS17225 cdtB 4.301771 0.7067015 -0.09680051 0.6683495 0.257936 0.7049748 0.4808259 -KP1_RS17225 iucC 4.281966 0.9480998 -0.2207904 0.8974321 0.06530465 0.2011128 0.8406104 -KP1_RS17225 sinH 4.270708 1.798692 -0.2908315 0.4559141 -0.1000122 -0.2475082 0.804515 -KP1_RS17225 tssF 4.269022 0.6864818 -0.2327432 0.6369072 0.0275394 0.06258967 0.9500933 -KP1_RS17225 iucD 4.281966 0.9480998 -0.2207904 0.8974321 0.06530465 0.2011128 0.8406104 -KP1_RS17225 iutA 4.281966 0.9480998 -0.2207904 0.8974321 0.06530465 0.2011128 0.8406104 -KP1_RS17225 hcp.tssD 4.291861 1.478028 -0.2271971 -1.662301 0.1197466 0.3711272 0.7105428 -KP1_RS17225 icsP.sopA 4.295998 0.7113839 -0.06343823 0.6345718 0.3028491 0.7907106 0.4291129 -KP1_RS17225 fyuA 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 -KP1_RS17225 ybtT 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 -KP1_RS17225 ybtU 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 -KP1_RS17225 nleC 4.325725 0.3091724 0.281496 0.3096149 0.7012412 1.369968 0.1706968 -KP1_RS17225 irp1 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 -KP1_RS17225 irp2 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 -KP1_RS17225 ybtQ 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 -KP1_RS17225 ybtX 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 -KP1_RS17225 ybtS 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 -KP1_RS17225 ybtA 4.274976 0.921554 0.09134318 0.8813888 0.5378107 1.300033 0.1935895 -KP1_RS17225 cesT 4.296 0.7197648 -0.00056269 0.6111163 0.3130729 0.625587 0.5315859 -KP1_RS17225 vipA.tssB 4.268445 0.3133614 0.2525195 0.2958989 0.5814593 0.9362146 0.3491627 -KP1_RS17225 wbtL.1 4.269602 6.299396 -0.2578675 0.03517774 0.03825944 0.2087071 0.8346769 -KP1_RS17225 galU 4.277519 3.979792 -0.2720027 -0.5181031 0.07702165 0.361468 0.7177496 -KP1_RS17225 fliH 4.214485 0.8942067 0.1957625 0.8577228 0.688585 1.432058 0.1521271 -KP1_RS17225 clpV1 4.268026 3.247903 -0.2551628 -1.675867 -0.01410649 -0.06891206 0.9450596 -KP1_RS17225 tviA 4.282554 1.431136 -0.0307721 -0.7301075 0.2705915 0.486453 0.626646 -KP1_RS17225 tviB 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 tviC 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 tviD 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 tviE 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 vexA 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 vexB 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 vexC 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 flgM 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 vexD 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 vexE 4.275436 0.3118252 0.2572505 0.2969043 0.6148289 1.03326 0.301482 -KP1_RS17225 clpV.tssH 4.326222 2.301496 -0.3424107 1.985398 -0.2362962 -1.037503 0.2995015 -KP1_RS17225 ipfE 4.227576 1.74885 -0.189996 0.2700587 0.07400263 0.2019809 0.8399317 -KP1_RS17225 sopA 2.297138 2.532196 -1.901047 -0.3966118 -0.6100766 -2.186492 0.0287796 -KP1_RS17225 PA2367 4.032419 2.933818 -0.2016231 -0.3663276 0.3377402 1.150355 0.2499975 -KP1_RS17225 lpfD 4.255873 2.728229 -0.2287481 -0.679469 0.03102228 0.09989743 0.9204258 -KP1_RS17225 avrA 4.228843 2.038523 -0.2646801 -1.074688 0.1143596 0.4099591 0.681836 -KP1_RS17225 slrP 4.237454 0.9403206 0.08105291 -0.8959541 -0.5894164 -1.365433 0.1721169 -KP1_RS17225 lpfB 4.227576 1.74885 -0.189996 0.2700587 0.07400263 0.2019809 0.8399317 -KP1_RS17225 lpfA 4.227576 1.74885 -0.189996 0.2700587 0.07400263 0.2019809 0.8399317 -KP1_RS17225 flgL 4.28534 0.9131487 -0.2101806 0.982581 0.07980584 0.2410967 0.8094802 -KP1_RS17225 PA2366 4.285377 3.318819 -0.2634564 0.01269148 -0.1405049 -0.5730838 0.5665879 -KP1_RS17225 cdtB.1 2.389191 1.291037 -2.045137 -1.264313 0.4023322 1.576269 0.1149637 -spvC STM0282 5.167652 2.476599 -0.9539997 -1.559871 -0.07554064 -0.2788346 0.7803717 -spvC STM0284 5.20579 2.647999 -0.960643 -1.548582 0.04142816 0.156643 0.8755262 -spvC STM0275 5.13714 2.967143 -0.9897036 -0.6510084 -0.1002775 -0.3479333 0.7278903 -spvC spvD 4.429342 4.008979 1.484251 -2.038007 2.63195 5.780014 7.469434e-09 -spvC allR 5.22521 1.59784 -0.9976952 -1.40598 0.0800211 0.2601312 0.7947626 -spvC entD 4.919437 1.04471 -0.9053469 -0.2741712 -0.3999484 -1.315249 0.1884263 -spvC tide1 5.219221 2.522515 -0.9634007 -1.576571 0.03435663 0.1237238 0.901534 -spvC pefB 4.874233 4.422671 1.045407 -1.978181 2.116722 2.945857 0.003220614 -spvC gtrA 4.991265 2.067355 -0.8871063 -0.9528326 -0.325506 -1.087573 0.2767838 -spvC pefA 4.874233 4.422671 1.045407 -1.978181 2.116722 2.945857 0.003220614 -spvC orgA.sctK 5.203142 0.8358161 -1.167185 -0.8907736 0.2464217 0.4815428 0.6301308 -spvC STM0281 5.167652 2.476599 -0.9539997 -1.559871 -0.07554064 -0.2788346 0.7803717 -spvC STM0276 5.155697 2.415807 -0.9478934 -1.48804 -0.1136982 -0.419553 0.674812 -spvC pefC 5.358015 5.100955 0.3474947 -1.809571 1.433298 3.12602 0.001771895 -spvC ratB 5.076185 2.492729 -0.9660775 -1.640066 -0.1624181 -0.5545218 0.5792218 -spvC pipB 5.098652 0.9788922 -0.8078355 1.09779 -0.3615712 -1.247195 0.2123259 -spvC STM0285 5.191717 2.630903 -0.9617352 -1.625484 0.001560807 0.005804346 0.9953688 -spvC shdA 4.826139 1.570489 -0.991354 -0.8216232 -0.6234028 -1.856987 0.06331304 -spvC pefD 5.358015 5.100955 0.3474947 -1.809571 1.433298 3.12602 0.001771895 -spvC rfbD 4.296754 1.240831 -1.392319 1.123739 -1.018048 -2.062478 0.0391622 -spvC STM0280 5.155697 2.415807 -0.9478934 -1.48804 -0.1136982 -0.419553 0.674812 -spvC rfbF 4.964814 2.361951 -1.015626 -1.461693 -0.3061921 -0.9652165 0.3344364 -spvC STM0290 4.647346 1.091511 -1.48291 0.978427 -0.703122 -1.371794 0.1701275 -spvC tae4 5.111754 2.6969 -0.9901484 -1.668395 -0.3395613 -1.16657 0.2433841 -spvC STM0287 5.219221 2.522515 -0.9634007 -1.576571 0.03435663 0.1237238 0.901534 -spvC csgB 5.131146 2.261707 -0.9570738 -1.241013 -0.07932753 -0.2799025 0.7795523 -spvC sciB 5.05738 2.220779 -0.9410775 -1.192984 -0.1741583 -0.6013606 0.5475998 -spvC ssaG 5.199218 0.6328094 -1.082794 -0.6940425 0.1441883 0.2901078 0.7717337 -spvC STM0286 5.179631 2.538115 -0.9588033 -1.613543 -0.03705802 -0.1373134 0.8907831 -spvC STM0268 5.147673 2.354088 -0.9361496 -1.369804 -0.17306 -0.6383233 0.5232633 -spvC STM0289 5.167652 2.476599 -0.9539997 -1.559871 -0.07554064 -0.2788346 0.7803717 -spvC rfbG 4.964814 2.361951 -1.015626 -1.461693 -0.3061921 -0.9652165 0.3344364 -spvC gogB 4.99996 1.522746 -0.3714728 1.369382 0.8701763 1.932488 0.05329931 -spvC sopD2 5.215969 0.8347987 -1.171773 -0.8929091 0.2556195 0.519028 0.6037412 -spvC STM0278 5.097426 2.679635 -0.9941244 -1.687122 -0.3067578 -1.057747 0.2901708 -spvC STM0269 5.147673 2.354088 -0.9361496 -1.369804 -0.17306 -0.6383233 0.5232633 -spvC STM0271 5.155317 2.37778 -0.9321845 -1.450455 -0.1719629 -0.633081 0.5266807 -spvC traJ 5.251045 1.353388 0.5225404 1.278262 2.076545 3.574207 0.0003512903 -spvC pipB2 4.987324 2.084913 -0.9417077 -0.6545807 -0.2381615 -0.7779325 0.4366088 -spvC hcp1.tssD1 5.355807 1.056721 -0.5633683 0.9988246 0.5410451 1.493743 0.1352428 -spvC ssaO 5.186232 1.101398 -0.9154251 -1.163117 -0.06247961 -0.1587154 0.8738931 -spvC allD 5.09564 1.892667 -0.9185457 -1.783331 -0.1825269 -0.61565 0.5381255 -spvC allB 4.978509 1.955443 -0.909627 -1.851436 -0.3732319 -1.190751 0.2337512 -spvC allC 5.075893 1.831474 -0.9084334 -1.721868 -0.2147035 -0.7251172 0.4683801 -spvC iucA 5.116211 1.197652 -0.8432882 1.097651 0.1962509 0.5801568 0.5618089 -spvC iucB 5.116211 1.197652 -0.8432882 1.097651 0.1962509 0.5801568 0.5618089 -spvC cdtB 5.021249 0.7961347 -0.7142772 0.731273 0.3779724 1.041993 0.297415 -spvC iucC 5.089639 1.019257 -0.8107503 0.9525907 0.245077 0.7233728 0.4694509 -spvC sinH 5.052271 1.774736 -0.8770954 0.3982811 -0.2187161 -0.7294175 0.4657463 -spvC tssF 5.117357 0.8385975 -0.4368218 0.7753772 0.6839842 1.597523 0.1101492 -spvC iucD 5.089639 1.019257 -0.8107503 0.9525907 0.245077 0.7233728 0.4694509 -spvC iutA 5.089639 1.019257 -0.8107503 0.9525907 0.245077 0.7233728 0.4694509 -spvC hcp.tssD 4.897068 1.422185 -0.6917395 -1.566858 0.5570294 1.75904 0.07857078 -spvC icsP.sopA 5.064909 0.7958451 -0.7276129 0.6864218 0.3556131 0.984327 0.3249548 -spvC fyuA 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 -spvC ybtT 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 -spvC ybtU 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 -spvC nleC 5.218398 0.2940731 -1.047879 0.2957782 -0.1066972 -0.2222748 0.8241 -spvC irp1 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 -spvC irp2 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 -spvC ybtQ 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 -spvC ybtX 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 -spvC ybtS 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 -spvC ybtA 5.255432 0.8087731 -1.211693 0.767422 -0.3191096 -0.6628188 0.5074466 -spvC cesT 5.220714 0.6578627 -1.090885 0.5561265 -0.1545788 -0.2877169 0.7735635 -spvC vipA.tssB 5.181504 0.3492415 -0.8301223 0.3247286 0.1479296 0.2392112 0.8109418 -spvC wbtL.1 4.37953 3.849113 -1.550597 -1.887678 -1.247348 -4.004803 6.206915e-05 -spvC galU 5.021664 4.033161 -1.127406 -1.068718 -0.6888533 -1.975351 0.04822832 -spvC fliH 5.229249 0.8234971 -1.174539 0.7714504 -0.2628785 -0.5311401 0.5953217 -spvC clpV1 4.763745 3.627049 -1.471791 -2.150235 -0.9511919 -2.513666 0.01194834 -spvC tviA 5.139599 1.501395 -0.6431835 -0.6754719 0.3736449 0.7165764 0.4736355 -spvC tviB 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC tviC 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC tviD 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC tviE 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC vexA 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC vexB 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC vexC 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC flgM 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC vexD 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC vexE 5.184225 0.3354415 -0.8897442 0.3161896 0.08239668 0.1462137 0.8837527 -spvC clpV.tssH 4.568916 3.59817 -1.402892 1.768513 1.101126 3.214277 0.001307735 -spvC ipfE 5.172913 1.741856 -0.966834 0.2555572 -0.01839514 -0.06028309 0.9519302 -spvC sopA 5.269495 1.944933 -1.016261 -1.164249 0.1559049 0.5050411 0.61353 -spvC PA2367 5.000976 3.012129 -0.9200714 -0.6190716 -0.264263 -0.8999146 0.3681657 -spvC lpfD 5.098298 2.720064 -1.001112 -0.7374272 -0.1099613 -0.344193 0.7307011 -spvC avrA 4.838251 3.112642 -1.004137 -0.5286536 -0.5791757 -1.670568 0.09480694 -spvC slrP 5.065278 0.8601314 -1.151443 -0.8081315 0.2271176 0.3829961 0.7017227 -spvC lpfB 5.172913 1.741856 -0.966834 0.2555572 -0.01839514 -0.06028309 0.9519302 -spvC lpfA 5.172913 1.741856 -0.966834 0.2555572 -0.01839514 -0.06028309 0.9519302 -spvC flgL 5.260875 0.8071773 -1.231146 0.8582669 -0.3489849 -0.7467876 0.4551918 -spvC PA2366 5.156875 2.61341 -0.9478277 0.8603809 -0.1741819 -0.6122017 0.5404043 -spvC cdtB.1 5.287737 1.401904 -0.9556094 -1.286635 -0.120345 -0.4294036 0.6676295 -STM0282 STM0284 2.053866 1.261067 -0.2560428 1.19772 2.204066 4.01113 6.042881e-05 -STM0282 STM0275 2.436461 3.118617 -1.324318 -0.6685573 0.9320104 2.798061 0.005141036 -STM0282 spvD 2.177534 4.853874 -1.398323 -1.641464 0.5162243 1.198267 0.230813 -STM0282 allR 2.574297 1.607627 -1.599884 -1.484322 0.2683227 0.808824 0.4186164 -STM0282 entD 2.413746 1.013568 -1.508931 -0.1466383 -0.09784798 -0.2180173 0.8274156 -STM0282 tide1 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 -STM0282 pefB 2.294792 4.878889 -1.442481 -1.591425 0.3106407 0.8546438 0.3927484 -STM0282 gtrA 2.661615 1.702453 -1.699979 -1.471615 0.4852943 1.355708 0.1751919 -STM0282 pefA 2.294792 4.878889 -1.442481 -1.591425 0.3106407 0.8546438 0.3927484 -STM0282 orgA.sctK 2.331969 0.8908642 -1.47818 -0.9711034 -0.1904023 -0.3728894 0.7092307 -STM0282 STM0281 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 -STM0282 STM0276 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 -STM0282 pefC 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 -STM0282 ratB 2.432937 2.421479 -1.509616 -1.558678 -0.09137213 -0.3030012 0.761889 -STM0282 pipB 2.419006 1.011737 -1.499088 1.177491 -0.09572506 -0.2128771 0.8314229 -STM0282 STM0285 2.245564 2.618029 -2.203358 -2.491546 1.251327 4.021893 5.773226e-05 -STM0282 shdA 2.135018 1.200485 -1.351894 -0.566223 -0.5504013 -0.2115127 0.8324872 -STM0282 pefD 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 -STM0282 rfbD 2.448287 1.709277 -1.524916 1.319776 0.02339212 0.07726823 0.9384102 -STM0282 STM0280 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 -STM0282 rfbF 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 -STM0282 STM0290 1.977774 0.983466 -0.3645488 0.9305645 1.865258 3.200841 0.001370273 -STM0282 tae4 2.298945 2.388039 -2.190929 -2.228507 0.9822727 3.552762 0.0003812093 -STM0282 STM0287 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 -STM0282 csgB 2.43701 2.230595 -1.53455 -1.195011 -0.03959059 -0.1184508 0.9057105 -STM0282 sciB 2.715568 1.979391 -2.10795 -1.815639 1.086729 3.045495 0.002322975 -STM0282 ssaG 2.501087 0.6691852 -1.569855 -0.7291327 0.09462642 0.1617394 0.8715111 -STM0282 STM0286 2.330217 2.545068 -2.288326 -2.467689 1.360942 4.398394 1.09055e-05 -STM0282 STM0268 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 -STM0282 STM0289 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 -STM0282 rfbG 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 -STM0282 gogB 2.224342 1.228527 -1.186476 1.103873 0.6693513 1.548456 0.1215125 -STM0282 sopD2 2.300411 0.8862258 -1.467786 -0.9741511 -0.2442709 -0.4956682 0.6201285 -STM0282 STM0278 2.235488 1.537858 -0.532922 1.425117 1.794392 4.062312 4.858914e-05 -STM0282 STM0269 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 -STM0282 STM0271 2.492021 2.123763 -2.094471 -1.959985 0.8769226 2.775412 0.005513184 -STM0282 traJ 2.149604 1.119934 -0.9718545 0.7469007 0.9172767 1.626052 0.1039386 -STM0282 pipB2 2.382063 1.919097 -1.475526 -0.4900267 -0.2482495 -0.569535 0.5689931 -STM0282 hcp1.tssD1 2.323927 0.9098751 -1.391363 0.8591729 0.3014881 0.6111953 0.5410703 -STM0282 ssaO 2.221062 1.033152 -1.40803 -1.129135 -0.3974823 -0.8605561 0.3894826 -STM0282 allD 2.496458 1.837897 -1.62812 -1.753743 0.1910811 0.6348095 0.5255526 -STM0282 allB 2.447571 1.813365 -1.539822 -1.740482 0.004413186 0.01431654 0.9885774 -STM0282 allC 2.476172 1.755415 -1.568108 -1.67467 0.08120694 0.2600071 0.7948583 -STM0282 iucA 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 -STM0282 iucB 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 -STM0282 cdtB 2.483835 0.6887599 -1.560608 0.6504588 -0.066518 -0.1157439 0.9078555 -STM0282 iucC 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0282 sinH 1.948297 1.2886 -1.246299 0.4103999 -0.8004819 -0.9228475 0.3560867 -STM0282 tssF 2.476561 0.6799454 -1.567353 0.6312915 -0.064829 -0.1122717 0.910608 -STM0282 iucD 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0282 iutA 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0282 hcp.tssD 2.272005 1.297809 -1.299013 -1.560304 0.4537773 0.4791669 0.6318199 -STM0282 icsP.sopA 2.480986 0.6912828 -1.562003 0.617017 -0.06473173 -0.1124015 0.9105051 -STM0282 fyuA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0282 ybtT 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0282 ybtU 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0282 nleC 2.279466 0.3098581 -1.436986 0.3196253 0.2897179 0.429257 0.6677362 -STM0282 irp1 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0282 irp2 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0282 ybtQ 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0282 ybtX 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0282 ybtS 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0282 ybtA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0282 cesT 2.482423 0.6969552 -1.586339 0.5910019 -0.09003084 -0.1518164 0.8793318 -STM0282 vipA.tssB 2.311366 0.3192256 -1.398979 0.2946971 0.2916851 0.4297423 0.6673831 -STM0282 wbtL.1 2.446284 6.287161 -1.538477 0.02733602 0.01600327 0.08812717 0.9297756 -STM0282 galU 2.399107 3.386183 -1.388238 -0.8816549 -0.29906 -0.9043041 0.3658342 -STM0282 fliH 2.525622 0.8869393 -1.666612 0.8273911 -0.229856 -0.4633849 0.6430885 -STM0282 clpV1 2.189286 1.712295 -0.6880514 1.449777 1.334818 3.581912 0.0003410884 -STM0282 tviA 2.029459 1.368229 -1.204522 -0.8250278 0.8179768 1.175223 0.2399055 -STM0282 tviB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 tviC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 tviD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 tviE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 vexA 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 vexB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 vexC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 flgM 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 vexD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 vexE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0282 clpV.tssH 2.354595 2.229951 -1.301369 1.972099 0.4490191 1.649316 0.09908284 -STM0282 ipfE 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0282 sopA 2.423725 2.200576 -1.515615 -1.029863 -0.07765224 -0.2539934 0.7995006 -STM0282 PA2367 2.453828 3.001905 -1.54244 -0.4735394 0.02227147 0.0708891 0.943486 -STM0282 lpfD 2.335047 2.362288 -1.575726 -0.826394 -0.6614062 -1.636272 0.1017827 -STM0282 avrA 2.389967 2.768787 -1.415184 -0.4428341 -0.3167881 -0.9372748 0.3486172 -STM0282 slrP 2.310192 0.9399909 -1.303895 -0.8763014 -0.4465615 -0.9618207 0.3361397 -STM0282 lpfB 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0282 lpfA 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0282 flgL 2.3135 0.8866025 -1.468138 0.9757811 0.2277219 0.4640281 0.6426276 -STM0282 PA2366 2.517084 2.408235 -1.413045 1.544129 1.03838 3.45739 0.0005454339 -STM0282 cdtB.1 2.452908 1.265624 -1.56896 -1.214189 0.3758827 1.211987 0.2255174 -STM0284 STM0275 2.169509 1.422463 -0.8864056 1.388545 1.610794 3.705788 0.0002107347 -STM0284 spvD 2.422168 4.873098 -1.34991 -1.600771 0.5710755 1.396909 0.1624411 -STM0284 allR 1.480992 1.909582 1.37908 0.3647857 1.256762 3.023119 0.002501836 -STM0284 entD 1.338526 0.9811115 1.251104 0.6048187 1.75251 3.420125 0.0006259237 -STM0284 tide1 1.605244 2.372946 1.442244 -0.8233431 1.342129 3.525583 0.0004225523 -STM0284 pefB 2.514302 4.884819 -1.412003 -1.566404 0.3762166 1.074103 0.2827764 -STM0284 gtrA 1.44545 1.873703 1.335923 0.111738 1.236647 2.903637 0.003688559 -STM0284 pefA 2.514302 4.884819 -1.412003 -1.566404 0.3762166 1.074103 0.2827764 -STM0284 orgA.sctK 1.344817 0.6580805 1.157881 -0.6879426 0.8187958 1.498583 0.1339817 -STM0284 STM0281 1.261067 2.053866 1.19772 -0.2560428 2.204066 4.011133 6.042793e-05 -STM0284 STM0276 1.265149 1.960391 1.200212 -0.1858194 2.155949 3.944798 7.986713e-05 -STM0284 pefC 1.867383 5.376482 1.300083 -1.575763 0.06178526 0.1540412 0.8775773 -STM0284 ratB 1.739836 2.38182 1.408598 -1.210686 0.54452 1.545992 0.1221066 -STM0284 pipB 1.39019 1.349419 1.328833 1.828877 1.278224 2.799917 0.005111576 -STM0284 STM0285 1.477984 2.361225 1.385594 -0.6881111 1.763806 3.985379 6.737247e-05 -STM0284 shdA 1.499826 1.357148 1.373016 0.08364129 1.377925 3.226237 0.001254294 -STM0284 pefD 1.867383 5.376482 1.300083 -1.575763 0.06178526 0.1540412 0.8775773 -STM0284 rfbD 2.653727 1.674864 -1.635722 1.296399 -0.1470413 -0.4874269 0.6259558 -STM0284 STM0280 1.265149 1.960391 1.200212 -0.1858194 2.155949 3.944798 7.986713e-05 -STM0284 rfbF 1.826222 2.126829 1.470975 -0.8687546 0.8182309 2.460248 0.01388412 -STM0284 STM0290 2.424193 1.374461 -0.9664708 1.22361 0.9914487 2.364319 0.01806326 -STM0284 tae4 1.460642 2.265557 1.364649 -0.6178188 1.681805 3.800915 0.000144163 -STM0284 STM0287 1.605244 2.372946 1.442244 -0.8233431 1.342129 3.525583 0.0004225523 -STM0284 csgB 1.652931 1.940587 1.466996 -0.5189413 1.284292 3.416569 0.0006341551 -STM0284 sciB 1.273369 1.720003 1.204674 0.009069628 2.025387 3.760564 0.0001695307 -STM0284 ssaG 1.016685 0.2196069 0.9289148 -0.2419444 1.455578 2.218853 0.02649675 -STM0284 STM0286 1.471524 2.26629 1.376178 -0.6375274 1.715798 3.876615 0.0001059197 -STM0284 STM0268 2.96009 2.006255 -1.94959 -1.673603 0.8993268 2.644377 0.008184149 -STM0284 STM0289 1.261067 2.053866 1.19772 -0.2560428 2.204066 4.011133 6.042793e-05 -STM0284 rfbG 1.826222 2.126829 1.470975 -0.8687546 0.8182309 2.460248 0.01388412 -STM0284 gogB 2.397556 1.269212 -1.157309 1.13936 0.7950181 1.860979 0.0627472 -STM0284 sopD2 1.341955 0.655299 1.165305 -0.6957923 0.815211 1.494862 0.1349505 -STM0284 STM0278 2.106005 1.561225 -0.8746232 1.517934 1.785865 4.256378 2.077657e-05 -STM0284 STM0269 2.96009 2.006255 -1.94959 -1.673603 0.8993268 2.644377 0.008184149 -STM0284 STM0271 1.45835 2.021515 1.350283 -0.4552504 1.572254 3.564056 0.0003651685 -STM0284 traJ 2.336129 1.11689 -0.9071954 0.8360056 1.043826 1.915592 0.05541706 -STM0284 pipB2 1.640515 1.979987 1.46878 0.1961553 1.042517 2.853742 0.00432076 -STM0284 hcp1.tssD1 2.512314 0.930546 -1.354445 0.8793223 0.3994843 0.8144876 0.4153657 -STM0284 ssaO 1.314704 0.7911589 1.13653 -0.8180574 0.8944875 1.642697 0.1004456 -STM0284 allD 1.602545 1.681964 1.293066 -1.432109 0.666694 1.8173 0.06917119 -STM0284 allB 1.700949 1.740016 1.30238 -1.557501 0.4191746 1.244937 0.2131549 -STM0284 allC 1.612939 1.63667 1.297661 -1.356335 0.635788 1.722336 0.08500871 -STM0284 iucA 2.614433 1.137664 -1.530577 1.051585 0.08713588 0.1915674 0.8480811 -STM0284 iucB 2.614433 1.137664 -1.530577 1.051585 0.08713588 0.1915674 0.8480811 -STM0284 cdtB 2.659881 0.6930317 -1.5629 0.6527367 0.002581203 0.004514855 0.9963977 -STM0284 iucC 2.772649 0.9095871 -1.649098 0.8651405 -0.2108427 -0.3977557 0.6908103 -STM0284 sinH 1.55166 1.866726 1.344366 1.01103 0.9588217 2.336975 0.0194405 -STM0284 tssF 2.656296 0.6856287 -1.557919 0.6355296 0.0116574 0.02022859 0.983861 -STM0284 iucD 2.772649 0.9095871 -1.649098 0.8651405 -0.2108427 -0.3977557 0.6908103 -STM0284 iutA 2.772649 0.9095871 -1.649098 0.8651405 -0.2108427 -0.3977557 0.6908103 -STM0284 hcp.tssD 2.354943 1.241154 -1.345655 -1.507739 0.5799185 0.5834182 0.5596118 -STM0284 icsP.sopA 2.660389 0.6965905 -1.563269 0.6179149 0.001644068 0.002842459 0.997732 -STM0284 fyuA 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 -STM0284 ybtT 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 -STM0284 ybtU 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 -STM0284 nleC 2.495251 0.3234104 -1.420459 0.3337903 0.3260306 0.493957 0.6213366 -STM0284 irp1 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 -STM0284 irp2 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 -STM0284 ybtQ 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 -STM0284 ybtX 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 -STM0284 ybtS 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 -STM0284 ybtA 2.251434 0.8492751 -1.155632 0.8438184 0.8873428 1.646278 0.09970652 -STM0284 cesT 2.664374 0.7054393 -1.568986 0.5928654 -0.00857966 -0.01443143 0.9884858 -STM0284 vipA.tssB 2.52322 0.3335124 -1.373389 0.3083572 0.3444643 0.5147126 0.6067538 -STM0284 wbtL.1 2.663038 6.247155 -1.569615 0.04647228 0.08273108 0.4366109 0.6623935 -STM0284 galU 1.806306 3.818452 1.282704 -0.7246947 -0.1851175 -0.6619601 0.5079968 -STM0284 fliH 2.703411 0.89136 -1.638723 0.8315191 -0.1288205 -0.258583 0.795957 -STM0284 clpV1 2.642454 4.599895 -1.546785 -0.6246162 0.1563522 0.6982983 0.4849907 -STM0284 tviA 2.303826 1.389573 -1.171158 -0.7619941 0.7922094 1.166662 0.243347 -STM0284 tviB 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 tviC 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 tviD 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 tviE 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 vexA 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 vexB 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 vexC 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 flgM 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 vexD 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 vexE 2.513115 0.3312952 -1.367807 0.3133251 0.3642933 0.5566335 0.5777778 -STM0284 clpV.tssH 2.491059 2.260416 -1.389404 2.017733 0.5086684 1.981322 0.04755514 -STM0284 ipfE 2.613072 1.706108 -1.635107 0.188022 -0.2502701 -0.8015905 0.4227899 -STM0284 sopA 1.666172 2.687693 1.338582 0.01547295 0.8611145 2.261761 0.02371217 -STM0284 PA2367 1.722634 2.949526 1.360806 -0.03109956 0.6549549 1.813615 0.06973703 -STM0284 lpfD 2.538589 2.485172 -1.64805 -0.7908321 -0.4408767 -1.343756 0.1790272 -STM0284 avrA 1.778241 3.124559 1.277092 0.06707474 0.3922646 1.081253 0.2795845 -STM0284 slrP 1.554532 0.7976046 1.160524 -0.7283868 0.4294636 0.7094022 0.4780749 -STM0284 lpfB 2.613072 1.706108 -1.635107 0.188022 -0.2502701 -0.8015905 0.4227899 -STM0284 lpfA 2.613072 1.706108 -1.635107 0.188022 -0.2502701 -0.8015905 0.4227899 -STM0284 flgL 2.497182 0.8977472 -1.445473 0.994037 0.3118229 0.6494693 0.5160351 -STM0284 PA2366 1.341882 3.27189 1.268865 0.9527428 1.595928 3.375619 0.0007364987 -STM0284 cdtB.1 2.637805 1.298164 -1.595621 -1.227232 0.1863863 0.6161662 0.5377849 -STM0275 spvD 2.976049 5.118939 -0.4382525 -1.385885 0.2475648 0.6710579 0.5021836 -STM0275 allR 2.987749 1.612879 -0.6198819 -1.407572 0.1200176 0.361484 0.7177377 -STM0275 entD 1.282802 1.007837 1.201553 0.5672579 1.695513 3.250623 0.001151523 -STM0275 tide1 3.117093 2.569564 -0.6111177 -1.479559 0.5395546 1.943862 0.05191215 -STM0275 pefB 2.971543 4.983593 -0.5427865 -1.505126 0.07963729 0.2175342 0.8277921 -STM0275 gtrA 3.05032 1.773933 -0.7850755 -1.083063 0.564131 1.540113 0.1235329 -STM0275 pefA 2.971543 4.983593 -0.5427865 -1.505126 0.07963729 0.2175342 0.8277921 -STM0275 orgA.sctK 0.9089129 0.4006521 0.828943 -0.4197062 1.493061 2.248959 0.02451513 -STM0275 STM0281 3.118617 2.436461 -0.6685573 -1.324318 0.9320104 2.798061 0.005141034 -STM0275 STM0276 1.205668 2.006492 1.143128 -0.2332092 2.114961 3.818646 0.0001341864 -STM0275 pefC 2.976645 5.439325 -0.4196315 -1.576577 0.2640687 0.7386374 0.4601272 -STM0275 ratB 2.995921 2.430088 -0.5926646 -1.578294 0.07696653 0.2746006 0.7836231 -STM0275 pipB 3.065605 1.124785 -0.6674233 1.278433 0.3577162 0.9052224 0.3653476 -STM0275 STM0285 3.134148 2.698161 -0.6056671 -1.451843 0.8113188 2.811037 0.004938212 -STM0275 shdA 3.109443 1.559254 -0.5846573 -0.4591463 0.5572468 1.453905 0.1459725 -STM0275 pefD 2.976645 5.439325 -0.4196315 -1.576577 0.2640687 0.7386374 0.4601272 -STM0275 rfbD 2.982411 1.678458 -0.6390034 1.302672 -0.09727988 -0.2730262 0.784833 -STM0275 STM0280 1.205668 2.006492 1.143128 -0.2332092 2.114961 3.818646 0.0001341864 -STM0275 rfbF 2.96067 2.302327 -0.6019086 -1.337304 -0.02868285 -0.08851438 0.9294679 -STM0275 STM0290 2.766236 1.375249 0.2614164 1.292053 1.222068 2.915829 0.003547449 -STM0275 tae4 3.130377 2.529445 -0.689599 -1.355249 0.9676058 2.993186 0.002760818 -STM0275 STM0287 3.117093 2.569564 -0.6111177 -1.479559 0.5395546 1.943862 0.05191215 -STM0275 csgB 2.980794 2.21039 -0.521837 -1.116065 0.3859819 1.127105 0.2596981 -STM0275 sciB 1.21426 1.764373 1.149385 -0.0402895 1.981247 3.624539 0.0002894773 -STM0275 ssaG 2.978579 0.6073377 -0.8429782 -0.6551508 0.3922594 0.734895 0.4624035 -STM0275 STM0286 3.138638 2.544122 -0.636167 -1.466917 0.7493598 2.580454 0.009867041 -STM0275 STM0268 1.20502 1.893706 1.141895 -0.1434286 2.043935 3.710223 0.0002070771 -STM0275 STM0289 3.118617 2.436461 -0.6685573 -1.324318 0.9320104 2.798061 0.005141034 -STM0275 rfbG 2.96067 2.302327 -0.6019086 -1.337304 -0.02868285 -0.08851438 0.9294679 -STM0275 gogB 2.845862 1.316098 -0.2693759 1.19641 0.5450193 1.344971 0.1786348 -STM0275 sopD2 0.9102498 0.4013936 0.8303681 -0.4212745 1.501738 2.267482 0.02336078 -STM0275 STM0278 3.114185 2.604852 -0.6237422 -1.31064 0.9996673 2.962213 0.003054368 -STM0275 STM0269 1.20502 1.893706 1.141895 -0.1434286 2.043935 3.710223 0.0002070771 -STM0275 STM0271 3.066887 2.258383 -0.6813995 -1.200133 0.8292702 2.402171 0.01629809 -STM0275 traJ 2.831933 1.226639 0.08836125 0.8971747 0.838699 1.599394 0.109733 -STM0275 pipB2 2.989261 2.097861 -0.5844551 -0.6077609 0.1172933 0.3318073 0.7400348 -STM0275 hcp1.tssD1 2.955323 0.926328 -0.515482 0.8730317 0.1101634 0.226607 0.8207294 -STM0275 ssaO 2.935489 1.097653 -0.4994475 -1.167009 -0.1782441 -0.4461631 0.6554795 -STM0275 allD 2.952284 1.827123 -0.5827343 -1.736274 -0.04660821 -0.1576469 0.8747351 -STM0275 allB 2.866767 1.828557 -0.5409391 -1.756531 -0.2262092 -0.7466707 0.4552624 -STM0275 allC 2.924234 1.761305 -0.5670241 -1.673088 -0.1237423 -0.4028151 0.6870842 -STM0275 iucA 3.012312 1.097064 -0.7113368 1.009553 -0.1951259 -0.4395451 0.6602666 -STM0275 iucB 3.012312 1.097064 -0.7113368 1.009553 -0.1951259 -0.4395451 0.6602666 -STM0275 cdtB 3.007233 0.6197352 -0.8533832 0.5837106 -0.3852613 -0.7057034 0.4803726 -STM0275 iucC 3.029633 0.8212571 -0.9376615 0.7764706 -0.5393333 -1.03496 0.3006876 -STM0275 sinH 3.032384 1.841437 -0.6221357 0.494406 0.1573999 0.4068706 0.6841031 -STM0275 tssF 2.991681 0.6209993 -0.8362628 0.5752557 -0.330002 -0.5863782 0.5576214 -STM0275 iucD 3.029633 0.8212571 -0.9376615 0.7764706 -0.5393333 -1.03496 0.3006876 -STM0275 iutA 3.029633 0.8212571 -0.9376615 0.7764706 -0.5393333 -1.03496 0.3006876 -STM0275 hcp.tssD 2.983373 1.493304 -0.6134929 -1.678963 -0.04277846 -0.09864089 0.9214234 -STM0275 icsP.sopA 3.012932 0.6218468 -0.8579373 0.5592409 -0.3707227 -0.6654653 0.5057529 -STM0275 fyuA 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 -STM0275 ybtT 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 -STM0275 ybtU 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 -STM0275 nleC 2.983475 0.2989616 -0.7031952 0.2990771 -0.1485736 -0.2484606 0.8037781 -STM0275 irp1 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 -STM0275 irp2 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 -STM0275 ybtQ 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 -STM0275 ybtX 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 -STM0275 ybtS 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 -STM0275 ybtA 3.042419 0.7970766 -0.9827578 0.752452 -0.5183689 -0.9524332 0.3408773 -STM0275 cesT 2.99919 0.6376934 -0.8454367 0.5461246 -0.3142042 -0.5316256 0.5949853 -STM0275 vipA.tssB 2.971855 0.3115357 -0.6405176 0.2884944 -0.05737857 -0.08969377 0.9285306 -STM0275 wbtL.1 2.969891 6.300776 -0.5916612 -0.0003256739 -0.07866468 -0.4183707 0.6756761 -STM0275 galU 2.933859 3.847512 -0.5815251 -0.6308697 -0.05939066 -0.209819 0.8338089 -STM0275 fliH 3.027026 0.8043138 -0.9573644 0.752348 -0.4676276 -0.8630234 0.3881246 -STM0275 clpV1 2.625343 1.911257 0.2198996 1.648817 1.177863 3.804306 0.0001422026 -STM0275 tviA 2.946426 1.441172 -0.3458085 -0.7129356 0.3246552 0.5330811 0.5939775 -STM0275 tviB 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 tviC 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 tviD 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 tviE 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 vexA 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 vexB 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 vexC 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 flgM 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 vexD 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 vexE 2.971121 0.3124855 -0.6313907 0.2935483 -0.04707647 -0.07551267 0.9398068 -STM0275 clpV.tssH 2.777288 2.311183 -0.5032951 2.038612 0.2787165 1.089393 0.2759804 -STM0275 ipfE 2.598553 1.5961 -0.3565563 0.4369386 0.6240932 1.397383 0.1622984 -STM0275 sopA 2.986259 2.106254 -0.6554666 -1.033345 0.2526008 0.753907 0.4509051 -STM0275 PA2367 3.050464 3.045231 -0.6323722 -0.3672144 0.3071415 1.020118 0.3076726 -STM0275 lpfD 2.55517 2.470951 -1.780073 -0.8738313 -0.6699813 -2.22245 0.02625288 -STM0275 avrA 2.969649 3.006093 -0.5993161 -0.2335 0.02654415 0.07334237 0.9415337 -STM0275 slrP 2.964423 0.8978722 -0.7193897 -0.8406347 0.1765878 0.3769653 0.7061994 -STM0275 lpfB 2.598553 1.5961 -0.3565563 0.4369386 0.6240932 1.397383 0.1622984 -STM0275 lpfA 2.598553 1.5961 -0.3565563 0.4369386 0.6240932 1.397383 0.1622984 -STM0275 flgL 2.972545 0.9025423 -0.6111542 0.9699741 -0.02940642 -0.06783225 0.9459192 -STM0275 PA2366 3.213025 3.572277 -0.9202971 0.3048924 0.8327354 2.17446 0.02967059 -STM0275 cdtB.1 2.842569 1.356677 -0.510905 -1.283134 -0.1760247 -0.4241144 0.6714824 -spvD allR 5.114253 1.438453 -1.603769 -1.320925 0.4112058 0.8538509 0.3931876 -spvD entD 5.069762 1.05586 -1.429838 -0.08759057 0.1314824 0.3183753 0.7502003 -spvD tide1 5.263462 2.202086 -1.606801 -1.431918 0.626163 1.365437 0.1721156 -spvD pefB 5.406867 4.947814 0.1009564 -1.541018 1.783059 2.525453 0.01155493 -spvD gtrA 5.124347 1.644456 -1.581435 -1.174716 0.372607 0.7416437 0.4583032 -spvD pefA 5.406867 4.947814 0.1009564 -1.541018 1.783059 2.525453 0.01155493 -spvD orgA.sctK 5.02001 0.8929363 -1.407786 -0.9560234 0.0404148 0.0759977 0.9394209 -spvD STM0281 4.853875 2.177535 -1.641463 -1.398322 0.5162237 1.198264 0.2308143 -spvD STM0276 4.873495 2.148462 -1.627508 -1.315186 0.4747911 1.093709 0.2740826 -spvD pefC 5.565117 5.237526 -0.1270824 -1.620061 1.508437 3.890061 0.000100219 -spvD ratB 5.114698 2.322802 -1.424044 -1.501733 0.2607265 0.7075472 0.4792265 -spvD pipB 4.942559 0.9794273 -1.280427 1.103689 -0.2366276 -0.6142304 0.5390631 -spvD STM0285 4.830107 2.296131 -1.648517 -1.486525 0.5805482 1.376154 0.168774 -spvD shdA 4.892952 1.538314 -1.360252 -0.7090982 -0.276825 -0.7466152 0.4552959 -spvD pefD 5.565117 5.237526 -0.1270824 -1.620061 1.508437 3.890061 0.000100219 -spvD rfbD 4.81854 1.429551 -1.552715 1.194825 -0.4876051 -1.217685 0.2233436 -spvD STM0280 4.873495 2.148462 -1.627508 -1.315186 0.4747911 1.093709 0.2740826 -spvD rfbF 5.020722 2.301955 -1.377336 -1.327916 0.0117945 0.03409853 0.9727986 -spvD STM0290 4.657262 1.184629 -1.699581 1.034109 -0.45144 -1.029329 0.303325 -spvD tae4 5.016721 2.549776 -1.376691 -1.559682 -0.008279333 -0.02395308 0.98089 -spvD STM0287 5.263462 2.202086 -1.606801 -1.431918 0.626163 1.365437 0.1721156 -spvD csgB 5.191595 2.156382 -1.55045 -0.9850375 0.4766831 1.105139 0.2690994 -spvD sciB 5.186237 2.085256 -1.542315 -0.9868244 0.4002822 0.9110575 0.3622651 -spvD ssaG 5.007528 0.68533 -1.334938 -0.7522399 -0.0580469 -0.1118354 0.9109539 -spvD STM0286 4.84024 2.220406 -1.648146 -1.460407 0.5505227 1.290519 0.1968706 -spvD STM0268 4.886975 2.136393 -1.605526 -1.177901 0.4137721 0.9399305 0.3472532 -spvD STM0289 4.853875 2.177535 -1.641463 -1.398322 0.5162237 1.198264 0.2308143 -spvD rfbG 5.020722 2.301955 -1.377336 -1.327916 0.0117945 0.03409853 0.9727986 -spvD gogB 5.247015 1.501296 -1.079759 1.278271 0.4870208 0.9389191 0.3477723 -spvD sopD2 5.025146 0.8891799 -1.418839 -0.9555518 0.0564709 0.1094062 0.9128803 -spvD STM0278 5.012654 2.538263 -1.380144 -1.578416 0.01790365 0.05234375 0.9582548 -spvD STM0269 4.886975 2.136393 -1.605526 -1.177901 0.4137721 0.9399305 0.3472532 -spvD STM0271 4.843275 2.133319 -1.634778 -1.246658 0.4410301 0.9940333 0.3202067 -spvD traJ 4.70247 1.651492 0.09662253 1.632956 2.780262 4.713313 2.437213e-06 -spvD pipB2 5.155904 1.666421 -1.580294 -1.193069 0.4294567 0.86592 0.386534 -spvD hcp1.tssD1 5.05292 0.9356978 -1.31739 0.879223 0.06765182 0.1084492 0.9136394 -spvD ssaO 4.954308 1.190732 -1.187517 -1.265371 -0.3262852 -0.751011 0.452646 -spvD allD 4.949315 1.894137 -1.354889 -1.786549 -0.1629027 -0.419451 0.6748865 -spvD allB 4.743633 2.034389 -1.405877 -1.918292 -0.506817 -1.169109 0.2423597 -spvD allC 4.930267 1.836407 -1.348215 -1.728469 -0.1993304 -0.5129521 0.6079848 -spvD iucA 5.055249 1.055923 -1.493409 0.9843226 -0.1791053 -0.3617723 0.7175222 -spvD iucB 5.055249 1.055923 -1.493409 0.9843226 -0.1791053 -0.3617723 0.7175222 -spvD cdtB 5.019128 0.6876885 -1.38771 0.6485828 -0.01460562 -0.02915317 0.9767424 -spvD iucC 5.045014 0.8959603 -1.455955 0.8531071 -0.1197249 -0.2438533 0.8073444 -spvD sinH 4.999089 1.796896 -1.362292 0.4500215 -0.03833251 -0.09594475 0.9235645 -spvD tssF 4.998144 0.725547 -1.284389 0.6698117 0.1237556 0.2238799 0.8228507 -spvD iucD 5.045014 0.8959603 -1.455955 0.8531071 -0.1197249 -0.2438533 0.8073444 -spvD iutA 5.045014 0.8959603 -1.455955 0.8531071 -0.1197249 -0.2438533 0.8073444 -spvD hcp.tssD 4.84159 1.376184 -1.20076 -1.524836 0.4056248 1.009177 0.3128898 -spvD icsP.sopA 5.016903 0.6941538 -1.382169 0.6162032 -0.006343734 -0.01262152 0.9899298 -spvD fyuA 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 -spvD ybtT 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 -spvD ybtU 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 -spvD nleC 4.974784 0.3489764 -1.283977 0.3535612 0.1364656 0.260557 0.7944341 -spvD irp1 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 -spvD irp2 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 -spvD ybtQ 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 -spvD ybtX 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 -spvD ybtS 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 -spvD ybtA 5.038581 0.8795541 -1.440383 0.8320711 -0.09270657 -0.1799401 0.8571996 -spvD cesT 4.991921 0.7433359 -1.302553 0.6211684 0.1025456 0.1764939 0.859906 -spvD vipA.tssB 4.967583 0.4125422 -1.056917 0.3859521 0.3990608 0.6145614 0.5388444 -spvD wbtL.1 4.032073 3.682456 -2.064688 -2.180323 -1.4558 -4.948558 7.476518e-07 -spvD galU 4.810091 4.089375 -1.715812 -1.341501 -0.9920986 -2.497975 0.01249052 -spvD fliH 5.024126 0.8960962 -1.405928 0.8360376 -0.03946869 -0.07440245 0.9406902 -spvD clpV1 4.658682 4.534688 -1.906845 -1.365944 -0.8482442 -2.365272 0.01801682 -spvD tviA 4.87305 1.584695 -0.8935238 -0.6042785 0.6605909 1.152438 0.249141 -spvD tviB 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD tviC 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD tviD 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD tviE 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD vexA 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD vexB 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD vexC 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD flgM 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD vexD 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD vexE 4.965125 0.3955055 -1.12368 0.3753665 0.3261348 0.5414613 0.5881897 -spvD clpV.tssH 4.519538 3.491251 -1.746925 1.726537 0.9045709 2.428664 0.01515459 -spvD ipfE 5.2649 1.830641 -1.364654 0.4407951 0.3748595 1.00352 0.31561 -spvD sopA 5.17112 1.628306 -1.583896 -1.196399 0.451358 0.9582213 0.3379512 -spvD PA2367 5.110327 2.967226 -1.479419 -0.2975597 0.2603751 0.6560268 0.5118069 -spvD lpfD 5.115767 2.746744 -1.334286 -0.573199 0.1939135 0.559362 0.5759147 -spvD avrA 4.914824 3.05049 -1.372551 -0.3978662 -0.2596114 -0.7213769 0.4706777 -spvD slrP 4.997573 0.9247268 -1.405032 -0.8647717 0.03173997 0.05243326 0.9581835 -spvD lpfB 5.2649 1.830641 -1.364654 0.4407951 0.3748595 1.00352 0.31561 -spvD lpfA 5.2649 1.830641 -1.364654 0.4407951 0.3748595 1.00352 0.31561 -spvD flgL 5.050101 0.8612441 -1.470735 0.9220272 -0.1406269 -0.283018 0.777163 -spvD PA2366 5.007629 3.303711 -1.40442 0.0170079 0.06174939 0.1523473 0.878913 -spvD cdtB.1 5.133924 1.428284 -1.368765 -1.309141 -0.1644573 -0.4412892 0.6590036 -allR entD 1.55036 1.134393 -1.50514 -0.2451293 0.5213502 1.248243 0.211942 -allR tide1 1.605684 2.649378 -1.481157 -1.633542 0.2201598 0.6661892 0.5052902 -allR pefB 1.469309 5.006564 -1.340202 -1.706793 0.3339657 0.68051 0.4961816 -allR gtrA 1.68461 2.132039 -1.499192 -1.000666 0.4421594 1.235604 0.2166058 -allR pefA 1.469309 5.006564 -1.340202 -1.706793 0.3339657 0.68051 0.4961816 -allR orgA.sctK 1.650423 0.9113657 -1.419107 -0.9737642 0.02821088 0.05287687 0.95783 -allR STM0281 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 -allR STM0276 1.627901 2.398345 -1.435722 -1.46496 0.05204437 0.1505612 0.8803219 -allR pefC 1.487288 5.427064 -1.348841 -1.747081 0.289364 0.5870276 0.5571851 -allR ratB 1.571837 2.661571 -1.500619 -1.746781 0.5255447 1.557288 0.119402 -allR pipB 1.586282 1.061303 -1.536479 1.1691 0.3268359 0.8415588 0.4000349 -allR STM0285 1.605471 2.721384 -1.47239 -1.66041 0.1662218 0.5029259 0.6150164 -allR shdA 1.567265 1.639776 -1.505465 -0.6724561 0.3933882 0.9918632 0.3212643 -allR pefD 1.487288 5.427064 -1.348841 -1.747081 0.289364 0.5870276 0.5571851 -allR rfbD 1.447058 1.447992 -1.110256 1.306116 0.7131012 1.685504 0.09189146 -allR STM0280 1.627901 2.398345 -1.435722 -1.46496 0.05204437 0.1505612 0.8803219 -allR rfbF 1.571762 2.493748 -1.455863 -1.521541 0.4723107 1.25213 0.2105224 -allR STM0290 1.473827 1.287441 -1.155106 1.116983 0.5132045 1.1412 0.2537867 -allR tae4 1.636954 2.529517 -1.401581 -1.552209 -0.02909308 -0.08316885 0.9337173 -allR STM0287 1.605684 2.649378 -1.481157 -1.633542 0.2201598 0.6661892 0.5052902 -allR csgB 1.568174 2.48287 -1.459406 -1.42388 0.5535754 1.451868 0.1465383 -allR sciB 1.614327 2.272577 -1.468855 -1.182891 0.1983234 0.5553794 0.5786351 -allR ssaG 1.917908 0.6993292 -1.327411 -0.7372606 0.3457178 0.4395538 0.6602603 -allR STM0286 1.606172 2.62978 -1.480348 -1.652582 0.2150255 0.6503765 0.5154491 -allR STM0268 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 -allR STM0289 1.607631 2.574296 -1.484319 -1.599887 0.2683242 0.8088288 0.4186136 -allR rfbG 1.571762 2.493748 -1.455863 -1.521541 0.4723107 1.25213 0.2105224 -allR gogB 1.224768 1.009408 -1.116183 0.9493561 0.8928526 1.628813 0.1033526 -allR sopD2 1.627943 0.9057347 -1.416124 -0.9754792 -0.007067376 -0.01352539 0.9892086 -allR STM0278 1.644063 2.513098 -1.382508 -1.573281 -0.0632566 -0.1784437 0.8583745 -allR STM0269 1.623479 2.358172 -1.455467 -1.341532 0.1271058 0.365383 0.7148255 -allR STM0271 1.625827 2.372912 -1.45687 -1.421902 0.1164014 0.3381094 0.7352808 -allR traJ 0.9162517 0.6736659 -0.8225285 0.4797948 1.512695 2.16789 0.03016707 -allR pipB2 1.60751 2.244342 -1.485269 -0.7473582 0.4662003 1.264318 0.2061157 -allR hcp1.tssD1 0.928858 0.4739708 -0.8642737 0.4482547 1.512391 2.220266 0.02640071 -allR ssaO 1.825547 1.130647 -1.457758 -1.16343 0.3255682 0.6899154 0.4902474 -allR allD 1.829229 2.392779 -1.792266 -2.104719 1.240402 3.037383 0.002386419 -allR allB 1.838191 2.363945 -1.80135 -2.136044 1.247192 3.040784 0.00235963 -allR allC 1.868908 2.270095 -1.809929 -2.053558 1.280634 3.155179 0.001603999 -allR iucA 1.767514 1.164286 -1.480083 1.05774 -0.270365 -0.5937099 0.5527061 -allR iucB 1.767514 1.164286 -1.480083 1.05774 -0.270365 -0.5937099 0.5527061 -allR cdtB 1.822746 0.7129453 -1.432414 0.657749 -0.2970704 -0.4863889 0.6266915 -allR iucC 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 -allR sinH 1.581438 1.822557 -1.562528 0.4188831 0.4841849 1.287251 0.1980067 -allR tssF 1.801442 0.6959195 -1.473493 0.6425764 -0.2992533 -0.4979955 0.6184872 -allR iucD 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 -allR iutA 1.979365 0.9533899 -1.400833 0.8785519 -0.534076 -0.9586045 0.337758 -allR hcp.tssD 1.635924 1.493876 -1.525391 -1.665386 -0.1861875 -0.4602426 0.6453421 -allR icsP.sopA 1.388161 0.5992692 -1.284168 0.5597999 0.4788782 0.7834481 0.433364 -allR fyuA 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allR ybtT 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allR ybtU 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allR nleC 1.552481 0.3013398 -1.38361 0.3077061 0.1409142 0.203592 0.8386723 -allR irp1 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allR irp2 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allR ybtQ 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allR ybtX 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allR ybtS 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allR ybtA 1.322615 0.7678495 -1.216484 0.754653 0.6191501 1.045896 0.295609 -allR cesT 1.413238 0.6465134 -1.267804 0.5137401 0.4363212 0.6770562 0.4983703 -allR vipA.tssB 1.564053 0.3078727 -1.377671 0.2843854 0.1295054 0.1834777 0.8544232 -allR wbtL.1 1.638519 6.464829 -1.466609 -0.1744073 0.5220097 2.331434 0.01973047 -allR galU 1.851798 2.002851 0.7052723 1.502659 1.623396 4.480899 7.432926e-06 -allR fliH 0.9286107 0.4732914 -0.8603612 0.4456813 1.497842 2.190397 0.02849546 -allR clpV1 1.853939 1.678511 0.5365799 1.314133 1.315296 3.270649 0.001073011 -allR tviA 1.304887 1.291847 -1.199098 -0.821578 0.6506743 0.9223788 0.356331 -allR tviB 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR tviC 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR tviD 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR tviE 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR vexA 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR vexB 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR vexC 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR flgM 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR vexD 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR vexE 1.048759 0.08143061 -0.9912905 0.06795444 1.175995 1.618181 0.1056235 -allR clpV.tssH 1.608411 2.442462 -1.537415 1.993636 -0.1958783 -0.6461523 0.5181807 -allR ipfE 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 -allR sopA 1.657189 2.541991 -1.470073 -0.8232589 0.2265761 0.65737 0.5109431 -allR PA2367 1.30899 2.051601 -0.266049 -0.4393953 -1.023352 -1.473963 0.1404915 -allR lpfD 1.555124 2.747297 -1.409263 -0.7153652 0.2557271 0.6723138 0.501384 -allR avrA 1.414759 1.53061 -1.115238 -1.252268 -0.7850816 -1.872726 0.06110627 -allR slrP 1.306737 0.7908272 -1.16868 -0.7383811 -0.7310474 -1.266586 0.2053033 -allR lpfB 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 -allR lpfA 1.356304 1.577257 -1.36826 0.1807147 0.6751985 1.457339 0.1450228 -allR flgL 1.639235 0.9080123 -1.417916 0.9761407 -0.01120438 -0.02151638 0.9828337 -allR PA2366 1.253373 2.149515 -0.189055 -0.2672985 -1.201593 -1.816059 0.06936126 -allR cdtB.1 1.388791 1.197759 -1.343385 -1.152635 -0.7812699 -1.815093 0.06950969 -entD tide1 0.9878189 2.464979 -0.1493278 -1.554407 -0.1656288 -0.3821822 0.7023262 -entD pefB 1.051834 4.951435 -0.1290302 -1.5349 0.03616784 0.08542527 0.9319233 -entD gtrA 0.9218522 1.799775 -0.1389762 -0.6514841 -0.2713748 -0.1983953 0.8427358 -entD pefA 1.051834 4.951435 -0.1290302 -1.5349 0.03616784 0.08542527 0.9319233 -entD orgA.sctK 1.072612 0.8912339 -0.2446276 -0.9402243 0.263931 0.4966331 0.6194478 -entD STM0281 1.013568 2.413746 -0.1466383 -1.508931 -0.09784798 -0.2180173 0.8274156 -entD STM0276 1.042522 2.368318 -0.1452313 -1.445764 -0.02051182 -0.0436113 0.9652142 -entD pefC 1.050012 5.344414 -0.1457896 -1.593881 -0.001577556 -0.003702161 0.9970461 -entD ratB 1.119308 2.505251 -0.14291 -1.619705 0.2103114 0.5841155 0.5591426 -entD pipB 1.017634 1.008826 -0.1413648 1.174249 -0.07156022 -0.1063724 0.9152869 -entD STM0285 1.081527 2.700497 -0.1412326 -1.612068 0.0922124 0.250586 0.8021342 -entD shdA 1.335237 1.863682 -0.3758717 -1.209258 1.104557 2.143677 0.03205875 -entD pefD 1.050012 5.344414 -0.1457896 -1.593881 -0.001577556 -0.003702161 0.9970461 -entD rfbD 1.018992 1.60567 0.1444479 1.453712 0.8920389 2.363525 0.01810199 -entD STM0280 1.042522 2.368318 -0.1452313 -1.445764 -0.02051182 -0.0436113 0.9652142 -entD rfbF 0.8473945 1.937449 -0.1956059 -1.176328 -0.4523844 -0.5316575 0.5949632 -entD STM0290 1.016879 1.27905 0.2946239 1.169234 0.9529399 2.120131 0.03399498 -entD tae4 0.9846875 1.439188 0.6255143 1.330623 1.874201 3.720679 0.0001986879 -entD STM0287 0.9878189 2.464979 -0.1493278 -1.554407 -0.1656288 -0.3821822 0.7023262 -entD csgB 1.19506 2.476874 -0.1222522 -1.319697 0.4844707 1.133461 0.2570209 -entD sciB 1.117572 2.266018 -0.1486667 -1.241568 0.1833298 0.3215568 0.7477884 -entD ssaG 1.063208 0.5751559 -0.4369431 -0.6127557 0.7287646 1.157691 0.24699 -entD STM0286 0.9859794 2.454057 -0.1496209 -1.565612 -0.1709795 -0.3938138 0.6937185 -entD STM0268 1.079794 2.325714 -0.14576 -1.350325 0.08042207 0.1599903 0.8728887 -entD STM0289 1.013568 2.413746 -0.1466383 -1.508931 -0.09784798 -0.2180173 0.8274156 -entD rfbG 0.8473945 1.937449 -0.1956059 -1.176328 -0.4523844 -0.5316575 0.5949632 -entD gogB 0.9815745 1.209645 0.1743115 1.105485 0.7855225 1.707607 0.08770929 -entD sopD2 1.069007 0.892178 -0.2372858 -0.9473366 0.2523037 0.4764427 0.633759 -entD STM0278 0.9937472 1.39575 0.6081731 1.297404 1.827398 3.593569 0.000326179 -entD STM0269 1.079794 2.325714 -0.14576 -1.350325 0.08042207 0.1599903 0.8728887 -entD STM0271 1.065387 2.331574 -0.1458556 -1.41163 0.03964718 0.08261239 0.9341597 -entD traJ 0.9846074 0.9937679 0.4421237 0.7698841 1.179984 2.037401 0.04160987 -entD pipB2 0.8402891 1.693127 -0.1697351 -0.4750643 -0.4567943 -0.6889166 0.4908758 -entD hcp1.tssD1 1.042627 0.9131606 0.07416625 0.8691133 0.4693933 0.8984999 0.3689191 -entD ssaO 1.046196 1.083594 -0.1343024 -1.145328 -0.030785 -0.06572037 0.9476005 -entD allD 1.07245 1.827067 -0.1588431 -1.742733 0.08443259 0.2458445 0.8058026 -entD allB 1.072631 1.816621 -0.1590224 -1.751855 0.08475562 0.2469077 0.8049797 -entD allC 1.097228 1.748797 -0.1788008 -1.690059 0.1958895 0.5451442 0.5856543 -entD iucA 1.067679 1.085862 -0.3010728 0.9873078 -0.3674014 -0.7367225 0.4612911 -entD iucB 1.067679 1.085862 -0.3010728 0.9873078 -0.3674014 -0.7367225 0.4612911 -entD cdtB 1.038913 0.5808937 -0.4347608 0.5500855 -0.6378637 -1.010458 0.312276 -entD iucC 1.039825 0.7752068 -0.5095356 0.7218144 -0.8265979 -1.373575 0.1695736 -entD sinH 0.8833488 1.533188 -0.1146999 0.47185 -0.3820814 -0.5652248 0.5719209 -entD tssF 1.026447 0.5749518 -0.4314422 0.5323912 -0.6022426 -0.9499261 0.3421498 -entD iucD 1.039825 0.7752068 -0.5095356 0.7218144 -0.8265979 -1.373575 0.1695736 -entD iutA 1.039825 0.7752068 -0.5095356 0.7218144 -0.8265979 -1.373575 0.1695736 -entD hcp.tssD 0.9093461 1.250503 -0.05753485 -1.546102 0.4406722 0.6718712 0.5016657 -entD icsP.sopA 1.030632 0.5785583 -0.4311683 0.5322827 -0.6094206 -0.9594394 0.3373374 -entD fyuA 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 -entD ybtT 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 -entD ybtU 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 -entD nleC 1.040697 0.2797146 -0.3130468 0.2760767 -0.3512806 -0.5170805 0.6051 -entD irp1 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 -entD irp2 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 -entD ybtQ 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 -entD ybtX 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 -entD ybtS 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 -entD ybtA 1.028781 0.9079796 0.04760212 0.8790434 0.4258219 0.8211195 0.4115782 -entD cesT 1.050931 0.7202161 -0.06007265 0.6014364 0.1720341 0.2910927 0.7709804 -entD vipA.tssB 1.03396 0.2813056 -0.302211 0.259105 -0.3123381 -0.4551529 0.6489992 -entD wbtL.1 0.8679542 2.210045 -0.1031668 -2.056239 -0.5361564 -1.842128 0.06545642 -entD galU 1.001766 3.539495 -0.1378572 -0.7871793 -0.1507641 -0.3275564 0.7432471 -entD fliH 1.015602 0.7956349 0.3933527 0.7565857 1.114127 1.902136 0.05715332 -entD clpV1 0.9704953 1.599513 0.4396865 1.39974 1.343747 3.279932 0.001038321 -entD tviA 1.052212 1.432623 -0.07643656 -0.7360197 0.1390758 0.2073805 0.8357127 -entD tviB 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD tviC 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD tviD 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD tviE 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD vexA 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD vexB 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD vexC 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD flgM 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD vexD 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD vexE 1.033438 0.2817834 -0.3003971 0.2619098 -0.3125863 -0.456861 0.6477709 -entD clpV.tssH 0.9557735 2.211999 -0.1118049 1.986194 0.3213864 1.152992 0.2489136 -entD ipfE 1.078983 1.78373 -0.08487859 0.3122464 0.3095305 0.6139272 0.5392634 -entD sopA 1.062751 2.189428 -0.1635091 -1.050511 0.09108813 0.2414634 0.809196 -entD PA2367 0.6636816 2.167577 -0.130271 -0.4438399 -0.8253213 -1.241116 0.2145627 -entD lpfD 1.011597 2.610252 -0.1733995 -0.7121514 -0.1720137 -0.284523 0.7760096 -entD avrA 1.014083 2.707381 -0.09789456 -0.5120082 -0.2412627 -0.5899998 0.5551908 -entD slrP 1.049631 0.9356445 -0.148546 -0.8744319 0.00756959 0.01422851 0.9886477 -entD lpfB 1.078983 1.78373 -0.08487859 0.3122464 0.3095305 0.6139272 0.5392634 -entD lpfA 1.078983 1.78373 -0.08487859 0.3122464 0.3095305 0.6139272 0.5392634 -entD flgL 1.067345 0.89187 -0.2356453 0.944236 -0.2450378 -0.4637868 0.6428005 -entD PA2366 0.6294408 2.279735 -0.09093241 -0.2722247 -0.9769104 -1.524784 0.127313 -entD cdtB.1 1.075434 1.414993 -0.09674288 -1.266423 -0.2442737 -0.5558192 0.5783345 -tide1 pefB 2.246674 5.117258 -1.44006 -1.731722 0.5392362 1.155259 0.2479845 -tide1 gtrA 2.751976 1.693464 -1.725099 -1.475068 0.4449766 1.233646 0.2173347 -tide1 pefA 2.246674 5.117258 -1.44006 -1.731722 0.5392362 1.155259 0.2479845 -tide1 orgA.sctK 2.396379 0.888813 -1.520152 -0.9715395 -0.2197492 -0.4278259 0.6687779 -tide1 STM0281 2.425419 2.287553 -2.287467 -2.197527 1.028884 3.662546 0.0002497204 -tide1 STM0276 2.479662 2.186738 -2.209693 -2.064179 0.9160646 3.11386 0.001846573 -tide1 pefC 2.268531 5.540783 -1.436232 -1.770431 0.5006242 1.058025 0.2900442 -tide1 ratB 2.543401 2.432625 -1.60096 -1.610291 0.05286504 0.1880922 0.8508044 -tide1 pipB 2.479273 0.9906006 -1.539586 1.166936 -0.152646 -0.352485 0.7244745 -tide1 STM0285 2.321456 2.487297 -2.243954 -2.359028 1.036424 3.796003 0.0001470478 -tide1 shdA 2.366716 1.324362 -1.487856 -0.5609686 -0.3763957 -0.5225548 0.6012841 -tide1 pefD 2.268531 5.540783 -1.436232 -1.770431 0.5006242 1.058025 0.2900442 -tide1 rfbD 2.517293 1.689073 -1.658542 1.302693 -0.1268795 -0.4345276 0.6639053 -tide1 STM0280 2.479662 2.186738 -2.209693 -2.064179 0.9160646 3.11386 0.001846573 -tide1 rfbF 2.478582 2.200447 -1.58305 -1.261065 -0.2168688 -0.6417499 0.5210356 -tide1 STM0290 2.053673 0.980747 -0.4132571 0.9283722 1.901208 3.250657 0.001151388 -tide1 tae4 2.390528 2.360931 -2.037674 -2.016434 0.624624 2.154026 0.03123813 -tide1 STM0287 2.505083 2.505083 -2.466346 -2.466346 1.496776 4.869675 1.117821e-06 -tide1 csgB 2.493665 2.17602 -1.584428 -1.165348 -0.1367725 -0.4117911 0.6804926 -tide1 sciB 2.859149 1.94321 -2.068447 -1.7675 1.028001 2.871549 0.00408466 -tide1 ssaG 2.577021 0.6690084 -1.607282 -0.7306404 0.06575481 0.1116287 0.9111178 -tide1 STM0286 2.393329 2.411447 -2.31982 -2.337957 1.15368 4.158112 3.208883e-05 -tide1 STM0268 2.648384 2.0935 -1.982378 -1.846436 0.7691138 2.446213 0.01443658 -tide1 STM0289 2.425419 2.287553 -2.287467 -2.197527 1.028884 3.662546 0.0002497204 -tide1 rfbG 2.478582 2.200447 -1.58305 -1.261065 -0.2168688 -0.6417499 0.5210356 -tide1 gogB 2.429647 1.281765 -1.414362 1.128824 0.3276497 0.8152606 0.4149231 -tide1 sopD2 2.3607 0.8834475 -1.509561 -0.9741883 -0.2779445 -0.5629201 0.5734893 -tide1 STM0278 2.467099 1.788925 -0.9440793 1.501015 1.179507 3.47377 0.0005131999 -tide1 STM0269 2.648384 2.0935 -1.982378 -1.846436 0.7691138 2.446213 0.01443658 -tide1 STM0271 2.614784 2.095291 -2.028937 -1.901977 0.772295 2.479174 0.0131687 -tide1 traJ 1.858138 0.7594146 -0.6925118 0.6299627 1.670056 2.54282 0.01099619 -tide1 pipB2 2.43365 1.869973 -1.529386 -0.4686574 -0.3248266 -0.7835567 0.4333003 -tide1 hcp1.tssD1 2.389137 0.9103194 -1.424576 0.8592522 0.3449128 0.7057126 0.4803669 -tide1 ssaO 2.280328 1.029723 -1.452582 -1.129019 -0.4281969 -0.9247638 0.3550888 -tide1 allD 2.577741 1.831023 -1.650802 -1.749372 0.1457249 0.4876242 0.625816 -tide1 allB 2.523384 1.809782 -1.570159 -1.734486 -0.03826975 -0.1249685 0.9005485 -tide1 allC 2.551164 1.751791 -1.598861 -1.668976 0.03754626 0.1207886 0.9038585 -tide1 iucA 1.951167 1.417274 -1.258021 -0.6190646 0.9390377 1.139542 0.254477 -tide1 iucB 1.951167 1.417274 -1.258021 -0.6190646 0.9390377 1.139542 0.254477 -tide1 cdtB 2.55742 0.6905663 -1.596693 0.6515726 -0.0342786 -0.05932963 0.9526896 -tide1 iucC 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 -tide1 sinH 2.85749 1.303524 -1.710451 -1.053903 0.4983948 1.025438 0.3051566 -tide1 tssF 2.554537 0.681763 -1.601728 0.6326878 -0.03625802 -0.062541 0.950132 -tide1 iucD 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 -tide1 iutA 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 -tide1 hcp.tssD 2.3612 1.322995 -1.401482 -1.578991 0.4229636 0.658348 0.5103145 -tide1 icsP.sopA 2.555442 0.6936519 -1.596905 0.6176074 -0.03243584 -0.05609691 0.9552646 -tide1 fyuA 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -tide1 ybtT 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -tide1 ybtU 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -tide1 nleC 2.334421 0.3089043 -1.480759 0.3195672 0.3247417 0.4783125 0.6324278 -tide1 irp1 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -tide1 irp2 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -tide1 ybtQ 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -tide1 ybtX 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -tide1 ybtS 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -tide1 ybtA 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -tide1 cesT 2.564213 0.6994594 -1.619564 0.5915936 -0.06485297 -0.1090843 0.9131356 -tide1 vipA.tssB 2.37775 0.3195603 -1.437664 0.2948337 0.321663 0.4716534 0.6371742 -tide1 wbtL.1 2.395973 2.271173 -1.343722 -2.085769 -0.5628265 -2.145043 0.0319494 -tide1 galU 2.46308 3.290258 -1.41741 -0.9438775 -0.4092792 -1.337395 0.1810937 -tide1 fliH 2.609637 0.8896264 -1.693431 0.8298913 -0.1986737 -0.4021791 0.6875523 -tide1 clpV1 2.431679 1.99757 -1.0114 1.385225 0.8487591 2.61427 0.008941821 -tide1 tviA 2.076302 1.363977 -1.248877 -0.8264288 0.8543993 1.224693 0.220691 -tide1 tviB 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 tviC 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 tviD 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 tviE 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 vexA 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 vexB 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 vexC 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 flgM 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 vexD 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 vexE 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -tide1 clpV.tssH 2.442194 2.238373 -1.353073 1.962764 0.4917326 1.828446 0.06748268 -tide1 ipfE 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 -tide1 sopA 2.562434 2.166777 -1.610784 -1.07169 0.08836768 0.3006272 0.7636988 -tide1 PA2367 2.628692 3.095998 -1.604228 -0.4601228 0.1922346 0.6282042 0.5298702 -tide1 lpfD 2.508513 2.613927 -1.645623 -0.7223109 -0.2592328 -0.909685 0.3629887 -tide1 avrA 2.516609 2.932767 -1.541483 -0.3097022 -0.1340521 -0.4570605 0.6476275 -tide1 slrP 2.396665 0.9406416 -1.317139 -0.8774523 -0.4885926 -1.052562 0.2925416 -tide1 lpfB 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 -tide1 lpfA 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 -tide1 flgL 2.693818 0.8941788 -1.706029 0.9421782 -0.2974623 -0.5818083 0.5606958 -tide1 PA2366 2.747893 2.633897 -1.429924 1.218571 0.67078 2.355906 0.01847757 -tide1 cdtB.1 2.53734 1.342181 -1.595409 -1.248713 0.0562401 0.1936907 0.8464181 -pefB gtrA 5.011749 1.705629 -1.676126 -1.158896 0.2828635 0.5446079 0.5860232 -pefB pefA 3.545828 3.545828 -3.42184 -3.42184 2.387455 5.630133 1.800711e-08 -pefB orgA.sctK 4.933633 0.9156124 -1.497824 -0.9819855 -0.0300303 -0.05597322 0.9553631 -pefB STM0281 4.878889 2.294792 -1.591425 -1.442481 0.3106407 0.8546439 0.3927483 -pefB STM0276 4.891876 2.251867 -1.586905 -1.363939 0.2748705 0.7546042 0.4504865 -pefB pefC 3.457332 3.675545 -3.188872 -3.396708 2.221842 4.806613 1.53509e-06 -pefB ratB 4.982208 2.366506 -1.55268 -1.532101 0.1571324 0.410523 0.6814223 -pefB pipB 3.26274 0.8019019 -1.854106 0.9582128 -0.6784331 -1.255102 0.2094417 -pefB STM0285 4.857664 2.432109 -1.591026 -1.520333 0.3722437 1.038847 0.2988758 -pefB shdA 4.789869 1.541519 -1.477009 -0.7659291 -0.3807385 -1.021745 0.3069015 -pefB pefD 3.457332 3.675545 -3.188872 -3.396708 2.221842 4.806613 1.53509e-06 -pefB rfbD 4.568874 1.272908 -1.886562 1.100532 -0.7693755 -1.713248 0.08666686 -pefB STM0280 4.891876 2.251867 -1.586905 -1.363939 0.2748705 0.7546042 0.4504865 -pefB rfbF 4.895018 2.32578 -1.51953 -1.386935 -0.1059168 -0.2961213 0.7671375 -pefB STM0290 4.326012 1.023316 -2.104412 0.9180368 -0.7731531 -1.91109 0.05599301 -pefB tae4 4.955371 2.615803 -1.534016 -1.610801 -0.1446173 -0.4001895 0.6890169 -pefB STM0287 5.117258 2.246675 -1.731722 -1.44006 0.5392362 1.155263 0.2479828 -pefB csgB 5.061815 2.173693 -1.670789 -1.021257 0.3882581 0.8778629 0.3800181 -pefB sciB 5.063107 2.108024 -1.655383 -1.015947 0.3122143 0.6950634 0.4870156 -pefB ssaG 4.920248 0.706029 -1.42551 -0.7748297 -0.1283425 -0.2447318 0.8066641 -pefB STM0286 4.868162 2.346718 -1.592996 -1.501173 0.3425588 0.9486731 0.3427869 -pefB STM0268 4.898603 2.218213 -1.579091 -1.234199 0.2221055 0.6056856 0.5447236 -pefB STM0289 4.878889 2.294792 -1.591425 -1.442481 0.3106407 0.8546439 0.3927483 -pefB rfbG 4.895018 2.32578 -1.51953 -1.386935 -0.1059168 -0.2961213 0.7671375 -pefB gogB 4.945294 1.286491 -1.513789 1.124931 0.009280473 0.01825071 0.9854388 -pefB sopD2 4.934878 0.9113524 -1.510512 -0.9811386 -0.01298377 -0.02486227 0.9801648 -pefB STM0278 4.948458 2.603887 -1.534545 -1.629881 -0.1199136 -0.3340979 0.7383057 -pefB STM0269 4.898603 2.218213 -1.579091 -1.234199 0.2221055 0.6056856 0.5447236 -pefB STM0271 4.872658 2.226 -1.590693 -1.303904 0.2412856 0.6524443 0.5141146 -pefB traJ 3.878168 2.90522 1.05227 -1.194173 2.960708 5.942366 2.809377e-09 -pefB pipB2 5.036539 1.764352 -1.676838 -1.133148 0.3286637 0.5883492 0.556298 -pefB hcp1.tssD1 4.987891 0.9544272 -1.449961 0.8960482 0.1142884 0.2586342 0.7959175 -pefB ssaO 4.865624 1.220891 -1.279998 -1.300268 -0.4092126 -0.9296737 0.3525401 -pefB allD 4.838689 1.948702 -1.471157 -1.826672 -0.2777893 -0.7027497 0.4822118 -pefB allB 4.643546 2.086376 -1.510294 -1.956361 -0.6138209 -1.478735 0.1392112 -pefB allC 4.819158 1.889824 -1.462908 -1.766253 -0.3123013 -0.7892661 0.4299565 -pefB iucA 4.957908 1.086851 -1.585679 1.009823 -0.1016216 -0.2020644 0.8398664 -pefB iucB 4.957908 1.086851 -1.585679 1.009823 -0.1016216 -0.2020644 0.8398664 -pefB cdtB 4.920246 0.7162927 -1.475732 0.6705423 0.06596467 0.1292446 0.8971641 -pefB iucC 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 -pefB sinH 4.8846 1.78113 -1.464337 0.4066403 -0.1307434 -0.3196065 0.7492667 -pefB tssF 4.910032 0.7523484 -1.370312 0.6923121 0.1992629 0.3571155 0.7210053 -pefB iucD 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 -pefB iutA 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 -pefB hcp.tssD 4.740026 1.349081 -1.296771 -1.489618 0.4960878 1.230393 0.2185499 -pefB icsP.sopA 4.917814 0.7234639 -1.469511 0.6374493 0.07541796 0.1471715 0.8829967 -pefB fyuA 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefB ybtT 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefB ybtU 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefB nleC 4.873915 0.3702142 -1.366496 0.3761887 0.2231283 0.4174805 0.676327 -pefB irp1 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefB irp2 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefB ybtQ 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefB ybtX 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefB ybtS 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefB ybtA 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefB cesT 4.896459 0.7762596 -1.380358 0.6456311 0.1903063 0.3224072 0.7471442 -pefB vipA.tssB 4.88024 0.4337357 -1.137212 0.4063299 0.4797793 0.7327699 0.4636988 -pefB wbtL.1 4.02742 3.682807 -2.075717 -2.18687 -1.463869 -5.005143 5.582051e-07 -pefB galU 4.785574 4.092819 -1.876492 -1.278287 -0.904546 -2.310539 0.02085831 -pefB fliH 4.928598 0.9255871 -1.492184 0.8625771 0.03906507 0.07230556 0.9423587 -pefB clpV1 4.577067 4.565222 -2.048374 -1.328356 -0.8120628 -2.266398 0.02342701 -pefB tviA 4.779692 1.613811 -0.9737679 -0.585658 0.7497629 1.29197 0.1963675 -pefB tviB 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB tviC 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB tviD 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB tviE 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB vexA 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB vexB 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB vexC 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB flgM 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB vexD 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB vexE 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefB clpV.tssH 4.678207 3.407733 -1.667585 1.596748 0.6652132 1.757726 0.07879411 -pefB ipfE 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 -pefB sopA 5.049387 1.698167 -1.690058 -1.19708 0.35993 0.7452389 0.4561273 -pefB PA2367 4.993395 2.973656 -1.59313 -0.3512998 0.1773801 0.4340104 0.6642809 -pefB lpfD 5.050476 2.756999 -1.526739 -0.4971527 0.3181985 0.8639919 0.3875923 -pefB avrA 4.813357 3.068907 -1.493969 -0.4593059 -0.3622675 -0.9968493 0.3188377 -pefB slrP 4.966814 0.9641989 -1.479921 -0.8998447 -0.07071168 -0.1641885 0.8695827 -pefB lpfB 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 -pefB lpfA 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 -pefB flgL 4.951945 0.8851034 -1.562323 0.9502359 -0.06411536 -0.1268158 0.8990862 -pefB PA2366 4.850333 2.542002 -1.540627 0.8117748 -0.2919537 -0.7908412 0.4290366 -pefB cdtB.1 4.950524 1.362796 -1.519885 -1.258111 -0.01872399 -0.0480824 0.9616506 -gtrA pefA 1.705632 5.011749 -1.158893 -1.676124 0.282862 0.5446043 0.5860257 -gtrA orgA.sctK 2.060915 0.9216542 -0.9675142 -0.9743809 0.1750923 0.3287197 0.7423675 -gtrA STM0281 1.702453 2.661615 -1.471615 -1.699979 0.4852943 1.355709 0.1751919 -gtrA STM0276 1.806693 2.468364 -1.334944 -1.534863 0.2426032 0.6850116 0.4933366 -gtrA pefC 1.743596 5.417179 -1.138433 -1.715084 0.2354517 0.4490033 0.6534293 -gtrA ratB 1.692551 2.666162 -1.487041 -1.790701 0.5252806 1.400904 0.1612427 -gtrA pipB 1.68569 0.8432824 -0.5757416 1.101211 -0.4578591 -0.6710391 0.5021956 -gtrA STM0285 1.689492 2.838112 -1.467008 -1.742192 0.3962731 1.088424 0.276408 -gtrA shdA 1.58225 1.179417 -0.6119779 -0.5176915 -0.5388512 -0.7797777 0.4355217 -gtrA pefD 1.743596 5.417179 -1.138433 -1.715084 0.2354517 0.4490033 0.6534293 -gtrA rfbD 1.949936 1.60605 -0.4782099 1.391176 0.549118 1.512931 0.1302972 -gtrA STM0280 1.806693 2.468364 -1.334944 -1.534863 0.2426032 0.6850116 0.4933366 -gtrA rfbF 1.822671 2.385051 -1.264996 -1.427357 0.2091742 0.5533735 0.5800077 -gtrA STM0290 1.093272 0.8103037 -0.5940042 0.7548949 1.668747 2.376089 0.01749724 -gtrA tae4 1.819405 2.627489 -1.301977 -1.595103 0.1618873 0.4303598 0.6669339 -gtrA STM0287 1.693464 2.751975 -1.475068 -1.7251 0.4449765 1.233647 0.2173346 -gtrA csgB 1.715848 2.459148 -1.358538 -1.448518 0.5616526 1.534011 0.125027 -gtrA sciB 1.449681 1.56778 -0.6169778 -0.9552393 -0.7412931 -1.104224 0.269496 -gtrA ssaG 2.184414 0.6577115 -0.9981732 -0.6975194 0.5347027 0.910879 0.3623591 -gtrA STM0286 1.694534 2.729631 -1.474354 -1.745664 0.4393274 1.217466 0.2234268 -gtrA STM0268 1.420304 1.681905 -0.6212998 -1.082887 -0.7948234 -1.161982 0.2452426 -gtrA STM0289 1.702453 2.661615 -1.471615 -1.699979 0.4852943 1.355709 0.1751919 -gtrA rfbG 1.822671 2.385051 -1.264996 -1.427357 0.2091742 0.5533735 0.5800077 -gtrA gogB 1.490724 1.053957 -0.8791029 0.9748397 0.8334505 1.505304 0.1322459 -gtrA sopD2 2.22063 0.8734532 -1.091752 -0.902512 0.7112308 1.335035 0.1818649 -gtrA STM0278 1.842044 2.603244 -1.249439 -1.614566 0.1188374 0.2986389 0.7652155 -gtrA STM0269 1.420304 1.681905 -0.6212998 -1.082887 -0.7948234 -1.161982 0.2452426 -gtrA STM0271 1.4076 1.735045 -0.613286 -1.137459 -0.8025631 -1.145652 0.2519393 -gtrA traJ 1.063125 0.6925032 -0.7607069 0.4875366 1.471529 2.050636 0.04030244 -gtrA pipB2 1.918755 2.215548 -1.187173 -1.176643 0.9330029 2.445416 0.0144685 -gtrA hcp1.tssD1 1.548301 0.7901169 -1.022434 0.7549302 0.6115473 1.02829 0.3038133 -gtrA ssaO 1.884601 1.070976 -1.047604 -1.136334 -0.06953212 -0.139514 0.889044 -gtrA allD 1.907651 1.989413 -1.413981 -1.810589 0.4471513 1.314932 0.1885326 -gtrA allB 1.944276 1.882148 -1.213645 -1.781188 0.210295 0.6093619 0.5422846 -gtrA allC 1.988975 1.827731 -1.179292 -1.712905 0.2693077 0.7903286 0.4293359 -gtrA iucA 1.802908 1.098783 -1.05919 1.025579 0.2026551 0.4225275 0.67264 -gtrA iucB 1.802908 1.098783 -1.05919 1.025579 0.2026551 0.4225275 0.67264 -gtrA cdtB 2.159671 0.6705096 -1.042039 0.6252942 -0.4611996 -0.7775245 0.4368494 -gtrA iucC 1.926786 0.9402677 -1.030173 0.8904156 0.01752781 0.03323535 0.9734869 -gtrA sinH 1.42812 1.304139 -0.5113383 0.4314438 -0.813407 -1.307146 0.191163 -gtrA tssF 2.125022 0.6621327 -1.084544 0.6115724 -0.4196025 -0.7070374 0.4795432 -gtrA iucD 1.926786 0.9402677 -1.030173 0.8904156 0.01752781 0.03323535 0.9734869 -gtrA iutA 1.926786 0.9402677 -1.030173 0.8904156 0.01752781 0.03323535 0.9734869 -gtrA hcp.tssD 1.920172 1.494298 -1.118973 -1.67146 -0.04625397 -0.06702711 0.9465601 -gtrA icsP.sopA 2.133593 0.6754675 -1.067917 0.5971391 -0.4229551 -0.7168891 0.4734425 -gtrA fyuA 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 -gtrA ybtT 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 -gtrA ybtU 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 -gtrA nleC 1.980429 0.3187037 -1.005755 0.3200997 -0.0588751 -0.07665892 0.9388949 -gtrA irp1 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 -gtrA irp2 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 -gtrA ybtQ 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 -gtrA ybtX 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 -gtrA ybtS 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 -gtrA ybtA 1.551759 0.7925396 -1.050612 0.7757329 0.5612179 0.9294143 0.3526744 -gtrA cesT 2.098601 0.6816522 -1.150839 0.580368 -0.3990121 -0.6713925 0.5019705 -gtrA vipA.tssB 1.954355 0.3193052 -1.020825 0.2960115 -0.02432166 -0.03295756 0.9737084 -gtrA wbtL.1 1.697678 2.18923 -0.4828675 -1.972887 -0.6416775 -2.00826 0.04461566 -gtrA galU 1.874584 3.362635 -0.6334716 -0.83877 -0.2960845 -0.7358922 0.4617963 -gtrA fliH 1.598013 0.7949507 -0.9374743 0.7444041 0.6365053 1.076975 0.2814914 -gtrA clpV1 1.874508 1.711354 0.008005492 1.405593 0.9738761 2.678446 0.007396456 -gtrA tviA 1.49495 1.318336 -1.096339 -0.8191837 0.5988962 0.8099867 0.4179478 -gtrA tviB 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA tviC 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA tviD 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA tviE 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA vexA 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA vexB 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA vexC 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA flgM 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA vexD 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA vexE 1.15592 0.08306908 -0.9688867 0.06948481 1.156604 1.559336 0.1189169 -gtrA clpV.tssH 1.930299 2.238366 -0.6342757 1.968684 0.232576 0.7735675 0.4391866 -gtrA ipfE 1.470434 1.575556 -1.320021 0.1781887 0.6574081 1.413681 0.1574557 -gtrA sopA 1.916264 2.111428 -0.8619664 -1.053603 -0.1955614 -0.492679 0.6222394 -gtrA PA2367 1.954346 2.902031 -0.8144399 -0.4619386 -0.1193915 -0.1551065 0.8767373 -gtrA lpfD 1.793929 2.764803 -1.18443 -0.7163651 0.2335867 0.6072619 0.5436771 -gtrA avrA 1.821314 2.639527 -0.5616136 -0.3974401 -0.5748723 -1.265991 0.2055163 -gtrA slrP 1.533274 0.8118122 -0.9974593 -0.7592052 -0.6856112 -1.179629 0.2381479 -gtrA lpfB 1.470434 1.575556 -1.320021 0.1781887 0.6574081 1.413681 0.1574557 -gtrA lpfA 1.470434 1.575556 -1.320021 0.1781887 0.6574081 1.413681 0.1574557 -gtrA flgL 2.035331 0.9193991 -0.9770151 0.9783807 -0.1368171 -0.262311 0.7930817 -gtrA PA2366 1.180272 2.052472 -0.4412069 -0.2136662 -1.315175 -2.174689 0.02965343 -gtrA cdtB.1 1.697251 1.308868 -1.2494 -1.205566 -0.442081 -1.150202 0.2500607 -pefA orgA.sctK 4.933633 0.9156124 -1.497824 -0.9819855 -0.0300303 -0.05597322 0.9553631 -pefA STM0281 4.878889 2.294792 -1.591425 -1.442481 0.3106407 0.8546439 0.3927483 -pefA STM0276 4.891876 2.251867 -1.586905 -1.363939 0.2748705 0.7546042 0.4504865 -pefA pefC 3.457332 3.675545 -3.188872 -3.396708 2.221842 4.806613 1.53509e-06 -pefA ratB 4.982208 2.366506 -1.55268 -1.532101 0.1571324 0.410523 0.6814223 -pefA pipB 3.26274 0.8019019 -1.854106 0.9582128 -0.6784331 -1.255102 0.2094417 -pefA STM0285 4.857664 2.432109 -1.591026 -1.520333 0.3722437 1.038847 0.2988758 -pefA shdA 4.789869 1.541519 -1.477009 -0.7659291 -0.3807385 -1.021745 0.3069015 -pefA pefD 3.457332 3.675545 -3.188872 -3.396708 2.221842 4.806613 1.53509e-06 -pefA rfbD 4.568874 1.272908 -1.886562 1.100532 -0.7693755 -1.713248 0.08666686 -pefA STM0280 4.891876 2.251867 -1.586905 -1.363939 0.2748705 0.7546042 0.4504865 -pefA rfbF 4.895018 2.32578 -1.51953 -1.386935 -0.1059168 -0.2961213 0.7671375 -pefA STM0290 4.326012 1.023316 -2.104412 0.9180368 -0.7731531 -1.91109 0.05599301 -pefA tae4 4.955371 2.615803 -1.534016 -1.610801 -0.1446173 -0.4001895 0.6890169 -pefA STM0287 5.117258 2.246675 -1.731722 -1.44006 0.5392362 1.155263 0.2479828 -pefA csgB 5.061815 2.173693 -1.670789 -1.021257 0.3882581 0.8778629 0.3800181 -pefA sciB 5.063107 2.108024 -1.655383 -1.015947 0.3122143 0.6950634 0.4870156 -pefA ssaG 4.920248 0.706029 -1.42551 -0.7748297 -0.1283425 -0.2447318 0.8066641 -pefA STM0286 4.868162 2.346718 -1.592996 -1.501173 0.3425588 0.9486731 0.3427869 -pefA STM0268 4.898603 2.218213 -1.579091 -1.234199 0.2221055 0.6056856 0.5447236 -pefA STM0289 4.878889 2.294792 -1.591425 -1.442481 0.3106407 0.8546439 0.3927483 -pefA rfbG 4.895018 2.32578 -1.51953 -1.386935 -0.1059168 -0.2961213 0.7671375 -pefA gogB 4.945294 1.286491 -1.513789 1.124931 0.009280473 0.01825071 0.9854388 -pefA sopD2 4.934878 0.9113524 -1.510512 -0.9811386 -0.01298377 -0.02486227 0.9801648 -pefA STM0278 4.948458 2.603887 -1.534545 -1.629881 -0.1199136 -0.3340979 0.7383057 -pefA STM0269 4.898603 2.218213 -1.579091 -1.234199 0.2221055 0.6056856 0.5447236 -pefA STM0271 4.872658 2.226 -1.590693 -1.303904 0.2412856 0.6524443 0.5141146 -pefA traJ 3.878168 2.90522 1.05227 -1.194173 2.960708 5.942366 2.809377e-09 -pefA pipB2 5.036539 1.764352 -1.676838 -1.133148 0.3286637 0.5883492 0.556298 -pefA hcp1.tssD1 4.987891 0.9544272 -1.449961 0.8960482 0.1142884 0.2586342 0.7959175 -pefA ssaO 4.865624 1.220891 -1.279998 -1.300268 -0.4092126 -0.9296737 0.3525401 -pefA allD 4.838689 1.948702 -1.471157 -1.826672 -0.2777893 -0.7027497 0.4822118 -pefA allB 4.643546 2.086376 -1.510294 -1.956361 -0.6138209 -1.478735 0.1392112 -pefA allC 4.819158 1.889824 -1.462908 -1.766253 -0.3123013 -0.7892661 0.4299565 -pefA iucA 4.957908 1.086851 -1.585679 1.009823 -0.1016216 -0.2020644 0.8398664 -pefA iucB 4.957908 1.086851 -1.585679 1.009823 -0.1016216 -0.2020644 0.8398664 -pefA cdtB 4.920246 0.7162927 -1.475732 0.6705423 0.06596467 0.1292446 0.8971641 -pefA iucC 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 -pefA sinH 4.8846 1.78113 -1.464337 0.4066403 -0.1307434 -0.3196065 0.7492667 -pefA tssF 4.910032 0.7523484 -1.370312 0.6923121 0.1992629 0.3571155 0.7210053 -pefA iucD 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 -pefA iutA 4.947044 0.9248943 -1.547785 0.8775648 -0.04269837 -0.0854858 0.9318752 -pefA hcp.tssD 4.740026 1.349081 -1.296771 -1.489618 0.4960878 1.230393 0.2185499 -pefA icsP.sopA 4.917814 0.7234639 -1.469511 0.6374493 0.07541796 0.1471715 0.8829967 -pefA fyuA 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefA ybtT 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefA ybtU 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefA nleC 4.873915 0.3702142 -1.366496 0.3761887 0.2231283 0.4174805 0.676327 -pefA irp1 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefA irp2 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefA ybtQ 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefA ybtX 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefA ybtS 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefA ybtA 4.939757 0.9093752 -1.52749 0.8597023 -0.01125346 -0.02145028 0.9828865 -pefA cesT 4.896459 0.7762596 -1.380358 0.6456311 0.1903063 0.3224072 0.7471442 -pefA vipA.tssB 4.88024 0.4337357 -1.137212 0.4063299 0.4797793 0.7327699 0.4636988 -pefA wbtL.1 4.02742 3.682807 -2.075717 -2.18687 -1.463869 -5.005143 5.582051e-07 -pefA galU 4.785574 4.092819 -1.876492 -1.278287 -0.904546 -2.310539 0.02085831 -pefA fliH 4.928598 0.9255871 -1.492184 0.8625771 0.03906507 0.07230556 0.9423587 -pefA clpV1 4.577067 4.565222 -2.048374 -1.328356 -0.8120628 -2.266398 0.02342701 -pefA tviA 4.779692 1.613811 -0.9737679 -0.585658 0.7497629 1.29197 0.1963675 -pefA tviB 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA tviC 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA tviD 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA tviE 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA vexA 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA vexB 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA vexC 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA flgM 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA vexD 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA vexE 4.874594 0.4165984 -1.204402 0.3961681 0.4078889 0.6674237 0.5045015 -pefA clpV.tssH 4.678207 3.407733 -1.667585 1.596748 0.6652132 1.757726 0.07879411 -pefA ipfE 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 -pefA sopA 5.049387 1.698167 -1.690058 -1.19708 0.35993 0.7452389 0.4561273 -pefA PA2367 4.993395 2.973656 -1.59313 -0.3512998 0.1773801 0.4340104 0.6642809 -pefA lpfD 5.050476 2.756999 -1.526739 -0.4971527 0.3181985 0.8639919 0.3875923 -pefA avrA 4.813357 3.068907 -1.493969 -0.4593059 -0.3622675 -0.9968493 0.3188377 -pefA slrP 4.966814 0.9641989 -1.479921 -0.8998447 -0.07071168 -0.1641885 0.8695827 -pefA lpfB 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 -pefA lpfA 5.094512 1.799634 -1.524439 0.3740392 0.2309666 0.5889815 0.5558737 -pefA flgL 4.951945 0.8851034 -1.562323 0.9502359 -0.06411536 -0.1268158 0.8990862 -pefA PA2366 4.850333 2.542002 -1.540627 0.8117748 -0.2919537 -0.7908412 0.4290366 -pefA cdtB.1 4.950524 1.362796 -1.519885 -1.258111 -0.01872399 -0.0480824 0.9616506 -orgA.sctK STM0281 0.8908642 2.331969 -0.9711034 -1.47818 -0.1904023 -0.3728898 0.7092304 -orgA.sctK STM0276 0.8950514 2.289153 -0.9718809 -1.404013 -0.1520646 -0.2999701 0.7642 -orgA.sctK pefC 0.9296785 5.332988 -0.998048 -1.543256 -0.0714803 -0.1323122 0.8947373 -orgA.sctK ratB 0.8884365 2.309245 -0.9705065 -1.518245 -0.210198 -0.4119078 0.680407 -orgA.sctK pipB 0.8436232 0.8862321 -0.8641844 0.9187363 0.9239869 1.669645 0.09498958 -orgA.sctK STM0285 0.8882572 2.466116 -0.9734164 -1.552126 -0.2507872 -0.4866466 0.6265088 -orgA.sctK shdA 0.9010012 1.554984 -0.9578088 -0.6315021 0.1349323 0.2627107 0.7927736 -orgA.sctK pefD 0.9296785 5.332988 -0.998048 -1.543256 -0.0714803 -0.1323122 0.8947373 -orgA.sctK rfbD 0.6808855 1.30018 -0.7097627 1.137707 0.8383072 1.536094 0.1245153 -orgA.sctK STM0280 0.8950514 2.289153 -0.9718809 -1.404013 -0.1520646 -0.2999701 0.7642 -orgA.sctK rfbF 0.9060022 2.237733 -0.9828023 -1.256978 -0.168562 -0.3409865 0.7331137 -orgA.sctK STM0290 0.40568 0.7953298 -0.427165 0.7337825 1.355626 2.007379 0.04470931 -orgA.sctK tae4 0.8898158 2.414277 -0.9708745 -1.500442 -0.2007545 -0.3900353 0.6965105 -orgA.sctK STM0287 0.888813 2.396379 -0.9715395 -1.520152 -0.2197492 -0.4278213 0.6687812 -orgA.sctK csgB 0.8589477 2.370515 -0.9006408 -1.430356 0.410641 0.7690548 0.4418608 -orgA.sctK sciB 0.9051662 2.176223 -0.9721302 -1.123928 -0.02981957 -0.05968273 0.9524083 -orgA.sctK ssaG 1.192975 0.9140512 -1.176082 -0.8706285 0.7931993 1.305769 0.1916313 -orgA.sctK STM0286 0.8880047 2.380708 -0.9713407 -1.533107 -0.2262015 -0.4407 0.6594302 -orgA.sctK STM0268 0.9008969 2.255449 -0.9725833 -1.282025 -0.09148118 -0.1820402 0.8555512 -orgA.sctK STM0289 0.8908642 2.331969 -0.9711034 -1.47818 -0.1904023 -0.3728898 0.7092304 -orgA.sctK rfbG 0.9060022 2.237733 -0.9828023 -1.256978 -0.168562 -0.3409865 0.7331137 -orgA.sctK gogB 0.4335532 0.7263538 -0.4566109 0.6762732 1.326264 1.958132 0.05021448 -orgA.sctK sopD2 1.107873 1.113414 -1.123805 -1.137921 0.5756244 1.018798 0.3082988 -orgA.sctK STM0278 0.8890756 2.401946 -0.9722249 -1.518946 -0.2249986 -0.4378784 0.6614744 -orgA.sctK STM0269 0.9008969 2.255449 -0.9725833 -1.282025 -0.09148118 -0.1820402 0.8555512 -orgA.sctK STM0271 0.8979847 2.265578 -0.9711036 -1.355024 -0.1073151 -0.21286 0.8314362 -orgA.sctK traJ 0.4891292 0.8276422 -0.5158383 0.408287 1.086106 1.440522 0.1497199 -orgA.sctK pipB2 0.9016677 2.126144 -0.9562277 -0.6626646 0.1775247 0.3528285 0.724217 -orgA.sctK hcp1.tssD1 0.4855841 0.5043196 -0.5101035 0.478234 1.130713 1.622739 0.1046453 -orgA.sctK ssaO 1.070544 1.270074 -1.097534 -1.292757 0.4659018 0.8372708 0.4024403 -orgA.sctK allD 0.8809457 1.758814 -0.9568654 -1.69726 -0.1110539 -0.2111102 0.8328013 -orgA.sctK allB 0.8805534 1.749621 -0.9566025 -1.704042 -0.1122089 -0.2135255 0.8309171 -orgA.sctK allC 0.8888778 1.706934 -0.9612847 -1.640535 -0.07666956 -0.1461863 0.8837743 -orgA.sctK iucA 0.4665392 0.6373743 -0.4891155 0.6059836 1.293624 1.906614 0.05657061 -orgA.sctK iucB 0.4665392 0.6373743 -0.4891155 0.6059836 1.293624 1.906614 0.05657061 -orgA.sctK cdtB 0.5359343 0.3540183 -0.561744 0.3384972 1.060986 1.517697 0.1290907 -orgA.sctK iucC 0.4977549 0.5175385 -0.5211337 0.4967077 1.205145 1.758629 0.07864052 -orgA.sctK sinH 0.9055855 1.804364 -0.9701919 0.471217 -0.01065828 -0.0224188 0.9821139 -orgA.sctK tssF 0.5322142 0.3529342 -0.5594635 0.3290497 1.022352 1.446506 0.1480352 -orgA.sctK iucD 0.4977549 0.5175385 -0.5211337 0.4967077 1.205145 1.758629 0.07864052 -orgA.sctK iutA 0.4977549 0.5175385 -0.5211337 0.4967077 1.205145 1.758629 0.07864052 -orgA.sctK hcp.tssD 0.9028069 1.489976 -0.9657871 -1.676902 0.02561963 0.0500747 0.9600629 -orgA.sctK icsP.sopA 0.5346211 0.3561491 -0.560699 0.3272694 1.031113 1.461785 0.1438001 -orgA.sctK fyuA 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 -orgA.sctK ybtT 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 -orgA.sctK ybtU 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 -orgA.sctK nleC 0.5964528 0.1088475 -0.6270605 0.1049299 0.8462727 1.167687 0.2429329 -orgA.sctK irp1 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 -orgA.sctK irp2 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 -orgA.sctK ybtQ 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 -orgA.sctK ybtX 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 -orgA.sctK ybtS 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 -orgA.sctK ybtA 0.8104585 0.8278883 -0.8619179 0.7828609 0.2840825 0.4949521 0.6206339 -orgA.sctK cesT 0.5312147 0.3658675 -0.5588761 0.3156524 0.9838763 1.374174 0.1693876 -orgA.sctK vipA.tssB 0.5976001 0.1128482 -0.6298241 0.09746215 0.8027009 1.0875 0.276816 -orgA.sctK wbtL.1 0.8947815 6.352529 -0.9504205 -0.2992801 0.3885682 1.030273 0.3028819 -orgA.sctK galU 0.8450828 4.890656 -0.8820855 -0.7192307 0.7499547 1.468293 0.1420248 -orgA.sctK fliH 0.4845626 0.5043451 -0.5093402 0.4756174 1.121862 1.606247 0.1082197 -orgA.sctK clpV1 0.3408889 1.106002 -0.3591677 0.9487213 1.587527 2.422451 0.0154162 -orgA.sctK tviA 0.8081899 1.341981 -0.8607397 -0.7848554 0.2639007 0.3663908 0.7140735 -orgA.sctK tviB 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK tviC 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK tviD 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK tviE 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK vexA 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK vexB 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK vexC 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK flgM 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK vexD 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK vexE 0.5973045 0.1120673 -0.62927 0.09860603 0.8095132 1.100047 0.2713115 -orgA.sctK clpV.tssH 0.8712572 3.809281 -0.9081859 1.250549 -0.5812048 -1.049525 0.2939367 -orgA.sctK ipfE 0.9667838 1.835831 -1.018828 0.3711413 -0.3939998 -0.8155593 0.4147522 -orgA.sctK sopA 0.6756797 1.345023 -0.7505859 -1.215265 -0.8458409 -1.546394 0.1220095 -orgA.sctK PA2367 0.8535003 2.815545 -0.9191647 -0.3215902 -0.406001 -0.8620611 0.3886539 -orgA.sctK lpfD 0.9428415 2.629378 -0.9948214 -0.4578377 -0.7167135 -1.548835 0.1214213 -orgA.sctK avrA 0.4061056 0.9919488 -0.427965 -0.8822199 -1.584279 -2.412572 0.01584039 -orgA.sctK slrP 0.481647 0.5237751 -0.5057676 -0.4948287 -1.148949 -1.652752 0.09838133 -orgA.sctK lpfB 0.9667838 1.835831 -1.018828 0.3711413 -0.3939998 -0.8155593 0.4147522 -orgA.sctK lpfA 0.9667838 1.835831 -1.018828 0.3711413 -0.3939998 -0.8155593 0.4147522 -orgA.sctK flgL 0.8217252 0.8223357 -0.899391 0.9013393 0.2321306 0.3820416 0.7024305 -orgA.sctK PA2366 0.8918116 3.263717 -0.9553361 0.03432615 -0.1692675 -0.3991714 0.6897669 -orgA.sctK cdtB.1 0.8781902 1.297349 -0.9410821 -1.210752 -0.1647662 -0.3418501 0.7324637 -STM0281 STM0276 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 -STM0281 pefC 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 -STM0281 ratB 2.432937 2.421479 -1.509616 -1.558678 -0.09137213 -0.3030012 0.761889 -STM0281 pipB 2.419006 1.011737 -1.499088 1.177491 -0.09572506 -0.2128771 0.8314229 -STM0281 STM0285 2.245564 2.618029 -2.203358 -2.491546 1.251327 4.021893 5.773226e-05 -STM0281 shdA 2.135018 1.200485 -1.351894 -0.566223 -0.5504013 -0.2115127 0.8324872 -STM0281 pefD 2.20204 5.230505 -1.395842 -1.721545 0.471193 1.220821 0.2221538 -STM0281 rfbD 2.448287 1.709277 -1.524916 1.319776 0.02339212 0.07726823 0.9384102 -STM0281 STM0280 2.497983 2.284646 -2.403525 -2.232517 1.36379 4.276977 1.894484e-05 -STM0281 rfbF 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 -STM0281 STM0290 1.977774 0.983466 -0.3645488 0.9305645 1.865258 3.200841 0.001370273 -STM0281 tae4 2.298945 2.388039 -2.190929 -2.228507 0.9822727 3.552762 0.0003812093 -STM0281 STM0287 2.287553 2.425419 -2.197527 -2.287467 1.028884 3.662546 0.0002497206 -STM0281 csgB 2.43701 2.230595 -1.53455 -1.195011 -0.03959059 -0.1184508 0.9057105 -STM0281 sciB 2.715568 1.979391 -2.10795 -1.815639 1.086729 3.045495 0.002322975 -STM0281 ssaG 2.501087 0.6691852 -1.569855 -0.7291327 0.09462642 0.1617394 0.8715111 -STM0281 STM0286 2.330217 2.545068 -2.288326 -2.467689 1.360942 4.398394 1.09055e-05 -STM0281 STM0268 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 -STM0281 STM0289 2.460167 2.460167 -2.415005 -2.415005 1.50968 4.777374 1.775992e-06 -STM0281 rfbG 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 -STM0281 gogB 2.224342 1.228527 -1.186476 1.103873 0.6693513 1.548456 0.1215125 -STM0281 sopD2 2.300411 0.8862258 -1.467786 -0.9741511 -0.2442709 -0.4956682 0.6201285 -STM0281 STM0278 2.235488 1.537858 -0.532922 1.425117 1.794392 4.062312 4.858914e-05 -STM0281 STM0269 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 -STM0281 STM0271 2.492021 2.123763 -2.094471 -1.959985 0.8769226 2.775412 0.005513184 -STM0281 traJ 2.149604 1.119934 -0.9718545 0.7469007 0.9172767 1.626052 0.1039386 -STM0281 pipB2 2.382063 1.919097 -1.475526 -0.4900267 -0.2482495 -0.569535 0.5689931 -STM0281 hcp1.tssD1 2.323927 0.9098751 -1.391363 0.8591729 0.3014881 0.6111953 0.5410703 -STM0281 ssaO 2.221062 1.033152 -1.40803 -1.129135 -0.3974823 -0.8605561 0.3894826 -STM0281 allD 2.496458 1.837897 -1.62812 -1.753743 0.1910811 0.6348095 0.5255526 -STM0281 allB 2.447571 1.813365 -1.539822 -1.740482 0.004413186 0.01431654 0.9885774 -STM0281 allC 2.476172 1.755415 -1.568108 -1.67467 0.08120694 0.2600071 0.7948583 -STM0281 iucA 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 -STM0281 iucB 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 -STM0281 cdtB 2.483835 0.6887599 -1.560608 0.6504588 -0.066518 -0.1157439 0.9078555 -STM0281 iucC 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0281 sinH 1.948297 1.2886 -1.246299 0.4103999 -0.8004819 -0.9228475 0.3560867 -STM0281 tssF 2.476561 0.6799454 -1.567353 0.6312915 -0.064829 -0.1122717 0.910608 -STM0281 iucD 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0281 iutA 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0281 hcp.tssD 2.272005 1.297809 -1.299013 -1.560304 0.4537773 0.4791669 0.6318199 -STM0281 icsP.sopA 2.480986 0.6912828 -1.562003 0.617017 -0.06473173 -0.1124015 0.9105051 -STM0281 fyuA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0281 ybtT 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0281 ybtU 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0281 nleC 2.279466 0.3098581 -1.436986 0.3196253 0.2897179 0.429257 0.6677362 -STM0281 irp1 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0281 irp2 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0281 ybtQ 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0281 ybtX 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0281 ybtS 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0281 ybtA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0281 cesT 2.482423 0.6969552 -1.586339 0.5910019 -0.09003084 -0.1518164 0.8793318 -STM0281 vipA.tssB 2.311366 0.3192256 -1.398979 0.2946971 0.2916851 0.4297423 0.6673831 -STM0281 wbtL.1 2.446284 6.287161 -1.538477 0.02733602 0.01600327 0.08812717 0.9297756 -STM0281 galU 2.399107 3.386183 -1.388238 -0.8816549 -0.29906 -0.9043041 0.3658342 -STM0281 fliH 2.525622 0.8869393 -1.666612 0.8273911 -0.229856 -0.4633849 0.6430885 -STM0281 clpV1 2.189286 1.712295 -0.6880514 1.449777 1.334818 3.581912 0.0003410884 -STM0281 tviA 2.029459 1.368229 -1.204522 -0.8250278 0.8179768 1.175223 0.2399055 -STM0281 tviB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 tviC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 tviD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 tviE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 vexA 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 vexB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 vexC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 flgM 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 vexD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 vexE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0281 clpV.tssH 2.354595 2.229951 -1.301369 1.972099 0.4490191 1.649316 0.09908284 -STM0281 ipfE 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0281 sopA 2.423725 2.200576 -1.515615 -1.029863 -0.07765224 -0.2539934 0.7995006 -STM0281 PA2367 2.453828 3.001905 -1.54244 -0.4735394 0.02227147 0.0708891 0.943486 -STM0281 lpfD 2.335047 2.362288 -1.575726 -0.826394 -0.6614062 -1.636272 0.1017827 -STM0281 avrA 2.389967 2.768787 -1.415184 -0.4428341 -0.3167881 -0.9372748 0.3486172 -STM0281 slrP 2.310192 0.9399909 -1.303895 -0.8763014 -0.4465615 -0.9618207 0.3361397 -STM0281 lpfB 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0281 lpfA 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0281 flgL 2.3135 0.8866025 -1.468138 0.9757811 0.2277219 0.4640281 0.6426276 -STM0281 PA2366 2.517084 2.408235 -1.413045 1.544129 1.03838 3.45739 0.0005454339 -STM0281 cdtB.1 2.452908 1.265624 -1.56896 -1.214189 0.3758827 1.211987 0.2255174 -STM0276 pefC 2.165383 5.240838 -1.31355 -1.720571 0.4386697 1.136668 0.2556773 -STM0276 ratB 2.294382 2.367513 -1.363118 -1.508227 -0.2777938 -0.6900465 0.4901649 -STM0276 pipB 2.36555 1.033565 -1.436367 1.187806 -0.03500048 -0.0733821 0.9415021 -STM0276 STM0285 2.139325 2.659636 -2.084069 -2.436301 1.167386 3.574279 0.0003511949 -STM0276 shdA 1.937095 1.132065 -1.245761 -0.5661537 -0.6384768 -0.7470655 0.455024 -STM0276 pefD 2.165383 5.240838 -1.31355 -1.720571 0.4386697 1.136668 0.2556773 -STM0276 rfbD 2.379192 1.720908 -1.350263 1.343499 0.1842499 0.5792461 0.5624231 -STM0276 STM0280 2.15346 2.15346 0.3128149 0.3128149 2.747928 5.105132 3.30564e-07 -STM0276 rfbF 2.224346 2.036811 -1.371142 -1.221077 -0.4230639 -0.6626244 0.5075711 -STM0276 STM0290 1.908598 0.9937859 -0.2922822 0.9401864 1.826392 3.156534 0.001596563 -STM0276 tae4 2.442396 3.576517 -1.130918 -0.3631495 1.222125 3.044244 0.002332659 -STM0276 STM0287 2.186738 2.479662 -2.064179 -2.209693 0.9160646 3.113859 0.001846574 -STM0276 csgB 2.279467 2.052896 -1.382528 -1.132671 -0.3029135 -0.556563 0.577826 -STM0276 sciB 2.584626 2.027642 -2.124454 -1.865275 1.15221 3.237797 0.001204564 -STM0276 ssaG 2.44756 0.6682117 -1.501953 -0.7257947 0.1382961 0.2382107 0.8117177 -STM0276 STM0286 2.201932 2.573631 -2.1507 -2.435251 1.257868 3.903559 9.478849e-05 -STM0276 STM0268 2.244686 2.772723 -1.158762 0.4300613 1.712632 3.799535 0.0001449678 -STM0276 STM0289 2.284647 2.497984 -2.232517 -2.403524 1.36379 4.276982 1.894439e-05 -STM0276 rfbG 2.224346 2.036811 -1.371142 -1.221077 -0.4230639 -0.6626244 0.5075711 -STM0276 gogB 2.166706 1.232237 -1.108775 1.108741 0.639206 1.475392 0.1401072 -STM0276 sopD2 2.261806 0.8915971 -1.393784 -0.9757549 -0.2017138 -0.4106876 0.6813016 -STM0276 STM0278 1.988145 1.334887 -0.1934855 1.258963 2.255066 4.158821 3.198946e-05 -STM0276 STM0269 2.244686 2.772723 -1.158762 0.4300613 1.712632 3.799535 0.0001449678 -STM0276 STM0271 2.390237 2.167277 -2.085149 -1.9957 0.9512822 3.004417 0.002660907 -STM0276 traJ 2.101159 1.135045 -0.8881217 0.7458745 0.8866361 1.576344 0.1149465 -STM0276 pipB2 1.702443 1.322341 -1.258828 -0.4965231 -1.019134 -1.692998 0.09045588 -STM0276 hcp1.tssD1 2.273915 0.9113086 -1.31854 0.8603459 0.2662818 0.5381704 0.5904594 -STM0276 ssaO 2.180904 1.040359 -1.331241 -1.132029 -0.3613541 -0.7860118 0.4318606 -STM0276 allD 2.378095 1.824038 -1.459151 -1.733072 0.01280471 0.04159035 0.9668253 -STM0276 allB 2.304148 1.794415 -1.376406 -1.706376 -0.18821 -0.5750125 0.5652828 -STM0276 allC 2.328731 1.742493 -1.413144 -1.640859 -0.1142384 -0.3467197 0.7288019 -STM0276 iucA 2.395647 1.128819 -1.468489 1.042862 -0.04178805 -0.09193311 0.9267512 -STM0276 iucB 2.395647 1.128819 -1.468489 1.042862 -0.04178805 -0.09193311 0.9267512 -STM0276 cdtB 2.431351 0.6855602 -1.494613 0.6479103 -0.111883 -0.1950309 0.8453687 -STM0276 iucC 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 -STM0276 sinH 1.845212 1.286288 -1.157056 0.4143131 -0.7939071 -1.041506 0.297641 -STM0276 tssF 2.418517 0.676946 -1.502194 0.628729 -0.1031973 -0.179047 0.8579008 -STM0276 iucD 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 -STM0276 iutA 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 -STM0276 hcp.tssD 2.013651 1.143207 -1.082149 -1.468586 0.6980998 0.6895524 0.4904757 -STM0276 icsP.sopA 2.426487 0.6875479 -1.497402 0.6152501 -0.108373 -0.1881303 0.8507745 -STM0276 fyuA 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0276 ybtT 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0276 ybtU 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0276 nleC 2.249348 0.3127813 -1.363644 0.3212514 0.2392379 0.3567444 0.7212832 -STM0276 irp1 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0276 irp2 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0276 ybtQ 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0276 ybtX 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0276 ybtS 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0276 ybtA 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0276 cesT 2.419404 0.6932778 -1.521232 0.5895201 -0.1214384 -0.2050809 0.8375089 -STM0276 vipA.tssB 2.268377 0.3204659 -1.329693 0.2961806 0.2497793 0.370248 0.7111977 -STM0276 wbtL.1 2.375529 6.268516 -1.457415 0.02400386 0.0749263 0.4072138 0.683851 -STM0276 galU 2.382322 4.894423 -1.466455 -0.06963513 0.1176425 0.5630801 0.5733803 -STM0276 fliH 2.460249 0.8823988 -1.6062 0.8230265 -0.2649584 -0.5302183 0.5959606 -STM0276 clpV1 1.997028 1.551184 -0.4210725 1.390455 1.64298 3.802818 0.0001430594 -STM0276 tviA 2.009742 1.379971 -1.128807 -0.8199 0.7692126 1.109275 0.2673116 -STM0276 tviB 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 tviC 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 tviD 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 tviE 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 vexA 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 vexB 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 vexC 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 flgM 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 vexD 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 vexE 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0276 clpV.tssH 2.263836 2.225834 -1.224843 1.980607 0.412255 1.500322 0.1335311 -STM0276 ipfE 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 -STM0276 sopA 2.367375 2.186609 -1.446637 -1.048409 -0.02354767 -0.07601423 0.9394078 -STM0276 PA2367 2.400515 3.042407 -1.476878 -0.4688986 0.08814341 0.2807016 0.7789393 -STM0276 lpfD 1.923304 2.016909 -1.451021 -0.927973 -1.081183 -2.216334 0.02666864 -STM0276 avrA 2.322781 2.741496 -1.341568 -0.4770387 -0.2698464 -0.767859 0.4425709 -STM0276 slrP 2.255253 0.9421801 -1.237682 -0.8787562 -0.406937 -0.8702605 0.3841581 -STM0276 lpfB 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 -STM0276 lpfA 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 -STM0276 flgL 2.272208 0.8914771 -1.393621 0.9766867 0.187485 0.3832563 0.7015298 -STM0276 PA2366 2.27966 2.172639 -1.307457 1.773095 1.197323 3.832203 0.0001270008 -STM0276 cdtB.1 2.355855 1.215802 -1.466761 -1.175669 0.5224131 1.468743 0.1419026 -pefC ratB 5.382798 2.395804 -1.606525 -1.554558 0.08689302 0.2244151 0.8224343 -pefC pipB 5.202514 0.9348777 -1.43968 1.043981 -0.3807066 -0.9463458 0.3439723 -pefC STM0285 5.221299 2.332096 -1.710619 -1.479989 0.5256132 1.372612 0.1698731 -pefC shdA 5.098786 1.546444 -1.566958 -0.8152708 -0.4624366 -1.196443 0.2315236 -pefC pefD 3.63134 3.631338 -3.523592 -3.523592 2.517631 6.636642 3.2091e-11 -pefC rfbD 5.038148 1.377315 -1.819872 1.160267 -0.5626831 -1.355721 0.1751879 -pefC STM0280 5.240843 2.165383 -1.720569 -1.313553 0.4386695 1.136669 0.2556768 -pefC rfbF 5.240128 2.343781 -1.60406 -1.433004 -0.1876035 -0.5080559 0.6114141 -pefC STM0290 4.808483 1.114306 -1.961783 0.9836709 -0.57528 -1.201157 0.2296903 -pefC tae4 5.345318 2.559507 -1.595848 -1.567217 -0.02771117 -0.07770416 0.9380634 -pefC STM0287 5.540783 2.268532 -1.770431 -1.436232 0.5006243 1.058022 0.2900456 -pefC csgB 5.481437 2.179321 -1.715485 -1.034336 0.3444633 0.7705482 0.4409748 -pefC sciB 5.454406 2.116023 -1.707318 -1.021762 0.2788799 0.6159085 0.5379549 -pefC ssaG 5.31581 0.7186651 -1.474541 -0.7883167 -0.1673754 -0.3170943 0.751172 -pefC STM0286 5.222698 2.250658 -1.719169 -1.456819 0.4997983 1.299204 0.1938738 -pefC STM0268 5.244982 2.144526 -1.718424 -1.176798 0.3887536 0.9996102 0.3174992 -pefC STM0289 5.230505 2.20204 -1.721545 -1.395842 0.471193 1.220824 0.2221528 -pefC rfbG 5.240128 2.343781 -1.60406 -1.433004 -0.1876035 -0.5080559 0.6114141 -pefC gogB 5.52314 1.416861 -1.437126 1.213277 0.2733088 0.6005081 0.5481677 -pefC sopD2 5.336177 0.9229633 -1.561186 -0.9945245 -0.04758583 -0.09075242 0.9276893 -pefC STM0278 5.344992 2.548782 -1.594817 -1.586188 -0.004145547 -0.01170644 0.9906598 -pefC STM0269 5.244982 2.144526 -1.718424 -1.176798 0.3887536 0.9996102 0.3174992 -pefC STM0271 5.228537 2.148612 -1.729179 -1.246868 0.4040689 1.03215 0.302002 -pefC traJ 5.026062 1.71379 -0.3277489 1.632818 2.246402 3.873036 0.000107488 -pefC pipB2 5.417884 2.054732 -1.66481 -0.6815649 0.1866987 0.3614213 0.7177845 -pefC hcp1.tssD1 5.286964 0.8585838 -1.677376 0.8096657 -0.1313897 -0.2958128 0.767373 -pefC ssaO 5.227278 1.242901 -1.340829 -1.325019 -0.4597785 -1.037534 0.2994871 -pefC allD 5.169297 1.987603 -1.556924 -1.854862 -0.3501142 -0.8740651 0.3820828 -pefC allB 4.905212 2.139593 -1.629392 -1.992169 -0.7040696 -1.655359 0.09785175 -pefC allC 5.151001 1.927575 -1.550767 -1.792535 -0.3815481 -0.9496167 0.3423071 -pefC iucA 5.359865 1.102996 -1.63266 1.022881 -0.06219724 -0.1249792 0.90054 -pefC iucB 5.359865 1.102996 -1.63266 1.022881 -0.06219724 -0.1249792 0.90054 -pefC cdtB 5.32123 0.7264337 -1.536387 0.6780999 0.09185887 0.1833185 0.8545481 -pefC iucC 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 -pefC sinH 5.274298 1.77535 -1.529491 0.3874143 -0.1670015 -0.4044784 0.685861 -pefC tssF 5.303449 0.7669349 -1.422055 0.7047318 0.2362685 0.4232442 0.6721171 -pefC iucD 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 -pefC iutA 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 -pefC hcp.tssD 5.104594 1.332173 -1.372731 -1.465389 0.5435327 1.283671 0.1992572 -pefC icsP.sopA 5.318541 0.7336487 -1.530807 0.6447233 0.1010588 0.2014874 0.8403174 -pefC fyuA 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefC ybtT 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefC ybtU 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefC nleC 5.280347 0.3749597 -1.442792 0.3809891 0.2353289 0.4554679 0.6487726 -pefC irp1 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefC irp2 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefC ybtQ 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefC ybtX 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefC ybtS 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefC ybtA 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefC cesT 5.295783 0.7847946 -1.449949 0.6520277 0.2077907 0.3620636 0.7173045 -pefC vipA.tssB 5.264898 0.4454586 -1.195811 0.4177201 0.5134777 0.7862517 0.43172 -pefC wbtL.1 4.158896 3.696441 -2.174564 -2.229094 -1.521776 -5.331983 9.714594e-08 -pefC galU 5.134523 4.047818 -1.866319 -1.174444 -0.7475928 -1.962584 0.04969448 -pefC fliH 5.329756 0.9362394 -1.55018 0.8721314 0.06551705 0.123441 0.9017579 -pefC clpV1 5.169269 3.462188 -1.865913 -1.948827 -0.5213018 -1.326539 0.1846613 -pefC tviA 5.159218 1.640771 -1.067787 -0.5864601 0.7614305 1.337614 0.1810224 -pefC tviB 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC tviC 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC tviD 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC tviE 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC vexA 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC vexB 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC vexC 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC flgM 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC vexD 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC vexE 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefC clpV.tssH 4.861087 3.481277 -1.791952 1.63985 0.7734039 2.102949 0.03547025 -pefC ipfE 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 -pefC sopA 5.4646 1.730746 -1.73442 -1.193582 0.3203387 0.6551335 0.5123818 -pefC PA2367 5.39829 2.975479 -1.644141 -0.3786815 0.134898 0.3286934 0.7423875 -pefC lpfD 5.425176 2.743837 -1.582783 -0.545853 0.2245641 0.6091379 0.542433 -pefC avrA 5.110156 3.085278 -1.585388 -0.5140243 -0.4445271 -1.196147 0.2316393 -pefC slrP 5.278111 0.8729232 -1.689256 -0.8185575 0.1601864 0.3669488 0.7136572 -pefC lpfB 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 -pefC lpfA 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 -pefC flgL 5.353327 0.8950406 -1.614892 0.9620794 -0.03255628 -0.06521957 0.9479992 -pefC PA2366 5.335985 3.298695 -1.623326 0.04306069 0.1118854 0.294586 0.7683101 -pefC cdtB.1 5.319759 1.337531 -1.595564 -1.23828 0.03621021 0.09073669 0.9277018 -ratB pipB 2.405076 1.004288 -1.537664 1.173897 -0.116536 -0.2610315 0.7940682 -ratB STM0285 2.408638 2.65543 -1.67103 -1.672857 0.1638066 0.5897337 0.5553692 -ratB shdA 2.456161 1.565606 -1.607342 -0.574552 0.08517937 0.2387185 0.8113239 -ratB pefD 2.395804 5.382798 -1.554558 -1.606525 0.08689298 0.2244152 0.8224342 -ratB rfbD 2.470213 1.737096 -1.409665 1.365244 0.3235631 1.047699 0.2947775 -ratB STM0280 2.367513 2.294382 -1.508227 -1.363118 -0.2777938 -0.6900466 0.4901649 -ratB rfbF 2.445963 2.333496 -1.598529 -1.375208 0.1035494 0.3464827 0.72898 -ratB STM0290 2.407428 1.421511 -1.430284 1.187369 0.2261157 0.5981335 0.5497508 -ratB tae4 2.418604 2.51769 -1.545591 -1.531832 -0.1189405 -0.3981819 0.6904961 -ratB STM0287 2.432626 2.543401 -1.61029 -1.60096 0.05286452 0.1880904 0.8508058 -ratB csgB 2.480972 2.32977 -1.605097 -1.2955 0.2182548 0.7210954 0.4708508 -ratB sciB 2.406588 2.129695 -1.560922 -1.093484 -0.1072542 -0.2726815 0.7850981 -ratB ssaG 2.47191 0.6694789 -1.613319 -0.7307977 0.06887086 0.1177771 0.9062442 -ratB STM0286 2.432397 2.527897 -1.607799 -1.616931 0.04644427 0.1651314 0.8688406 -ratB STM0268 2.391347 2.238542 -1.539961 -1.248386 -0.1745037 -0.4482052 0.6540051 -ratB STM0289 2.421479 2.432937 -1.558678 -1.509616 -0.09137217 -0.3030012 0.7618889 -ratB rfbG 2.445963 2.333496 -1.598529 -1.375208 0.1035494 0.3464827 0.72898 -ratB gogB 2.427134 1.283491 -1.577011 1.122928 0.0211416 0.0548987 0.9562192 -ratB sopD2 2.57073 0.8978957 -1.714354 -0.9478028 0.2862073 0.5555465 0.5785209 -ratB STM0278 2.413748 2.507789 -1.531157 -1.548588 -0.1727294 -0.5718944 0.5673935 -ratB STM0269 2.391347 2.238542 -1.539961 -1.248386 -0.1745037 -0.4482052 0.6540051 -ratB STM0271 2.394002 2.281548 -1.539771 -1.33239 -0.1569786 -0.4222364 0.6728525 -ratB traJ 2.137985 1.113416 -1.006061 0.7485634 0.931314 1.652514 0.09842983 -ratB pipB2 2.477739 1.928065 -1.633761 -1.233635 0.1750221 0.4490493 0.6533961 -ratB hcp1.tssD1 2.30831 0.9094556 -1.431701 0.8582078 0.3150747 0.6390264 0.5228058 -ratB ssaO 2.204827 1.029852 -1.443792 -1.127826 -0.4141165 -0.8967613 0.3698463 -ratB allD 2.484529 1.842992 -1.697929 -1.75512 0.211683 0.6944132 0.4874231 -ratB allB 2.513416 1.841124 -1.811831 -1.781186 0.4028606 1.324394 0.1853721 -ratB allC 2.528288 1.763769 -1.721287 -1.697488 0.3007455 0.9658105 0.334139 -ratB iucA 2.425325 1.130297 -1.584323 1.045123 0.01298341 0.02874801 0.9770656 -ratB iucB 2.425325 1.130297 -1.584323 1.045123 0.01298341 0.02874801 0.9770656 -ratB cdtB 2.335026 1.145412 -1.404455 -1.373659 0.3236181 0.4432754 0.6575666 -ratB iucC 2.377665 1.233161 -1.486078 -1.436293 0.2159052 0.4314991 0.6661055 -ratB sinH 1.952128 1.279267 -1.269854 0.4063876 -0.8177228 -0.9450397 0.3446386 -ratB tssF 2.452364 0.6815367 -1.609079 0.6325236 -0.0431879 -0.07501579 0.9402021 -ratB iucD 2.377665 1.233161 -1.486078 -1.436293 0.2159052 0.4314991 0.6661055 -ratB iutA 2.377665 1.233161 -1.486078 -1.436293 0.2159052 0.4314991 0.6661055 -ratB hcp.tssD 2.277618 1.30353 -1.343838 -1.564326 0.4494253 0.5227601 0.6011412 -ratB icsP.sopA 2.453677 0.6933592 -1.604311 0.6175394 -0.04003586 -0.06988065 0.9442887 -ratB fyuA 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 -ratB ybtT 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 -ratB ybtU 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 -ratB nleC 2.25311 0.3080271 -1.474631 0.3185115 0.3155945 0.4691354 0.6389729 -ratB irp1 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 -ratB irp2 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 -ratB ybtQ 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 -ratB ybtX 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 -ratB ybtS 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 -ratB ybtA 2.023709 0.8032469 -1.240663 0.7974244 0.8285346 1.487028 0.1370073 -ratB cesT 2.141861 0.6850532 -1.27892 0.5332801 0.6402618 1.042373 0.2972386 -ratB vipA.tssB 2.288729 0.3183095 -1.436259 0.2936665 0.3141155 0.4634159 0.6430663 -ratB wbtL.1 2.29984 2.268001 -1.322326 -2.08818 -0.523711 -1.972597 0.04854151 -ratB galU 2.375364 3.316937 -1.403038 -0.9250227 -0.3739137 -1.179423 0.2382296 -ratB fliH 2.110462 0.821852 -1.10712 0.7740562 0.9055759 1.662693 0.09637399 -ratB clpV1 2.261754 2.737003 -1.461537 -1.841171 -0.638513 -2.051604 0.04020812 -ratB tviA 2.031725 1.334774 -1.262726 -0.7860058 0.7765732 1.112096 0.2660968 -ratB tviB 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB tviC 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB tviD 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB tviE 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB vexA 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB vexB 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB vexC 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB flgM 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB vexD 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB vexE 2.278531 0.3153584 -1.431719 0.2977067 0.3325668 0.5002727 0.6168831 -ratB clpV.tssH 2.343496 2.239273 -1.330407 1.961846 0.48999 1.80974 0.07033607 -ratB ipfE 2.433269 1.750553 -1.580964 0.2667231 0.04049358 0.131822 0.8951251 -ratB sopA 2.409706 2.208665 -1.558209 -1.019853 -0.09345835 -0.3064284 0.7592785 -ratB PA2367 2.428189 2.979661 -1.585434 -0.4747341 -0.01422702 -0.04499212 0.9641136 -ratB lpfD 2.446749 2.834749 -1.511975 -0.7032938 0.2491298 0.8391479 0.4013863 -ratB avrA 2.2616 2.613849 -1.331023 -0.4834099 -0.6670238 -1.538277 0.1239809 -ratB slrP 2.300977 0.9396741 -1.337915 -0.8761545 -0.4593082 -0.9867042 0.3237877 -ratB lpfB 2.433269 1.750553 -1.580964 0.2667231 0.04049358 0.131822 0.8951251 -ratB lpfA 2.433269 1.750553 -1.580964 0.2667231 0.04049358 0.131822 0.8951251 -ratB flgL 2.598022 0.8926844 -1.740871 0.9376481 -0.3408428 -0.6479936 0.5169891 -ratB PA2366 2.237416 2.771503 -1.385052 -0.2727158 -0.5662733 -0.6988632 0.4846376 -ratB cdtB.1 2.42887 1.316716 -1.594601 -1.243866 0.1441184 0.4788156 0.6320698 -pipB STM0285 0.9681582 2.531667 1.154675 -1.581363 -0.2119431 -0.5019842 0.6156786 -pipB shdA 0.9241397 1.378314 1.1299 -0.532298 -0.2361365 -0.3532706 0.7238856 -pipB pefD 0.9348777 5.202514 1.043981 -1.43968 -0.3807066 -0.9463443 0.343973 -pipB rfbD 1.324219 1.414263 1.738273 1.356198 1.225909 2.790714 0.005259198 -pipB STM0280 1.033565 2.36555 1.187806 -1.436367 -0.03500048 -0.07338213 0.941502 -pipB rfbF 0.8736846 2.039862 1.085994 -1.157525 -0.3726651 -0.355128 0.7224937 -pipB STM0290 1.280133 1.17878 1.68981 1.115368 0.9716257 2.007107 0.04473825 -pipB tae4 0.994938 2.489046 1.169805 -1.517903 -0.1395131 -0.3216971 0.7476822 -pipB STM0287 0.9906006 2.479273 1.166936 -1.539586 -0.152646 -0.352485 0.7244746 -pipB csgB 0.8639147 1.943689 1.085603 -1.061858 -0.3782863 -0.4485617 0.6537479 -pipB sciB 1.060522 2.208053 1.200714 -1.161316 0.03714181 0.03712199 0.9703877 -pipB ssaG 0.6829865 0.4548274 0.6987815 -0.4739967 1.503083 2.256096 0.02406463 -pipB STM0286 0.989199 2.467798 1.166193 -1.551942 -0.1567403 -0.3617583 0.7175326 -pipB STM0268 1.057184 2.310102 1.198726 -1.331862 0.03145638 0.05841727 0.9534163 -pipB STM0289 1.011737 2.419006 1.177491 -1.499088 -0.09572508 -0.2128772 0.8314227 -pipB rfbG 0.8736846 2.039862 1.085994 -1.157525 -0.3726651 -0.355128 0.7224937 -pipB gogB 1.228048 1.133208 1.566117 1.072846 0.8100709 1.710814 0.08711553 -pipB sopD2 0.8830399 0.8405035 0.9260337 -0.8726088 0.917268 1.66077 0.09675972 -pipB STM0278 0.9893418 2.485823 1.165843 -1.540085 -0.1567094 -0.3622181 0.717189 -pipB STM0269 1.057184 2.310102 1.198726 -1.331862 0.03145638 0.05841727 0.9534163 -pipB STM0271 1.047146 2.322203 1.194089 -1.394985 0.003386327 0.006726758 0.9946329 -pipB traJ 1.197969 1.279733 1.490753 0.6084392 0.5876076 0.9381837 0.34815 -pipB pipB2 0.809316 1.685435 1.06298 -0.4310761 -0.5282573 -0.850754 0.394906 -pipB hcp1.tssD1 1.03429 0.9099084 1.174276 0.8543794 -0.04221417 -0.08222441 0.9344683 -pipB ssaO 0.9812046 1.083547 1.041522 -1.110601 0.5651881 1.19984 0.2302013 -pipB allD 1.046765 1.82318 1.193296 -1.732879 0.005988287 0.01752375 0.9860188 -pipB allB 1.046789 1.813262 1.193284 -1.741451 0.006146713 0.01799571 0.9856423 -pipB allC 1.056719 1.75123 1.188517 -1.687777 0.09382553 0.2661159 0.79015 -pipB iucA 1.078879 1.126788 1.253859 1.046688 0.1552024 0.3470315 0.7285677 -pipB iucB 1.078879 1.126788 1.253859 1.046688 0.1552024 0.3470315 0.7285677 -pipB cdtB 1.127273 0.7020155 1.314329 0.6317257 0.2877033 0.5072904 0.611951 -pipB iucC 1.02779 0.937438 1.165887 0.8894399 -0.07106911 -0.1425623 0.8866359 -pipB sinH 0.7922422 1.396288 1.122244 0.5313154 -0.6863842 -1.184522 0.2362064 -pipB tssF 1.127526 0.6779902 1.322445 0.6273831 0.2860098 0.49802 0.61847 -pipB iucD 1.02779 0.937438 1.165887 0.8894399 -0.07106911 -0.1425623 0.8866359 -pipB iutA 1.02779 0.937438 1.165887 0.8894399 -0.07106911 -0.1425623 0.8866359 -pipB hcp.tssD 1.00747 1.347795 1.247359 -1.649898 0.4998262 0.9976764 0.3184363 -pipB icsP.sopA 0.9185018 0.6406809 1.018857 0.5999432 -0.4053404 -0.6772084 0.4982738 -pipB fyuA 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 -pipB ybtT 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 -pipB ybtU 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 -pipB nleC 1.024721 0.3137228 1.164469 0.3175585 -0.0642845 -0.09660871 0.9230371 -pipB irp1 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 -pipB irp2 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 -pipB ybtQ 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 -pipB ybtX 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 -pipB ybtS 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 -pipB ybtA 1.193193 0.8682493 1.449884 0.8352473 0.5449053 1.025862 0.3049564 -pipB cesT 1.141287 0.6836942 1.348495 0.5987581 0.3181604 0.5326414 0.5942818 -pipB vipA.tssB 1.024842 0.3171258 1.162385 0.2931608 -0.06518299 -0.09626232 0.9233122 -pipB wbtL.1 0.9050673 2.225131 1.17185 -2.008543 -0.5408311 -1.800358 0.07180413 -pipB galU 0.9913242 3.516364 1.177824 -0.7586521 -0.2126797 -0.5762951 0.5644157 -pipB fliH 1.206991 0.8566549 1.47584 0.8174573 0.5718294 1.045767 0.2956688 -pipB clpV1 1.337033 1.469031 1.881639 1.360829 1.343392 3.0238 0.002496218 -pipB tviA 0.8706775 1.364464 0.9562044 -0.7766356 -0.5160634 -0.7569244 0.4490951 -pipB tviB 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB tviC 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB tviD 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB tviE 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB vexA 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB vexB 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB vexC 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB flgM 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB vexD 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB vexE 1.026172 0.3164754 1.164832 0.2973005 -0.0604655 -0.08933734 0.9288138 -pipB clpV.tssH 0.9940609 2.226053 1.18948 1.982391 0.2022874 0.681586 0.4955008 -pipB ipfE 0.9114035 1.673317 1.089009 0.1589617 -0.4610978 -0.7696767 0.4414917 -pipB sopA 0.7479804 2.150284 1.093606 -0.3551738 -0.8645837 -1.2215 0.2218968 -pipB PA2367 0.9712753 2.778078 1.179039 -0.4523684 -0.2561943 -0.4739206 0.6355565 -pipB lpfD 0.6479468 2.012633 0.9493822 -0.7555853 -1.051403 -1.751169 0.07991686 -pipB avrA 1.088455 1.752334 1.326435 -1.3188 -0.4053046 -1.141041 0.253853 -pipB slrP 1.220828 0.888174 1.494289 -0.8494168 -0.6149748 -1.128751 0.259003 -pipB lpfB 0.9114035 1.673317 1.089009 0.1589617 -0.4610978 -0.7696767 0.4414917 -pipB lpfA 0.9114035 1.673317 1.089009 0.1589617 -0.4610978 -0.7696767 0.4414917 -pipB flgL 0.9995088 0.9020717 1.11623 0.9655708 -0.2686472 -0.5440228 0.5864258 -pipB PA2366 1.019789 1.993973 1.274193 1.67262 0.9259817 2.484747 0.01296434 -pipB cdtB.1 0.9589594 1.298957 1.087795 -1.203982 0.3672276 0.8064813 0.4199654 -STM0285 shdA 2.606705 1.50605 -1.627561 -0.5671314 -0.04137489 -0.1176431 0.9063504 -STM0285 pefD 2.332096 5.221298 -1.479988 -1.710619 0.5256134 1.372612 0.1698729 -STM0285 rfbD 2.621778 1.698826 -1.657403 1.310104 -0.05337138 -0.1851201 0.8531348 -STM0285 STM0280 2.659636 2.139325 -2.436301 -2.084069 1.167386 3.574277 0.0003511964 -STM0285 rfbF 2.521134 2.135783 -1.643267 -1.238893 -0.3251921 -0.9793771 0.3273937 -STM0285 STM0290 2.317705 1.207071 -0.8013306 1.119586 1.343621 2.800669 0.005099677 -STM0285 tae4 2.500691 2.293376 -2.363617 -2.205294 1.023678 3.711012 0.0002064324 -STM0285 STM0287 2.487296 2.321457 -2.359029 -2.243954 1.036424 3.796002 0.0001470481 -STM0285 csgB 2.632625 2.2512 -1.625614 -1.209349 0.002315569 0.007489065 0.9940246 -STM0285 sciB 3.018948 1.911474 -2.004825 -1.707439 0.9597351 2.680835 0.007343869 -STM0285 ssaG 2.655274 0.6686969 -1.638019 -0.7319693 0.03701393 0.06255742 0.9501189 -STM0285 STM0286 2.587788 2.370844 -2.517379 -2.336255 1.344001 4.498498 6.843539e-06 -STM0285 STM0268 2.784002 2.013814 -2.270169 -1.90772 1.051617 3.055722 0.002245191 -STM0285 STM0289 2.618029 2.245564 -2.491546 -2.203358 1.251327 4.021893 5.773231e-05 -STM0285 rfbG 2.521134 2.135783 -1.643267 -1.238893 -0.3251921 -0.9793771 0.3273937 -STM0285 gogB 2.509087 1.285642 -1.437664 1.1316 0.3671916 0.9190648 0.3580617 -STM0285 sopD2 2.427447 0.8825794 -1.540766 -0.9760023 -0.3131031 -0.6345627 0.5257137 -STM0285 STM0278 2.501173 1.694293 -0.8568349 1.507891 1.526436 4.058701 4.934648e-05 -STM0285 STM0269 2.784002 2.013814 -2.270169 -1.90772 1.051617 3.055722 0.002245191 -STM0285 STM0271 2.773751 2.070227 -1.994102 -1.858505 0.7247656 2.287392 0.02217295 -STM0285 traJ 2.28752 1.100835 -1.046899 0.7700272 0.983604 1.755831 0.07911728 -STM0285 pipB2 2.477569 1.823583 -1.585122 -0.454546 -0.4039738 -1.010587 0.312214 -STM0285 hcp1.tssD1 2.709088 0.8913057 -1.706646 0.8383959 -0.1713138 -0.3446992 0.7303205 -STM0285 ssaO 2.346427 1.028963 -1.48504 -1.131502 -0.4619894 -0.998026 0.3182667 -STM0285 allD 2.659888 1.825114 -1.664356 -1.742864 0.09169209 0.308711 0.7575414 -STM0285 allB 2.598792 1.808352 -1.591718 -1.72655 -0.09016212 -0.2957705 0.7674053 -STM0285 allC 2.625571 1.750112 -1.621255 -1.660671 -0.01432699 -0.0462159 0.9631382 -STM0285 iucA 2.593471 1.132493 -1.609887 1.046924 0.05814277 0.1276353 0.8984376 -STM0285 iucB 2.593471 1.132493 -1.609887 1.046924 0.05814277 0.1276353 0.8984376 -STM0285 cdtB 2.632805 0.6926071 -1.6265 0.6525017 -0.001883843 -0.003242372 0.997413 -STM0285 iucC 2.783391 0.915533 -1.690167 0.871277 -0.2270171 -0.423796 0.6717146 -STM0285 sinH 2.430138 1.582908 -1.52199 0.4644076 -0.4181612 -0.68173 0.4954097 -STM0285 tssF 2.634716 0.6838356 -1.628524 0.6341624 -0.005995081 -0.01030144 0.9917808 -STM0285 iucD 2.783391 0.915533 -1.690167 0.871277 -0.2270171 -0.423796 0.6717146 -STM0285 iutA 2.783391 0.915533 -1.690167 0.871277 -0.2270171 -0.423796 0.6717146 -STM0285 hcp.tssD 2.423501 1.321612 -1.468316 -1.580024 0.4404071 0.7809389 0.4348384 -STM0285 icsP.sopA 2.631 0.6964591 -1.625635 0.6178487 0.0009142221 0.001572959 0.998745 -STM0285 fyuA 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 -STM0285 ybtT 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 -STM0285 ybtU 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 -STM0285 nleC 2.3977 0.3095964 -1.5151 0.32108 0.3574349 0.5244894 0.5999382 -STM0285 irp1 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 -STM0285 irp2 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 -STM0285 ybtQ 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 -STM0285 ybtX 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 -STM0285 ybtS 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 -STM0285 ybtA 2.139296 0.8036081 -1.301141 0.8000108 0.8779453 1.569541 0.116522 -STM0285 cesT 2.647608 0.7024484 -1.644242 0.5922229 -0.0358156 -0.06011836 0.9520614 -STM0285 vipA.tssB 2.452064 0.3214227 -1.46596 0.2964763 0.3513307 0.5139436 0.6072914 -STM0285 wbtL.1 2.63682 6.355696 -1.625554 0.009848264 -0.1168112 -0.6457747 0.5184253 -STM0285 galU 2.538287 3.275816 -1.474317 -0.9561978 -0.4250499 -1.419811 0.1556628 -STM0285 fliH 2.694092 0.8923204 -1.712064 0.8323619 -0.162419 -0.3298216 0.7415348 -STM0285 clpV1 2.519776 1.998126 -1.059596 1.395307 0.8860934 2.744721 0.006056227 -STM0285 tviA 2.158636 1.336688 -1.309018 -0.7832285 0.8222367 1.168873 0.242455 -STM0285 tviB 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 tviC 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 tviD 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 tviE 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 vexA 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 vexB 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 vexC 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 flgM 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 vexD 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 vexE 2.437938 0.3182091 -1.461809 0.3005436 0.3730959 0.5580361 0.5768197 -STM0285 clpV.tssH 2.515081 2.255455 -1.404424 1.949228 0.5483226 2.063733 0.03904306 -STM0285 ipfE 2.607622 1.724986 -1.700077 0.2121649 -0.2227913 -0.7744317 0.4386755 -STM0285 sopA 2.640785 2.172915 -1.633928 -1.063514 0.02935689 0.1003298 0.9200825 -STM0285 PA2367 2.701278 3.05506 -1.628662 -0.4656397 0.1210377 0.3910387 0.6957686 -STM0285 lpfD 2.570151 2.56197 -1.725156 -0.7454657 -0.3734431 -1.350934 0.1767164 -STM0285 avrA 2.594783 2.926591 -1.569655 -0.3115914 -0.1973687 -0.6811261 0.4957917 -STM0285 slrP 2.607368 0.9444486 -1.580063 -0.8817994 -0.08477283 -0.199221 0.8420898 -STM0285 lpfB 2.607622 1.724986 -1.700077 0.2121649 -0.2227913 -0.7744317 0.4386755 -STM0285 lpfA 2.607622 1.724986 -1.700077 0.2121649 -0.2227913 -0.7744317 0.4386755 -STM0285 flgL 2.778753 0.8933796 -1.73162 0.943541 -0.2669387 -0.5219003 0.6017398 -STM0285 PA2366 2.868676 2.673005 -1.506851 1.253438 0.8081483 2.944154 0.003238386 -STM0285 cdtB.1 2.62661 1.313245 -1.659243 -1.239574 0.1721199 0.6128614 0.539968 -shdA pefD 1.546445 5.098786 -0.8152773 -1.566955 -0.4624378 -1.196445 0.2315228 -shdA rfbD 1.396209 1.588543 -0.2003997 1.455297 0.9731067 2.575551 0.01000804 -shdA STM0280 1.132065 1.937095 -0.5661537 -1.245761 -0.6384768 -0.7470483 0.4550344 -shdA rfbF 1.608873 2.379839 -0.5671865 -1.400251 0.2022814 0.481225 0.6303566 -shdA STM0290 1.374991 1.257887 -0.009549855 1.15742 1.038083 2.27851 0.02269619 -shdA tae4 1.289793 1.408135 0.3609366 1.310305 1.978043 3.838564 0.0001237558 -shdA STM0287 1.324362 2.366716 -0.5609686 -1.487856 -0.3763957 -0.522558 0.6012819 -shdA csgB 1.664503 2.397237 -0.5833042 -1.301387 0.3012746 0.6978668 0.4852605 -shdA sciB 1.159555 1.689847 -0.5545856 -0.9981396 -0.5654879 -0.8081428 0.4190084 -shdA ssaG 1.607289 0.6132249 -0.8339086 -0.6585965 0.5316408 0.8940993 0.3712688 -shdA STM0286 1.318848 2.356347 -0.5616937 -1.493033 -0.3868145 -0.5168345 0.6052717 -shdA STM0268 1.138415 1.818258 -0.5588113 -1.130175 -0.6099131 -0.8151979 0.414959 -shdA STM0289 1.200485 2.135018 -0.566223 -1.351894 -0.5504013 -0.2115344 0.8324703 -shdA rfbG 1.608873 2.379839 -0.5671865 -1.400251 0.2022814 0.481225 0.6303566 -shdA gogB 1.442317 1.268687 -0.3357296 1.144622 0.4665539 1.091389 0.2751016 -shdA sopD2 1.549168 0.9026727 -0.6209558 -0.9652993 0.1165218 0.2290163 0.8188562 -shdA STM0278 1.301749 1.364346 0.3426112 1.275885 1.932825 3.717641 0.0002010914 -shdA STM0269 1.138415 1.818258 -0.5588113 -1.130175 -0.6099131 -0.8151979 0.414959 -shdA STM0271 1.132049 1.878317 -0.5524254 -1.187326 -0.6116958 -0.7629309 0.4455046 -shdA traJ 1.312418 0.9453493 0.1792616 0.7572433 1.296953 2.214478 0.02679593 -shdA pipB2 1.13956 1.54859 -0.5569303 -0.4740377 -0.6504767 -1.036496 0.2999707 -shdA hcp1.tssD1 1.447247 0.9017765 -0.2488878 0.862033 0.582768 1.120883 0.2623378 -shdA ssaO 1.491797 1.081011 -0.5117664 -1.150229 -0.1308019 -0.2841016 0.7763325 -shdA allD 1.52733 1.822995 -0.5696423 -1.732128 0.004684435 0.01376068 0.9890209 -shdA allB 1.527654 1.813099 -0.5698418 -1.740781 0.005461215 0.01604715 0.9871968 -shdA allC 1.566422 1.748603 -0.5956433 -1.680772 0.1080476 0.3058689 0.7597045 -shdA iucA 1.577564 1.104224 -0.7008821 1.009314 -0.2564749 -0.5317988 0.5948654 -shdA iucB 1.577564 1.104224 -0.7008821 1.009314 -0.2564749 -0.5317988 0.5948654 -shdA cdtB 1.585305 0.6235668 -0.8204293 0.591785 -0.4543625 -0.7558807 0.4497207 -shdA iucC 1.620843 0.8259626 -0.9222702 0.772343 -0.653029 -1.150883 0.2497805 -shdA sinH 1.200672 1.423185 -0.4808855 0.4603045 -0.5464714 -0.8250772 0.4093277 -shdA tssF 1.568687 0.6187912 -0.8104703 0.5738717 -0.4175509 -0.6912689 0.4893966 -shdA iucD 1.620843 0.8259626 -0.9222702 0.772343 -0.653029 -1.150883 0.2497805 -shdA iutA 1.620843 0.8259626 -0.9222702 0.772343 -0.653029 -1.150883 0.2497805 -shdA hcp.tssD 1.246168 1.172006 -0.4026903 -1.504786 0.5894379 0.9095925 0.3630374 -shdA icsP.sopA 1.574619 0.6237355 -0.8117436 0.5706576 -0.4247826 -0.7009112 0.4833584 -shdA fyuA 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 -shdA ybtT 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 -shdA ybtU 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 -shdA nleC 1.542144 0.3046559 -0.6556582 0.3042466 -0.1513343 -0.2310131 0.8173046 -shdA irp1 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 -shdA irp2 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 -shdA ybtQ 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 -shdA ybtX 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 -shdA ybtS 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 -shdA ybtA 1.431094 0.8961231 -0.283298 0.8742495 0.533954 1.033628 0.30131 -shdA cesT 1.487751 0.7241927 -0.3853642 0.6004731 0.3128479 0.5379467 0.5906139 -shdA vipA.tssB 1.533893 0.3085439 -0.6341917 0.2855154 -0.1084089 -0.1633367 0.8702534 -shdA wbtL.1 1.334232 2.253699 -0.5052449 -2.082098 -0.418466 -1.511155 0.1307491 -shdA galU 1.560886 5.061651 -0.5277058 -0.1608322 0.4523727 1.907455 0.05646165 -shdA fliH 1.358129 0.7621493 0.1224205 0.7267554 1.238992 2.090881 0.0365387 -shdA clpV1 1.297717 1.573921 0.1469653 1.39357 1.418177 3.399816 0.0006743111 -shdA tviA 1.490994 1.439433 -0.3816654 -0.7405928 0.3204187 0.4863426 0.6267243 -shdA tviB 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA tviC 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA tviD 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA tviE 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA vexA 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA vexB 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA vexC 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA flgM 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA vexD 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA vexE 1.533416 0.3086737 -0.6316158 0.2893384 -0.1055383 -0.1600384 0.8728509 -shdA clpV.tssH 1.436912 2.244307 -0.5298858 1.998115 0.2138262 0.7912328 0.4288081 -shdA ipfE 1.529116 1.749081 -0.5644566 0.2677251 0.02182988 0.04459752 0.9644281 -shdA sopA 1.522394 2.190174 -0.5656632 -1.0466 -0.01110378 -0.02982714 0.9762049 -shdA PA2367 0.9335928 2.027449 -0.4819211 -0.4533225 -0.9906933 -1.584573 0.1130635 -shdA lpfD 1.357139 2.383192 -0.6332122 -0.7843645 -0.4918418 -0.8631797 0.3880387 -shdA avrA 1.53038 3.011192 -0.5735149 -0.2409167 0.02331277 0.05161825 0.9588329 -shdA slrP 1.517901 0.9529562 -0.4949771 -0.8908988 -0.1354085 -0.2666125 0.7897676 -shdA lpfB 1.529116 1.749081 -0.5644566 0.2677251 0.02182988 0.04459752 0.9644281 -shdA lpfA 1.529116 1.749081 -0.5644566 0.2677251 0.02182988 0.04459752 0.9644281 -shdA flgL 1.547445 0.9020114 -0.6185562 0.963187 -0.1100815 -0.216973 0.8282294 -shdA PA2366 0.8974874 2.152535 -0.4311015 -0.2869011 -1.129897 -1.830048 0.06724276 -shdA cdtB.1 1.529237 1.361788 -0.5632494 -1.254641 -0.02810161 -0.06590678 0.947452 -pefD rfbD 5.038148 1.377315 -1.819872 1.160267 -0.5626831 -1.355721 0.1751879 -pefD STM0280 5.240843 2.165383 -1.720569 -1.313553 0.4386695 1.136669 0.2556768 -pefD rfbF 5.240128 2.343781 -1.60406 -1.433004 -0.1876035 -0.5080559 0.6114141 -pefD STM0290 4.808483 1.114306 -1.961783 0.9836709 -0.57528 -1.201157 0.2296903 -pefD tae4 5.345318 2.559507 -1.595848 -1.567217 -0.02771117 -0.07770416 0.9380634 -pefD STM0287 5.540783 2.268532 -1.770431 -1.436232 0.5006243 1.058022 0.2900456 -pefD csgB 5.481437 2.179321 -1.715485 -1.034336 0.3444633 0.7705482 0.4409748 -pefD sciB 5.454406 2.116023 -1.707318 -1.021762 0.2788799 0.6159085 0.5379549 -pefD ssaG 5.31581 0.7186651 -1.474541 -0.7883167 -0.1673754 -0.3170943 0.751172 -pefD STM0286 5.222698 2.250658 -1.719169 -1.456819 0.4997983 1.299204 0.1938738 -pefD STM0268 5.244982 2.144526 -1.718424 -1.176798 0.3887536 0.9996102 0.3174992 -pefD STM0289 5.230505 2.20204 -1.721545 -1.395842 0.471193 1.220824 0.2221528 -pefD rfbG 5.240128 2.343781 -1.60406 -1.433004 -0.1876035 -0.5080559 0.6114141 -pefD gogB 5.52314 1.416861 -1.437126 1.213277 0.2733088 0.6005081 0.5481677 -pefD sopD2 5.336177 0.9229633 -1.561186 -0.9945245 -0.04758583 -0.09075242 0.9276893 -pefD STM0278 5.344992 2.548782 -1.594817 -1.586188 -0.004145547 -0.01170644 0.9906598 -pefD STM0269 5.244982 2.144526 -1.718424 -1.176798 0.3887536 0.9996102 0.3174992 -pefD STM0271 5.228537 2.148612 -1.729179 -1.246868 0.4040689 1.03215 0.302002 -pefD traJ 5.026062 1.71379 -0.3277489 1.632818 2.246402 3.873036 0.000107488 -pefD pipB2 5.417884 2.054732 -1.66481 -0.6815649 0.1866987 0.3614213 0.7177845 -pefD hcp1.tssD1 5.286964 0.8585838 -1.677376 0.8096657 -0.1313897 -0.2958128 0.767373 -pefD ssaO 5.227278 1.242901 -1.340829 -1.325019 -0.4597785 -1.037534 0.2994871 -pefD allD 5.169297 1.987603 -1.556924 -1.854862 -0.3501142 -0.8740651 0.3820828 -pefD allB 4.905212 2.139593 -1.629392 -1.992169 -0.7040696 -1.655359 0.09785175 -pefD allC 5.151001 1.927575 -1.550767 -1.792535 -0.3815481 -0.9496167 0.3423071 -pefD iucA 5.359865 1.102996 -1.63266 1.022881 -0.06219724 -0.1249792 0.90054 -pefD iucB 5.359865 1.102996 -1.63266 1.022881 -0.06219724 -0.1249792 0.90054 -pefD cdtB 5.32123 0.7264337 -1.536387 0.6780999 0.09185887 0.1833185 0.8545481 -pefD iucC 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 -pefD sinH 5.274298 1.77535 -1.529491 0.3874143 -0.1670015 -0.4044784 0.685861 -pefD tssF 5.303449 0.7669349 -1.422055 0.7047318 0.2362685 0.4232442 0.6721171 -pefD iucD 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 -pefD iutA 5.347633 0.9375952 -1.600735 0.8880706 -0.01008824 -0.02041079 0.9837157 -pefD hcp.tssD 5.104594 1.332173 -1.372731 -1.465389 0.5435327 1.283671 0.1992572 -pefD icsP.sopA 5.318541 0.7336487 -1.530807 0.6447233 0.1010588 0.2014874 0.8403174 -pefD fyuA 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefD ybtT 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefD ybtU 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefD nleC 5.280347 0.3749597 -1.442792 0.3809891 0.2353289 0.4554679 0.6487726 -pefD irp1 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefD irp2 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefD ybtQ 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefD ybtX 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefD ybtS 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefD ybtA 5.340348 0.9209432 -1.582251 0.8704239 0.01913737 0.03722702 0.970304 -pefD cesT 5.295783 0.7847946 -1.449949 0.6520277 0.2077907 0.3620636 0.7173045 -pefD vipA.tssB 5.264898 0.4454586 -1.195811 0.4177201 0.5134777 0.7862517 0.43172 -pefD wbtL.1 4.158896 3.696441 -2.174564 -2.229094 -1.521776 -5.331983 9.714594e-08 -pefD galU 5.134523 4.047818 -1.866319 -1.174444 -0.7475928 -1.962584 0.04969448 -pefD fliH 5.329756 0.9362394 -1.55018 0.8721314 0.06551705 0.123441 0.9017579 -pefD clpV1 5.169269 3.462188 -1.865913 -1.948827 -0.5213018 -1.326539 0.1846613 -pefD tviA 5.159218 1.640771 -1.067787 -0.5864601 0.7614305 1.337614 0.1810224 -pefD tviB 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD tviC 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD tviD 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD tviE 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD vexA 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD vexB 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD vexC 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD flgM 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD vexD 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD vexE 5.265602 0.4254154 -1.272546 0.4046477 0.4305823 0.7185794 0.4724001 -pefD clpV.tssH 4.861087 3.481277 -1.791952 1.63985 0.7734039 2.102949 0.03547025 -pefD ipfE 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 -pefD sopA 5.4646 1.730746 -1.73442 -1.193582 0.3203387 0.6551335 0.5123818 -pefD PA2367 5.39829 2.975479 -1.644141 -0.3786815 0.134898 0.3286934 0.7423875 -pefD lpfD 5.425176 2.743837 -1.582783 -0.545853 0.2245641 0.6091379 0.542433 -pefD avrA 5.110156 3.085278 -1.585388 -0.5140243 -0.4445271 -1.196147 0.2316393 -pefD slrP 5.278111 0.8729232 -1.689256 -0.8185575 0.1601864 0.3669488 0.7136572 -pefD lpfB 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 -pefD lpfA 5.463065 1.786727 -1.594233 0.3511951 0.1791804 0.4492241 0.65327 -pefD flgL 5.353327 0.8950406 -1.614892 0.9620794 -0.03255628 -0.06521957 0.9479992 -pefD PA2366 5.335985 3.298695 -1.623326 0.04306069 0.1118854 0.294586 0.7683101 -pefD cdtB.1 5.319759 1.337531 -1.595564 -1.23828 0.03621021 0.09073669 0.9277018 -rfbD STM0280 1.720906 2.379189 1.343501 -1.350262 0.184252 0.5792526 0.5624188 -rfbD rfbF 1.698952 2.072373 1.487502 -0.9206333 0.9297433 2.626797 0.008619283 -rfbD STM0290 1.793465 1.453275 1.436484 1.254588 0.2504385 0.6076184 0.5434406 -rfbD tae4 1.720573 2.565751 1.331642 -1.486795 0.1190116 0.4019034 0.6877551 -rfbD STM0287 1.689073 2.517292 1.302693 -1.658542 -0.1268797 -0.4345279 0.6639051 -rfbD csgB 1.7372 2.189765 1.391289 -1.043766 0.3453415 1.00509 0.3148534 -rfbD sciB 1.730418 2.145756 1.378932 -0.9563571 0.3337818 0.9785487 0.327803 -rfbD ssaG 0.9878209 0.2487336 0.9089027 -0.2709026 1.468095 2.234508 0.02544965 -rfbD STM0286 1.716988 2.533454 1.32882 -1.551714 0.09087746 0.3051135 0.7602797 -rfbD STM0268 1.725629 2.279976 1.380558 -1.097485 0.3852938 1.15471 0.2482092 -rfbD STM0289 1.709291 2.448288 1.319764 -1.524915 0.02339097 0.0772644 0.9384132 -rfbD rfbG 1.698952 2.072373 1.487502 -0.9206333 0.9297433 2.626797 0.008619283 -rfbD gogB 1.633206 1.247826 1.238705 1.046226 -0.1981488 -0.4318577 0.6658449 -rfbD sopD2 0.9481021 0.4083388 0.8740133 -0.4266744 1.57279 2.400948 0.01635264 -rfbD STM0278 1.71639 2.559722 1.32906 -1.531421 0.08907906 0.2966682 0.7667198 -rfbD STM0269 1.725629 2.279976 1.380558 -1.097485 0.3852938 1.15471 0.2482092 -rfbD STM0271 1.706946 2.304331 1.381848 -1.1873 0.372964 1.136289 0.2558355 -rfbD traJ 1.96574 1.391133 1.535843 0.8002757 0.5103705 0.7667264 0.4432442 -rfbD pipB2 1.596475 1.912327 1.450827 -0.09504965 0.8438751 2.312553 0.02074725 -rfbD hcp1.tssD1 0.9790866 0.437563 0.820032 0.3841034 -1.331234 -1.903823 0.05693329 -rfbD ssaO 1.507683 0.98222 1.251695 -1.023854 0.4167734 0.9102481 0.3626917 -rfbD allD 1.695785 1.813797 1.317436 -1.716008 0.04925635 0.1542375 0.8774225 -rfbD allB 1.695691 1.803331 1.317357 -1.724841 0.04993134 0.1565167 0.8756257 -rfbD allC 1.64562 1.702633 1.319954 -1.589085 0.2208113 0.6435598 0.5198609 -rfbD iucA 1.65167 1.10185 1.271381 0.9976934 -0.1363717 -0.2956666 0.7674847 -rfbD iucB 1.65167 1.10185 1.271381 0.9976934 -0.1363717 -0.2956666 0.7674847 -rfbD cdtB 1.489718 0.5959484 1.210102 0.546148 -0.3767338 -0.638339 0.523253 -rfbD iucC 1.417949 0.7807206 1.148986 0.705807 -0.5637564 -1.003456 0.3156407 -rfbD sinH 1.639598 1.816121 1.35304 0.6585057 0.4640812 1.223551 0.2211215 -rfbD tssF 1.496267 0.5981894 1.191106 0.5216611 -0.3861411 -0.6450579 0.5188896 -rfbD iucD 1.417949 0.7807206 1.148986 0.705807 -0.5637564 -1.003456 0.3156407 -rfbD iutA 1.417949 0.7807206 1.148986 0.705807 -0.5637564 -1.003456 0.3156407 -rfbD hcp.tssD 1.48421 1.529664 1.312127 -1.81617 -0.5241282 -1.258736 0.2081258 -rfbD icsP.sopA 1.539908 0.6179589 1.237276 0.5542145 -0.2699481 -0.4350385 0.6635345 -rfbD fyuA 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 -rfbD ybtT 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 -rfbD ybtU 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 -rfbD nleC 1.734237 0.3241741 1.326687 0.3265011 0.0385509 0.05501067 0.95613 -rfbD irp1 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 -rfbD irp2 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 -rfbD ybtQ 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 -rfbD ybtX 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 -rfbD ybtS 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 -rfbD ybtA 1.865897 0.9728331 1.407493 0.9297567 0.2733371 0.5225493 0.6012879 -rfbD cesT 2.128277 0.7661409 1.505484 0.7054536 0.6198499 0.9996868 0.3174621 -rfbD vipA.tssB 1.74837 0.3289972 1.335325 0.3064739 0.06118334 0.08403622 0.9330276 -rfbD wbtL.1 1.696235 6.306372 1.328083 0.06127923 0.1822679 0.9414037 0.346498 -rfbD galU 1.682659 4.158567 1.355808 -0.2980466 0.2768286 0.7831437 0.4335427 -rfbD fliH 2.203943 0.9970551 1.649731 0.9688098 0.8908398 1.725334 0.08446724 -rfbD clpV1 1.840603 2.039257 1.750999 1.632764 0.7960205 2.790552 0.005261828 -rfbD tviA 1.414861 1.316326 1.169794 -0.8389279 -0.4575422 -0.634143 0.5259875 -rfbD tviB 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD tviC 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD tviD 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD tviE 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD vexA 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD vexB 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD vexC 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD flgM 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD vexD 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD vexE 1.753872 0.329894 1.336751 0.3115862 0.06818049 0.09349198 0.9255127 -rfbD clpV.tssH 1.70892 2.333862 1.316389 1.928831 -0.1247792 -0.4851452 0.6275733 -rfbD ipfE 1.817554 1.80256 1.391675 0.3253793 0.4835743 1.255406 0.2093314 -rfbD sopA 1.722011 1.898112 1.399204 -1.435898 -0.2311965 -0.5935019 0.5528453 -rfbD PA2367 1.637695 2.884079 1.382346 -0.1067184 0.7248491 2.041419 0.04120918 -rfbD lpfD 1.773144 2.738396 1.324892 -0.6596517 0.1561628 0.4073203 0.6837727 -rfbD avrA 1.621153 2.999645 1.303152 -0.0558233 0.3923405 1.113337 0.2655639 -rfbD slrP 1.928916 1.021138 1.446799 -0.9738043 -0.3772312 -0.7145181 0.4749069 -rfbD lpfB 1.817554 1.80256 1.391675 0.3253793 0.4835743 1.255406 0.2093314 -rfbD lpfA 1.817554 1.80256 1.391675 0.3253793 0.4835743 1.255406 0.2093314 -rfbD flgL 1.297045 0.6782444 1.175588 0.7489082 -0.7377236 -1.335239 0.1817982 -rfbD PA2366 1.709616 3.293996 1.308966 0.03335137 0.1289682 0.3882865 0.697804 -rfbD cdtB.1 1.686974 1.374919 1.39358 -1.3114 -0.1711915 -0.4846382 0.627933 -STM0280 rfbF 2.224346 2.036811 -1.371142 -1.221077 -0.4230639 -0.6626244 0.5075711 -STM0280 STM0290 1.908598 0.9937859 -0.2922822 0.9401864 1.826392 3.156534 0.001596563 -STM0280 tae4 2.442396 3.576517 -1.130918 -0.3631495 1.222125 3.044244 0.002332659 -STM0280 STM0287 2.186738 2.479662 -2.064179 -2.209693 0.9160646 3.113859 0.001846574 -STM0280 csgB 2.279467 2.052896 -1.382528 -1.132671 -0.3029135 -0.556563 0.577826 -STM0280 sciB 2.584626 2.027642 -2.124454 -1.865275 1.15221 3.237797 0.001204564 -STM0280 ssaG 2.44756 0.6682117 -1.501953 -0.7257947 0.1382961 0.2382107 0.8117177 -STM0280 STM0286 2.201932 2.573631 -2.1507 -2.435251 1.257868 3.903559 9.478849e-05 -STM0280 STM0268 2.244686 2.772723 -1.158762 0.4300613 1.712632 3.799535 0.0001449678 -STM0280 STM0289 2.284647 2.497984 -2.232517 -2.403524 1.36379 4.276982 1.894439e-05 -STM0280 rfbG 2.224346 2.036811 -1.371142 -1.221077 -0.4230639 -0.6626244 0.5075711 -STM0280 gogB 2.166706 1.232237 -1.108775 1.108741 0.639206 1.475392 0.1401072 -STM0280 sopD2 2.261806 0.8915971 -1.393784 -0.9757549 -0.2017138 -0.4106876 0.6813016 -STM0280 STM0278 1.988145 1.334887 -0.1934855 1.258963 2.255066 4.158821 3.198946e-05 -STM0280 STM0269 2.244686 2.772723 -1.158762 0.4300613 1.712632 3.799535 0.0001449678 -STM0280 STM0271 2.390237 2.167277 -2.085149 -1.9957 0.9512822 3.004417 0.002660907 -STM0280 traJ 2.101159 1.135045 -0.8881217 0.7458745 0.8866361 1.576344 0.1149465 -STM0280 pipB2 1.702443 1.322341 -1.258828 -0.4965231 -1.019134 -1.692998 0.09045588 -STM0280 hcp1.tssD1 2.273915 0.9113086 -1.31854 0.8603459 0.2662818 0.5381704 0.5904594 -STM0280 ssaO 2.180904 1.040359 -1.331241 -1.132029 -0.3613541 -0.7860118 0.4318606 -STM0280 allD 2.378095 1.824038 -1.459151 -1.733072 0.01280471 0.04159035 0.9668253 -STM0280 allB 2.304148 1.794415 -1.376406 -1.706376 -0.18821 -0.5750125 0.5652828 -STM0280 allC 2.328731 1.742493 -1.413144 -1.640859 -0.1142384 -0.3467197 0.7288019 -STM0280 iucA 2.395647 1.128819 -1.468489 1.042862 -0.04178805 -0.09193311 0.9267512 -STM0280 iucB 2.395647 1.128819 -1.468489 1.042862 -0.04178805 -0.09193311 0.9267512 -STM0280 cdtB 2.431351 0.6855602 -1.494613 0.6479103 -0.111883 -0.1950309 0.8453687 -STM0280 iucC 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 -STM0280 sinH 1.845212 1.286288 -1.157056 0.4143131 -0.7939071 -1.041506 0.297641 -STM0280 tssF 2.418517 0.676946 -1.502194 0.628729 -0.1031973 -0.179047 0.8579008 -STM0280 iucD 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 -STM0280 iutA 2.544345 0.9076556 -1.568365 0.8608513 -0.3292626 -0.6256986 0.5315126 -STM0280 hcp.tssD 2.013651 1.143207 -1.082149 -1.468586 0.6980998 0.6895524 0.4904757 -STM0280 icsP.sopA 2.426487 0.6875479 -1.497402 0.6152501 -0.108373 -0.1881303 0.8507745 -STM0280 fyuA 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0280 ybtT 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0280 ybtU 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0280 nleC 2.249348 0.3127813 -1.363644 0.3212514 0.2392379 0.3567444 0.7212832 -STM0280 irp1 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0280 irp2 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0280 ybtQ 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0280 ybtX 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0280 ybtS 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0280 ybtA 2.012239 0.8173143 -1.12001 0.8085471 0.7740191 1.402626 0.1607284 -STM0280 cesT 2.419404 0.6932778 -1.521232 0.5895201 -0.1214384 -0.2050809 0.8375089 -STM0280 vipA.tssB 2.268377 0.3204659 -1.329693 0.2961806 0.2497793 0.370248 0.7111977 -STM0280 wbtL.1 2.375529 6.268516 -1.457415 0.02400386 0.0749263 0.4072138 0.683851 -STM0280 galU 2.382322 4.894423 -1.466455 -0.06963513 0.1176425 0.5630801 0.5733803 -STM0280 fliH 2.460249 0.8823988 -1.6062 0.8230265 -0.2649584 -0.5302183 0.5959606 -STM0280 clpV1 1.997028 1.551184 -0.4210725 1.390455 1.64298 3.802818 0.0001430594 -STM0280 tviA 2.009742 1.379971 -1.128807 -0.8199 0.7692126 1.109275 0.2673116 -STM0280 tviB 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 tviC 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 tviD 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 tviE 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 vexA 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 vexB 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 vexC 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 flgM 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 vexD 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 vexE 1.661874 0.1289387 -1.008887 0.1137816 1.287661 1.721096 0.08523337 -STM0280 clpV.tssH 2.263836 2.225834 -1.224843 1.980607 0.412255 1.500322 0.1335311 -STM0280 ipfE 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 -STM0280 sopA 2.367375 2.186609 -1.446637 -1.048409 -0.02354767 -0.07601423 0.9394078 -STM0280 PA2367 2.400515 3.042407 -1.476878 -0.4688986 0.08814341 0.2807016 0.7789393 -STM0280 lpfD 1.923304 2.016909 -1.451021 -0.927973 -1.081183 -2.216334 0.02666864 -STM0280 avrA 2.322781 2.741496 -1.341568 -0.4770387 -0.2698464 -0.767859 0.4425709 -STM0280 slrP 2.255253 0.9421801 -1.237682 -0.8787562 -0.406937 -0.8702605 0.3841581 -STM0280 lpfB 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 -STM0280 lpfA 2.255007 1.616634 -1.486065 -0.008023156 -0.6741871 -1.322362 0.1860476 -STM0280 flgL 2.272208 0.8914771 -1.393621 0.9766867 0.187485 0.3832563 0.7015298 -STM0280 PA2366 2.27966 2.172639 -1.307457 1.773095 1.197323 3.832203 0.0001270008 -STM0280 cdtB.1 2.355855 1.215802 -1.466761 -1.175669 0.5224131 1.468743 0.1419026 -rfbF STM0290 2.060184 1.379997 -0.730829 1.229696 0.9095355 2.181205 0.02916825 -rfbF tae4 2.215622 2.489877 -1.266261 -1.560148 -0.1832528 -0.5435384 0.5867591 -rfbF STM0287 2.200447 2.478582 -1.261065 -1.58305 -0.2168688 -0.6417502 0.5210354 -rfbF csgB 2.415463 2.376281 -1.41492 -1.280949 0.3090659 0.9286215 0.3530853 -rfbF sciB 2.241338 2.124936 -1.290693 -1.107227 -0.1224212 -0.2050482 0.8375345 -rfbF ssaG 2.353361 0.6592346 -1.402269 -0.7173018 0.1439614 0.2530455 0.8002331 -rfbF STM0286 2.197009 2.467113 -1.259665 -1.59624 -0.2236393 -0.6615404 0.5082658 -rfbF STM0268 2.147566 2.194365 -1.247254 -1.255413 -0.2660955 -0.4030781 0.6868908 -rfbF STM0289 2.2561 2.423709 -1.293434 -1.528541 -0.1140046 -0.3379793 0.7353788 -rfbF rfbG 2.114304 2.114304 0.3857265 0.3857265 2.810266 5.263443 1.413822e-07 -rfbF gogB 2.079977 1.274436 -0.9190032 1.151416 0.7101205 1.646267 0.09970888 -rfbF sopD2 2.224157 0.9067055 -1.244841 -0.9897367 -0.2092359 -0.4343613 0.6640261 -rfbF STM0278 2.192815 2.481197 -1.258874 -1.58599 -0.2343148 -0.6952974 0.486869 -rfbF STM0269 2.147566 2.194365 -1.247254 -1.255413 -0.2660955 -0.4030781 0.6868908 -rfbF STM0271 2.141363 2.238641 -1.238842 -1.32828 -0.2663371 -0.4424974 0.6581293 -rfbF traJ 1.826207 0.8841201 -0.283739 0.7612642 1.59648 2.657164 0.00788012 -rfbF pipB2 2.394723 1.925283 -1.424351 -1.233672 0.2282062 0.5627624 0.5735967 -rfbF hcp1.tssD1 2.048895 0.8808005 -0.8408867 0.8455657 0.8534924 1.618224 0.1056143 -rfbF ssaO 2.318744 1.082091 -1.354093 -1.138669 0.03920035 0.08583737 0.9315957 -rfbF allD 2.34013 1.827215 -1.37596 -1.734813 0.07960838 0.2409661 0.8095814 -rfbF allB 2.341739 1.817075 -1.377938 -1.743882 0.08278698 0.2500731 0.8025308 -rfbF allC 2.386847 1.753134 -1.426657 -1.671798 0.1897972 0.5630246 0.5734181 -rfbF iucA 2.307079 1.129345 -1.337125 1.043984 -0.00700982 -0.01522044 0.9878563 -rfbF iucB 2.307079 1.129345 -1.337125 1.043984 -0.00700982 -0.01522044 0.9878563 -rfbF cdtB 2.343703 0.678433 -1.393277 0.6413896 -0.1173188 -0.2050431 0.8375385 -rfbF iucC 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 -rfbF sinH 1.676672 1.284525 -1.064499 0.3779569 -0.831728 -1.246259 0.2126692 -rfbF tssF 2.331957 0.6726226 -1.387477 0.6244137 -0.09339152 -0.1621984 0.8711496 -rfbF iucD 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 -rfbF iutA 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 -rfbF hcp.tssD 1.786612 1.081809 -0.9628603 -1.417085 0.8112552 1.170334 0.2418664 -rfbF icsP.sopA 2.340213 0.6810946 -1.393585 0.6098129 -0.1098562 -0.1891261 0.849994 -rfbF fyuA 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbF ybtT 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbF ybtU 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbF nleC 2.237395 0.3244215 -1.227507 0.3317962 0.2004242 0.3085139 0.7576913 -rfbF irp1 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbF irp2 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbF ybtQ 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbF ybtX 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbF ybtS 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbF ybtA 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbF cesT 2.121656 0.7253525 -0.9730681 0.5824544 0.5944791 1.009557 0.3127076 -rfbF vipA.tssB 2.238269 0.3320812 -1.19053 0.307732 0.2348873 0.3561445 0.7217324 -rfbF wbtL.1 2.567938 6.423546 -1.488475 0.1301897 0.9875967 3.962611 7.413461e-05 -rfbF galU 2.314537 4.027863 -1.351652 -0.5071097 0.03614431 0.07367622 0.941268 -rfbF fliH 2.069828 0.888277 -0.7961644 0.8371921 0.8786593 1.657951 0.09732733 -rfbF clpV1 1.848419 3.190942 -0.7868902 0.2720106 1.080987 2.2057 0.02740502 -rfbF tviA 2.081187 1.457138 -0.9293778 -0.8017092 0.7283697 1.087661 0.2767446 -rfbF tviB 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF tviC 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF tviD 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF tviE 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF vexA 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF vexB 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF vexC 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF flgM 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF vexD 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF vexE 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbF clpV.tssH 2.277992 2.30081 -1.281394 2.000729 0.06951589 0.2409802 0.8095705 -rfbF ipfE 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 -rfbF sopA 2.272752 2.232212 -1.297984 -1.016597 -0.1069096 -0.3195207 0.7493317 -rfbF PA2367 2.294785 2.974058 -1.324589 -0.479669 -0.02442955 -0.06958557 0.9445235 -rfbF lpfD 1.918967 2.243039 -1.292584 -0.898392 -0.7019795 -1.272437 0.2032178 -rfbF avrA 2.174195 2.752992 -1.182626 -0.5112183 -0.4044641 -1.110427 0.2668151 -rfbF slrP 2.077539 0.9286888 -0.7611505 -0.8693118 -0.9660103 -1.853247 0.06384701 -rfbF lpfB 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 -rfbF lpfA 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 -rfbF flgL 2.226669 0.905026 -1.244119 0.9905622 0.2015873 0.4191491 0.6751072 -rfbF PA2366 1.784089 2.561209 -1.093133 -0.3699333 -0.8019433 -1.39732 0.1623173 -rfbF cdtB.1 2.295312 1.324935 -1.334208 -1.236332 0.1020195 0.2808323 0.778839 -STM0290 tae4 1.19708 2.233128 1.108919 -0.755529 1.286402 2.676475 0.007440103 -STM0290 STM0287 0.980747 2.053673 0.9283722 -0.4132571 1.901208 3.250655 0.001151396 -STM0290 csgB 1.369446 2.003116 1.221732 -0.66106 0.8515713 2.052455 0.04012543 -STM0290 sciB 1.024955 1.718679 0.9696725 -0.07101391 1.716801 3.035251 0.002403358 -STM0290 ssaG 0.8357457 0.2478513 0.7697076 -0.2738996 1.262432 1.87141 0.06128821 -STM0290 STM0286 0.9809463 2.049815 0.9287654 -0.4180125 1.905516 3.258779 0.001118929 -STM0290 STM0268 1.006 1.82674 0.9519283 -0.1904218 1.770479 3.090179 0.002000361 -STM0290 STM0289 0.983466 1.977774 0.9305645 -0.3645488 1.865258 3.200846 0.001370245 -STM0290 rfbG 1.379997 2.060184 1.229696 -0.730829 0.9095355 2.181204 0.02916835 -STM0290 gogB 1.208531 1.098477 1.013312 0.934285 -0.4478207 -0.7410189 0.458682 -STM0290 sopD2 0.7961824 0.4061424 0.7345002 -0.4285953 1.363178 2.023083 0.04306463 -STM0290 STM0278 1.206202 2.24385 1.11738 -0.7610686 1.313017 2.736819 0.006203641 -STM0290 STM0269 1.006 1.82674 0.9519283 -0.1904218 1.770479 3.090179 0.002000361 -STM0290 STM0271 0.9859634 1.85682 0.9330281 -0.2532731 1.780105 3.080342 0.002067629 -STM0290 traJ 1.992837 1.440939 1.6425 1.316667 1.17474 2.180442 0.02922471 -STM0290 pipB2 1.362764 1.973411 1.212669 -0.1066609 0.6220539 1.534377 0.124937 -STM0290 hcp1.tssD1 0.8143451 0.4320778 0.7177557 0.3941614 -1.175027 -1.639607 0.1010869 -STM0290 ssaO 1.383734 1.058228 1.155666 -1.114641 0.07431776 0.1512295 0.8797947 -STM0290 allD 1.422366 1.842734 1.173154 -1.758479 -0.06133094 -0.162291 0.8710767 -STM0290 allB 1.434961 1.911908 1.179791 -1.887471 -0.3372854 -0.9259394 0.3544775 -STM0290 allC 1.427099 1.779531 1.17461 -1.708094 -0.09775581 -0.2555585 0.7982918 -STM0290 iucA 1.201793 0.9453755 1.007102 0.8381225 -0.4949785 -0.8483418 0.3962477 -STM0290 iucB 1.201793 0.9453755 1.007102 0.8381225 -0.4949785 -0.8483418 0.3962477 -STM0290 cdtB 0.8592105 0.2825431 0.7595072 0.244944 -1.133018 -1.614833 0.1063468 -STM0290 iucC 0.8209098 0.4462188 0.7187984 0.3932296 -1.255674 -1.815135 0.0695032 -STM0290 sinH 1.130572 1.875558 1.045125 1.136653 1.076952 2.105615 0.03523778 -STM0290 tssF 0.8601584 0.2854759 0.7624415 0.2420293 -1.089293 -1.521424 0.1281534 -STM0290 iucD 0.8209098 0.4462188 0.7187984 0.3932296 -1.255674 -1.815135 0.0695032 -STM0290 iutA 0.8209098 0.4462188 0.7187984 0.3932296 -1.255674 -1.815135 0.0695032 -STM0290 hcp.tssD 1.211732 1.623783 1.090637 -1.952928 -0.5744887 -1.136209 0.2558692 -STM0290 icsP.sopA 0.8608278 0.2821669 0.7613152 0.2419052 -1.099045 -1.540435 0.1234544 -STM0290 fyuA 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 -STM0290 ybtT 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 -STM0290 ybtU 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 -STM0290 nleC 0.9272013 0.04163606 0.8221456 0.03379485 -0.9392329 -1.292195 0.1962897 -STM0290 irp1 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 -STM0290 irp2 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 -STM0290 ybtQ 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 -STM0290 ybtX 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 -STM0290 ybtS 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 -STM0290 ybtA 0.8146072 0.4322236 0.7172186 0.394933 -1.187364 -1.666278 0.09565796 -STM0290 cesT 0.8642864 0.2963983 0.7664849 0.2397921 -1.04334 -1.420588 0.1554367 -STM0290 vipA.tssB 0.9367302 0.05130803 0.8313921 0.03319429 -0.8843717 -1.176833 0.2392621 -STM0290 wbtL.1 1.415008 6.286935 1.170292 0.01751663 -0.01160887 -0.03451573 0.9724659 -STM0290 galU 1.328253 3.850097 1.142895 -1.032504 -0.5774184 -1.78138 0.07485044 -STM0290 fliH 0.8144605 0.4333308 0.7184028 0.3930382 -1.164833 -1.617576 0.105754 -STM0290 clpV1 1.175466 4.507974 1.052605 -1.111909 -0.6447608 -1.759389 0.07851153 -STM0290 tviA 1.249681 1.323788 1.069615 -0.8098523 -0.28951 -0.3889764 0.6972936 -STM0290 tviB 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 tviC 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 tviD 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 tviE 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 vexA 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 vexB 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 vexC 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 flgM 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 vexD 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 vexE 1.57349 0.3825845 1.248565 0.363435 0.2554865 0.3384302 0.735039 -STM0290 clpV.tssH 1.304045 2.65287 1.128173 2.288701 0.8322126 2.502393 0.01233568 -STM0290 ipfE 1.237668 1.628013 1.078221 0.02520068 -0.5079809 -1.023692 0.3059806 -STM0290 sopA 1.365056 2.461215 1.113073 -0.4921347 0.393571 0.9123904 0.3615632 -STM0290 PA2367 1.079628 2.88138 1.013017 0.6056131 1.369034 2.632619 0.008472928 -STM0290 lpfD 0.9403965 2.623157 0.8909245 -1.422812 -1.198743 -2.291704 0.02192273 -STM0290 avrA 1.377401 2.062682 1.109663 -0.9384854 0.1913137 0.423418 0.6719903 -STM0290 slrP 1.298473 0.8479731 1.087244 -0.7888109 0.2300331 0.3589961 0.719598 -STM0290 lpfB 1.237668 1.628013 1.078221 0.02520068 -0.5079809 -1.023692 0.3059806 -STM0290 lpfA 1.237668 1.628013 1.078221 0.02520068 -0.5079809 -1.023692 0.3059806 -STM0290 flgL 0.7960224 0.4067428 0.733101 0.4267375 -1.353615 -2.004703 0.04499486 -STM0290 PA2366 1.097624 3.224037 1.021608 0.834559 1.228295 2.40609 0.0161243 -STM0290 cdtB.1 1.183755 1.06039 0.9412944 -0.9199016 0.7678308 1.41785 0.1562347 -tae4 STM0287 2.360931 2.390528 -2.016434 -2.037674 0.624624 2.154028 0.03123801 -tae4 csgB 2.508941 2.190754 -1.559469 -1.173956 -0.1047262 -0.3153184 0.7525199 -tae4 sciB 1.381345 1.723644 1.294015 0.02599867 2.155184 4.065909 4.784558e-05 -tae4 ssaG 2.601386 0.6691467 -1.583966 -0.7296488 0.08751619 0.1482599 0.8821377 -tae4 STM0286 2.328922 2.373745 -2.171572 -2.218266 0.8729622 3.194966 0.001398472 -tae4 STM0268 1.376897 1.856221 1.291722 -0.07917355 2.221963 4.15682 3.227077e-05 -tae4 STM0289 2.388039 2.298945 -2.228507 -2.190928 0.9822729 3.552762 0.0003812087 -tae4 rfbG 2.489876 2.215622 -1.560146 -1.266261 -0.1832535 -0.5435405 0.5867577 -tae4 gogB 2.438935 1.279858 -1.399854 1.127502 0.3089962 0.768475 0.442205 -tae4 sopD2 2.376761 0.8842848 -1.490421 -0.9734938 -0.2596802 -0.5250567 0.5995438 -tae4 STM0278 2.171868 1.323081 -0.3097405 1.251363 2.329876 4.254773 2.092616e-05 -tae4 STM0269 1.376897 1.856221 1.291722 -0.07917355 2.221963 4.15682 3.227077e-05 -tae4 STM0271 1.575734 2.014279 1.435057 -0.4329942 1.719012 3.989049 6.633884e-05 -tae4 traJ 2.218905 1.113365 -1.009317 0.745867 0.9289864 1.643537 0.100272 -tae4 pipB2 1.841216 1.279284 -1.4064 -0.4862581 -1.086276 -1.776278 0.07568704 -tae4 hcp1.tssD1 2.403838 0.9091824 -1.412863 0.8587173 0.3171657 0.6444891 0.5192583 -tae4 ssaO 2.292594 1.030513 -1.436289 -1.127897 -0.4106466 -0.8855645 0.3758522 -tae4 allD 2.528275 1.818529 -1.538361 -1.723995 -0.04965081 -0.164211 0.8695651 -tae4 allB 2.444987 1.793043 -1.474475 -1.688575 -0.243842 -0.7546253 0.4504738 -tae4 allC 2.465506 1.742556 -1.506314 -1.620601 -0.1762676 -0.5391768 0.5897649 -tae4 iucA 2.542735 1.130117 -1.555524 1.044864 0.004789747 0.01050297 0.99162 -tae4 iucB 2.542735 1.130117 -1.555524 1.044864 0.004789747 0.01050297 0.99162 -tae4 cdtB 2.580849 0.6893357 -1.573479 0.6510027 -0.05538181 -0.09543977 0.9239655 -tae4 iucC 2.729703 0.912645 -1.633853 0.867793 -0.2814511 -0.5263272 0.5986609 -tae4 sinH 2.377843 1.598774 -1.435264 0.4683095 -0.3737593 -0.4831197 0.6290108 -tae4 tssF 2.574178 0.6805816 -1.580189 0.6318467 -0.05492328 -0.09448166 0.9247266 -tae4 iucD 2.729703 0.912645 -1.633853 0.867793 -0.2814511 -0.5263272 0.5986609 -tae4 iutA 2.729703 0.912645 -1.633853 0.867793 -0.2814511 -0.5263272 0.5986609 -tae4 hcp.tssD 2.363989 1.323658 -1.381561 -1.581116 0.4160085 0.6398043 0.5222998 -tae4 icsP.sopA 2.577923 0.6920331 -1.574165 0.6175005 -0.05303065 -0.09131395 0.9272431 -tae4 fyuA 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 -tae4 ybtT 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 -tae4 ybtU 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 -tae4 nleC 2.351449 0.3089462 -1.461623 0.3191333 0.3063186 0.4498988 0.6527834 -tae4 irp1 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 -tae4 irp2 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 -tae4 ybtQ 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 -tae4 ybtX 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 -tae4 ybtS 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 -tae4 ybtA 2.089353 0.8019837 -1.249113 0.7963072 0.8290605 1.480277 0.1387993 -tae4 cesT 2.581461 0.6989843 -1.597909 0.5902208 -0.08078594 -0.1366687 0.8912927 -tae4 vipA.tssB 2.392375 0.3189856 -1.41932 0.2943859 0.3049819 0.4465331 0.6552122 -tae4 wbtL.1 2.548466 6.2753 -1.569292 0.02992436 0.1389597 0.7335224 0.4632399 -tae4 galU 2.542344 3.820567 -1.534328 -0.629005 -0.05173525 -0.1590871 0.8736003 -tae4 fliH 2.569426 0.9035407 -1.601391 0.8434312 -0.07893908 -0.1735294 0.8622353 -tae4 clpV1 2.276006 1.70228 -0.7369863 1.448986 1.332687 3.569222 0.000358043 -tae4 tviA 2.106685 1.335228 -1.26152 -0.7857925 0.7755657 1.101603 0.2706344 -tae4 tviB 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 tviC 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 tviD 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 tviE 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 vexA 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 vexB 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 vexC 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 flgM 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 vexD 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 vexE 2.379818 0.3160381 -1.414797 0.2983322 0.3255038 0.486839 0.6263724 -tae4 clpV.tssH 2.529516 2.261768 -1.359746 1.975287 0.3378532 1.278225 0.20117 -tae4 ipfE 2.50538 1.665299 -1.670135 0.09471648 -0.5738258 -1.774486 0.07598284 -tae4 sopA 2.557338 2.17367 -1.567878 -1.064112 0.04249312 0.1471912 0.8829811 -tae4 PA2367 2.513447 2.936207 -1.544362 -0.475641 -0.08588416 -0.2716253 0.7859101 -tae4 lpfD 2.397199 2.302578 -1.636934 -0.8509058 -0.784821 -1.988535 0.04675254 -tae4 avrA 2.547767 2.991454 -1.560746 -0.2621 0.01452224 0.05298533 0.9577436 -tae4 slrP 2.539498 0.9384396 -1.546672 -0.8767976 -0.0199252 -0.04654783 0.9628736 -tae4 lpfB 2.50538 1.665299 -1.670135 0.09471648 -0.5738258 -1.774486 0.07598284 -tae4 lpfA 2.50538 1.665299 -1.670135 0.09471648 -0.5738258 -1.774486 0.07598284 -tae4 flgL 2.391344 0.8848701 -1.491202 0.9754427 0.2421258 0.4919479 0.6227562 -tae4 PA2366 1.458282 3.301125 1.376184 1.004118 1.758608 3.845737 0.0001201906 -tae4 cdtB.1 2.551043 1.230042 -1.603286 -1.195635 0.5072501 1.677404 0.09346357 -STM0287 csgB 2.493665 2.17602 -1.584428 -1.165348 -0.1367725 -0.4117911 0.6804926 -STM0287 sciB 2.859149 1.94321 -2.068447 -1.7675 1.028001 2.871549 0.00408466 -STM0287 ssaG 2.577021 0.6690084 -1.607282 -0.7306404 0.06575481 0.1116287 0.9111178 -STM0287 STM0286 2.393329 2.411447 -2.31982 -2.337957 1.15368 4.158112 3.208883e-05 -STM0287 STM0268 2.648384 2.0935 -1.982378 -1.846436 0.7691138 2.446213 0.01443658 -STM0287 STM0289 2.425419 2.287553 -2.287467 -2.197527 1.028884 3.662546 0.0002497204 -STM0287 rfbG 2.478582 2.200447 -1.58305 -1.261065 -0.2168688 -0.6417499 0.5210356 -STM0287 gogB 2.429647 1.281765 -1.414362 1.128824 0.3276497 0.8152606 0.4149231 -STM0287 sopD2 2.3607 0.8834475 -1.509561 -0.9741883 -0.2779445 -0.5629201 0.5734893 -STM0287 STM0278 2.467099 1.788925 -0.9440793 1.501015 1.179507 3.47377 0.0005131999 -STM0287 STM0269 2.648384 2.0935 -1.982378 -1.846436 0.7691138 2.446213 0.01443658 -STM0287 STM0271 2.614784 2.095291 -2.028937 -1.901977 0.772295 2.479174 0.0131687 -STM0287 traJ 1.858138 0.7594146 -0.6925118 0.6299627 1.670056 2.54282 0.01099619 -STM0287 pipB2 2.43365 1.869973 -1.529386 -0.4686574 -0.3248266 -0.7835567 0.4333003 -STM0287 hcp1.tssD1 2.389137 0.9103194 -1.424576 0.8592522 0.3449128 0.7057126 0.4803669 -STM0287 ssaO 2.280328 1.029723 -1.452582 -1.129019 -0.4281969 -0.9247638 0.3550888 -STM0287 allD 2.577741 1.831023 -1.650802 -1.749372 0.1457249 0.4876242 0.625816 -STM0287 allB 2.523384 1.809782 -1.570159 -1.734486 -0.03826975 -0.1249685 0.9005485 -STM0287 allC 2.551164 1.751791 -1.598861 -1.668976 0.03754626 0.1207886 0.9038585 -STM0287 iucA 1.951167 1.417274 -1.258021 -0.6190646 0.9390377 1.139542 0.254477 -STM0287 iucB 1.951167 1.417274 -1.258021 -0.6190646 0.9390377 1.139542 0.254477 -STM0287 cdtB 2.55742 0.6905663 -1.596693 0.6515726 -0.0342786 -0.05932963 0.9526896 -STM0287 iucC 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 -STM0287 sinH 2.85749 1.303524 -1.710451 -1.053903 0.4983948 1.025438 0.3051566 -STM0287 tssF 2.554537 0.681763 -1.601728 0.6326878 -0.03625802 -0.062541 0.950132 -STM0287 iucD 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 -STM0287 iutA 2.446651 1.224546 -1.504314 -1.432636 0.2394599 0.5157295 0.6060433 -STM0287 hcp.tssD 2.3612 1.322995 -1.401482 -1.578991 0.4229636 0.658348 0.5103145 -STM0287 icsP.sopA 2.555442 0.6936519 -1.596905 0.6176074 -0.03243584 -0.05609691 0.9552646 -STM0287 fyuA 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -STM0287 ybtT 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -STM0287 ybtU 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -STM0287 nleC 2.334421 0.3089043 -1.480759 0.3195672 0.3247417 0.4783125 0.6324278 -STM0287 irp1 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -STM0287 irp2 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -STM0287 ybtQ 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -STM0287 ybtX 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -STM0287 ybtS 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -STM0287 ybtA 2.082352 0.802909 -1.262419 0.7977968 0.8444569 1.509877 0.1310748 -STM0287 cesT 2.564213 0.6994594 -1.619564 0.5915936 -0.06485297 -0.1090843 0.9131356 -STM0287 vipA.tssB 2.37775 0.3195603 -1.437664 0.2948337 0.321663 0.4716534 0.6371742 -STM0287 wbtL.1 2.395973 2.271173 -1.343722 -2.085769 -0.5628265 -2.145043 0.0319494 -STM0287 galU 2.46308 3.290258 -1.41741 -0.9438775 -0.4092792 -1.337395 0.1810937 -STM0287 fliH 2.609637 0.8896264 -1.693431 0.8298913 -0.1986737 -0.4021791 0.6875523 -STM0287 clpV1 2.431679 1.99757 -1.0114 1.385225 0.8487591 2.61427 0.008941821 -STM0287 tviA 2.076302 1.363977 -1.248877 -0.8264288 0.8543993 1.224693 0.220691 -STM0287 tviB 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 tviC 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 tviD 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 tviE 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 vexA 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 vexB 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 vexC 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 flgM 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 vexD 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 vexE 1.703065 0.1127014 -1.125926 0.09768136 1.377324 1.85061 0.06422573 -STM0287 clpV.tssH 2.442194 2.238373 -1.353073 1.962764 0.4917326 1.828446 0.06748268 -STM0287 ipfE 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 -STM0287 sopA 2.562434 2.166777 -1.610784 -1.07169 0.08836768 0.3006272 0.7636988 -STM0287 PA2367 2.628692 3.095998 -1.604228 -0.4601228 0.1922346 0.6282042 0.5298702 -STM0287 lpfD 2.508513 2.613927 -1.645623 -0.7223109 -0.2592328 -0.909685 0.3629887 -STM0287 avrA 2.516609 2.932767 -1.541483 -0.3097022 -0.1340521 -0.4570605 0.6476275 -STM0287 slrP 2.396665 0.9406416 -1.317139 -0.8774523 -0.4885926 -1.052562 0.2925416 -STM0287 lpfB 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 -STM0287 lpfA 2.533657 1.739075 -1.612033 0.2447043 -0.09045168 -0.2999919 0.7641833 -STM0287 flgL 2.693818 0.8941788 -1.706029 0.9421782 -0.2974623 -0.5818083 0.5606958 -STM0287 PA2366 2.747893 2.633897 -1.429924 1.218571 0.67078 2.355906 0.01847757 -STM0287 cdtB.1 2.53734 1.342181 -1.595409 -1.248713 0.0562401 0.1936907 0.8464181 -csgB sciB 1.484842 1.46345 -1.079149 -1.047972 -0.9395636 -1.562239 0.1182317 -csgB ssaG 2.316446 0.6526834 -1.314866 -0.7079341 0.216937 0.3816613 0.7027126 -csgB STM0286 2.172505 2.481112 -1.163754 -1.598397 -0.1435025 -0.4324762 0.6653954 -csgB STM0268 1.434819 1.558149 -1.084785 -1.181252 -1.019107 -1.721851 0.08509654 -csgB STM0289 2.230595 2.43701 -1.195011 -1.53455 -0.03959059 -0.1184508 0.9057105 -csgB rfbG 2.376282 2.415464 -1.280949 -1.414919 0.3090657 0.928621 0.3530856 -csgB gogB 1.863746 1.18841 -0.6234461 1.0822 1.083301 2.281714 0.02250625 -csgB sopD2 2.198069 0.9079922 -1.145953 -0.9861499 -0.1444625 -0.2993471 0.7646752 -csgB STM0278 2.168363 2.496846 -1.162738 -1.586189 -0.1526592 -0.4612214 0.6446398 -csgB STM0269 1.434819 1.558149 -1.084785 -1.181252 -1.019107 -1.721851 0.08509654 -csgB STM0271 1.410935 1.602157 -1.072816 -1.231367 -1.033643 -1.744883 0.08100532 -csgB traJ 1.78439 0.8885141 -0.2118784 0.756096 1.538562 2.570415 0.01015766 -csgB pipB2 2.399153 1.858275 -1.335298 -1.348808 0.325557 0.8857017 0.3757783 -csgB hcp1.tssD1 2.014038 0.8837203 -0.7415312 0.8485495 0.8005444 1.525205 0.1272081 -csgB ssaO 2.284771 1.07936 -1.257888 -1.132081 0.09535764 0.2082251 0.8350532 -csgB allD 2.422209 1.848619 -1.414847 -1.739032 0.3768402 1.137712 0.2552407 -csgB allB 2.33242 1.823454 -1.287394 -1.748917 0.1552752 0.4651731 0.6418075 -csgB allC 2.381077 1.758185 -1.33143 -1.677039 0.2630147 0.7739173 0.4389797 -csgB iucA 2.274386 1.124405 -1.240746 1.037909 -0.06269316 -0.1348966 0.8926936 -csgB iucB 2.274386 1.124405 -1.240746 1.037909 -0.06269316 -0.1348966 0.8926936 -csgB cdtB 2.307481 0.6696101 -1.306095 0.6338391 -0.1840324 -0.3199945 0.7489725 -csgB iucC 2.378649 0.8797798 -1.410645 0.8315954 -0.392445 -0.7334952 0.4632564 -csgB sinH 1.630979 1.299962 -0.988164 0.4005128 -0.7821283 -1.171056 0.2415765 -csgB tssF 2.292475 0.6646551 -1.298637 0.6171465 -0.1530303 -0.2645823 0.7913312 -csgB iucD 2.378649 0.8797798 -1.410645 0.8315954 -0.392445 -0.7334952 0.4632564 -csgB iutA 2.378649 0.8797798 -1.410645 0.8315954 -0.392445 -0.7334952 0.4632564 -csgB hcp.tssD 1.727433 1.090063 -0.886468 -1.434088 0.7786204 1.146279 0.2516797 -csgB icsP.sopA 2.302704 0.6719433 -1.305668 0.6045004 -0.1709944 -0.2927579 0.7697072 -csgB fyuA 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 -csgB ybtT 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 -csgB ybtU 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 -csgB nleC 2.20977 0.3227437 -1.134215 0.3285819 0.1339301 0.206947 0.8360513 -csgB irp1 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 -csgB irp2 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 -csgB ybtQ 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 -csgB ybtX 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 -csgB ybtS 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 -csgB ybtA 2.1822 0.926687 -1.079499 0.8816917 0.2179112 0.433447 0.6646901 -csgB cesT 2.287499 0.6859615 -1.3003 0.5789213 -0.1412636 -0.2394633 0.8107464 -csgB vipA.tssB 2.205128 0.329607 -1.098729 0.3056408 0.1759706 0.2676798 0.7889458 -csgB wbtL.1 1.990836 2.339578 -1.055059 -2.084465 -0.387125 -1.51613 0.1294865 -csgB galU 2.268373 4.95589 -1.219908 -0.04782759 0.1960114 0.9410115 0.346699 -csgB fliH 2.070712 0.8859017 -0.6305959 0.8342086 0.8752117 1.625644 0.1040253 -csgB clpV1 2.004923 2.843474 -1.139961 -1.859435 -0.4312852 -1.532543 0.1253885 -csgB tviA 2.073994 1.426162 -0.8576021 -0.7574357 0.6056633 0.9142157 0.3606035 -csgB tviB 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB tviC 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB tviD 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB tviE 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB vexA 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB vexB 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB vexC 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB flgM 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB vexD 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB vexE 2.202255 0.3287229 -1.094018 0.3105704 0.1875092 0.2896486 0.7720851 -csgB clpV.tssH 2.144175 2.272491 -1.106957 2.014278 0.1950321 0.7393172 0.4597144 -csgB ipfE 2.271661 1.773713 -1.194076 0.309683 0.2483265 0.6615579 0.5082546 -csgB sopA 2.340348 2.094132 -1.328459 -1.039865 0.4393147 1.327607 0.1843081 -csgB PA2367 2.262394 3.004706 -1.21858 -0.4690854 0.02664242 0.07499879 0.9402157 -csgB lpfD 2.240839 2.710318 -1.209157 -0.6898206 -0.03149799 -0.07834947 0.9375501 -csgB avrA 2.232897 2.952385 -1.183916 -0.3071431 -0.0691019 -0.2052361 0.8373876 -csgB slrP 2.167431 0.9694983 -0.9792809 -0.9057032 -0.3861347 -0.80501 0.4208139 -csgB lpfB 2.271661 1.773713 -1.194076 0.309683 0.2483265 0.6615579 0.5082546 -csgB lpfA 2.271661 1.773713 -1.194076 0.309683 0.2483265 0.6615579 0.5082546 -csgB flgL 2.198546 0.9062032 -1.145158 0.9863347 0.1404357 0.2915137 0.7706585 -csgB PA2366 1.250545 1.994536 -0.9326633 -0.3841531 -1.409036 -2.408661 0.01601117 -csgB cdtB.1 2.2668 1.413998 -1.200019 -1.269742 -0.2323835 -0.6653672 0.5058157 -sciB ssaG 2.28506 0.6531752 -1.256123 -0.7046707 0.2955487 0.5142927 0.6070474 -sciB STM0286 1.939822 2.84984 -1.763463 -2.075464 1.020915 2.86263 0.004201411 -sciB STM0268 1.90125 1.495073 -0.1301912 1.301714 2.317696 4.281537 1.856072e-05 -sciB STM0289 1.979391 2.715568 -1.815639 -2.10795 1.086728 3.045494 0.002322981 -sciB rfbG 2.124936 2.241338 -1.107227 -1.290693 -0.1224212 -0.2050484 0.8375343 -sciB gogB 1.998347 1.250123 -0.8133794 1.129346 0.568653 1.316583 0.1879784 -sciB sopD2 2.161725 0.9054364 -1.111683 -0.9788507 -0.06780423 -0.1388334 0.8895818 -sciB STM0278 1.738839 1.335558 0.005856334 1.256948 2.111177 3.949735 7.823762e-05 -sciB STM0269 1.90125 1.495073 -0.1301912 1.301714 2.317696 4.281537 1.856072e-05 -sciB STM0271 2.211951 2.512575 -1.608363 -1.683106 0.8626086 2.554694 0.01062811 -sciB traJ 1.740897 0.8683143 -0.212694 0.7148874 1.463818 2.404856 0.01617882 -sciB pipB2 1.51462 1.397152 -1.014601 -0.4851944 -0.8828402 -1.452301 0.146418 -sciB hcp1.tssD1 1.963526 0.861723 -0.7391898 0.826615 0.7279085 1.373643 0.1695525 -sciB ssaO 2.077591 1.064468 -1.034806 -1.144321 -0.2579445 -0.5682139 0.5698898 -sciB allD 2.137276 1.815034 -1.093823 -1.715575 -0.09911384 -0.2937813 0.768925 -sciB allB 2.138096 1.805732 -1.094362 -1.723945 -0.09722134 -0.2881175 0.7732568 -sciB allC 2.183388 1.749806 -1.131703 -1.661418 -0.009909304 -0.02916305 0.9767346 -sciB iucA 2.244364 1.122476 -1.200953 1.032664 -0.1414571 -0.304912 0.7604332 -sciB iucB 2.244364 1.122476 -1.200953 1.032664 -0.1414571 -0.304912 0.7604332 -sciB cdtB 2.272809 0.6670871 -1.254677 0.6308647 -0.2562255 -0.4425309 0.6581051 -sciB iucC 2.348182 0.8802474 -1.345783 0.8290045 -0.4671862 -0.8703182 0.3841265 -sciB sinH 1.618658 1.323972 -0.9152766 0.434835 -0.7137435 -1.036382 0.3000239 -sciB tssF 2.2539 0.6608835 -1.255737 0.6134844 -0.2243083 -0.3862187 0.6993347 -sciB iucD 2.348182 0.8802474 -1.345783 0.8290045 -0.4671862 -0.8703182 0.3841265 -sciB iutA 2.348182 0.8802474 -1.345783 0.8290045 -0.4671862 -0.8703182 0.3841265 -sciB hcp.tssD 1.705176 1.110857 -0.8186729 -1.464168 0.7205631 1.036857 0.2998026 -sciB icsP.sopA 2.264597 0.6687523 -1.257738 0.6026797 -0.2388965 -0.4089683 0.6825629 -sciB fyuA 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 -sciB ybtT 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 -sciB ybtU 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 -sciB nleC 2.16277 0.3185461 -1.097523 0.323126 0.07815814 0.1192828 0.9050513 -sciB irp1 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 -sciB irp2 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 -sciB ybtQ 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 -sciB ybtX 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 -sciB ybtS 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 -sciB ybtA 1.94703 0.8578541 -0.7875439 0.84409 0.6684393 1.259243 0.2079427 -sciB cesT 2.041045 0.7080392 -0.8640315 0.5754795 0.4748807 0.8048198 0.4209237 -sciB vipA.tssB 2.155914 0.3235145 -1.068792 0.2998745 0.1170779 0.176834 0.8596388 -sciB wbtL.1 2.226479 6.418896 -1.156835 -0.02881396 0.3890675 2.006907 0.04475956 -sciB galU 2.207873 4.958075 -1.149345 -0.07892317 0.2192805 1.037376 0.2995605 -sciB fliH 2.132324 0.920147 -1.006301 0.8594737 0.2162575 0.437528 0.6617284 -sciB clpV1 1.751286 1.556728 -0.2126477 1.386927 1.544249 3.622061 0.0002922657 -sciB tviA 1.998838 1.43149 -0.8294414 -0.7985245 0.6100869 0.9031788 0.366431 -sciB tviB 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB tviC 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB tviD 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB tviE 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB vexA 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB vexB 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB vexC 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB flgM 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB vexD 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB vexE 1.783357 0.1979244 -0.670001 0.1824602 1.085835 1.484814 0.137593 -sciB clpV.tssH 1.893625 2.204629 -0.9383201 1.954898 0.5132265 1.831246 0.06706376 -sciB ipfE 1.560734 1.3979 -1.202292 -0.3819952 -1.206517 -1.942725 0.05204936 -sciB sopA 2.110262 2.273199 -1.073647 -0.9421912 -0.1878002 -0.4780233 0.6326336 -sciB PA2367 2.119194 2.892874 -1.081302 -0.4850717 -0.1209473 -0.2260127 0.8211916 -sciB lpfD 1.341253 1.689972 -1.176543 -0.9413476 -1.474179 -2.701235 0.006908257 -sciB avrA 1.957408 2.657218 -0.9533629 -0.4894594 -0.5198244 -1.213122 0.2250832 -sciB slrP 1.97917 0.9002086 -0.6713391 -0.8446286 -0.8290284 -1.585276 0.1129036 -sciB lpfB 1.560734 1.3979 -1.202292 -0.3819952 -1.206517 -1.942725 0.05204936 -sciB lpfA 1.560734 1.3979 -1.202292 -0.3819952 -1.206517 -1.942725 0.05204936 -sciB flgL 2.162897 0.9040172 -1.111208 0.978092 0.06442071 0.132441 0.8946355 -sciB PA2366 1.855716 1.982005 -0.9902906 1.880645 1.287888 3.883813 0.0001028312 -sciB cdtB.1 1.953555 1.119805 -1.179424 -1.080995 0.7245909 1.546313 0.1220291 -ssaG STM0286 0.6691037 2.557199 -0.7311903 -1.622094 0.05700683 0.09683153 0.9228602 -ssaG STM0268 0.6641296 2.396323 -0.7183317 -1.392223 0.2114715 0.3671957 0.713473 -ssaG STM0289 0.6691852 2.501087 -0.7291327 -1.569855 0.09462642 0.1617394 0.871511 -ssaG rfbG 0.6592346 2.353361 -0.7173018 -1.402269 0.1439614 0.2530454 0.8002331 -ssaG gogB 0.2745317 0.7664763 -0.3024741 0.7137597 1.227922 1.809971 0.07030024 -ssaG sopD2 0.9006538 1.18311 -0.8591816 -1.180841 0.7711482 1.279555 0.2007017 -ssaG STM0278 0.2178625 1.06583 -0.2391283 0.9587576 1.500259 2.297478 0.02159152 -ssaG STM0269 0.6641296 2.396323 -0.7183317 -1.392223 0.2114715 0.3671957 0.713473 -ssaG STM0271 0.6683501 2.410686 -0.7237149 -1.462627 0.1834078 0.3182717 0.7502789 -ssaG traJ 0.3344521 0.9128968 -0.3673481 0.4067735 0.9663358 1.245088 0.2130993 -ssaG pipB2 0.6077253 2.13661 -0.6514077 -0.7861304 0.5679311 0.9688586 0.3326158 -ssaG hcp1.tssD1 0.32444 0.54313 -0.3549493 0.5156415 1.02793 1.470227 0.1415002 -ssaG ssaO 0.8586482 1.339844 -0.8597201 -1.348554 0.6396877 1.087792 0.2766869 -ssaG allD 0.6857251 1.886649 -0.7418367 -1.761394 0.10523 0.1781005 0.8586441 -ssaG allB 0.6854134 1.873321 -0.7417556 -1.770625 0.1022057 0.1735598 0.8622114 -ssaG allC 0.6914322 1.836977 -0.7439911 -1.700916 0.144526 0.2448633 0.8065623 -ssaG iucA 0.306174 0.6773407 -0.3341741 0.6451002 1.188751 1.74297 0.08133887 -ssaG iucB 0.306174 0.6773407 -0.3341741 0.6451002 1.188751 1.74297 0.08133887 -ssaG cdtB 0.3731479 0.3919617 -0.4056695 0.3767021 0.9468487 1.340876 0.1799607 -ssaG iucC 0.3362957 0.5570185 -0.365702 0.5362554 1.095423 1.586043 0.1127294 -ssaG sinH 0.6587103 1.757544 -0.7389687 0.3881935 0.2451748 0.4611026 0.644725 -ssaG tssF 0.369341 0.390479 -0.403195 0.365951 0.9117634 1.280458 0.2003843 -ssaG iucD 0.3362957 0.5570185 -0.365702 0.5362554 1.095423 1.586043 0.1127294 -ssaG iutA 0.3362957 0.5570185 -0.365702 0.5362554 1.095423 1.586043 0.1127294 -ssaG hcp.tssD 0.6789095 1.419101 -0.7643125 -1.599347 -0.1893626 -0.3422715 0.7321466 -ssaG icsP.sopA 0.3717849 0.3943828 -0.4047808 0.3641534 0.9193456 1.292283 0.1962592 -ssaG fyuA 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 -ssaG ybtT 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 -ssaG ybtU 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 -ssaG nleC 0.431041 0.1418835 -0.4695834 0.1386002 0.7261565 0.9902282 0.3220626 -ssaG irp1 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 -ssaG irp2 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 -ssaG ybtQ 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 -ssaG ybtX 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 -ssaG ybtS 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 -ssaG ybtA 0.3259787 0.5449456 -0.3562303 0.5186789 1.037897 1.487598 0.1368569 -ssaG cesT 0.3681287 0.404275 -0.4024301 0.3503258 0.8765844 1.21842 0.2230642 -ssaG vipA.tssB 0.4314863 0.1454249 -0.4713362 0.1292199 0.6873437 0.9240874 0.3554408 -ssaG wbtL.1 0.6323887 6.380401 -0.6808037 -0.5253523 0.6256022 1.290227 0.1969718 -ssaG galU 0.6354276 4.892677 -0.6826774 -0.583568 0.5931437 1.208004 0.2270457 -ssaG fliH 0.3234123 0.5430924 -0.3541337 0.5126984 1.01986 1.456069 0.1453734 -ssaG clpV1 0.1861488 1.150598 -0.2067009 0.9787404 1.501813 2.301275 0.0213761 -ssaG tviA 0.6242228 1.380609 -0.6844528 -0.761213 0.135632 0.1857374 0.8526507 -ssaG tviB 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG tviC 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG tviD 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG tviE 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG vexA 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG vexB 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG vexC 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG flgM 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG vexD 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG vexE 0.4313194 0.1447145 -0.4709627 0.1306845 0.6934101 0.9344504 0.3500716 -ssaG clpV.tssH 0.6621273 3.642833 -0.7135382 1.168586 -0.3513811 -0.5755707 0.5649054 -ssaG ipfE 0.6827372 1.765572 -0.7435197 0.2834681 -0.07001432 -0.1275063 0.8985397 -ssaG sopA 0.4931926 1.395284 -0.5659408 -1.24284 -0.7418962 -1.34097 0.1799303 -ssaG PA2367 0.6469229 2.886035 -0.7065993 -0.366888 -0.2669428 -0.5537711 0.5797355 -ssaG lpfD 0.7160868 2.697411 -0.7516259 -0.5143901 -0.5307398 -1.074829 0.2824512 -ssaG avrA 0.247376 1.033783 -0.2731268 -0.9176731 -1.488065 -2.264748 0.02352814 -ssaG slrP 0.3207533 0.5628324 -0.3508271 -0.5322757 -1.046311 -1.499689 0.1336951 -ssaG lpfB 0.6827372 1.765572 -0.7435197 0.2834681 -0.07001432 -0.1275063 0.8985397 -ssaG lpfA 0.6827372 1.765572 -0.7435197 0.2834681 -0.07001432 -0.1275063 0.8985397 -ssaG flgL 0.6369777 0.8706911 -0.7086584 0.9433046 0.09993616 0.160892 0.8721785 -ssaG PA2366 0.6012351 2.329678 -0.6996374 0.8637921 0.4993024 0.9512341 0.3414856 -ssaG cdtB.1 0.5496096 1.134761 -0.6184736 -1.096109 -0.5678273 -1.001528 0.3165718 -STM0286 STM0268 2.64563 2.058522 -2.323232 -1.969249 1.127871 3.334431 0.0008547411 -STM0286 STM0289 2.545068 2.330217 -2.467689 -2.288326 1.360942 4.398393 1.090554e-05 -STM0286 rfbG 2.467113 2.197009 -1.59624 -1.259665 -0.2236393 -0.6615403 0.5082659 -STM0286 gogB 2.417284 1.281746 -1.426891 1.128727 0.3315263 0.8247501 0.4095135 -STM0286 sopD2 2.346039 0.8825964 -1.522078 -0.9739124 -0.2839402 -0.575333 0.5650661 -STM0286 STM0278 2.396137 1.684364 -0.8101314 1.496125 1.472323 3.909046 9.266121e-05 -STM0286 STM0269 2.64563 2.058522 -2.323232 -1.969249 1.127871 3.334431 0.0008547411 -STM0286 STM0271 2.605223 2.089855 -2.075351 -1.91545 0.7998844 2.528554 0.01145334 -STM0286 traJ 2.203837 1.107404 -1.028289 0.7554326 0.9519218 1.69058 0.09091711 -STM0286 pipB2 2.425091 1.867112 -1.538931 -0.4683724 -0.3302705 -0.7947971 0.4267316 -STM0286 hcp1.tssD1 2.607222 0.8895807 -1.701445 0.8367543 -0.2007022 -0.4035366 0.6865535 -STM0286 ssaO 2.268078 1.028732 -1.46352 -1.128645 -0.4333471 -0.9361391 0.3492016 -STM0286 allD 2.56108 1.830707 -1.667502 -1.748928 0.141414 0.4730247 0.6361956 -STM0286 allB 2.508436 1.809444 -1.585063 -1.733825 -0.04274645 -0.1394959 0.8890583 -STM0286 allC 2.534989 1.751593 -1.614914 -1.668291 0.03300444 0.1061227 0.915485 -STM0286 iucA 1.945463 1.413154 -1.261352 -0.6172158 0.9459258 1.161035 0.2456275 -STM0286 iucB 1.945463 1.413154 -1.261352 -0.6172158 0.9459258 1.161035 0.2456275 -STM0286 cdtB 2.538032 0.6911388 -1.611469 0.6518606 -0.02584447 -0.04483115 0.9642419 -STM0286 iucC 2.436891 1.223424 -1.515361 -1.431946 0.2430604 0.5226288 0.6012326 -STM0286 sinH 2.080857 1.324824 -1.33493 0.4111821 -0.7631013 -0.5514427 0.5813302 -STM0286 tssF 2.536794 0.6822956 -1.616022 0.633079 -0.02913316 -0.0503229 0.9598651 -STM0286 iucD 2.436891 1.223424 -1.515361 -1.431946 0.2430604 0.5226288 0.6012326 -STM0286 iutA 2.436891 1.223424 -1.515361 -1.431946 0.2430604 0.5226288 0.6012326 -STM0286 hcp.tssD 2.353151 1.321637 -1.410039 -1.577971 0.4268961 0.6603986 0.5089981 -STM0286 icsP.sopA 2.53645 0.694369 -1.611534 0.6177043 -0.02426078 -0.04205825 0.9664523 -STM0286 fyuA 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 -STM0286 ybtT 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 -STM0286 ybtU 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 -STM0286 nleC 2.318246 0.3082985 -1.492545 0.3191959 0.332958 0.4914308 0.6231217 -STM0286 irp1 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 -STM0286 irp2 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 -STM0286 ybtQ 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 -STM0286 ybtX 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 -STM0286 ybtS 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 -STM0286 ybtA 2.073033 0.8019977 -1.270908 0.7971394 0.849182 1.518843 0.128802 -STM0286 cesT 2.547052 0.7002489 -1.633692 0.5918576 -0.05825445 -0.09809682 0.9218554 -STM0286 vipA.tssB 2.362133 0.3192491 -1.449719 0.2944835 0.3289195 0.4827837 0.6292493 -STM0286 wbtL.1 2.522787 6.309848 -1.602198 0.02359514 -0.04434196 -0.2460927 0.8056105 -STM0286 galU 2.460962 3.324008 -1.444268 -0.921445 -0.3624479 -1.159265 0.2463483 -STM0286 fliH 2.591863 0.8903972 -1.709163 0.8306153 -0.1929963 -0.3912686 0.6955987 -STM0286 clpV1 2.349889 1.851975 -0.9061423 1.450105 1.094164 3.233196 0.001224135 -STM0286 tviA 2.066517 1.364042 -1.25706 -0.8279193 0.8598094 1.234387 0.2170589 -STM0286 tviB 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 tviC 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 tviD 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 tviE 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 vexA 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 vexB 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 vexC 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 flgM 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 vexD 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 vexE 1.698303 0.1123735 -1.130426 0.09726611 1.381071 1.858671 0.06307381 -STM0286 clpV.tssH 2.430411 2.239463 -1.365016 1.961377 0.4972205 1.847734 0.06464087 -STM0286 ipfE 2.507092 1.71433 -1.683952 0.1873255 -0.3147672 -1.049943 0.2937444 -STM0286 sopA 2.48238 2.249166 -1.565069 -0.97729 -0.1366111 -0.4452964 0.6561056 -STM0286 PA2367 2.607299 3.091597 -1.624424 -0.4613497 0.1856188 0.6072598 0.5436785 -STM0286 lpfD 2.465694 2.50215 -1.686558 -0.7734185 -0.4805347 -1.590336 0.1117591 -STM0286 avrA 2.454278 2.791133 -1.473068 -0.4139784 -0.3712067 -1.122257 0.2617532 -STM0286 slrP 2.372529 0.9405228 -1.34732 -0.876517 -0.4879789 -1.058033 0.2900402 -STM0286 lpfB 2.507092 1.71433 -1.683952 0.1873255 -0.3147672 -1.049943 0.2937444 -STM0286 lpfA 2.507092 1.71433 -1.683952 0.1873255 -0.3147672 -1.049943 0.2937444 -STM0286 flgL 2.673591 0.8948795 -1.722904 0.943277 -0.2905385 -0.5687513 0.5695249 -STM0286 PA2366 2.692754 2.585658 -1.493139 1.357248 0.9089022 3.19457 0.001400391 -STM0286 cdtB.1 2.524299 1.293403 -1.640821 -1.230882 0.2654084 0.9118871 0.3618281 -STM0268 STM0289 2.112307 2.547955 -2.027086 -2.323893 1.207797 3.631915 0.0002813254 -STM0268 rfbG 2.194365 2.147566 -1.255413 -1.247254 -0.2660954 -0.4030792 0.68689 -STM0268 gogB 2.104719 1.238705 -0.9816808 1.116801 0.5988591 1.381891 0.167005 -STM0268 sopD2 2.233622 0.8991181 -1.271017 -0.9777391 -0.1362691 -0.2787552 0.7804327 -STM0268 STM0278 1.871064 1.330092 -0.09866373 1.253597 2.177443 4.0407 5.329197e-05 -STM0268 STM0269 2.223658 2.223656 0.2686961 0.2687037 2.694978 4.662121 3.12967e-06 -STM0268 STM0271 2.786403 2.172232 0.3195475 -1.039619 1.615726 3.550901 0.0003839147 -STM0268 traJ 2.049336 1.157566 -0.7562292 0.7457892 0.8439863 1.507217 0.131755 -STM0268 pipB2 1.617566 1.355465 -1.145204 -0.4883568 -0.952662 -1.576305 0.1149556 -STM0268 hcp1.tssD1 2.226743 0.9135367 -1.196828 0.8623214 0.2178356 0.4386706 0.6609002 -STM0268 ssaO 2.149455 1.051544 -1.204454 -1.13702 -0.3073994 -0.6732051 0.5008168 -STM0268 allD 2.244111 1.808641 -1.257215 -1.708987 -0.135845 -0.41048 0.6814539 -STM0268 allB 2.244862 1.799553 -1.257867 -1.717307 -0.1335953 -0.4035938 0.6865115 -STM0268 allC 2.277652 1.746375 -1.293968 -1.653276 -0.05478767 -0.1647013 0.8691791 -STM0268 iucA 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 -STM0268 iucB 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 -STM0268 cdtB 2.38034 0.6788747 -1.387727 0.6419015 -0.1824879 -0.3175084 0.7508579 -STM0268 iucC 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -STM0268 sinH 1.739644 1.300392 -1.044283 0.4255702 -0.7583789 -1.059827 0.2892235 -STM0268 tssF 2.361798 0.6710167 -1.394472 0.6232633 -0.1624422 -0.2815678 0.7782749 -STM0268 iucD 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -STM0268 iutA 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -STM0268 hcp.tssD 1.852922 1.110824 -0.9500566 -1.458584 0.7341112 0.9572469 0.3384427 -STM0268 icsP.sopA 2.372598 0.680385 -1.391923 0.6109049 -0.1739073 -0.3005483 0.7637589 -STM0268 fyuA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0268 ybtT 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0268 ybtU 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0268 nleC 2.229748 0.3164117 -1.245722 0.3229707 0.1615871 0.2434999 0.8076182 -STM0268 irp1 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0268 irp2 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0268 ybtQ 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0268 ybtX 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0268 ybtS 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0268 ybtA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0268 cesT 2.101716 0.6966831 -1.034689 0.5585159 0.5281444 0.8799871 0.3788663 -STM0268 vipA.tssB 2.233346 0.3221646 -1.215558 0.2982272 0.1858752 0.2780377 0.7809834 -STM0268 wbtL.1 2.308946 6.320897 -1.325538 -0.003256657 0.1905145 0.9747451 0.3296867 -STM0268 galU 2.318058 4.976508 -1.332354 -0.06989921 0.2115149 1.014208 0.3104837 -STM0268 fliH 2.224924 0.9160634 -1.164948 0.855186 0.2581544 0.526043 0.5988583 -STM0268 clpV1 1.885796 1.551352 -0.3233812 1.386581 1.58996 3.701636 0.0002142134 -STM0268 tviA 2.015155 1.401347 -0.9999154 -0.8114097 0.6942289 1.010909 0.3120599 -STM0268 tviB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 tviC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 tviD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 tviE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 vexA 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 vexB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 vexC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 flgM 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 vexD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 vexE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0268 clpV.tssH 2.042949 2.210025 -1.072543 1.943407 0.5584935 1.977133 0.04802656 -STM0268 ipfE 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -STM0268 sopA 2.217937 2.281147 -1.235578 -0.917392 -0.2409566 -0.6255442 0.531614 -STM0268 PA2367 2.238196 2.86851 -1.248468 -0.484434 -0.160853 -0.3407299 0.7333069 -STM0268 lpfD 1.439272 1.643649 -1.324513 -0.964616 -1.562998 -2.913288 0.003576449 -STM0268 avrA 2.091871 2.636506 -1.10143 -0.4923032 -0.5642284 -1.301014 0.1932536 -STM0268 slrP 2.204451 0.9459633 -1.122156 -0.8828666 -0.3540195 -0.7509216 0.4526998 -STM0268 lpfB 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -STM0268 lpfA 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -STM0268 flgL 2.239507 0.898268 -1.270758 0.9777413 0.1264288 0.2596541 0.7951306 -STM0268 PA2366 2.027598 2.018577 -1.158624 1.871653 1.380066 4.156746 3.228121e-05 -STM0268 cdtB.1 2.089392 1.089483 -1.324518 -1.053136 0.8233392 1.750437 0.08004293 -STM0289 rfbG 2.423709 2.2561 -1.528541 -1.293434 -0.1140046 -0.3379793 0.7353788 -STM0289 gogB 2.224342 1.228527 -1.186476 1.103873 0.6693513 1.548456 0.1215125 -STM0289 sopD2 2.300411 0.8862258 -1.467786 -0.9741511 -0.2442709 -0.4956682 0.6201285 -STM0289 STM0278 2.235488 1.537858 -0.532922 1.425117 1.794392 4.062312 4.858914e-05 -STM0289 STM0269 2.547955 2.112307 -2.323893 -2.027086 1.207797 3.631915 0.0002813256 -STM0289 STM0271 2.492021 2.123763 -2.094471 -1.959985 0.8769226 2.775412 0.005513184 -STM0289 traJ 2.149604 1.119934 -0.9718545 0.7469007 0.9172767 1.626052 0.1039386 -STM0289 pipB2 2.382063 1.919097 -1.475526 -0.4900267 -0.2482495 -0.569535 0.5689931 -STM0289 hcp1.tssD1 2.323927 0.9098751 -1.391363 0.8591729 0.3014881 0.6111953 0.5410703 -STM0289 ssaO 2.221062 1.033152 -1.40803 -1.129135 -0.3974823 -0.8605561 0.3894826 -STM0289 allD 2.496458 1.837897 -1.62812 -1.753743 0.1910811 0.6348095 0.5255526 -STM0289 allB 2.447571 1.813365 -1.539822 -1.740482 0.004413186 0.01431654 0.9885774 -STM0289 allC 2.476172 1.755415 -1.568108 -1.67467 0.08120694 0.2600071 0.7948583 -STM0289 iucA 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 -STM0289 iucB 2.449408 1.129831 -1.539765 1.044497 -0.005738948 -0.01265227 0.9899052 -STM0289 cdtB 2.483835 0.6887599 -1.560608 0.6504588 -0.066518 -0.1157439 0.9078555 -STM0289 iucC 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0289 sinH 1.948297 1.2886 -1.246299 0.4103999 -0.8004819 -0.9228475 0.3560867 -STM0289 tssF 2.476561 0.6799454 -1.567353 0.6312915 -0.064829 -0.1122717 0.910608 -STM0289 iucD 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0289 iutA 2.61138 0.912796 -1.630099 0.8670822 -0.2869482 -0.544434 0.5861428 -STM0289 hcp.tssD 2.272005 1.297809 -1.299013 -1.560304 0.4537773 0.4791669 0.6318199 -STM0289 icsP.sopA 2.480986 0.6912828 -1.562003 0.617017 -0.06473173 -0.1124015 0.9105051 -STM0289 fyuA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0289 ybtT 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0289 ybtU 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0289 nleC 2.279466 0.3098581 -1.436986 0.3196253 0.2897179 0.429257 0.6677362 -STM0289 irp1 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0289 irp2 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0289 ybtQ 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0289 ybtX 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0289 ybtS 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0289 ybtA 2.036975 0.8070044 -1.208025 0.800273 0.812403 1.458903 0.1445919 -STM0289 cesT 2.482423 0.6969552 -1.586339 0.5910019 -0.09003084 -0.1518164 0.8793318 -STM0289 vipA.tssB 2.311366 0.3192256 -1.398979 0.2946971 0.2916851 0.4297423 0.6673831 -STM0289 wbtL.1 2.446284 6.287161 -1.538477 0.02733602 0.01600327 0.08812717 0.9297756 -STM0289 galU 2.399107 3.386183 -1.388238 -0.8816549 -0.29906 -0.9043041 0.3658342 -STM0289 fliH 2.525622 0.8869393 -1.666612 0.8273911 -0.229856 -0.4633849 0.6430885 -STM0289 clpV1 2.189286 1.712295 -0.6880514 1.449777 1.334818 3.581912 0.0003410884 -STM0289 tviA 2.029459 1.368229 -1.204522 -0.8250278 0.8179768 1.175223 0.2399055 -STM0289 tviB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 tviC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 tviD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 tviE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 vexA 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 vexB 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 vexC 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 flgM 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 vexD 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 vexE 1.668983 0.1172327 -1.080492 0.1021435 1.339114 1.797512 0.07225434 -STM0289 clpV.tssH 2.354595 2.229951 -1.301369 1.972099 0.4490191 1.649316 0.09908284 -STM0289 ipfE 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0289 sopA 2.423725 2.200576 -1.515615 -1.029863 -0.07765224 -0.2539934 0.7995006 -STM0289 PA2367 2.453828 3.001905 -1.54244 -0.4735394 0.02227147 0.0708891 0.943486 -STM0289 lpfD 2.335047 2.362288 -1.575726 -0.826394 -0.6614062 -1.636272 0.1017827 -STM0289 avrA 2.389967 2.768787 -1.415184 -0.4428341 -0.3167881 -0.9372748 0.3486172 -STM0289 slrP 2.310192 0.9399909 -1.303895 -0.8763014 -0.4465615 -0.9618207 0.3361397 -STM0289 lpfB 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0289 lpfA 2.431094 1.690269 -1.609901 0.1431622 -0.4331716 -1.30472 0.1919882 -STM0289 flgL 2.3135 0.8866025 -1.468138 0.9757811 0.2277219 0.4640281 0.6426276 -STM0289 PA2366 2.517084 2.408235 -1.413045 1.544129 1.03838 3.45739 0.0005454339 -STM0289 cdtB.1 2.452908 1.265624 -1.56896 -1.214189 0.3758827 1.211987 0.2255174 -rfbG gogB 2.079977 1.274436 -0.9190032 1.151416 0.7101205 1.646267 0.09970888 -rfbG sopD2 2.224157 0.9067055 -1.244841 -0.9897367 -0.2092359 -0.4343613 0.6640261 -rfbG STM0278 2.192815 2.481197 -1.258874 -1.58599 -0.2343148 -0.6952974 0.486869 -rfbG STM0269 2.147566 2.194365 -1.247254 -1.255413 -0.2660955 -0.4030781 0.6868908 -rfbG STM0271 2.141363 2.238641 -1.238842 -1.32828 -0.2663371 -0.4424974 0.6581293 -rfbG traJ 1.826207 0.8841201 -0.283739 0.7612642 1.59648 2.657164 0.00788012 -rfbG pipB2 2.394723 1.925283 -1.424351 -1.233672 0.2282062 0.5627624 0.5735967 -rfbG hcp1.tssD1 2.048895 0.8808005 -0.8408867 0.8455657 0.8534924 1.618224 0.1056143 -rfbG ssaO 2.318744 1.082091 -1.354093 -1.138669 0.03920035 0.08583737 0.9315957 -rfbG allD 2.34013 1.827215 -1.37596 -1.734813 0.07960838 0.2409661 0.8095814 -rfbG allB 2.341739 1.817075 -1.377938 -1.743882 0.08278698 0.2500731 0.8025308 -rfbG allC 2.386847 1.753134 -1.426657 -1.671798 0.1897972 0.5630246 0.5734181 -rfbG iucA 2.307079 1.129345 -1.337125 1.043984 -0.00700982 -0.01522044 0.9878563 -rfbG iucB 2.307079 1.129345 -1.337125 1.043984 -0.00700982 -0.01522044 0.9878563 -rfbG cdtB 2.343703 0.678433 -1.393277 0.6413896 -0.1173188 -0.2050431 0.8375385 -rfbG iucC 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 -rfbG sinH 1.676672 1.284525 -1.064499 0.3779569 -0.831728 -1.246259 0.2126692 -rfbG tssF 2.331957 0.6726226 -1.387477 0.6244137 -0.09339152 -0.1621984 0.8711496 -rfbG iucD 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 -rfbG iutA 2.416045 0.8905279 -1.493705 0.8436117 -0.3246346 -0.611856 0.540633 -rfbG hcp.tssD 1.786612 1.081809 -0.9628603 -1.417085 0.8112552 1.170334 0.2418664 -rfbG icsP.sopA 2.340213 0.6810946 -1.393585 0.6098129 -0.1098562 -0.1891261 0.849994 -rfbG fyuA 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbG ybtT 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbG ybtU 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbG nleC 2.237395 0.3244215 -1.227507 0.3317962 0.2004242 0.3085139 0.7576913 -rfbG irp1 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbG irp2 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbG ybtQ 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbG ybtX 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbG ybtS 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbG ybtA 2.227461 0.9265351 -1.19655 0.8832115 0.2309189 0.4511378 0.6518902 -rfbG cesT 2.121656 0.7253525 -0.9730681 0.5824544 0.5944791 1.009557 0.3127076 -rfbG vipA.tssB 2.238269 0.3320812 -1.19053 0.307732 0.2348873 0.3561445 0.7217324 -rfbG wbtL.1 2.567938 6.423546 -1.488475 0.1301897 0.9875967 3.962611 7.413461e-05 -rfbG galU 2.314537 4.027863 -1.351652 -0.5071097 0.03614431 0.07367622 0.941268 -rfbG fliH 2.069828 0.888277 -0.7961644 0.8371921 0.8786593 1.657951 0.09732733 -rfbG clpV1 1.848419 3.190942 -0.7868902 0.2720106 1.080987 2.2057 0.02740502 -rfbG tviA 2.081187 1.457138 -0.9293778 -0.8017092 0.7283697 1.087661 0.2767446 -rfbG tviB 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG tviC 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG tviD 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG tviE 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG vexA 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG vexB 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG vexC 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG flgM 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG vexD 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG vexE 1.894613 0.2186356 -0.7294327 0.2024128 1.180343 1.673229 0.09428216 -rfbG clpV.tssH 2.277992 2.30081 -1.281394 2.000729 0.06951589 0.2409802 0.8095705 -rfbG ipfE 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 -rfbG sopA 2.272752 2.232212 -1.297984 -1.016597 -0.1069096 -0.3195207 0.7493317 -rfbG PA2367 2.294785 2.974058 -1.324589 -0.479669 -0.02442955 -0.06958557 0.9445235 -rfbG lpfD 1.918967 2.243039 -1.292584 -0.898392 -0.7019795 -1.272437 0.2032178 -rfbG avrA 2.174195 2.752992 -1.182626 -0.5112183 -0.4044641 -1.110427 0.2668151 -rfbG slrP 2.077539 0.9286888 -0.7611505 -0.8693118 -0.9660103 -1.853247 0.06384701 -rfbG lpfB 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 -rfbG lpfA 2.276986 1.719283 -1.337945 0.2088166 -0.1614324 -0.3833051 0.7014936 -rfbG flgL 2.226669 0.905026 -1.244119 0.9905622 0.2015873 0.4191491 0.6751072 -rfbG PA2366 1.784089 2.561209 -1.093133 -0.3699333 -0.8019433 -1.39732 0.1623173 -rfbG cdtB.1 2.295312 1.324935 -1.334208 -1.236332 0.1020195 0.2808323 0.778839 -gogB sopD2 0.7274296 0.4342126 0.6771606 -0.4583019 1.333736 1.97305 0.04848992 -gogB STM0278 1.282959 2.437005 1.129854 -1.412147 0.3327795 0.8273806 0.4080213 -gogB STM0269 1.238705 2.104719 1.116801 -0.9816808 0.5988591 1.381891 0.1670053 -gogB STM0271 1.120613 1.947644 1.021417 -0.8473403 1.043058 2.118554 0.03412818 -gogB traJ 1.693982 1.393966 1.596734 1.213353 1.024589 1.868991 0.06162409 -gogB pipB2 1.180196 1.874476 1.098786 -0.1529981 0.80789 1.784591 0.07432769 -gogB hcp1.tssD1 1.183107 0.8326062 1.036336 0.7799694 -0.217758 -0.3441042 0.7307679 -gogB ssaO 1.047496 0.8696151 0.9440245 -0.9063258 0.6185841 1.078738 0.2807044 -gogB allD 1.263574 1.7709 1.107942 -1.683099 0.1274913 0.3124809 0.754675 -gogB allB 1.294573 1.881433 1.135947 -1.810402 -0.1841869 -0.4806803 0.6307438 -gogB allC 1.268592 1.714696 1.112156 -1.627648 0.0918703 0.2236192 0.8230536 -gogB iucA 1.356068 1.203883 1.193359 1.125355 0.2126212 0.4283231 0.6684159 -gogB iucB 1.356068 1.203883 1.193359 1.125355 0.2126212 0.4283231 0.6684159 -gogB cdtB 1.220477 0.6477169 1.077387 0.6118702 -0.1314226 -0.2111789 0.8327477 -gogB iucC 1.149575 0.8255984 1.019534 0.7827244 -0.3045346 -0.5074455 0.6118423 -gogB sinH 1.227625 1.803184 1.098686 0.6383675 0.3572439 0.8216931 0.4112516 -gogB tssF 1.279766 0.6828205 1.120295 0.6331392 -0.00435469 -0.006501556 0.9948125 -gogB iucD 1.149575 0.8255984 1.019534 0.7827244 -0.3045346 -0.5074455 0.6118423 -gogB iutA 1.149575 0.8255984 1.019534 0.7827244 -0.3045346 -0.5074455 0.6118423 -gogB hcp.tssD 1.34235 1.450903 1.140705 -1.596622 0.2203106 0.4995699 0.6173779 -gogB icsP.sopA 0.7853938 0.3042515 0.702321 0.2661095 -1.07327 -1.508473 0.1314335 -gogB fyuA 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 -gogB ybtT 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 -gogB ybtU 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 -gogB nleC 0.8495213 0.06124974 0.7657945 0.05413949 -0.9088418 -1.251702 0.2106783 -gogB irp1 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 -gogB irp2 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 -gogB ybtQ 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 -gogB ybtX 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 -gogB ybtS 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 -gogB ybtA 0.740315 0.4552723 0.6555656 0.4191946 -1.16583 -1.646129 0.09973716 -gogB cesT 0.7864253 0.3172839 0.7059201 0.26127 -1.020472 -1.39904 0.1618011 -gogB vipA.tssB 0.8563086 0.06930114 0.7734737 0.05156686 -0.8575422 -1.147396 0.2512178 -gogB wbtL.1 1.258067 5.916727 1.118589 -0.2402213 -0.3150773 -0.8497625 0.3954572 -gogB galU 1.208947 3.937373 1.085701 -0.9838024 -0.5599855 -1.659378 0.09703957 -gogB fliH 0.7391457 0.455572 0.6560934 0.4163536 -1.144407 -1.601618 0.10924 -gogB clpV1 1.295013 4.491135 1.207678 0.2077929 0.7253647 1.419212 0.1558371 -gogB tviA 1.126307 1.329411 0.9993234 -0.8177008 -0.3137379 -0.4316168 0.6660199 -gogB tviB 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB tviC 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB tviD 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB tviE 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB vexA 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB vexB 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB vexC 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB flgM 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB vexD 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB vexE 0.8550588 0.06785665 0.7721146 0.05191406 -0.8656753 -1.16395 0.2444444 -gogB clpV.tssH 1.246642 2.563582 1.113213 2.144582 0.4920746 1.433798 0.15163 -gogB ipfE 1.343567 1.81472 1.171265 0.4181919 0.4231692 0.9840796 0.3250764 -gogB sopA 1.123251 1.769342 0.9034335 -0.8734614 0.7101835 1.316079 0.1881476 -gogB PA2367 1.28191 3.006012 1.127561 -0.5483096 -0.1112566 -0.2841613 0.7762868 -gogB lpfD 1.260731 2.722417 1.112262 -0.7175912 -0.07392551 -0.1695669 0.8653507 -gogB avrA 1.275498 2.980393 1.114665 -0.2367298 0.04969861 0.1239582 0.9013484 -gogB slrP 0.7361354 0.4724581 0.6512096 -0.4320286 1.169631 1.648201 0.09931151 -gogB lpfB 1.343567 1.81472 1.171265 0.4181919 0.4231692 0.9840796 0.3250764 -gogB lpfA 1.343567 1.81472 1.171265 0.4181919 0.4231692 0.9840796 0.3250764 -gogB flgL 1.078343 0.7361189 0.975242 0.7844107 -0.5186822 -0.8987578 0.3687817 -gogB PA2366 1.203101 3.234272 1.061138 0.2679625 0.5683006 1.348387 0.1775341 -gogB cdtB.1 1.293313 1.40165 1.161594 -1.316922 -0.1621808 -0.390173 0.6964086 -sopD2 STM0278 0.8837972 2.365858 -0.9750221 -1.508904 -0.2832541 -0.5734263 0.5663561 -sopD2 STM0269 0.8991181 2.233622 -0.9777391 -1.271017 -0.1362691 -0.2787554 0.7804326 -sopD2 STM0271 0.8949675 2.241235 -0.9752736 -1.342795 -0.1547893 -0.3164727 0.7516438 -sopD2 traJ 0.4883376 0.8234834 -0.5162772 0.4124313 1.095495 1.460147 0.1442497 -sopD2 pipB2 0.8089832 2.141011 -0.8429326 -0.8597677 0.7159597 1.298634 0.1940695 -sopD2 hcp1.tssD1 0.4861123 0.5051789 -0.5118763 0.478976 1.137221 1.634734 0.1021049 -sopD2 ssaO 1.060156 1.253137 -1.096576 -1.278342 0.434256 0.7936307 0.4274104 -sopD2 allD 0.8720959 1.735732 -0.9559422 -1.685551 -0.1540948 -0.3016689 0.7629045 -sopD2 allB 0.8717082 1.727128 -0.9556635 -1.691944 -0.1550371 -0.3037549 0.7613147 -sopD2 allC 0.8809956 1.685528 -0.9610532 -1.629997 -0.1167081 -0.2284317 0.8193107 -sopD2 iucA 0.4674692 0.6387031 -0.4910884 0.6070648 1.30098 1.920651 0.05477574 -sopD2 iucB 0.4674692 0.6387031 -0.4910884 0.6070648 1.30098 1.920651 0.05477574 -sopD2 cdtB 0.536769 0.3550624 -0.5639212 0.339427 1.067228 1.528425 0.1264071 -sopD2 iucC 0.4987083 0.5188166 -0.5232354 0.4977838 1.212055 1.77123 0.07652241 -sopD2 sinH 0.9067587 1.805547 -0.975195 0.4738173 -0.01921178 -0.04044733 0.9677365 -sopD2 tssF 0.5328449 0.3537881 -0.5614965 0.3298399 1.028457 1.457011 0.1451133 -sopD2 iucD 0.4987083 0.5188166 -0.5232354 0.4977838 1.212055 1.77123 0.07652241 -sopD2 iutA 0.4987083 0.5188166 -0.5232354 0.4977838 1.212055 1.77123 0.07652241 -sopD2 hcp.tssD 0.9036406 1.491558 -0.9703403 -1.678549 0.03038261 0.05938368 0.9526465 -sopD2 icsP.sopA 0.5352902 0.356981 -0.5627484 0.3281687 1.037285 1.472419 0.1409076 -sopD2 fyuA 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 -sopD2 ybtT 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 -sopD2 ybtU 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 -sopD2 nleC 0.5971081 0.1095669 -0.6293997 0.1055661 0.8517029 1.176221 0.2395064 -sopD2 irp1 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 -sopD2 irp2 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 -sopD2 ybtQ 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 -sopD2 ybtX 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 -sopD2 ybtS 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 -sopD2 ybtA 0.4877076 0.5068672 -0.5131432 0.4817101 1.148212 1.655107 0.09790271 -sopD2 cesT 0.5316361 0.3664948 -0.5607541 0.316364 0.9899291 1.384601 0.1661744 -sopD2 vipA.tssB 0.5980482 0.1133951 -0.6320365 0.09799085 0.8080736 1.095914 0.2731162 -sopD2 wbtL.1 0.9050439 6.30581 -0.970727 -0.1564113 0.2282559 0.7347815 0.4624726 -sopD2 galU 0.9105223 4.04953 -0.9739616 -0.6016247 0.1358416 0.3382839 0.7351493 -sopD2 fliH 0.4850424 0.5051548 -0.5110772 0.4763273 1.12834 1.618197 0.1056201 -sopD2 clpV1 0.6239487 1.56633 -0.663954 1.143023 0.8622268 1.567865 0.1169126 -sopD2 tviA 0.8073888 1.340976 -0.862861 -0.7853481 0.2709375 0.3770285 0.7061524 -sopD2 tviB 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 tviC 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 tviD 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 tviE 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 vexA 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 vexB 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 vexC 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 flgM 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 vexD 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 vexE 0.5977852 0.1126415 -0.6315021 0.09915078 0.8148911 1.108499 0.2676462 -sopD2 clpV.tssH 0.8298428 2.055685 -0.933402 1.919599 0.3490953 0.6746223 0.4999158 -sopD2 ipfE 0.8816187 1.711884 -0.9546803 0.2322591 0.1069946 0.205807 0.8369417 -sopD2 sopA 0.6745018 1.343195 -0.7515254 -1.214981 -0.8607808 -1.581317 0.1138055 -sopD2 PA2367 0.8513418 2.805859 -0.9196626 -0.3220206 -0.4292722 -0.9074301 0.3641794 -sopD2 lpfD 0.9484558 2.732519 -1.018874 -0.5782762 -0.3209337 -0.735245 0.4621903 -sopD2 avrA 0.4073124 0.9938513 -0.4299673 -0.8838882 -1.593833 -2.432736 0.01498522 -sopD2 slrP 0.482163 0.5247686 -0.5075021 -0.4956938 -1.155604 -1.66501 0.09591069 -sopD2 lpfB 0.8816187 1.711884 -0.9546803 0.2322591 0.1069946 0.205807 0.8369417 -sopD2 lpfA 0.8816187 1.711884 -0.9546803 0.2322591 0.1069946 0.205807 0.8369417 -sopD2 flgL 0.8191514 0.8192073 -0.9006966 0.8987814 0.2441686 0.40363 0.6864848 -sopD2 PA2366 0.8910814 3.259069 -0.9578223 0.03660836 -0.1932902 -0.4612583 0.6446133 -sopD2 cdtB.1 0.8796877 1.29868 -0.9475549 -1.213362 -0.1583462 -0.3283462 0.7426499 -STM0278 STM0269 1.330092 1.871064 1.253597 -0.09866371 2.177443 4.0407 5.329198e-05 -STM0278 STM0271 1.524982 2.034512 1.39953 -0.4533874 1.667259 3.826436 0.0001300119 -STM0278 traJ 2.221125 1.108674 -1.015305 0.7596382 0.9542034 1.696439 0.08980273 -STM0278 pipB2 1.845926 1.279351 -1.42791 -0.503316 -1.110763 -1.827541 0.06761854 -STM0278 hcp1.tssD1 2.398541 0.9112644 -1.428499 0.8607224 0.3386914 0.6884485 0.4911704 -STM0278 ssaO 2.285047 1.030344 -1.451904 -1.130092 -0.4341984 -0.9379979 0.3482455 -STM0278 allD 2.518934 1.818248 -1.551696 -1.718376 -0.084629 -0.2792321 0.7800667 -STM0278 allB 2.437696 1.795928 -1.485472 -1.682222 -0.2804359 -0.862722 0.3882904 -STM0278 allC 2.455997 1.745231 -1.520258 -1.612884 -0.2112806 -0.6424667 0.5205702 -STM0278 iucA 2.527906 1.131059 -1.575935 1.045838 0.03023578 0.06648709 0.94699 -STM0278 iucB 2.527906 1.131059 -1.575935 1.045838 0.03023578 0.06648709 0.94699 -STM0278 cdtB 2.565875 0.6907008 -1.594108 0.6516002 -0.03067244 -0.05298389 0.9577447 -STM0278 iucC 2.709201 0.9140306 -1.656885 0.8692706 -0.2536686 -0.4762386 0.6339044 -STM0278 sinH 2.375981 1.591756 -1.454578 0.4621868 -0.3946997 -0.5036322 0.6145199 -STM0278 tssF 2.563308 0.6819258 -1.598727 0.6327872 -0.03258683 -0.05613142 0.9552371 -STM0278 iucD 2.709201 0.9140306 -1.656885 0.8692706 -0.2536686 -0.4762386 0.6339044 -STM0278 iutA 2.709201 0.9140306 -1.656885 0.8692706 -0.2536686 -0.4762386 0.6339044 -STM0278 hcp.tssD 2.367738 1.323932 -1.405506 -1.578655 0.4234837 0.66795 0.5041655 -STM0278 icsP.sopA 2.563958 0.6938667 -1.594246 0.6175669 -0.02881435 -0.04973474 0.9603338 -STM0278 fyuA 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 -STM0278 ybtT 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 -STM0278 ybtU 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 -STM0278 nleC 2.340753 0.3095329 -1.480635 0.3202553 0.3278959 0.4823412 0.6295636 -STM0278 irp1 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 -STM0278 irp2 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 -STM0278 ybtQ 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 -STM0278 ybtX 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 -STM0278 ybtS 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 -STM0278 ybtA 2.086758 0.8044032 -1.262798 0.7994026 0.849709 1.519835 0.1285524 -STM0278 cesT 2.573349 0.6996991 -1.616109 0.5915471 -0.06115054 -0.1027219 0.9181837 -STM0278 vipA.tssB 2.385224 0.3202816 -1.436606 0.2955117 0.3246662 0.4756282 0.6343393 -STM0278 wbtL.1 2.547299 6.258238 -1.58947 0.03319236 0.07086291 0.3829259 0.7017747 -STM0278 galU 2.539679 3.67709 -1.523279 -0.7142791 -0.1326025 -0.4308301 0.6665919 -STM0278 fliH 2.619915 0.8894362 -1.688461 0.8297444 -0.1945932 -0.3931201 0.6942308 -STM0278 clpV1 2.307068 1.704359 -0.7140957 1.46237 1.375428 3.665463 0.0002468914 -STM0278 tviA 2.101711 1.336712 -1.277552 -0.7836563 0.7941552 1.12978 0.258569 -STM0278 tviB 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 tviC 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 tviD 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 tviE 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 vexA 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 vexB 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 vexC 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 flgM 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 vexD 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 vexE 2.372426 0.3172778 -1.432775 0.2995637 0.3448667 0.515722 0.6060486 -STM0278 clpV.tssH 2.52581 2.262829 -1.391472 1.979239 0.3288337 1.233435 0.2174136 -STM0278 ipfE 2.507769 1.66599 -1.69003 0.09878841 -0.5513937 -1.714171 0.08649728 -STM0278 sopA 2.571039 2.165563 -1.607027 -1.071664 0.08101386 0.2751057 0.783235 -STM0278 PA2367 2.522656 2.95453 -1.578524 -0.4766225 -0.05536684 -0.1750199 0.861064 -STM0278 lpfD 2.410474 2.311591 -1.648707 -0.8532075 -0.7629005 -1.929003 0.05373053 -STM0278 avrA 2.555866 3.002206 -1.599171 -0.2519545 0.05380403 0.1937007 0.8464102 -STM0278 slrP 2.534118 0.9406778 -1.560976 -0.8786656 -0.04404851 -0.1024701 0.9183835 -STM0278 lpfB 2.507769 1.66599 -1.69003 0.09878841 -0.5513937 -1.714171 0.08649728 -STM0278 lpfA 2.507769 1.66599 -1.69003 0.09878841 -0.5513937 -1.714171 0.08649728 -STM0278 flgL 2.380771 0.8843947 -1.509712 0.9771942 0.2654159 0.5398161 0.5893239 -STM0278 PA2366 1.404606 3.315478 1.329043 0.9709753 1.698065 3.661291 0.0002509476 -STM0278 cdtB.1 2.548394 1.230749 -1.626469 -1.195704 0.4828633 1.592777 0.1112103 -STM0269 STM0271 2.786403 2.172232 0.3195475 -1.039619 1.615726 3.550901 0.0003839147 -STM0269 traJ 2.049336 1.157566 -0.7562292 0.7457892 0.8439863 1.507217 0.131755 -STM0269 pipB2 1.617566 1.355465 -1.145204 -0.4883568 -0.952662 -1.576305 0.1149556 -STM0269 hcp1.tssD1 2.226743 0.9135367 -1.196828 0.8623214 0.2178356 0.4386706 0.6609002 -STM0269 ssaO 2.149455 1.051544 -1.204454 -1.13702 -0.3073994 -0.6732051 0.5008168 -STM0269 allD 2.244111 1.808641 -1.257215 -1.708987 -0.135845 -0.41048 0.6814539 -STM0269 allB 2.244862 1.799553 -1.257867 -1.717307 -0.1335953 -0.4035938 0.6865115 -STM0269 allC 2.277652 1.746375 -1.293968 -1.653276 -0.05478767 -0.1647013 0.8691791 -STM0269 iucA 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 -STM0269 iucB 2.344794 1.126722 -1.351585 1.039104 -0.09519142 -0.2079085 0.8353004 -STM0269 cdtB 2.38034 0.6788747 -1.387727 0.6419015 -0.1824879 -0.3175084 0.7508579 -STM0269 iucC 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -STM0269 sinH 1.739644 1.300392 -1.044283 0.4255702 -0.7583789 -1.059827 0.2892235 -STM0269 tssF 2.361798 0.6710167 -1.394472 0.6232633 -0.1624422 -0.2815678 0.7782749 -STM0269 iucD 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -STM0269 iutA 2.476174 0.8972367 -1.467993 0.8485041 -0.3972394 -0.7504584 0.4529787 -STM0269 hcp.tssD 1.852922 1.110824 -0.9500566 -1.458584 0.7341112 0.9572469 0.3384427 -STM0269 icsP.sopA 2.372598 0.680385 -1.391923 0.6109049 -0.1739073 -0.3005483 0.7637589 -STM0269 fyuA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0269 ybtT 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0269 ybtU 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0269 nleC 2.229748 0.3164117 -1.245722 0.3229707 0.1615871 0.2434999 0.8076182 -STM0269 irp1 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0269 irp2 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0269 ybtQ 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0269 ybtX 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0269 ybtS 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0269 ybtA 1.998891 0.8343258 -0.9767252 0.8229217 0.7186986 1.324045 0.1854881 -STM0269 cesT 2.101716 0.6966831 -1.034689 0.5585159 0.5281444 0.8799871 0.3788663 -STM0269 vipA.tssB 2.233346 0.3221646 -1.215558 0.2982272 0.1858752 0.2780377 0.7809834 -STM0269 wbtL.1 2.308946 6.320897 -1.325538 -0.003256657 0.1905145 0.9747451 0.3296867 -STM0269 galU 2.318058 4.976508 -1.332354 -0.06989921 0.2115149 1.014208 0.3104837 -STM0269 fliH 2.224924 0.9160634 -1.164948 0.855186 0.2581544 0.526043 0.5988583 -STM0269 clpV1 1.885796 1.551352 -0.3233812 1.386581 1.58996 3.701636 0.0002142134 -STM0269 tviA 2.015155 1.401347 -0.9999154 -0.8114097 0.6942289 1.010909 0.3120599 -STM0269 tviB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 tviC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 tviD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 tviE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 vexA 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 vexB 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 vexC 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 flgM 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 vexD 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 vexE 1.702945 0.1530929 -0.8781408 0.1378282 1.201856 1.599412 0.109729 -STM0269 clpV.tssH 2.042949 2.210025 -1.072543 1.943407 0.5584935 1.977133 0.04802656 -STM0269 ipfE 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -STM0269 sopA 2.217937 2.281147 -1.235578 -0.917392 -0.2409566 -0.6255442 0.531614 -STM0269 PA2367 2.238196 2.86851 -1.248468 -0.484434 -0.160853 -0.3407299 0.7333069 -STM0269 lpfD 1.439272 1.643649 -1.324513 -0.964616 -1.562998 -2.913288 0.003576449 -STM0269 avrA 2.091871 2.636506 -1.10143 -0.4923032 -0.5642284 -1.301014 0.1932536 -STM0269 slrP 2.204451 0.9459633 -1.122156 -0.8828666 -0.3540195 -0.7509216 0.4526998 -STM0269 lpfB 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -STM0269 lpfA 1.642254 1.343927 -1.34921 -0.429858 -1.323999 -2.248697 0.02453181 -STM0269 flgL 2.239507 0.898268 -1.270758 0.9777413 0.1264288 0.2596541 0.7951306 -STM0269 PA2366 2.027598 2.018577 -1.158624 1.871653 1.380066 4.156746 3.228121e-05 -STM0269 cdtB.1 2.089392 1.089483 -1.324518 -1.053136 0.8233392 1.750437 0.08004293 -STM0271 traJ 2.067888 1.150027 -0.8414299 0.7284763 0.8441486 1.492272 0.1356279 -STM0271 pipB2 1.659142 1.333006 -1.194329 -0.474618 -0.9698952 -1.604432 0.1086189 -STM0271 hcp1.tssD1 2.24092 0.9101165 -1.271499 0.8591388 0.2275486 0.4597852 0.6456704 -STM0271 ssaO 2.161083 1.044683 -1.277783 -1.131792 -0.3170922 -0.6919397 0.4889752 -STM0271 allD 2.273916 1.806403 -1.338217 -1.708379 -0.1276086 -0.3888931 0.6973552 -STM0271 allB 2.274618 1.797344 -1.339024 -1.716807 -0.1252079 -0.3814367 0.7028792 -STM0271 allC 2.30115 1.745458 -1.37359 -1.652843 -0.0516426 -0.1564656 0.875666 -STM0271 iucA 2.362156 1.128382 -1.426683 1.04111 -0.08511627 -0.1870793 0.8515985 -STM0271 iucB 2.362156 1.128382 -1.426683 1.04111 -0.08511627 -0.1870793 0.8515985 -STM0271 cdtB 2.394233 0.6834343 -1.455882 0.646231 -0.1556381 -0.2722927 0.7853969 -STM0271 iucC 2.498292 0.9058068 -1.53776 0.8576014 -0.3737651 -0.712259 0.4763044 -STM0271 sinH 2.390148 1.919341 -1.478874 0.4200369 0.2351145 0.5836446 0.5594594 -STM0271 tssF 2.37796 0.674843 -1.463676 0.6269095 -0.1418331 -0.2468326 0.8050378 -STM0271 iucD 2.498292 0.9058068 -1.53776 0.8576014 -0.3737651 -0.712259 0.4763044 -STM0271 iutA 2.498292 0.9058068 -1.53776 0.8576014 -0.3737651 -0.712259 0.4763044 -STM0271 hcp.tssD 1.910297 1.111945 -1.009481 -1.461973 0.7330518 0.8896818 0.3736368 -STM0271 icsP.sopA 2.387689 0.6848789 -1.45948 0.6144119 -0.1499173 -0.260828 0.7942251 -STM0271 fyuA 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 -STM0271 ybtT 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 -STM0271 ybtU 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 -STM0271 nleC 2.228831 0.3134094 -1.312667 0.3208164 0.1944509 0.292508 0.7698982 -STM0271 irp1 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 -STM0271 irp2 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 -STM0271 ybtQ 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 -STM0271 ybtX 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 -STM0271 ybtS 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 -STM0271 ybtA 2.000707 0.8210896 -1.055286 0.810763 0.7317666 1.335638 0.1816676 -STM0271 cesT 2.105182 0.6888973 -1.108883 0.5488438 0.5441155 0.9005663 0.367819 -STM0271 vipA.tssB 2.238732 0.3197832 -1.282321 0.295766 0.2116354 0.3159231 0.7520608 -STM0271 wbtL.1 2.33035 6.319153 -1.4026 -0.006499451 0.1920998 0.9750146 0.329553 -STM0271 galU 2.310431 3.714539 -1.339071 -0.6850895 -0.0912243 -0.2010782 0.8406374 -STM0271 fliH 2.240509 0.912146 -1.238428 0.8514373 0.2673837 0.5471007 0.5843095 -STM0271 clpV1 1.938284 1.532652 -0.3788232 1.380611 1.58856 3.670777 0.0002418141 -STM0271 tviA 2.003987 1.384682 -1.0682 -0.8182766 0.7228279 1.048727 0.2943037 -STM0271 tviB 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 tviC 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 tviD 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 tviE 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 vexA 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 vexB 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 vexC 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 flgM 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 vexD 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 vexE 1.675945 0.1358144 -0.9431798 0.1208284 1.235171 1.64782 0.09938958 -STM0271 clpV.tssH 2.117491 2.202504 -1.146399 1.941647 0.5413278 1.908515 0.05632466 -STM0271 ipfE 2.19562 1.619344 -1.388167 0.03803266 -0.6084377 -1.198502 0.2307217 -STM0271 sopA 2.32545 2.189944 -1.397923 -1.049188 0.01519656 0.04884723 0.961041 -STM0271 PA2367 1.419686 1.816297 -1.100609 -0.487702 -1.271677 -2.116699 0.03428538 -STM0271 lpfD 1.88133 2.03515 -1.36559 -0.8834252 -1.010849 -2.059053 0.0394892 -STM0271 avrA 2.277438 2.774373 -1.291565 -0.4422765 -0.2316097 -0.656026 0.5118074 -STM0271 slrP 2.34575 0.9282991 -1.444108 -0.8685456 0.09263687 0.2100698 0.8336132 -STM0271 lpfB 2.19562 1.619344 -1.388167 0.03803266 -0.6084377 -1.198502 0.2307217 -STM0271 lpfA 2.19562 1.619344 -1.388167 0.03803266 -0.6084377 -1.198502 0.2307217 -STM0271 flgL 2.248975 0.8945332 -1.343181 0.9756669 0.142863 0.2932179 0.7693556 -STM0271 PA2366 2.214605 2.146442 -1.211711 1.733338 1.097806 3.476224 0.000508528 -STM0271 cdtB.1 2.294906 1.229575 -1.378153 -1.187231 0.4671392 1.280173 0.2004843 -traJ pipB2 0.9400243 1.83436 0.7363597 0.1920888 1.244536 2.081836 0.03735746 -traJ hcp1.tssD1 3.842592 1.221749 -1.259569 1.15658 0.866291 1.493222 0.135379 -traJ ssaO 3.934143 1.295056 -1.415448 -1.388683 -0.6087979 -1.235109 0.21679 -traJ allD 3.789545 2.11446 -1.645493 -1.960644 -0.621144 -1.311812 0.1895835 -traJ allB 3.528194 2.286483 -1.772475 -2.173195 -1.090178 -2.247503 0.02460789 -traJ allC 3.766154 2.049031 -1.643168 -1.902783 -0.6597929 -1.385669 0.1658479 -traJ iucA 0.8531694 0.6602045 0.3454741 0.6017642 -1.055533 -0.7540856 0.4507978 -traJ iucB 0.8531694 0.6602045 0.3454741 0.6017642 -1.055533 -0.7540856 0.4507978 -traJ cdtB 1.08731 0.3978964 0.2851442 0.3701726 -0.7783397 -0.8507906 0.3948857 -traJ iucC 0.9183155 0.5391445 0.3441286 0.5010662 -0.9677251 -1.199633 0.230282 -traJ sinH 1.173097 1.854464 0.6098067 0.9185421 0.728446 1.19317 0.232803 -traJ tssF 1.204491 0.426824 0.2061792 0.3884626 -0.6768275 -0.6367262 0.5243032 -traJ iucD 0.9183155 0.5391445 0.3441286 0.5010662 -0.9677251 -1.199633 0.230282 -traJ iutA 0.9183155 0.5391445 0.3441286 0.5010662 -0.9677251 -1.199633 0.230282 -traJ hcp.tssD 3.912034 1.298001 -1.515416 -1.415189 0.6811087 1.555388 0.1198536 -traJ icsP.sopA 1.176669 0.4223384 0.2265482 0.377657 -0.7005918 -0.6826497 0.4948282 -traJ fyuA 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 -traJ ybtT 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 -traJ ybtU 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 -traJ nleC 1.86069 0.2492289 -0.1549484 0.2485306 -0.2388853 -0.2043085 0.8381125 -traJ irp1 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 -traJ irp2 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 -traJ ybtQ 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 -traJ ybtX 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 -traJ ybtS 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 -traJ ybtA 1.007014 0.5532091 0.2781662 0.5179323 -0.8566108 -0.957812 0.3381576 -traJ cesT 1.451764 0.500661 0.045778 0.4236096 -0.5056206 -0.3854022 0.6999394 -traJ vipA.tssB 4.009065 0.4767489 -1.251085 0.4468039 0.6348781 0.9185917 0.3583092 -traJ wbtL.1 3.735354 5.577832 -1.875483 -0.7110455 -0.7655154 -1.63749 0.1015281 -traJ galU 3.457689 3.942754 -2.027482 -1.694662 -1.300785 -3.310551 0.0009311242 -traJ fliH 1.049341 0.5650345 0.2502341 0.5244092 -0.8131322 -0.8612567 0.3890967 -traJ clpV1 3.544993 3.571772 -2.056368 -2.263234 -1.015095 -2.535019 0.01124411 -traJ tviA 3.897654 1.689316 -1.064188 -0.5285787 1.006223 1.555982 0.1197123 -traJ tviB 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ tviC 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ tviD 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ tviE 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ vexA 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ vexB 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ vexC 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ flgM 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ vexD 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ vexE 3.998129 0.4641905 -1.295332 0.4428674 0.5892429 0.8797202 0.3790109 -traJ clpV.tssH 3.6641 3.563954 -1.868699 1.709971 0.9107437 2.106585 0.03515353 -traJ ipfE 1.101879 1.957906 0.9100387 0.911256 1.231231 2.231212 0.02566711 -traJ sopA 0.7452568 1.131674 0.3832704 -0.7950983 1.350777 1.836234 0.06632309 -traJ PA2367 0.9958207 2.862279 0.6811699 0.3818709 1.04589 1.788671 0.07366787 -traJ lpfD 1.247028 2.669546 0.8769995 -0.07711022 0.876573 1.652187 0.09849652 -traJ avrA 0.7517124 1.107485 0.3530641 -0.7927603 1.280205 1.692556 0.09053992 -traJ slrP 3.810763 1.237261 -1.313223 -1.160163 -0.8189426 -1.404 0.160319 -traJ lpfB 1.101879 1.957906 0.9100387 0.911256 1.231231 2.231212 0.02566711 -traJ lpfA 1.101879 1.957906 0.9100387 0.911256 1.231231 2.231212 0.02566711 -traJ flgL 0.8287537 0.4903491 0.4074981 0.5157915 -1.085412 -1.440579 0.1497037 -traJ PA2366 3.651616 2.236178 -1.85472 0.6278319 -0.9229198 -1.902024 0.05716806 -traJ cdtB.1 1.162469 1.688381 0.9053782 -1.711657 -0.9221361 -1.74986 0.08014253 -pipB2 hcp1.tssD1 1.925908 0.8619621 -0.5145556 0.823867 0.5709131 0.8194447 0.4125327 -pipB2 ssaO 2.165125 1.064024 -0.7501623 -1.102306 0.3552717 0.7631438 0.4453776 -pipB2 allD 2.151972 1.844639 -0.7991497 -1.749567 0.141715 0.3946728 0.6930843 -pipB2 allB 2.15262 1.834026 -0.8024653 -1.759387 0.1432889 0.3981981 0.6904842 -pipB2 allC 2.184686 1.777235 -0.8309932 -1.692834 0.2310562 0.6679581 0.5041603 -pipB2 iucA 2.028554 1.126221 -0.5946987 1.047943 0.2094075 0.4597387 0.6457038 -pipB2 iucB 2.028554 1.126221 -0.5946987 1.047943 0.2094075 0.4597387 0.6457038 -pipB2 cdtB 2.149603 0.6249483 -0.8154442 0.5868967 -0.4897838 -0.8244445 0.409687 -pipB2 iucC 2.091968 0.9406347 -0.6323187 0.8904732 -0.01746476 -0.0348155 0.9722269 -pipB2 sinH 1.459654 1.2875 -0.3906607 0.4064687 -0.859643 -1.399338 0.1617115 -pipB2 tssF 2.132901 0.6218383 -0.8229387 0.5742184 -0.440673 -0.7368241 0.4612293 -pipB2 iucD 2.091968 0.9406347 -0.6323187 0.8904732 -0.01746476 -0.0348155 0.9722269 -pipB2 iutA 2.091968 0.9406347 -0.6323187 0.8904732 -0.01746476 -0.0348155 0.9722269 -pipB2 hcp.tssD 1.909467 1.354261 -0.4627422 -1.595192 0.2647528 0.3773382 0.7059223 -pipB2 icsP.sopA 2.142145 0.6287948 -0.8202701 0.5651912 -0.4525792 -0.7566506 0.4492592 -pipB2 fyuA 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 -pipB2 ybtT 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 -pipB2 ybtU 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 -pipB2 nleC 2.108013 0.3052818 -0.6847624 0.3043082 -0.1750456 -0.2630443 0.7925164 -pipB2 irp1 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 -pipB2 irp2 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 -pipB2 ybtQ 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 -pipB2 ybtX 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 -pipB2 ybtS 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 -pipB2 ybtA 1.918221 0.8633981 -0.5488472 0.841578 0.5091913 0.7316749 0.464367 -pipB2 cesT 2.028928 0.7100188 -0.5241699 0.5879497 0.2926307 0.4898554 0.6242362 -pipB2 vipA.tssB 2.098548 0.3103283 -0.6757264 0.2872217 -0.1139862 -0.1687229 0.8660146 -pipB2 wbtL.1 1.779339 2.318744 -0.2813846 -2.044014 -0.5022041 -1.880555 0.06003245 -pipB2 galU 2.109208 4.987108 -0.6461019 -0.07387915 0.2460705 1.145099 0.2521683 -pipB2 fliH 1.047176 0.4849473 -0.8619353 0.456316 1.525114 2.205901 0.02739095 -pipB2 clpV1 1.784632 2.807125 -0.4198916 -1.829924 -0.4966288 -1.632664 0.1025396 -pipB2 tviA 1.511424 1.322316 -1.121657 -0.8153149 0.6440268 0.8579921 0.3908968 -pipB2 tviB 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 tviC 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 tviD 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 tviE 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 vexA 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 vexB 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 vexC 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 flgM 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 vexD 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 vexE 1.162411 0.08892131 -1.001409 0.07501432 1.201999 1.627847 0.1035573 -pipB2 clpV.tssH 1.924579 2.25398 -0.3710022 1.998108 0.2801419 1.046704 0.2952363 -pipB2 ipfE 1.484675 1.57618 -1.360484 0.1937864 0.7249409 1.57117 0.1161433 -pipB2 sopA 1.900086 2.379797 -0.4849245 -0.752306 -0.3798063 -0.7606689 0.4468548 -pipB2 PA2367 1.199572 1.898136 -0.3926329 -0.4783604 -1.259283 -2.151681 0.0314225 -pipB2 lpfD 1.929766 2.807148 -1.073579 -0.7079009 0.2878394 0.7014178 0.4830423 -pipB2 avrA 1.965571 2.805287 -0.4409343 -0.4117663 -0.3573494 -0.9520381 0.3410777 -pipB2 slrP 1.969672 0.9048079 -0.3751904 -0.8497491 -0.6528965 -1.230709 0.2184319 -pipB2 lpfB 1.484675 1.57618 -1.360484 0.1937864 0.7249409 1.57117 0.1161433 -pipB2 lpfA 1.484675 1.57618 -1.360484 0.1937864 0.7249409 1.57117 0.1161433 -pipB2 flgL 2.116996 0.9029616 -0.6518032 0.9625982 -0.1437307 -0.2903522 0.7715468 -pipB2 PA2366 1.170931 2.030414 -0.3221783 -0.3108686 -1.408126 -2.421015 0.01547724 -pipB2 cdtB.1 1.737062 1.326565 -1.27363 -1.208921 -0.5335345 -1.3855 0.1658998 -hcp1.tssD1 ssaO 0.4764173 0.6055983 0.4510522 -0.6250334 1.212962 1.746249 0.08076773 -hcp1.tssD1 allD 0.4370106 1.070791 0.4123337 -1.038334 1.634475 2.407956 0.01604213 -hcp1.tssD1 allB 0.4363939 1.068307 0.4117495 -1.039386 1.634423 2.408422 0.01602163 -hcp1.tssD1 allC 0.4464827 1.024765 0.4215437 -0.9907968 1.599157 2.354842 0.0185306 -hcp1.tssD1 iucA 0.4801483 0.6378382 0.4437296 0.5847846 -1.131097 -1.602515 0.1090417 -hcp1.tssD1 iucB 0.4801483 0.6378382 0.4437296 0.5847846 -1.131097 -1.602515 0.1090417 -hcp1.tssD1 cdtB 0.5465046 0.3475755 0.5123175 0.3239372 -0.9312331 -1.29828 0.1941912 -hcp1.tssD1 iucC 0.5081278 0.5119237 0.4729928 0.4780344 -1.057675 -1.494764 0.1349761 -hcp1.tssD1 sinH 0.8015999 1.876938 0.7623537 0.8454675 0.7040934 1.256701 0.2088619 -hcp1.tssD1 tssF 0.5463796 0.3498769 0.5129802 0.3172606 -0.8948132 -1.230582 0.2184793 -hcp1.tssD1 iucD 0.5081278 0.5119237 0.4729928 0.4780344 -1.057675 -1.494764 0.1349761 -hcp1.tssD1 iutA 0.5081278 0.5119237 0.4729928 0.4780344 -1.057675 -1.494764 0.1349761 -hcp1.tssD1 hcp.tssD 0.8774875 1.532409 0.8291502 -1.74709 -0.1713551 -0.3063954 0.7593036 -hcp1.tssD1 icsP.sopA 0.9556912 0.7413036 0.8975684 0.6519996 0.1183738 0.1774041 0.859191 -hcp1.tssD1 fyuA 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 -hcp1.tssD1 ybtT 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 -hcp1.tssD1 ybtU 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 -hcp1.tssD1 nleC 0.6094839 0.1023829 0.574352 0.09794076 -0.7354062 -0.9950214 0.3197259 -hcp1.tssD1 irp1 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 -hcp1.tssD1 irp2 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 -hcp1.tssD1 ybtQ 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 -hcp1.tssD1 ybtX 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 -hcp1.tssD1 ybtS 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 -hcp1.tssD1 ybtA 0.5026071 0.5026848 0.4690262 0.4705497 -1.000736 -1.387948 0.1651528 -hcp1.tssD1 cesT 0.5488015 0.3650741 0.5156494 0.3072465 -0.8566082 -1.158001 0.2468635 -hcp1.tssD1 vipA.tssB 0.6147147 0.1098594 0.5799327 0.09264679 -0.6920712 -0.9161464 0.3595901 -hcp1.tssD1 wbtL.1 0.5693016 5.756422 0.556989 1.4003 1.542832 2.957444 0.003102012 -hcp1.tssD1 galU 0.6759103 3.038881 0.6653826 -0.2197936 1.178464 1.687841 0.09144176 -hcp1.tssD1 fliH 0.5019456 0.5030852 0.4688594 0.4668454 -0.9820971 -1.35268 0.1761578 -hcp1.tssD1 clpV1 0.9425432 2.993963 0.8935733 -1.450451 0.5132603 1.068736 0.2851888 -hcp1.tssD1 tviA 0.8581146 1.380515 0.8078891 -0.7719812 -0.1257375 -0.1688446 0.8659188 -hcp1.tssD1 tviB 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 tviC 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 tviD 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 tviE 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 vexA 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 vexB 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 vexC 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 flgM 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 vexD 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 vexE 0.613765 0.1085153 0.5789346 0.09346124 -0.6989291 -0.9286259 0.353083 -hcp1.tssD1 clpV.tssH 0.6998567 1.741486 0.6745155 1.660075 -0.9786392 -1.67993 0.09297098 -hcp1.tssD1 ipfE 0.8827915 1.715174 0.831719 0.197309 -0.1348051 -0.2461844 0.8055395 -hcp1.tssD1 sopA 0.4674008 1.11568 0.4027638 -0.8132375 1.386076 1.990001 0.04659079 -hcp1.tssD1 PA2367 0.9107254 3.006023 0.858711 -0.5653646 -0.1247342 -0.267371 0.7891835 -hcp1.tssD1 lpfD 0.938367 2.727911 0.8789057 -0.5815564 0.1673783 0.3338578 0.7384869 -hcp1.tssD1 avrA 0.7968095 1.693363 0.7368453 -1.055534 0.4133751 0.6797624 0.4966549 -hcp1.tssD1 slrP 0.9066832 0.9327705 0.8529123 -0.8717455 0.01001345 0.01510206 0.9879508 -hcp1.tssD1 lpfB 0.8827915 1.715174 0.831719 0.197309 -0.1348051 -0.2461844 0.8055395 -hcp1.tssD1 lpfA 0.8827915 1.715174 0.831719 0.197309 -0.1348051 -0.2461844 0.8055395 -hcp1.tssD1 flgL 0.8327414 0.8181818 0.7861473 0.8747035 -0.2512772 -0.4093485 0.6822839 -hcp1.tssD1 PA2366 0.8390968 2.391807 0.7872986 0.6605019 -0.6325269 -1.186692 0.2353493 -hcp1.tssD1 cdtB.1 0.9373867 1.429807 0.8872343 -1.326127 -0.1798835 -0.3460995 0.7292679 -ssaO allD 1.130791 2.198441 -1.145804 -1.971217 0.6868885 1.350005 0.1770145 -ssaO allB 1.132496 2.174894 -1.147485 -1.990702 0.6840479 1.346902 0.1780119 -ssaO allC 1.131476 2.121991 -1.144878 -1.90635 0.7070146 1.400375 0.1614009 -ssaO iucA 0.5862439 0.6090735 -0.6043254 0.5774695 1.37942 2.043696 0.04098358 -ssaO iucB 0.5862439 0.6090735 -0.6043254 0.5774695 1.37942 2.043696 0.04098358 -ssaO cdtB 0.6565341 0.3271216 -0.6769015 0.3107345 1.151615 1.660363 0.09684146 -ssaO iucC 0.6178843 0.4896168 -0.6363576 0.4679791 1.293914 1.901185 0.05727774 -ssaO sinH 1.07054 1.815768 -1.126812 0.5327263 -0.1913839 -0.4350524 0.6635244 -ssaO tssF 0.6529394 0.3262273 -0.6748204 0.302223 1.109781 1.579261 0.1142761 -ssaO iucD 0.6178843 0.4896168 -0.6363576 0.4679791 1.293914 1.901185 0.05727774 -ssaO iutA 0.6178843 0.4896168 -0.6363576 0.4679791 1.293914 1.901185 0.05727774 -ssaO hcp.tssD 1.054514 1.535226 -1.103019 -1.736067 0.1811288 0.3725285 0.7094994 -ssaO icsP.sopA 0.6553485 0.3289139 -0.6756925 0.3004544 1.119339 1.597213 0.1102182 -ssaO fyuA 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 -ssaO ybtT 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 -ssaO ybtU 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 -ssaO nleC 0.7183888 0.08512009 -0.7424208 0.08064533 0.9389336 1.305898 0.1915874 -ssaO irp1 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 -ssaO irp2 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 -ssaO ybtQ 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 -ssaO ybtX 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 -ssaO ybtS 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 -ssaO ybtA 0.6071054 0.4779326 -0.6261952 0.4534948 1.224804 1.769288 0.0768459 -ssaO cesT 0.6522452 0.3384607 -0.6743325 0.2905069 1.068105 1.496974 0.1344 -ssaO vipA.tssB 0.7202883 0.08952815 -0.7460816 0.07460339 0.891142 1.212801 0.225206 -ssaO wbtL.1 1.005135 6.442691 -1.036421 -0.7064252 0.876709 1.782482 0.07467067 -ssaO galU 1.005398 4.941779 -1.034445 -0.770771 0.8459039 1.736869 0.08241029 -ssaO fliH 0.6046011 0.4764795 -0.6243226 0.4486642 1.203378 1.727537 0.08407124 -ssaO clpV1 0.4580104 1.0734 -0.4725394 0.926336 1.659912 2.52959 0.01141958 -ssaO tviA 0.9413169 1.314914 -0.9846778 -0.8036399 0.3600593 0.5039291 0.6143112 -ssaO tviB 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO tviC 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO tviD 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO tviE 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO vexA 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO vexB 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO vexC 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO flgM 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO vexD 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO vexE 0.7198568 0.08868002 -0.7453655 0.07550507 0.8986158 1.227413 0.2196675 -ssaO clpV.tssH 1.033626 3.90687 -1.059818 1.264426 -0.6912681 -1.354838 0.1754691 -ssaO ipfE 1.125591 1.798416 -1.179577 0.320752 -0.2131917 -0.4714999 0.6372838 -ssaO sopA 0.9825906 1.618324 -1.048158 -1.280782 -0.4280146 -0.9152699 0.36005 -ssaO PA2367 1.000575 2.761284 -1.066164 -0.2810555 -0.5253263 -1.152593 0.2490776 -ssaO lpfD 1.133322 2.684928 -1.197063 -0.5158274 -0.4993049 -1.227164 0.2197609 -ssaO avrA 0.5256897 0.9630601 -0.543863 -0.8560078 -1.665697 -2.542876 0.01099441 -ssaO slrP 0.601502 0.4957123 -0.6205573 -0.4676137 -1.231201 -1.776906 0.07558372 -ssaO lpfB 1.125591 1.798416 -1.179577 0.320752 -0.2131917 -0.4714999 0.6372838 -ssaO lpfA 1.125591 1.798416 -1.179577 0.320752 -0.2131917 -0.4714999 0.6372838 -ssaO flgL 0.9514038 0.7837972 -1.030646 0.8693347 0.337751 0.566231 0.5712368 -ssaO PA2366 1.049587 3.217455 -1.107703 0.07755387 -0.3037558 -0.7593325 0.4476537 -ssaO cdtB.1 1.024891 1.254452 -1.081329 -1.175424 -0.2987103 -0.6425476 0.5205177 -allD allB 2.341921 2.311737 -2.273317 -2.263804 1.569244 4.023754 5.727784e-05 -allD allC 2.419635 2.192439 -2.328536 -2.160828 1.659733 4.049656 5.129289e-05 -allD iucA 1.894254 1.148719 -1.776794 1.056663 -0.1402699 -0.3133323 0.7540282 -allD iucB 1.894254 1.148719 -1.776794 1.056663 -0.1402699 -0.3133323 0.7540282 -allD cdtB 1.882795 0.7034524 -1.766482 0.6603556 -0.1087911 -0.1942963 0.8459439 -allD iucC 2.010708 0.9644567 -1.830315 0.9097365 -0.3418609 -0.6962004 0.4863033 -allD sinH 1.839005 1.840015 -1.765285 0.4368651 0.1618032 0.4887113 0.6250461 -allD tssF 1.897277 0.6937818 -1.785236 0.6438611 -0.1431689 -0.247094 0.8048355 -allD iucD 2.010708 0.9644567 -1.830315 0.9097365 -0.3418609 -0.6962004 0.4863033 -allD iutA 2.010708 0.9644567 -1.830315 0.9097365 -0.3418609 -0.6962004 0.4863033 -allD hcp.tssD 1.819865 1.480524 -1.726353 -1.667806 0.01339337 0.03604665 0.9712452 -allD icsP.sopA 1.519965 0.5673311 -1.496794 0.5323223 0.618978 1.031094 0.3024969 -allD fyuA 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 -allD ybtT 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 -allD ybtU 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 -allD nleC 1.665501 0.2788342 -1.615132 0.2896591 0.3007154 0.4489717 0.6534521 -allD irp1 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 -allD irp2 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 -allD ybtQ 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 -allD ybtX 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 -allD ybtS 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 -allD ybtA 1.458435 0.7343962 -1.438466 0.7280314 0.7366291 1.244451 0.2133336 -allD cesT 1.922843 0.7120301 -1.819742 0.6089475 -0.2058346 -0.3426108 0.7318913 -allD vipA.tssB 1.684884 0.2911275 -1.612989 0.2671827 0.2769467 0.3986858 0.6901247 -allD wbtL.1 1.856305 6.399638 -1.785947 -0.1267683 0.5715079 2.54232 0.01101193 -allD galU 1.851159 5.089321 -1.792258 -0.3381306 0.7305 2.7937 0.005210875 -allD fliH 1.471168 0.73782 -1.375929 0.6883157 0.8099704 1.378272 0.1681192 -allD clpV1 1.41215 1.479076 -0.9716272 1.109259 1.424548 2.793451 0.005214893 -allD tviA 1.440316 1.257104 -1.393197 -0.8431645 0.7890197 1.131254 0.2579481 -allD tviB 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD tviC 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD tviD 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD tviE 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD vexA 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD vexB 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD vexC 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD flgM 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD vexD 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD vexE 1.190572 0.05139487 -1.161962 0.03810431 1.305672 1.810446 0.07022657 -allD clpV.tssH 1.864442 2.479299 -1.860987 2.124749 -0.4931166 -1.848332 0.06455429 -allD ipfE 1.75716 1.716357 -1.701683 0.2488807 0.2262331 0.643241 0.5200677 -allD sopA 1.87103 2.413132 -1.76577 -0.9353444 0.2048205 0.6702314 0.5027103 -allD PA2367 1.809511 2.923181 -1.705268 -0.44405 -0.1282964 -0.4183258 0.6757089 -allD lpfD 1.82174 2.73157 -1.730678 -0.6842262 0.006017359 0.01949427 0.9844468 -allD avrA 1.653196 1.669512 -1.53899 -1.22396 -0.5893409 -1.614052 0.1065161 -allD slrP 1.444112 0.757699 -1.382519 -0.7057059 -0.8562574 -1.490345 0.1361335 -allD lpfB 1.75716 1.716357 -1.701683 0.2488807 0.2262331 0.643241 0.5200677 -allD lpfA 1.75716 1.716357 -1.701683 0.2488807 0.2262331 0.643241 0.5200677 -allD flgL 1.750075 0.8767325 -1.691185 0.9579055 0.1302215 0.2537617 0.7996797 -allD PA2366 1.781036 2.969826 -1.576062 -0.08356573 -0.492584 -1.350217 0.1769465 -allD cdtB.1 1.741033 1.32527 -1.683642 -1.208086 -0.4010211 -1.197158 0.231245 -allB allC 2.412806 2.217071 -2.349115 -2.185552 1.689161 4.037232 5.408565e-05 -allB iucA 1.882222 1.148836 -1.786828 1.056757 -0.1395624 -0.3120272 0.7550199 -allB iucB 1.882222 1.148836 -1.786828 1.056757 -0.1395624 -0.3120272 0.7550199 -allB cdtB 1.870099 0.703383 -1.77567 0.660303 -0.1063742 -0.1904106 0.8489874 -allB iucC 1.99373 0.9649887 -1.843914 0.9101586 -0.3395333 -0.693593 0.4879375 -allB sinH 1.828055 1.84018 -1.774898 0.4366164 0.1619643 0.4893894 0.6245661 -allB tssF 1.88436 0.6938241 -1.794493 0.6438765 -0.1406578 -0.2432648 0.8078003 -allB iucD 1.99373 0.9649887 -1.843914 0.9101586 -0.3395333 -0.693593 0.4879375 -allB iutA 1.99373 0.9649887 -1.843914 0.9101586 -0.3395333 -0.693593 0.4879375 -allB hcp.tssD 1.809994 1.480495 -1.734667 -1.667822 0.01366276 0.03678644 0.9706553 -allB icsP.sopA 1.514379 0.5667152 -1.500282 0.5318501 0.6197324 1.032747 0.3017223 -allB fyuA 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 -allB ybtT 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 -allB ybtU 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 -allB nleC 1.657339 0.2783073 -1.619946 0.2892108 0.302863 0.4527904 0.6506997 -allB irp1 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 -allB irp2 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 -allB ybtQ 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 -allB ybtX 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 -allB ybtS 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 -allB ybtA 1.453476 0.7337796 -1.441611 0.7275004 0.7370883 1.245531 0.2129368 -allB cesT 1.540135 0.6259853 -1.495783 0.4807056 0.563049 0.8716724 0.3833871 -allB vipA.tssB 1.676243 0.2906509 -1.618077 0.26671 0.2792938 0.4026417 0.6872118 -allB wbtL.1 1.851102 6.477035 -1.791487 -0.1422346 0.5951325 2.592445 0.009529628 -allB galU 1.84355 5.121302 -1.798026 -0.3493595 0.7467236 2.794141 0.00520377 -allB fliH 1.066931 0.435392 -1.036775 0.4090133 1.618184 2.373043 0.01764223 -allB clpV1 1.650341 1.739774 -1.095069 1.186326 1.009641 2.445891 0.01444946 -allB tviA 1.435124 1.256356 -1.395977 -0.8436833 0.79014 1.133471 0.2570166 -allB tviB 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB tviC 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB tviD 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB tviE 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB vexA 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB vexB 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB vexC 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB flgM 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB vexD 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB vexE 1.187338 0.05082209 -1.16338 0.03754686 1.306157 1.812039 0.06998021 -allB clpV.tssH 1.846421 2.441062 -1.838714 2.07948 -0.3465141 -1.283266 0.199399 -allB ipfE 1.814419 1.745813 -1.740488 0.2629372 -0.006199547 -0.01873933 0.985049 -allB sopA 1.814789 2.197668 -1.741222 -1.043359 0.006631084 0.02043576 0.9836958 -allB PA2367 1.785279 2.79908 -1.645736 -0.4021978 -0.3327462 -0.9873494 0.3234714 -allB lpfD 1.811953 2.731456 -1.739174 -0.6841792 0.005640939 0.01828147 0.9854143 -allB avrA 1.503208 1.487002 -1.449557 -1.214471 -0.8924747 -2.132328 0.0329799 -allB slrP 1.43932 0.7570888 -1.385654 -0.7051599 -0.8564667 -1.490888 0.1359908 -allB lpfB 1.814419 1.745813 -1.740488 0.2629372 -0.006199547 -0.01873933 0.985049 -allB lpfA 1.814419 1.745813 -1.740488 0.2629372 -0.006199547 -0.01873933 0.985049 -allB flgL 1.741158 0.8763591 -1.697841 0.9576404 0.1312168 0.2558895 0.7980361 -allB PA2366 1.772571 2.970689 -1.584071 -0.08250263 -0.490796 -1.348198 0.1775947 -allB cdtB.1 1.783792 1.350347 -1.722683 -1.23347 -0.187301 -0.588589 0.556137 -allC iucA 1.83608 1.154084 -1.72074 1.058882 -0.1763836 -0.3929491 0.6943571 -allC iucB 1.83608 1.154084 -1.72074 1.058882 -0.1763836 -0.3929491 0.6943571 -allC cdtB 1.831345 0.7076342 -1.710128 0.6621535 -0.1504491 -0.2675373 0.7890555 -allC iucC 1.953098 0.9675159 -1.771721 0.9090917 -0.3828588 -0.7785335 0.4362546 -allC sinH 1.761375 1.846478 -1.719167 0.4281033 0.2494797 0.7318413 0.4642654 -allC tssF 1.840853 0.6960368 -1.729473 0.6454435 -0.1790432 -0.3090518 0.7572821 -allC iucD 1.953098 0.9675159 -1.771721 0.9090917 -0.3828588 -0.7785335 0.4362546 -allC iutA 1.953098 0.9675159 -1.771721 0.9090917 -0.3828588 -0.7785335 0.4362546 -allC hcp.tssD 1.757929 1.486283 -1.681521 -1.666517 -0.04498226 -0.1185701 0.905616 -allC icsP.sopA 1.471425 0.5748486 -1.445676 0.5397306 0.5803159 0.9627478 0.3356741 -allC fyuA 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 -allC ybtT 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 -allC ybtU 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 -allC nleC 1.615843 0.2842535 -1.563838 0.2939495 0.261255 0.3887788 0.6974398 -allC irp1 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 -allC irp2 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 -allC ybtQ 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 -allC ybtX 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 -allC ybtS 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 -allC ybtA 1.409331 0.742577 -1.384474 0.7343307 0.7039452 1.189447 0.2342637 -allC cesT 1.495753 0.630799 -1.439169 0.4894032 0.5282523 0.8189947 0.4127894 -allC vipA.tssB 1.632545 0.2950494 -1.561236 0.2712543 0.2408584 0.3468092 0.7287346 -allC wbtL.1 1.78283 6.502628 -1.715977 -0.1875104 0.6468153 2.709011 0.0067484 -allC galU 2.258986 1.91239 0.2766387 1.529589 1.679714 4.525925 6.013186e-06 -allC fliH 1.023562 0.4455266 -0.9879667 0.41881 1.583564 2.321486 0.02026064 -allC clpV1 2.152489 1.607387 0.06953368 1.290612 1.358983 3.230198 0.001237046 -allC tviA 1.391528 1.265206 -1.344616 -0.8377843 0.7516571 1.076505 0.2817013 -allC tviB 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC tviC 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC tviD 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC tviE 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC vexA 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC vexB 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC vexC 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC flgM 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC vexD 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC vexE 1.143742 0.05895814 -1.115663 0.04563792 1.26909 1.75813 0.07872534 -allC clpV.tssH 1.775022 2.486577 -1.778473 2.071223 -0.4024059 -1.468922 0.141854 -allC ipfE 1.704186 1.726962 -1.647543 0.2534086 0.1591212 0.4428846 0.6578492 -allC sopA 1.766601 2.301659 -1.676228 -0.9759735 0.06715093 0.2020698 0.8398622 -allC PA2367 1.73786 2.835525 -1.574835 -0.4208571 -0.2734937 -0.7965387 0.425719 -allC lpfD 1.762488 2.711723 -1.668035 -0.6757987 -0.06682523 -0.2090624 0.8343995 -allC avrA 1.463203 1.495209 -1.379064 -1.22554 -0.8604632 -2.049156 0.04044691 -allC slrP 1.394934 0.7659208 -1.330672 -0.7138574 -0.8205974 -1.426229 0.1538021 -allC lpfB 1.704186 1.726962 -1.647543 0.2534086 0.1591212 0.4428846 0.6578492 -allC lpfA 1.704186 1.726962 -1.647543 0.2534086 0.1591212 0.4428846 0.6578492 -allC flgL 1.698881 0.8851481 -1.635097 0.9627229 0.09392192 0.1831008 0.8547189 -allC PA2366 1.630966 2.16116 -0.6067156 -0.2523828 -1.203969 -1.477907 0.1394327 -allC cdtB.1 1.684721 1.328851 -1.628604 -1.218577 -0.3358741 -0.9829586 0.3256278 -iucA iucB 1.58079 1.580792 1.54777 1.547769 1.5405 3.117167 0.001825981 -iucA cdtB 1.530783 0.9057502 1.260898 0.8315979 0.8067255 1.350374 0.1768959 -iucA iucC 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 -iucA sinH 1.089751 1.770896 0.9921116 0.1229722 -0.8192081 -1.652227 0.09848827 -iucA tssF 1.496173 0.8519293 1.310073 0.8041347 0.7876887 1.310424 0.1900523 -iucA iucD 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 -iucA iutA 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 -iucA hcp.tssD 1.256268 1.441221 1.096755 -1.549655 0.5501935 1.182161 0.2371416 -iucA icsP.sopA 1.121697 0.6900094 1.038079 0.6134855 -0.01840495 -0.02829327 0.9774283 -iucA fyuA 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucA ybtT 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucA ybtU 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucA nleC 1.258974 0.3763442 1.137104 0.3739135 0.261154 0.3666319 0.7138936 -iucA irp1 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucA irp2 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucA ybtQ 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucA ybtX 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucA ybtS 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucA ybtA 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucA cesT 1.134314 0.7093702 1.048473 0.5963204 0.009431357 0.01383715 0.9889599 -iucA vipA.tssB 1.253514 0.371165 1.14673 0.3485392 0.2609075 0.3598106 0.7189888 -iucA wbtL.1 1.019432 6.489531 0.9810757 -0.7004935 -0.9677566 -2.081291 0.03740732 -iucA galU 1.008296 5.149093 0.9629856 -0.76199 -0.9186835 -1.955753 0.0504943 -iucA fliH 0.6371633 0.4806734 0.5847111 0.4417555 -1.121964 -1.584305 0.1131244 -iucA clpV1 0.6503178 1.432693 0.4209461 0.7316674 -1.429822 -2.011573 0.04426495 -iucA tviA 0.9997642 1.34102 0.930444 -0.8045516 -0.2874614 -0.3983025 0.6904072 -iucA tviB 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA tviC 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA tviD 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA tviE 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA vexA 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA vexB 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA vexC 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA flgM 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA vexD 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA vexE 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucA clpV.tssH 1.12918 2.28755 1.041206 1.98706 -0.03942571 -0.1071743 0.9146507 -iucA ipfE 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 -iucA sopA 1.153684 2.511369 1.090582 -1.073435 -0.4150992 -0.9349058 0.3498369 -iucA PA2367 1.133141 3.047337 1.055226 -0.5950539 -0.2047775 -0.4870117 0.62625 -iucA lpfD 1.093682 2.748975 1.020578 -0.7699904 -0.167069 -0.3559975 0.7218425 -iucA avrA 1.135738 3.020079 1.052775 -0.2699497 -0.0587481 -0.1433038 0.8860503 -iucA slrP 1.025877 0.851988 0.9439888 -0.7915183 0.256802 0.4178511 0.676056 -iucA lpfB 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 -iucA lpfA 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 -iucA flgL 0.9739816 0.7707923 0.9318502 0.836862 -0.4054108 -0.6879496 0.4914845 -iucA PA2366 1.116799 3.253764 1.032329 0.0151578 0.1389289 0.324325 0.745692 -iucA cdtB.1 1.100639 1.293878 0.9955299 -1.183167 0.1957921 0.4246151 0.6711173 -iucB cdtB 1.530783 0.9057502 1.260898 0.8315979 0.8067255 1.350374 0.1768959 -iucB iucC 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 -iucB sinH 1.089751 1.770896 0.9921116 0.1229722 -0.8192081 -1.652227 0.09848827 -iucB tssF 1.496173 0.8519293 1.310073 0.8041347 0.7876887 1.310424 0.1900523 -iucB iucD 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 -iucB iutA 1.573641 1.283517 1.411958 1.235756 1.191809 2.309738 0.02090268 -iucB hcp.tssD 1.256268 1.441221 1.096755 -1.549655 0.5501935 1.182161 0.2371416 -iucB icsP.sopA 1.121697 0.6900094 1.038079 0.6134855 -0.01840495 -0.02829327 0.9774283 -iucB fyuA 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucB ybtT 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucB ybtU 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucB nleC 1.258974 0.3763442 1.137104 0.3739135 0.261154 0.3666319 0.7138936 -iucB irp1 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucB irp2 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucB ybtQ 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucB ybtX 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucB ybtS 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucB ybtA 1.066497 0.8619791 0.9910393 0.8187071 -0.1403589 -0.218949 0.8266897 -iucB cesT 1.134314 0.7093702 1.048473 0.5963204 0.009431357 0.01383715 0.9889599 -iucB vipA.tssB 1.253514 0.371165 1.14673 0.3485392 0.2609075 0.3598106 0.7189888 -iucB wbtL.1 1.019432 6.489531 0.9810757 -0.7004935 -0.9677566 -2.081291 0.03740732 -iucB galU 1.008296 5.149093 0.9629856 -0.76199 -0.9186835 -1.955753 0.0504943 -iucB fliH 0.6371633 0.4806734 0.5847111 0.4417555 -1.121964 -1.584305 0.1131244 -iucB clpV1 0.6503178 1.432693 0.4209461 0.7316674 -1.429822 -2.011573 0.04426495 -iucB tviA 0.9997642 1.34102 0.930444 -0.8045516 -0.2874614 -0.3983025 0.6904072 -iucB tviB 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB tviC 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB tviD 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB tviE 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB vexA 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB vexB 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB vexC 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB flgM 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB vexD 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB vexE 0.7512028 0.08883096 0.7034263 0.07308404 -0.8330868 -1.125026 0.2605781 -iucB clpV.tssH 1.12918 2.28755 1.041206 1.98706 -0.03942571 -0.1071743 0.9146507 -iucB ipfE 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 -iucB sopA 1.153684 2.511369 1.090582 -1.073435 -0.4150992 -0.9349058 0.3498369 -iucB PA2367 1.133141 3.047337 1.055226 -0.5950539 -0.2047775 -0.4870117 0.62625 -iucB lpfD 1.093682 2.748975 1.020578 -0.7699904 -0.167069 -0.3559975 0.7218425 -iucB avrA 1.135738 3.020079 1.052775 -0.2699497 -0.0587481 -0.1433038 0.8860503 -iucB slrP 1.025877 0.851988 0.9439888 -0.7915183 0.256802 0.4178511 0.676056 -iucB lpfB 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 -iucB lpfA 1.03014 1.682445 0.958649 0.08212528 -0.4314852 -0.8418572 0.3998679 -iucB flgL 0.9739816 0.7707923 0.9318502 0.836862 -0.4054108 -0.6879496 0.4914845 -iucB PA2366 1.116799 3.253764 1.032329 0.0151578 0.1389289 0.324325 0.745692 -iucB cdtB.1 1.100639 1.293878 0.9955299 -1.183167 0.1957921 0.4246151 0.6711173 -cdtB iucC 0.4824906 0.838991 0.4477608 -0.8666818 1.620617 2.410712 0.01592142 -cdtB sinH 0.571752 1.67264 0.5428737 -0.03237634 -1.055251 -1.701614 0.0888277 -cdtB tssF 0.802842 0.5415143 -0.8399745 0.4964618 1.660984 2.450622 0.01426096 -cdtB iucD 0.4824906 0.838991 0.4477608 -0.8666818 1.620617 2.410712 0.01592142 -cdtB iutA 0.4824906 0.838991 0.4477608 -0.8666818 1.620617 2.410712 0.01592142 -cdtB hcp.tssD 0.7613753 1.288947 0.6849708 -1.337112 1.10769 1.875818 0.06068029 -cdtB icsP.sopA 0.7954941 0.7975215 0.7238841 0.6749611 0.2678566 0.3852704 0.7000371 -cdtB fyuA 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 -cdtB ybtT 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 -cdtB ybtU 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 -cdtB nleC 0.9719917 0.4476238 0.7490021 0.4369588 0.5779185 0.6814268 0.4956014 -cdtB irp1 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 -cdtB irp2 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 -cdtB ybtQ 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 -cdtB ybtX 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 -cdtB ybtS 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 -cdtB ybtA 0.7342653 0.9558517 0.6858764 0.899104 0.1085081 0.1632228 0.870343 -cdtB cesT 0.7927447 0.7823458 0.7330901 0.6710024 0.2554318 0.3655326 0.7147139 -cdtB vipA.tssB 0.9248478 0.4264243 0.7889413 0.4020169 0.5373412 0.689983 0.4902049 -cdtB wbtL.1 0.6270628 6.461312 0.6106943 -0.5822654 -0.7662805 -1.751963 0.07978016 -cdtB galU 0.6238643 5.12403 0.6025558 -0.6221792 -0.707983 -1.534281 0.1249606 -cdtB fliH 0.3470571 0.5470688 0.3236162 0.5097608 -0.9234972 -1.284615 0.1989268 -cdtB clpV1 0.2938853 1.387803 0.1830018 0.8539605 -1.26826 -1.777304 0.07551832 -cdtB tviA 0.6762861 1.409166 0.6386605 -0.7496376 -0.04295128 -0.05746636 0.9541737 -cdtB tviB 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB tviC 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB tviD 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB tviE 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB vexA 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB vexB 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB vexC 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB flgM 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB vexD 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB vexE 0.4545558 0.145698 0.4344815 0.1303452 -0.6186477 -0.8204826 0.411941 -cdtB clpV.tssH 0.6602382 2.049825 0.5933844 1.893781 -0.4241786 -0.9096263 0.3630196 -cdtB ipfE 0.5040143 1.584447 0.484176 -0.1054886 -0.7789643 -1.219781 0.2225479 -cdtB sopA 0.6909465 2.676267 0.6648851 -1.004668 -0.4978576 -0.8860958 0.3755659 -cdtB PA2367 0.6919042 3.029904 0.6596949 -0.5933386 -0.1793383 -0.3602994 0.7186233 -cdtB lpfD 0.616143 2.742535 0.593754 -0.8984629 -0.3644701 -0.6357041 0.5249693 -cdtB avrA 0.6043385 1.697592 0.5529983 -1.107241 0.3687957 0.6228969 0.5333523 -cdtB slrP 0.6881481 0.9320808 0.6482641 -0.871013 0.01351881 0.02128316 0.9830198 -cdtB lpfB 0.5040143 1.584447 0.484176 -0.1054886 -0.7789643 -1.219781 0.2225479 -cdtB lpfA 0.5040143 1.584447 0.484176 -0.1054886 -0.7789643 -1.219781 0.2225479 -cdtB flgL 0.6633531 0.8734421 0.6325501 0.9406634 -0.09476433 -0.1503703 0.8804724 -cdtB PA2366 0.6581127 3.195022 0.6101839 0.1234813 0.3573685 0.7272199 0.4670912 -cdtB cdtB.1 0.3455887 0.8280416 0.2977856 -0.759084 1.263349 1.850547 0.06423477 -iucC sinH 0.775702 1.657831 0.7281304 -0.08336428 -1.266998 -2.119576 0.03404185 -iucC tssF 0.8082481 0.4568164 -0.842095 0.4206678 1.539842 2.276499 0.02281618 -iucC iucD 1.377229 1.377229 1.192796 1.192796 1.335161 2.539025 0.01111618 -iucC iutA 1.377229 1.377229 1.192796 1.192796 1.335161 2.539025 0.01111618 -iucC hcp.tssD 1.051643 1.386786 0.951118 -1.485811 0.7630346 1.500596 0.13346 -iucC icsP.sopA 0.9732418 0.7227798 0.9166405 0.6345458 0.07544119 0.1140623 0.9091884 -iucC fyuA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucC ybtT 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucC ybtU 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucC nleC 1.111416 0.3972032 1.004742 0.3922722 0.3609291 0.4954256 0.6202997 -iucC irp1 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucC irp2 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucC ybtQ 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucC ybtX 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucC ybtS 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucC ybtA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucC cesT 0.9789876 0.7309543 0.9242583 0.6194309 0.08729324 0.1280246 0.8981295 -iucC vipA.tssB 1.098462 0.3873343 1.016296 0.3642474 0.3504909 0.4780526 0.6326128 -iucC wbtL.1 0.8608394 6.4734 0.8384082 -0.6245271 -0.8511788 -1.927758 0.05388518 -iucC galU 0.8521862 5.141666 0.8247274 -0.6793624 -0.8043874 -1.769042 0.07688683 -iucC fliH 0.5112494 0.5085772 0.4777412 0.4707158 -1.049185 -1.478721 0.1392149 -iucC clpV1 0.4851709 1.398267 0.3232514 0.7892282 -1.382858 -1.967966 0.04907191 -iucC tviA 0.8575531 1.364332 0.8158431 -0.7829425 -0.2000673 -0.2751732 0.7831832 -iucC tviB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC tviC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC tviD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC tviE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC vexA 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC vexB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC vexC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC flgM 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC vexD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC vexE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucC clpV.tssH 0.9312428 2.168614 0.8644256 1.960148 -0.2153673 -0.5339415 0.593382 -iucC ipfE 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 -iucC sopA 0.9215632 2.744774 0.8950083 -1.060009 -0.6779943 -1.342917 0.1792987 -iucC PA2367 0.9301972 3.08798 0.8976496 -0.7185401 -0.4047291 -0.9121071 0.3617124 -iucC lpfD 0.8065369 2.750563 0.7820058 -0.9946548 -0.5511319 -1.005202 0.3147995 -iucC avrA 0.9521033 3.081437 0.9113306 -0.2922484 -0.2104685 -0.4942775 0.6211102 -iucC slrP 0.8749626 0.8784749 0.8260442 -0.8187196 0.176918 0.2860023 0.7748764 -iucC lpfB 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 -iucC lpfA 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 -iucC flgL 0.8390309 0.8089211 0.8141409 0.8743174 -0.2949091 -0.4904466 0.6238179 -iucC PA2366 0.9310098 2.537204 0.8754787 0.8371932 -0.3208286 -0.7376738 0.4607127 -iucC cdtB.1 0.8021408 1.129791 0.7366892 -1.041618 0.595839 1.066157 0.2863526 -sinH tssF 1.649231 0.5587571 -0.0385489 0.523037 -0.9913814 -1.583116 0.113395 -sinH iucD 1.657831 0.775702 -0.08336428 0.7281304 -1.266998 -2.119579 0.03404154 -sinH iutA 1.657831 0.775702 -0.08336428 0.7281304 -1.266998 -2.119579 0.03404154 -sinH hcp.tssD 1.875557 1.592655 0.4141049 -1.716199 -0.2276696 -0.4323465 0.6654896 -sinH icsP.sopA 1.77328 0.6889999 0.3422427 0.624104 -0.2649611 -0.4720064 0.6369222 -sinH fyuA 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 -sinH ybtT 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 -sinH ybtU 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 -sinH nleC 1.688774 0.2671094 0.08253519 0.2591136 -0.7480123 -1.128247 0.2592156 -sinH irp1 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 -sinH irp2 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 -sinH ybtQ 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 -sinH ybtX 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 -sinH ybtS 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 -sinH ybtA 1.803574 0.9130466 0.4718106 0.8634317 0.008201178 0.01646701 0.9868618 -sinH cesT 1.775226 0.7033863 0.3493368 0.5933185 -0.2119988 -0.3660064 0.7143603 -sinH vipA.tssB 1.676767 0.2648633 0.08969445 0.2443066 -0.6789789 -1.00047 0.3170831 -sinH wbtL.1 1.626522 2.242109 0.5770772 -2.064224 -0.4091271 -1.431269 0.1523531 -sinH galU 1.873057 5.081229 0.5223344 -0.2395992 0.4282778 1.667908 0.09533408 -sinH fliH 1.878892 0.7971426 0.8850403 0.753765 0.7202634 1.271573 0.2035248 -sinH clpV1 1.821788 1.686822 1.095665 1.357026 1.039622 2.632278 0.008481439 -sinH tviA 1.76826 1.40935 0.3590676 -0.7335823 -0.1992381 -0.3047093 0.7605876 -sinH tviB 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH tviC 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH tviD 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH tviE 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH vexA 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH vexB 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH vexC 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH flgM 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH vexD 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH vexE 1.837084 0.30658 0.5924349 0.2883223 0.2258363 0.3400229 0.7338393 -sinH clpV.tssH 1.667991 2.182483 0.5771968 1.955321 0.4182768 1.488194 0.1366997 -sinH ipfE 2.035986 1.794655 0.4988751 0.1159236 0.6697394 1.048529 0.2943951 -sinH sopA 1.873739 2.033047 0.3230936 -1.281313 0.6671756 1.768866 0.07691616 -sinH PA2367 1.837449 3.042849 0.4557993 -0.4810529 0.07664568 0.1925038 0.8473476 -sinH lpfD 1.927043 2.91869 0.5609404 -0.7975625 0.4327031 0.9535762 0.3402982 -sinH avrA 1.795004 2.949962 0.4793742 -0.2934509 -0.05036877 -0.1311523 0.8956548 -sinH slrP 1.730392 0.9074336 0.2754724 -0.8530113 0.3771672 0.718755 0.4722919 -sinH lpfB 2.035986 1.794655 0.4988751 0.1159236 0.6697394 1.048529 0.2943951 -sinH lpfA 2.035986 1.794655 0.4988751 0.1159236 0.6697394 1.048529 0.2943951 -sinH flgL 1.807173 0.9050059 0.4779488 0.9736244 0.03090682 0.06532985 0.9479114 -sinH PA2366 1.835386 2.576232 0.5553226 1.133859 0.4810982 1.189868 0.2340982 -sinH cdtB.1 1.833623 1.362532 0.4864446 -1.243287 -0.1473729 -0.3490952 0.7270178 -tssF iucD 0.4568159 0.8082479 0.4206679 -0.8420951 1.539842 2.276499 0.02281618 -tssF iutA 0.4568159 0.8082479 0.4206679 -0.8420951 1.539842 2.276499 0.02281618 -tssF hcp.tssD 0.5356894 0.9565677 0.4859896 -0.9803676 1.769725 2.614186 0.008944025 -tssF icsP.sopA 0.75092 0.7714161 0.6975195 0.6727455 0.2102661 0.3121734 0.7549088 -tssF fyuA 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 -tssF ybtT 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 -tssF ybtU 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 -tssF nleC 0.8355853 0.419041 0.7674545 0.4309692 0.4490282 0.6384683 0.5231689 -tssF irp1 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 -tssF irp2 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 -tssF ybtQ 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 -tssF ybtX 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 -tssF ybtS 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 -tssF ybtA 0.7078846 0.9405334 0.6578569 0.8894504 0.07182955 0.1092043 0.9130404 -tssF cesT 0.7963886 0.8222266 0.7403279 0.6778274 0.3113444 0.4427161 0.6579711 -tssF vipA.tssB 0.9075461 0.4563837 0.8256525 0.4274462 0.5801622 0.7659428 0.4437103 -tssF wbtL.1 0.6246625 6.348434 0.5917784 -0.5401176 -0.6356934 -1.273749 0.2027525 -tssF galU 0.6250887 4.900388 0.588462 -0.6097353 -0.613309 -1.160184 0.2459741 -tssF fliH 0.3495918 0.5472097 0.3171061 0.5105618 -0.8870699 -1.216951 0.2236228 -tssF clpV1 0.2894217 1.37231 0.1881232 0.8706021 -1.215404 -1.650599 0.09882051 -tssF tviA 0.684089 1.422675 0.6342991 -0.7410116 -0.000559012 -0.0007386919 0.9994106 -tssF tviB 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF tviC 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF tviD 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF tviE 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF vexA 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF vexB 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF vexC 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF flgM 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF vexD 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF vexE 0.4565471 0.1457253 0.4243724 0.1305097 -0.5894375 -0.7758498 0.4378377 -tssF clpV.tssH 0.6825397 2.286622 0.6322588 1.983972 -0.0366936 -0.06127088 0.9511435 -tssF ipfE 0.5041028 1.577538 0.4731556 -0.1002436 -0.7289772 -1.124978 0.2605983 -tssF sopA 0.6813481 2.590119 0.6480972 -1.088071 -0.47949 -0.8371504 0.4025081 -tssF PA2367 0.6477602 3.080226 0.6136992 -0.8673015 -0.5370924 -0.9714259 0.3313363 -tssF lpfD 0.6198309 2.730407 0.5834383 -0.8785355 -0.3052697 -0.521823 0.6017936 -tssF avrA 0.6928268 3.034812 0.6433001 -0.2999529 -0.09696838 -0.1819265 0.8556404 -tssF slrP 0.346642 0.5645375 0.3136489 -0.5275065 0.9100199 1.253759 0.2099296 -tssF lpfB 0.5041028 1.577538 0.4731556 -0.1002436 -0.7289772 -1.124978 0.2605983 -tssF lpfA 0.5041028 1.577538 0.4731556 -0.1002436 -0.7289772 -1.124978 0.2605983 -tssF flgL 0.6533574 0.8666993 0.6063348 0.9289062 -0.1184093 -0.1881722 0.8507417 -tssF PA2366 0.5994226 3.239789 0.5419202 0.3827504 0.6424356 1.167235 0.2431153 -tssF cdtB.1 0.3413244 0.8203823 0.2898207 -0.7569125 1.217652 1.756918 0.07893174 -iucD iutA 1.377229 1.377229 1.192796 1.192796 1.335161 2.539025 0.01111618 -iucD hcp.tssD 1.051643 1.386786 0.951118 -1.485811 0.7630346 1.500596 0.13346 -iucD icsP.sopA 0.9732418 0.7227798 0.9166405 0.6345458 0.07544119 0.1140623 0.9091884 -iucD fyuA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucD ybtT 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucD ybtU 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucD nleC 1.111416 0.3972032 1.004742 0.3922722 0.3609291 0.4954256 0.6202997 -iucD irp1 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucD irp2 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucD ybtQ 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucD ybtX 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucD ybtS 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucD ybtA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iucD cesT 0.9789876 0.7309543 0.9242583 0.6194309 0.08729324 0.1280246 0.8981295 -iucD vipA.tssB 1.098462 0.3873343 1.016296 0.3642474 0.3504909 0.4780526 0.6326128 -iucD wbtL.1 0.8608394 6.4734 0.8384082 -0.6245271 -0.8511788 -1.927758 0.05388518 -iucD galU 0.8521862 5.141666 0.8247274 -0.6793624 -0.8043874 -1.769042 0.07688683 -iucD fliH 0.5112494 0.5085772 0.4777412 0.4707158 -1.049185 -1.478721 0.1392149 -iucD clpV1 0.4851709 1.398267 0.3232514 0.7892282 -1.382858 -1.967966 0.04907191 -iucD tviA 0.8575531 1.364332 0.8158431 -0.7829425 -0.2000673 -0.2751732 0.7831832 -iucD tviB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD tviC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD tviD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD tviE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD vexA 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD vexB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD vexC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD flgM 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD vexD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD vexE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iucD clpV.tssH 0.9312428 2.168614 0.8644256 1.960148 -0.2153673 -0.5339415 0.593382 -iucD ipfE 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 -iucD sopA 0.9215632 2.744774 0.8950083 -1.060009 -0.6779943 -1.342917 0.1792987 -iucD PA2367 0.9301972 3.08798 0.8976496 -0.7185401 -0.4047291 -0.9121071 0.3617124 -iucD lpfD 0.8065369 2.750563 0.7820058 -0.9946548 -0.5511319 -1.005202 0.3147995 -iucD avrA 0.9521033 3.081437 0.9113306 -0.2922484 -0.2104685 -0.4942775 0.6211102 -iucD slrP 0.8749626 0.8784749 0.8260442 -0.8187196 0.176918 0.2860023 0.7748764 -iucD lpfB 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 -iucD lpfA 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 -iucD flgL 0.8390309 0.8089211 0.8141409 0.8743174 -0.2949091 -0.4904466 0.6238179 -iucD PA2366 0.9310098 2.537204 0.8754787 0.8371932 -0.3208286 -0.7376738 0.4607127 -iucD cdtB.1 0.8021408 1.129791 0.7366892 -1.041618 0.595839 1.066157 0.2863526 -iutA hcp.tssD 1.051643 1.386786 0.951118 -1.485811 0.7630346 1.500596 0.13346 -iutA icsP.sopA 0.9732418 0.7227798 0.9166405 0.6345458 0.07544119 0.1140623 0.9091884 -iutA fyuA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iutA ybtT 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iutA ybtU 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iutA nleC 1.111416 0.3972032 1.004742 0.3922722 0.3609291 0.4954256 0.6202997 -iutA irp1 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iutA irp2 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iutA ybtQ 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iutA ybtX 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iutA ybtS 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iutA ybtA 0.9147301 0.8900326 0.8683582 0.8434711 -0.06389526 -0.09932836 0.9208776 -iutA cesT 0.9789876 0.7309543 0.9242583 0.6194309 0.08729324 0.1280246 0.8981295 -iutA vipA.tssB 1.098462 0.3873343 1.016296 0.3642474 0.3504909 0.4780526 0.6326128 -iutA wbtL.1 0.8608394 6.4734 0.8384082 -0.6245271 -0.8511788 -1.927758 0.05388518 -iutA galU 0.8521862 5.141666 0.8247274 -0.6793624 -0.8043874 -1.769042 0.07688683 -iutA fliH 0.5112494 0.5085772 0.4777412 0.4707158 -1.049185 -1.478721 0.1392149 -iutA clpV1 0.4851709 1.398267 0.3232514 0.7892282 -1.382858 -1.967966 0.04907191 -iutA tviA 0.8575531 1.364332 0.8158431 -0.7829425 -0.2000673 -0.2751732 0.7831832 -iutA tviB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA tviC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA tviD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA tviE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA vexA 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA vexB 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA vexC 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA flgM 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA vexD 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA vexE 0.6233331 0.1127683 0.5949698 0.09733797 -0.752436 -1.011932 0.3115706 -iutA clpV.tssH 0.9312428 2.168614 0.8644256 1.960148 -0.2153673 -0.5339415 0.593382 -iutA ipfE 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 -iutA sopA 0.9215632 2.744774 0.8950083 -1.060009 -0.6779943 -1.342917 0.1792987 -iutA PA2367 0.9301972 3.08798 0.8976496 -0.7185401 -0.4047291 -0.9121071 0.3617124 -iutA lpfD 0.8065369 2.750563 0.7820058 -0.9946548 -0.5511319 -1.005202 0.3147995 -iutA avrA 0.9521033 3.081437 0.9113306 -0.2922484 -0.2104685 -0.4942775 0.6211102 -iutA slrP 0.8749626 0.8784749 0.8260442 -0.8187196 0.176918 0.2860023 0.7748764 -iutA lpfB 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 -iutA lpfA 0.6819157 1.556565 0.6544255 -0.1668783 -0.9504584 -1.536823 0.1243368 -iutA flgL 0.8390309 0.8089211 0.8141409 0.8743174 -0.2949091 -0.4904466 0.6238179 -iutA PA2366 0.9310098 2.537204 0.8754787 0.8371932 -0.3208286 -0.7376738 0.4607127 -iutA cdtB.1 0.8021408 1.129791 0.7366892 -1.041618 0.595839 1.066157 0.2863526 -hcp.tssD icsP.sopA 1.423478 0.7361171 -1.571208 0.6413931 0.2695447 0.4890603 0.624799 -hcp.tssD fyuA 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 -hcp.tssD ybtT 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 -hcp.tssD ybtU 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 -hcp.tssD nleC 1.324681 0.3541516 -1.431479 0.343561 0.601671 0.94588 0.3442098 -hcp.tssD irp1 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 -hcp.tssD irp2 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 -hcp.tssD ybtQ 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 -hcp.tssD ybtX 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 -hcp.tssD ybtS 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 -hcp.tssD ybtA 1.471081 0.9259938 -1.646116 0.8715059 0.0594696 0.1185416 0.9056386 -hcp.tssD cesT 1.447941 0.7234915 -1.613414 0.6076498 0.1185038 0.2011216 0.8406035 -hcp.tssD vipA.tssB 0.9729976 0.2170595 -1.019984 0.1964389 1.413972 1.976819 0.04806207 -hcp.tssD wbtL.1 1.570484 6.380559 -1.758699 -0.307128 -0.4632085 -1.528486 0.1263919 -hcp.tssD galU 1.551018 5.051432 -1.732582 -0.3036996 -0.3768362 -1.145897 0.2518379 -hcp.tssD fliH 1.534156 0.8761936 -1.751074 0.8215102 -0.1746059 -0.3103969 0.7562592 -hcp.tssD clpV1 1.697023 1.55439 -2.164211 1.276821 -0.9887285 -2.096817 0.0360098 -hcp.tssD tviA 1.170478 1.37864 -1.263434 -0.7131984 0.8809535 1.288241 0.1976621 -hcp.tssD tviB 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD tviC 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD tviD 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD tviE 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD vexA 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD vexB 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD vexC 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD flgM 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD vexD 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD vexE 1.334335 0.3420746 -1.464717 0.3212932 0.4324114 0.6329407 0.5267724 -hcp.tssD clpV.tssH 1.461487 2.168915 -1.723701 1.949305 -0.326549 -1.069547 0.2848233 -hcp.tssD ipfE 1.47184 1.742999 -1.658867 0.2681873 0.02519951 0.04852294 0.9612995 -hcp.tssD sopA 1.4927 2.24629 -1.667448 -1.043778 -0.07843605 -0.1883943 0.8505676 -hcp.tssD PA2367 1.401995 2.839532 -1.630621 -0.3856608 0.2331271 0.4504279 0.652402 -hcp.tssD lpfD 1.384658 2.59161 -1.584596 -0.5929995 0.2471067 0.4240848 0.671504 -hcp.tssD avrA 1.481761 2.985065 -1.668011 -0.2655094 0.00577389 0.01469949 0.9882719 -hcp.tssD slrP 1.54178 0.8996083 -1.761153 -0.8450948 0.199562 0.3574803 0.7207322 -hcp.tssD lpfB 1.47184 1.742999 -1.658867 0.2681873 0.02519951 0.04852294 0.9612995 -hcp.tssD lpfA 1.47184 1.742999 -1.658867 0.2681873 0.02519951 0.04852294 0.9612995 -hcp.tssD flgL 1.457507 0.921513 -1.633861 0.9942108 0.1129498 0.2345036 0.814594 -hcp.tssD PA2366 1.259305 2.721122 -1.597252 0.04989388 0.7282969 1.347343 0.1778697 -hcp.tssD cdtB.1 1.640711 1.244119 -1.838629 -1.17484 0.5406894 1.099423 0.2715838 -icsP.sopA fyuA 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 -icsP.sopA ybtT 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 -icsP.sopA ybtU 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 -icsP.sopA nleC 1.011218 0.4782975 0.7204795 0.4658917 0.6507616 0.7585104 0.4481455 -icsP.sopA irp1 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 -icsP.sopA irp2 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 -icsP.sopA ybtQ 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 -icsP.sopA ybtX 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 -icsP.sopA ybtS 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 -icsP.sopA ybtA 0.774875 0.9936311 0.6709006 0.9310902 0.194372 0.2805919 0.7790234 -icsP.sopA cesT 0.8294811 0.8108599 0.7128404 0.6988124 0.3281385 0.4560388 0.6483621 -icsP.sopA vipA.tssB 0.9532151 0.449457 0.7654723 0.4246726 0.5970144 0.7597208 0.4474215 -icsP.sopA wbtL.1 0.5563902 1.870736 0.4640577 -1.807731 0.9146251 1.582076 0.1136321 -icsP.sopA galU 0.6969783 3.699162 0.600646 -0.5357086 0.2247929 0.424945 0.6708768 -icsP.sopA fliH 0.3510409 0.5484352 0.3146234 0.5112378 -0.8945764 -1.22962 0.2188395 -icsP.sopA clpV1 0.268009 1.385275 0.2029918 0.8562155 -1.223748 -1.652738 0.09838425 -icsP.sopA tviA 0.6953177 1.421982 0.6170346 -0.741471 -0.002679563 -0.003531611 0.9971822 -icsP.sopA tviB 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA tviC 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA tviD 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA tviE 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA vexA 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA vexB 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA vexC 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA flgM 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA vexD 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA vexE 0.4617587 0.1473968 0.419898 0.132043 -0.5928957 -0.7792488 0.4358332 -icsP.sopA clpV.tssH 0.6773117 2.063502 0.5499863 1.888295 -0.4209591 -0.9077783 0.3639954 -icsP.sopA ipfE 0.5079951 1.583468 0.4692012 -0.1033269 -0.7414473 -1.148316 0.2508381 -icsP.sopA sopA 0.621385 1.775967 0.5574283 -1.136763 0.3339443 0.5367993 0.5914063 -icsP.sopA PA2367 0.6945597 3.018328 0.6252953 -0.5832237 -0.1517192 -0.2942846 0.7685404 -icsP.sopA lpfD 0.6205737 2.751152 0.567496 -0.9086195 -0.3491718 -0.5986505 0.549406 -icsP.sopA avrA 0.6085904 1.73178 0.5345122 -1.085547 0.3540046 0.5912693 0.55434 -icsP.sopA slrP 0.7154175 0.9563326 0.6333238 -0.8940281 -0.05341301 -0.08200536 0.9346425 -icsP.sopA lpfB 0.5079951 1.583468 0.4692012 -0.1033269 -0.7414473 -1.148316 0.2508381 -icsP.sopA lpfA 0.5079951 1.583468 0.4692012 -0.1033269 -0.7414473 -1.148316 0.2508381 -icsP.sopA flgL 0.6866937 0.894938 0.6122462 0.9633317 -0.03014376 -0.04652853 0.962889 -icsP.sopA PA2366 0.6519525 2.477634 0.5749732 0.6704078 -0.5827461 -1.094078 0.2739207 -icsP.sopA cdtB.1 0.61652 1.205681 0.5542663 -1.115471 0.3549633 0.5930593 0.5531415 -fyuA ybtT 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -fyuA ybtU 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -fyuA nleC 1.109957 0.4398855 1.024664 0.4327277 0.4478665 0.6048879 0.5452535 -fyuA irp1 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -fyuA irp2 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -fyuA ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -fyuA ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -fyuA ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -fyuA ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -fyuA cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 -fyuA vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 -fyuA wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 -fyuA galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 -fyuA fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 -fyuA clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 -fyuA tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 -fyuA tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -fyuA clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 -fyuA ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -fyuA sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 -fyuA PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 -fyuA lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 -fyuA avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 -fyuA slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 -fyuA lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -fyuA lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -fyuA flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 -fyuA PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 -fyuA cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 -ybtT ybtU 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtT nleC 1.109957 0.4398855 1.024664 0.4327277 0.4478665 0.6048879 0.5452535 -ybtT irp1 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtT irp2 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtT ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtT ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtT ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtT ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtT cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 -ybtT vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 -ybtT wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 -ybtT galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 -ybtT fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 -ybtT clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 -ybtT tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 -ybtT tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtT clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 -ybtT ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtT sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 -ybtT PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 -ybtT lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 -ybtT avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 -ybtT slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 -ybtT lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtT lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtT flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 -ybtT PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 -ybtT cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 -ybtU nleC 1.109957 0.4398855 1.024664 0.4327277 0.4478665 0.6048879 0.5452535 -ybtU irp1 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtU irp2 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtU ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtU ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtU ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtU ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtU cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 -ybtU vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 -ybtU wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 -ybtU galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 -ybtU fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 -ybtU clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 -ybtU tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 -ybtU tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtU clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 -ybtU ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtU sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 -ybtU PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 -ybtU lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 -ybtU avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 -ybtU slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 -ybtU lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtU lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtU flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 -ybtU PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 -ybtU cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 -nleC irp1 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 -nleC irp2 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 -nleC ybtQ 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 -nleC ybtX 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 -nleC ybtS 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 -nleC ybtA 0.4398855 1.109957 0.4327277 1.024664 0.4478665 0.6049764 0.5451946 -nleC cesT 0.4660287 0.8948511 0.4731566 0.7747683 0.5536077 0.7460253 0.4556522 -nleC vipA.tssB 0.5253479 0.5051307 0.5439416 0.4769749 0.8049921 1.037994 0.2992728 -nleC wbtL.1 0.281541 6.448572 0.2821156 -0.5195887 -0.6648157 -1.540051 0.123548 -nleC galU 0.2826274 5.097334 0.2817373 -0.5350719 -0.5807287 -1.217767 0.2233124 -nleC fliH 0.1021079 0.6103203 0.09778328 0.5713829 -0.7285412 -0.9840322 0.3250997 -nleC clpV1 0.02512209 1.475887 0.008294946 0.9030564 -1.055768 -1.363722 0.172655 -nleC tviA 0.3729944 1.500448 0.3791262 -0.699768 0.209753 0.2676555 0.7889645 -nleC tviB 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC tviC 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC tviD 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC tviE 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC vexA 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC vexB 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC vexC 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC flgM 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC vexD 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC vexE 0.1956688 0.1985789 0.1943185 0.1825857 -0.4121342 -0.5320788 0.5946714 -nleC clpV.tssH 0.2322466 1.874382 0.2229301 1.74896 -0.7697094 -1.326308 0.1847376 -nleC ipfE 0.2291807 1.631153 0.225749 -0.002523465 -0.5204883 -0.7710408 0.4406827 -nleC sopA 0.3266987 2.387181 0.3280083 -0.9784776 -0.1270043 -0.1690207 0.8657803 -nleC PA2367 0.3050347 2.946265 0.3100986 -0.3138681 0.2126807 0.3543987 0.7230401 -nleC lpfD 0.3042079 2.73548 0.3057908 -0.7504655 -0.1018613 -0.1640493 0.8696923 -nleC avrA 0.04779605 1.195291 0.0334569 -0.9143134 1.088074 1.505738 0.1321343 -nleC slrP 0.3830474 1.041294 0.3912842 -0.9723235 -0.2736848 -0.40491 0.6855436 -nleC lpfB 0.2291807 1.631153 0.225749 -0.002523465 -0.5204883 -0.7710408 0.4406827 -nleC lpfA 0.2291807 1.631153 0.225749 -0.002523465 -0.5204883 -0.7710408 0.4406827 -nleC flgL 0.3678076 1.001533 0.363832 1.078714 0.2559833 0.3655738 0.7146831 -nleC PA2366 0.3156522 3.305817 0.318769 0.01100548 0.01867661 0.03013086 0.9759627 -nleC cdtB.1 0.08780108 0.8863509 0.07652964 -0.8260744 1.047519 1.470713 0.1413687 -irp1 irp2 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -irp1 ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -irp1 ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -irp1 ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -irp1 ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -irp1 cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 -irp1 vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 -irp1 wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 -irp1 galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 -irp1 fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 -irp1 clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 -irp1 tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 -irp1 tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp1 clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 -irp1 ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -irp1 sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 -irp1 PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 -irp1 lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 -irp1 avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 -irp1 slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 -irp1 lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -irp1 lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -irp1 flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 -irp1 PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 -irp1 cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 -irp2 ybtQ 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -irp2 ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -irp2 ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -irp2 ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -irp2 cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 -irp2 vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 -irp2 wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 -irp2 galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 -irp2 fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 -irp2 clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 -irp2 tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 -irp2 tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -irp2 clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 -irp2 ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -irp2 sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 -irp2 PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 -irp2 lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 -irp2 avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 -irp2 slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 -irp2 lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -irp2 lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -irp2 flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 -irp2 PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 -irp2 cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 -ybtQ ybtX 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtQ ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtQ ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtQ cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 -ybtQ vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 -ybtQ wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 -ybtQ galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 -ybtQ fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 -ybtQ clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 -ybtQ tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 -ybtQ tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtQ clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 -ybtQ ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtQ sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 -ybtQ PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 -ybtQ lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 -ybtQ avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 -ybtQ slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 -ybtQ lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtQ lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtQ flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 -ybtQ PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 -ybtQ cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 -ybtX ybtS 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtX ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtX cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 -ybtX vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 -ybtX wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 -ybtX galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 -ybtX fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 -ybtX clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 -ybtX tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 -ybtX tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtX clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 -ybtX ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtX sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 -ybtX PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 -ybtX lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 -ybtX avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 -ybtX slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 -ybtX lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtX lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtX flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 -ybtX PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 -ybtX cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 -ybtS ybtA 1.513613 1.513611 1.450736 1.450734 1.752278 2.941996 0.003261036 -ybtS cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 -ybtS vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 -ybtS wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 -ybtS galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 -ybtS fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 -ybtS clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 -ybtS tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 -ybtS tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtS clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 -ybtS ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtS sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 -ybtS PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 -ybtS lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 -ybtS avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 -ybtS slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 -ybtS lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtS lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtS flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 -ybtS PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 -ybtS cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 -ybtA cesT 1.003164 0.7768123 0.9459755 0.6660997 0.2115884 0.2939922 0.7687638 -ybtA vipA.tssB 1.097215 0.424488 1.034852 0.4007835 0.4346715 0.582543 0.560201 -ybtA wbtL.1 0.881626 6.454427 0.8430902 -0.3944649 -0.5689662 -1.661923 0.09652827 -ybtA galU 0.810244 5.172207 0.7797115 -0.7253843 -0.8465614 -1.795102 0.0726374 -ybtA fliH 0.5024467 0.5035028 0.4705585 0.4670249 -0.9923256 -1.371858 0.1701077 -ybtA clpV1 0.420239 1.333277 0.3564789 0.818514 -1.305822 -1.763993 0.07773317 -ybtA tviA 0.8563709 1.377444 0.8098685 -0.7743043 -0.1379709 -0.1861565 0.8523221 -ybtA tviB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA tviC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA tviD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA tviE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA vexA 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA vexB 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA vexC 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA flgM 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA vexD 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA vexE 0.614629 0.1089111 0.5816096 0.09379638 -0.70713 -0.9415459 0.3464252 -ybtA clpV.tssH 0.9070877 2.218945 0.8521784 1.951875 -0.1639918 -0.4016739 0.687924 -ybtA ipfE 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtA sopA 0.800958 1.716886 0.7550596 -1.083773 0.4500058 0.7429801 0.4574937 -ybtA PA2367 0.9070372 2.965582 0.8583373 -0.3834152 0.1195164 0.2394252 0.8107759 -ybtA lpfD 0.9537725 2.65307 0.9130012 -0.3413759 0.6015928 1.230933 0.2183478 -ybtA avrA 0.4498074 1.093367 0.3928735 -0.7957102 1.343936 1.920413 0.05480581 -ybtA slrP 0.892906 0.9160954 0.843457 -0.8556117 0.05431428 0.08362425 0.9333552 -ybtA lpfB 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtA lpfA 0.9505175 1.802279 0.9086564 0.4303086 0.3688813 0.7378783 0.4605884 -ybtA flgL 0.8505083 0.8365712 0.8133982 0.9028471 -0.18363 -0.2929025 0.7695967 -ybtA PA2366 0.8413956 3.152294 0.8144662 0.2207399 0.4681839 0.9721241 0.3309888 -ybtA cdtB.1 0.9223359 1.37803 0.8760492 -1.277524 -0.06503463 -0.1310941 0.8957008 -cesT vipA.tssB 1.000396 0.4980317 0.7933284 0.4716883 0.6790421 0.855308 0.3923807 -cesT wbtL.1 0.6955823 6.338122 0.5885309 -0.2177101 -0.3002058 -0.8573104 0.3912734 -cesT galU 0.706563 3.847979 0.5904103 -0.4886965 0.1477007 0.2615959 0.793633 -cesT fliH 0.7848984 0.9981025 0.6608742 0.930216 0.2121784 0.3001801 0.7640398 -cesT clpV1 0.2823433 1.381811 0.2096041 0.8752209 -1.150192 -1.4717 0.1411018 -cesT tviA 0.7292066 1.442969 0.6104089 -0.7278 0.05463702 0.07046024 0.9438273 -cesT tviB 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT tviC 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT tviD 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT tviE 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT vexA 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT vexB 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT vexC 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT flgM 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT vexD 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT vexE 0.477171 0.1483293 0.4073457 0.1331044 -0.556195 -0.7232596 0.4695204 -cesT clpV.tssH 0.7047067 2.247617 0.5853018 1.963203 -0.1014948 -0.1874448 0.8513119 -cesT ipfE 0.5227515 1.576738 0.4549065 -0.09451777 -0.6797488 -1.031906 0.3021163 -cesT sopA 0.6946229 2.508865 0.6228044 -1.210465 -0.5114579 -0.8714385 0.3835148 -cesT PA2367 0.6576257 3.075337 0.5745627 -0.9453656 -0.5816508 -0.9915926 0.3213963 -cesT lpfD 0.6424779 2.735481 0.5526511 -0.879843 -0.2766353 -0.4594439 0.6459155 -cesT avrA 0.7038151 2.983215 0.5905671 -0.245137 0.02953836 0.05392458 0.9569953 -cesT slrP 0.7755455 1.012569 0.6464858 -0.9464551 -0.1838974 -0.2636088 0.7920814 -cesT lpfB 0.5227515 1.576738 0.4549065 -0.09451777 -0.6797488 -1.031906 0.3021163 -cesT lpfA 0.5227515 1.576738 0.4549065 -0.09451777 -0.6797488 -1.031906 0.3021163 -cesT flgL 0.7016125 0.8981555 0.587999 0.9662147 -0.02060316 -0.03093335 0.9753227 -cesT PA2366 0.6428753 3.218964 0.5366154 0.3311648 0.502775 0.9019781 0.3670685 -cesT cdtB.1 0.3434469 0.8153949 0.2841948 -0.7548763 1.172456 1.66093 0.09672759 -vipA.tssB wbtL.1 0.2938771 6.343901 0.2741834 -0.3986107 -0.4593043 -0.8302539 0.4063952 -vipA.tssB galU 0.3114223 4.011217 0.2888616 -0.6897016 -0.18714 -0.2871011 0.7740349 -vipA.tssB fliH 0.1098239 0.6158582 0.09263559 0.5770948 -0.6851082 -0.9051136 0.3654052 -vipA.tssB clpV1 0.04239594 1.506861 0.01722561 0.9155442 -0.9701563 -1.150237 0.2500462 -vipA.tssB tviA 0.3964171 1.535962 0.3697565 -0.6828948 0.2747567 0.337585 0.7356759 -vipA.tssB tviB 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB tviC 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB tviD 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB tviE 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB vexA 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB vexB 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB vexC 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB flgM 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB vexD 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB vexE 0.2030737 0.2023985 0.1840696 0.1864018 -0.3786238 -0.4826423 0.6293497 -vipA.tssB clpV.tssH 0.2739465 2.009117 0.2517591 1.842082 -0.4668097 -0.6663646 0.5051781 -vipA.tssB ipfE 0.2366846 1.632517 0.2172177 0.0159098 -0.4575602 -0.6580044 0.5105353 -vipA.tssB sopA 0.3260257 2.331468 0.3040375 -1.020162 -0.1127274 -0.1531188 0.8783046 -vipA.tssB PA2367 0.314593 3.018256 0.2932652 -0.6621384 -0.2337965 -0.3698701 0.7114793 -vipA.tssB lpfD 0.3169911 2.730062 0.2938449 -0.6932279 -0.01369809 -0.02101501 0.9832337 -vipA.tssB avrA 0.05612035 1.201216 0.03356474 -0.9259261 1.022676 1.357718 0.1745531 -vipA.tssB slrP 0.1070758 0.6328443 0.08984243 -0.5941138 0.706291 0.9359225 0.3493131 -vipA.tssB lpfB 0.2366846 1.632517 0.2172177 0.0159098 -0.4575602 -0.6580044 0.5105353 -vipA.tssB lpfA 0.2366846 1.632517 0.2172177 0.0159098 -0.4575602 -0.6580044 0.5105353 -vipA.tssB flgL 0.3622627 0.9969185 0.3381095 1.083395 0.2503519 0.3527418 0.724282 -vipA.tssB PA2366 0.2858364 3.278038 0.2628896 0.272104 0.3878237 0.6040575 0.5458054 -vipA.tssB cdtB.1 0.09114923 0.8871323 0.07097796 -0.8298908 0.9941276 1.360751 0.1735923 -wbtL.1 galU 2.73336 4.850536 -2.610554 0.02417099 1.369448 4.644246 3.413206e-06 -wbtL.1 fliH 1.830746 0.7078083 -1.708307 0.6646098 1.052731 1.804503 0.07115245 -wbtL.1 clpV1 0.09999087 0.09999086 0.1000091 0.1000183 0.0999817 NaN NaN -wbtL.1 tviA 6.331608 1.409526 0.2091526 -0.7439703 0.1998215 0.4435835 0.6573437 -wbtL.1 tviB 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 tviC 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 tviD 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 tviE 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 vexA 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 vexB 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 vexC 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 flgM 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 vexD 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 vexE 6.351768 0.2895262 0.4286067 0.2738625 0.4367816 0.8586896 0.3905118 -wbtL.1 clpV.tssH 5.952024 2.329973 0.02465025 2.089005 -0.4775238 -2.061098 0.03929368 -wbtL.1 ipfE 2.441957 1.63531 -2.165564 0.1746323 -0.8174982 -3.428421 0.0006071039 -wbtL.1 sopA 6.267049 2.165857 -0.01001202 -1.092745 0.2330801 1.244389 0.2133564 -wbtL.1 PA2367 2.232022 2.676688 -2.085135 -0.3501119 -0.5030517 -1.903173 0.05701795 -wbtL.1 lpfD 2.438977 2.378864 -2.156439 -0.6526814 -0.7798748 -3.332874 0.0008595385 -wbtL.1 avrA 2.278755 2.916415 -2.054803 0.108922 -0.6918018 -2.78025 0.005431712 -wbtL.1 slrP 6.057883 0.8370413 0.6604558 -0.8046774 -0.7961373 -1.968737 0.04898329 -wbtL.1 lpfB 2.441957 1.63531 -2.165564 0.1746323 -0.8174982 -3.428421 0.0006071039 -wbtL.1 lpfA 2.441957 1.63531 -2.165564 0.1746323 -0.8174982 -3.428421 0.0006071039 -wbtL.1 flgL 6.444975 0.9023131 -0.2647198 0.9600701 -0.425183 -1.501765 0.1331578 -wbtL.1 PA2366 6.287969 3.312249 0.03446844 0.01125426 -0.02975456 -0.1596764 0.873136 -wbtL.1 cdtB.1 2.448393 1.229257 -2.109531 -1.256928 0.6031912 2.502476 0.01233278 -galU fliH 3.601094 0.7168748 0.2161678 0.6956545 1.171473 2.074709 0.03801352 -galU clpV1 0.1000007 0.09999661 0.1000037 0.1000071 0.09999725 30.90446 0 -galU tviA 3.819797 1.407135 -0.3205758 -0.7535036 0.3555793 0.6100404 0.541835 -galU tviB 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU tviC 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU tviD 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU tviE 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU vexA 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU vexB 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU vexC 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU flgM 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU vexD 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU vexE 3.67337 0.2561861 -0.06523241 0.2424315 0.7436006 1.161693 0.2453601 -galU clpV.tssH 4.724643 2.353498 -0.2440867 2.242679 -0.8925893 -3.496863 0.0004707642 -galU ipfE 3.379764 1.694109 -1.075122 0.2108362 -0.5023469 -1.913341 0.05570447 -galU sopA 3.757428 2.25248 -0.634622 -0.9598375 -0.1273744 -0.4387102 0.6608715 -galU PA2367 3.258453 2.753016 -0.9248409 -0.4012193 -0.3873707 -1.225014 0.2205698 -galU lpfD 3.392028 2.534376 -1.047534 -0.6672867 -0.4677643 -1.828899 0.06741473 -galU avrA 3.484042 2.947881 -0.7482097 -0.1673667 -0.4219341 -1.536161 0.1244988 -galU slrP 3.697826 0.8892614 -0.2357602 -0.8464597 -0.6065625 -1.346461 0.1781538 -galU lpfB 3.379764 1.694109 -1.075122 0.2108362 -0.5023469 -1.913341 0.05570447 -galU lpfA 3.379764 1.694109 -1.075122 0.2108362 -0.5023469 -1.913341 0.05570447 -galU flgL 5.01376 0.900524 -0.3074719 0.9579182 -0.3571141 -1.101755 0.2705684 -galU PA2366 3.192627 2.950416 -0.9409649 -0.1126462 -0.4596274 -1.512696 0.1303568 -galU cdtB.1 3.700166 1.306002 -0.7685057 -1.25613 0.2683225 1.032906 0.301648 -fliH clpV1 0.4207034 1.324332 0.3562207 0.8283177 -1.277791 -1.69735 0.08963054 -fliH tviA 0.8622808 1.383378 0.8049985 -0.7698083 -0.1151699 -0.1541762 0.8774708 -fliH tviB 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH tviC 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH tviD 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH tviE 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH vexA 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH vexB 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH vexC 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH flgM 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH vexD 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH vexE 0.6148586 0.1084399 0.5760753 0.09342697 -0.6919867 -0.9176069 0.3588247 -fliH clpV.tssH 0.7076917 1.7571 0.6732679 1.657843 -0.9549109 -1.616469 0.1059929 -fliH ipfE 0.9608544 1.840423 0.8989108 0.4885634 0.4632145 0.8928347 0.3719457 -fliH sopA 0.8028265 1.749044 0.7334655 -1.035016 0.4748153 0.7877835 0.4308233 -fliH PA2367 0.8780104 2.938746 0.819908 -0.1868181 0.379098 0.7683595 0.4422736 -fliH lpfD 0.961886 2.700507 0.8962994 -0.241983 0.7156533 1.421525 0.1551642 -fliH avrA 0.9275795 3.027198 0.8719983 -0.4875056 -0.3186984 -0.6618902 0.5080416 -fliH slrP 0.4995695 0.5193892 0.4630933 -0.4829223 0.9969684 1.375991 0.1688246 -fliH lpfB 0.9608544 1.840423 0.8989108 0.4885634 0.4632145 0.8928347 0.3719457 -fliH lpfA 0.9608544 1.840423 0.8989108 0.4885634 0.4632145 0.8928347 0.3719457 -fliH flgL 0.5046544 0.4857678 0.4755067 0.5090826 -1.121641 -1.606758 0.1081075 -fliH PA2366 0.842818 2.393165 0.791175 0.6876704 -0.5711636 -1.051878 0.2928554 -fliH cdtB.1 0.9345117 1.424559 0.879136 -1.324958 -0.1717729 -0.3305337 0.7409968 -clpV1 tviA 2.789579 1.469411 -1.19895 -0.8208644 0.9734631 1.474812 0.1402632 -clpV1 tviB 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 tviC 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 tviD 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 tviE 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 vexA 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 vexB 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 vexC 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 flgM 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 vexD 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 vexE 2.543539 0.2097233 -0.9933435 0.1938491 1.427042 2.029161 0.04244188 -clpV1 clpV.tssH 1.007216 1.348877 0.9141394 1.013797 -2.249469 -3.331174 0.0008648061 -clpV1 ipfE 2.955124 1.627893 -1.999335 0.1128775 -0.6132354 -2.468582 0.01356496 -clpV1 sopA 1.977038 2.556104 1.239952 -0.02977652 0.7675624 2.013863 0.04402394 -clpV1 PA2367 2.241496 2.859872 1.098055 -0.02293023 0.6796591 1.380555 0.1674159 -clpV1 lpfD 2.953905 2.479272 -1.978478 -0.7685092 -0.5897135 -2.440668 0.01466012 -clpV1 avrA 3.06367 2.964436 -1.692278 -0.2727016 -0.3068574 -1.14765 0.2511132 -clpV1 slrP 3.006362 0.980318 -1.321023 -0.9162143 -0.7271425 -1.655698 0.09778305 -clpV1 lpfB 2.955124 1.627893 -1.999335 0.1128775 -0.6132354 -2.468582 0.01356496 -clpV1 lpfA 2.955124 1.627893 -1.999335 0.1128775 -0.6132354 -2.468582 0.01356496 -clpV1 flgL 1.585279 0.627131 1.134248 0.6703421 -0.837247 -1.50934 0.131212 -clpV1 PA2366 1.656164 3.146444 1.392219 0.657349 1.173887 3.090685 0.001996955 -clpV1 cdtB.1 3.077266 1.185385 -1.857572 -1.172752 0.5244907 2.112735 0.03462344 -tviA tviB 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA tviC 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA tviD 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA tviE 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA vexA 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA vexB 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA vexC 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA flgM 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA vexD 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA vexE 1.573034 0.4084767 -0.6906581 0.3847977 0.3157692 0.3764327 0.7065953 -tviA clpV.tssH 1.223688 1.724572 -0.866178 1.632006 -0.9916814 -1.423098 0.1547077 -tviA ipfE 1.423519 1.746116 -0.7406404 0.264466 0.003272864 0.004923212 0.9960719 -tviA sopA 1.328172 1.582268 -0.8286445 -1.140645 0.4993853 0.6764018 0.4987856 -tviA PA2367 1.421022 2.960504 -0.7600212 -0.2946924 0.2316437 0.3854042 0.699938 -tviA lpfD 1.481251 2.710327 -0.7320116 -0.4193939 0.3837169 0.6142133 0.5390744 -tviA avrA 1.423519 2.991645 -0.7403304 -0.2683959 -0.007747433 -0.01210456 0.9903422 -tviA slrP 1.385808 0.8930099 -0.7633544 -0.8366385 0.1010854 0.1341266 0.8933025 -tviA lpfB 1.423519 1.746116 -0.7406404 0.264466 0.003272864 0.004923212 0.9960719 -tviA lpfA 1.423519 1.746116 -0.7406404 0.264466 0.003272864 0.004923212 0.9960719 -tviA flgL 1.34235 0.8082094 -0.7857057 0.8620014 -0.2662415 -0.3706077 0.7109297 -tviA PA2366 1.42286 3.309197 -0.7435572 0.02714026 0.03996759 0.06503833 0.9481435 -tviA cdtB.1 1.332904 1.130031 -0.828639 -1.050799 0.486751 0.6980313 0.4851576 -tviB tviC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviB tviD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviB tviE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviB vexA 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviB vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviB vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviB flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviB vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviB vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviB clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -tviB ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviB sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -tviB PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -tviB lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -tviB avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -tviB slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -tviB lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviB lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviB flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -tviB PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -tviB cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -tviC tviD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviC tviE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviC vexA 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviC vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviC vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviC flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviC vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviC vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviC clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -tviC ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviC sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -tviC PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -tviC lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -tviC avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -tviC slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -tviC lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviC lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviC flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -tviC PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -tviC cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -tviD tviE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviD vexA 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviD vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviD vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviD flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviD vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviD vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviD clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -tviD ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviD sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -tviD PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -tviD lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -tviD avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -tviD slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -tviD lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviD lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviD flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -tviD PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -tviD cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -tviE vexA 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviE vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviE vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviE flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviE vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviE vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -tviE clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -tviE ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviE sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -tviE PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -tviE lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -tviE avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -tviE slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -tviE lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviE lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -tviE flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -tviE PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -tviE cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -vexA vexB 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexA vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexA flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexA vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexA vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexA clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -vexA ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexA sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -vexA PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -vexA lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -vexA avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -vexA slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -vexA lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexA lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexA flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -vexA PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -vexA cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -vexB vexC 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexB flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexB vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexB vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexB clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -vexB ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexB sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -vexB PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -vexB lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -vexB avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -vexB slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -vexB lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexB lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexB flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -vexB PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -vexB cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -vexC flgM 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexC vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexC vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexC clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -vexC ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexC sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -vexC PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -vexC lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -vexC avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -vexC slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -vexC lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexC lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexC flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -vexC PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -vexC cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -flgM vexD 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -flgM vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -flgM clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -flgM ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -flgM sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -flgM PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -flgM lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -flgM avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -flgM slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -flgM lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -flgM lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -flgM flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -flgM PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -flgM cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -vexD vexE 0.56441 0.5644101 0.5325387 0.5325387 0.903427 1.110184 0.2669196 -vexD clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -vexD ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexD sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -vexD PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -vexD lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -vexD avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -vexD slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -vexD lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexD lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexD flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -vexD PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -vexD cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -vexE clpV.tssH 0.0186248 1.455651 0.00546366 1.402536 -1.508287 -2.094818 0.0361872 -vexE ipfE 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexE sopA 0.3264061 2.348733 0.3084179 -1.014908 -0.1247337 -0.1701957 0.8648562 -vexE PA2367 0.2575071 2.908284 0.2390287 0.001674548 0.6143309 0.9663275 0.3338803 -vexE lpfD 0.3143922 2.730482 0.2957516 -0.7043967 -0.02960058 -0.04583265 0.9634436 -vexE avrA 0.3234276 3.08635 0.3067473 -0.5295254 -0.4114662 -0.6500841 0.5156379 -vexE slrP 0.4299556 1.12909 0.4089208 -1.045426 -0.4429815 -0.5895969 0.5554609 -vexE lpfB 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexE lpfA 0.2352371 1.632059 0.2185441 0.01266288 -0.4676613 -0.6760396 0.4990155 -vexE flgL 0.112231 0.5985519 0.09866338 0.6294125 -0.8101045 -1.101604 0.2706337 -vexE PA2366 0.2805821 3.283193 0.2625521 0.295449 0.4256853 0.6736283 0.5005477 -vexE cdtB.1 0.09045279 0.8868226 0.07177844 -0.829133 1.002455 1.377975 0.1682112 -clpV.tssH ipfE 2.333973 1.739234 2.049461 0.2587758 0.2647544 1.063935 0.2873581 -clpV.tssH sopA 2.228026 2.511298 1.958453 -0.570637 0.3066321 1.071667 0.2838694 -clpV.tssH PA2367 2.261762 2.919723 1.997054 -0.4264048 0.1354723 0.48105 0.630481 -clpV.tssH lpfD 2.321494 2.635261 2.044573 -0.6458864 0.2345695 0.9711877 0.3314548 -clpV.tssH avrA 2.268519 3.015913 1.979383 -0.1623373 0.1422695 0.5142563 0.6070728 -clpV.tssH slrP 1.330285 0.4146319 1.277279 -0.3891002 1.852138 2.743246 0.006083514 -clpV.tssH lpfB 2.333973 1.739234 2.049461 0.2587758 0.2647544 1.063935 0.2873581 -clpV.tssH lpfA 2.333973 1.739234 2.049461 0.2587758 0.2647544 1.063935 0.2873581 -clpV.tssH flgL 1.959805 0.7881111 1.863659 0.8981374 -0.5660233 -1.232111 0.2179075 -clpV.tssH PA2366 2.111254 2.888564 1.939628 -0.0381054 0.7339336 2.628392 0.008578947 -clpV.tssH cdtB.1 2.336886 1.32547 2.018148 -1.270182 -0.2282062 -0.9261668 0.3543593 -ipfE sopA 1.710074 1.690225 0.1355114 -1.291138 0.5512611 1.332424 0.1827209 -ipfE PA2367 1.758886 3.020911 0.2637804 -0.4180633 0.1528848 0.4529572 0.6505796 -ipfE lpfD 2.180438 3.452137 0.4102994 -0.7210062 1.206371 3.035463 0.002401663 -ipfE avrA 1.694096 1.726756 0.1436534 -1.204643 0.4207773 1.015611 0.3098147 -ipfE slrP 1.70936 0.9032173 0.1838489 -0.8459417 0.1650244 0.3036113 0.761424 -ipfE lpfB 2.170748 2.170707 1.209489 1.209549 2.217145 5.188827 2.116229e-07 -ipfE lpfA 2.170748 2.170707 1.209489 1.209549 2.217145 5.188827 2.116229e-07 -ipfE flgL 1.712626 0.8809322 0.2312984 0.9525529 -0.1063225 -0.2050665 0.8375201 -ipfE PA2366 1.638893 2.893354 0.1098771 -0.4521164 -0.6671162 -1.367306 0.1715295 -ipfE cdtB.1 1.662872 1.27186 0.2543001 -1.225753 0.1720613 0.3290673 0.7421048 -sopA PA2367 1.984399 3.043691 -1.27607 -0.5592768 0.2828197 0.8699119 0.3843485 -sopA lpfD 1.797571 2.775794 -1.295575 -0.7509772 0.3119957 0.7950807 0.4265666 -sopA avrA 2.201492 2.954699 -1.020316 -0.2823485 -0.0403429 -0.1133306 0.9097685 -sopA slrP 2.301743 0.9614024 -1.136948 -0.9067145 0.2236097 0.4457228 0.6557975 -sopA lpfB 1.690225 1.710073 -1.291138 0.1355115 0.551261 1.332424 0.1827209 -sopA lpfA 1.690225 1.710073 -1.291138 0.1355115 0.551261 1.332424 0.1827209 -sopA flgL 1.345709 0.6760522 -1.217311 0.7537166 0.8493058 1.555184 0.1199022 -sopA PA2366 2.182335 2.587823 -1.040928 0.9533258 0.1718283 0.5492437 0.5828382 -sopA cdtB.1 2.314204 1.354936 -0.9189866 -1.231764 -0.1072356 -0.2956521 0.7674958 -PA2367 lpfD 2.980138 2.718345 -0.4854438 -0.6833329 -0.02769259 -0.08205084 0.9346063 -PA2367 avrA 2.963424 2.92537 -0.4567334 -0.3136244 -0.08051184 -0.2527922 0.8004288 -PA2367 slrP 2.964147 0.8979 -0.08748013 -0.834033 -0.5085252 -1.049231 0.2940718 -PA2367 lpfB 3.020911 1.758885 -0.4180632 0.2637803 0.1528848 0.4529571 0.6505796 -PA2367 lpfA 3.020911 1.758885 -0.4180632 0.2637803 0.1528848 0.4529571 0.6505796 -PA2367 flgL 2.906801 0.8814856 -0.3163084 0.9552164 0.2875356 0.6747477 0.499836 -PA2367 PA2366 3.041887 2.63909 -0.4251279 1.009294 0.2852903 0.968701 0.3326944 -PA2367 cdtB.1 2.871582 1.297523 -0.5497652 -1.263528 0.3682519 1.068389 0.2853451 -lpfD avrA 2.760225 2.990088 -0.7005205 -0.2502911 0.08207519 0.2320877 0.8164699 -lpfD slrP 2.724911 0.9579197 -0.6047816 -0.8919575 -0.1293467 -0.2604968 0.7944806 -lpfD lpfB 3.452137 2.180438 -0.7210062 0.4102994 1.206371 3.035473 0.002401589 -lpfD lpfA 3.452137 2.180438 -0.7210062 0.4102994 1.206371 3.035473 0.002401589 -lpfD flgL 2.722195 0.9434605 -0.5792496 1.019784 0.3016286 0.6897491 0.490352 -lpfD PA2366 2.070237 2.521129 -0.7982236 -0.5258785 -1.068269 -1.967287 0.0491501 -lpfD cdtB.1 2.439637 1.20526 -0.5726455 -1.204133 0.3033361 0.4762696 0.6338823 -avrA slrP 2.956398 0.9239777 -0.2263228 -0.8633793 -0.08175653 -0.1651206 0.868849 -avrA lpfB 1.726756 1.694096 -1.204643 0.1436534 0.4207773 1.015611 0.3098147 -avrA lpfA 1.726756 1.694096 -1.204643 0.1436534 0.4207773 1.015611 0.3098147 -avrA flgL 0.9935498 0.4074215 -0.8799182 0.4267309 1.578086 2.402346 0.01629027 -avrA PA2366 3.062077 2.619171 -0.1320913 0.941465 0.1105437 0.2327713 0.815939 -avrA cdtB.1 2.988577 1.354383 -0.2652034 -1.250027 -0.009831211 -0.02785396 0.9777786 -slrP lpfB 0.9032173 1.70936 -0.8459417 0.1838488 0.1650244 0.3036113 0.7614241 -slrP lpfA 0.9032173 1.70936 -0.8459417 0.1838488 0.1650244 0.3036113 0.7614241 -slrP flgL 0.8499315 0.8086917 -0.7958243 0.8627139 0.2850743 0.4683571 0.6395292 -slrP PA2366 0.8681558 2.386689 -0.8189542 0.7462297 0.5085698 0.9355513 0.3495042 -slrP cdtB.1 0.815286 1.143082 -0.7502885 -1.04648 -0.5014882 -0.8603253 0.3896097 -lpfB lpfA 2.170748 2.170707 1.209489 1.209549 2.217145 5.188827 2.116229e-07 -lpfB flgL 1.712626 0.8809322 0.2312984 0.9525529 -0.1063225 -0.2050665 0.8375201 -lpfB PA2366 1.638893 2.893354 0.1098771 -0.4521164 -0.6671162 -1.367306 0.1715295 -lpfB cdtB.1 1.662872 1.27186 0.2543001 -1.225753 0.1720613 0.3290673 0.7421048 -lpfA flgL 1.712626 0.8809322 0.2312984 0.9525529 -0.1063225 -0.2050665 0.8375201 -lpfA PA2366 1.638893 2.893354 0.1098771 -0.4521164 -0.6671162 -1.367306 0.1715295 -lpfA cdtB.1 1.662872 1.27186 0.2543001 -1.225753 0.1720613 0.3290673 0.7421048 -flgL PA2366 0.8264205 3.096426 0.8980853 0.1688573 0.5386864 1.184692 0.2361394 -flgL cdtB.1 0.4880692 0.782391 0.5021924 -0.7462665 1.522324 2.310276 0.02087287 -PA2366 cdtB.1 2.489824 1.109635 -0.4728231 -1.1199 1.376306 2.694901 0.007040958 diff --git a/test_data/test/Salmindizio.csv b/test_data/test/Salmindizio.csv deleted file mode 100644 index fd13dec..0000000 --- a/test_data/test/Salmindizio.csv +++ /dev/null @@ -1,60 +0,0 @@ -Gene,pltA,pltB,allS,wbtL,aslA,ssaI,vgr~tssI,fimF,steC,iroC,sseK1,tssA,mig-5,sifA,fimZ,iroB,iroD,sseL,fimY,fimC,sseJ,misL,vipB,sspH2,gtrB,sodC1,fha,sifB,vasK~icmF,fimW,ssaQ,steA,spvB,tssJ,ssaR,iroE,ssaT,tssA,sseB,STM0266,sptP,STM0283,rck,fimB,impE,allA,STM0273,KP1_RS17225,spvC,STM0282,STM0284,STM0275,spvD,allR,entD,tide1,pefB,gtrA,pefA,orgA~sctK,STM0281,STM0276,pefC,ratB,pipB,STM0285,shdA,pefD,rfbD,STM0280,rfbF,STM0290,tae4,STM0287,csgB,sciB,ssaG,STM0286,STM0268,STM0289,rfbG,gogB,sopD2,STM0278,STM0269,STM0271,traJ,pipB2,hcp1~tssD1,ssaO,allD,allB,allC,iucA,iucB,cdtB,iucC,sinH,tssF,iucD,iutA,hcp~tssD,icsP~sopA,fyuA,ybtT,ybtU,nleC,irp1,irp2,ybtQ,ybtX,ybtS,ybtA,cesT,vipA~tssB,wbtL,galU,fliH,clpV1,tviA,tviB,tviC,tviD,tviE,vexA,vexB,vexC,flgM,vexD,vexE,clpV~tssH,ipfE,sopA,PA2367,lpfD,avrA,slrP,lpfB,lpfA,flgL,PA2366,cdtB 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-Salmonella_enterica__FDAARGOS_709,1,1,0,1,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,1,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,0,1,1,0,1,1,0,1,0,1,0,0,1,1,0,1,0,1,1,1,0,1,1,1,1,0,1,1,0,1,1,1,0,1,1,1,1,1,0,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1,1,0,0,0,1,1 -Salmonella_enterica__FORC_019,0,0,1,1,0,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,1,0,1,0,1,1,1,1,0,1,1,1,0,1,1,1,0,1,0,0,1,0,0,1,0,0,0,1,1,1,1,1,1,1,1,0,0,1,1,1,0,1,1,0,0,1,0,0,1,1,1,1,0,0,0,1,0,1,0,0,0,0,1,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,0,1,1,0,0,0 -Salmonella_enterica__FORC_030,0,0,0,1,0,1,0,1,1,1,1,0,1,1,1,1,1,1,1,1,1,1,0,1,1,1,0,1,0,1,0,1,1,0,0,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,0,1,0 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-Salmonella_enterica_enterica_Heidelberg__11_004736_1_7,0,0,1,0,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,1,0,1,1,1,0,0,0,1,1,1,0,0,1,1,1,0,1,1,1,1,0,1,1,1,1,0,0,1,1,0,0,1,1,1,0,1,0,1,1,1,0,1,1,1,1,0,1,1,1,0,1,1,0,1,1,1,1,1,1,0,1,1,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,0,1,0 -Salmonella_enterica_enterica_Heidelberg__5,0,0,1,0,0,1,0,1,0,1,1,0,0,1,1,1,1,1,1,1,1,1,0,1,1,1,0,0,0,1,1,1,0,0,1,1,1,0,1,1,0,1,0,1,1,1,1,1,0,1,1,0,0,1,1,1,0,1,0,0,1,1,0,1,1,1,1,0,1,1,1,0,1,1,0,1,1,1,1,1,1,0,1,1,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,1,1,1,0,1,1,1,1,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,0,1,0 -Salmonella_enterica_enterica_Indiana__SI102,1,1,1,0,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,1,0,0,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,0,0,1,1,1,0,0,1,1,1,0,1,1,1,0,1,0,1,1,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,1,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,1,0,0,0,1,1 -Salmonella_enterica_enterica_Infantis__SPE100,0,0,1,1,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,0,0,1,1,1,0,0,1,1,0,0,1,1,1,0,1,0,1,1,1,0,1,1,1,1,0,0,1,0,0,1,1,1,1,1,1,1,1,0,0,1,1,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,1,1,1,0,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,1,1,1,1,1,0,1,0 -Salmonella_enterica_enterica_Mikawasima__RSE15,1,1,1,1,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,1,1,0,0,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,0,0,1,1,1,0,0,1,1,1,0,1,1,1,0,1,0,1,1,1,0,1,1,1,1,0,0,1,0,1,1,1,1,1,1,1,1,1,0,0,1,1,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,1,1,0,0,0,1,1 -Salmonella_enterica_enterica_Napoli__16_174478,0,0,1,1,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,0,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,0,0,1,1,1,1,1,0,0,0,0,0,1,1,0,0,1,0,1,0,0,0,1,1,0,1,0,1,0,1,0,1,0,1,1,1,0,1,0,1,0,1,0,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,1 -Salmonella_enterica_enterica_Napoli__LC0541_17,0,0,1,1,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,0,0,1,0,0,0,1,0,1,1,1,0,0,1,1,1,0,0,1,1,0,0,1,1,1,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,1,0,0,0,0,1,1,0,1,0,1,0,1,0,1,1,0,1,0,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,1 -Salmonella_enterica_enterica_Newport__VNSEC031,0,0,1,0,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,0,1,0,0,1,0,1,0,1,0,0,0,0,0,1,1,0,0,1,0,1,0,0,0,1,1,0,1,0,1,0,1,0,0,0,1,0,1,0,0,0,1,1,1,0,0,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,1,1,1,0,0,0 -Salmonella_enterica_enterica_Ouakam,0,0,1,0,0,1,0,1,0,1,0,0,0,1,1,1,1,1,1,1,1,1,0,0,1,0,0,1,0,1,1,1,0,0,1,1,0,0,1,1,1,1,0,0,1,1,1,0,0,1,1,0,0,1,1,1,0,0,0,1,1,1,0,0,1,1,1,0,0,1,1,0,1,1,1,1,1,1,1,1,1,0,0,1,1,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,0,0,0,1,0 -Salmonella_enterica_enterica_Paratyphi,0,0,1,1,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,0,1,0,0,1,0,1,0,1,0,0,0,0,0,1,1,0,0,1,0,1,0,0,0,1,1,0,1,0,1,0,1,0,0,0,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,0,1,1,1,0,0,0 -Salmonella_enterica_enterica_Paratyphi__CMCC50093,1,1,1,1,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,0,1,0,0,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,0,1,1,1,1,1,0,1,1,1,0,1,1,0,0,1,0,1,1,1,0,1,1,1,1,0,1,1,1,0,1,0,1,1,1,1,1,1,1,0,1,1,1,0,0,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1 -Salmonella_enterica_enterica_Stanleyville__RSE01,1,1,1,0,0,1,0,1,1,1,1,1,0,1,1,1,1,1,1,1,1,1,0,1,1,0,1,1,1,1,1,1,0,1,1,1,1,1,1,1,1,1,0,0,1,1,1,0,0,1,1,1,0,1,1,0,0,1,0,1,1,1,0,0,1,0,1,0,0,1,1,0,1,0,1,1,1,0,1,1,1,1,1,1,1,1,0,1,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,0,1,1,1 -Salmonella_enterica_enterica_Typhi,1,1,1,1,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,0,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,0,1,1,0,1,1,1,1,1,0,1,0,0,0,1,0,1,0,1,0,1,1,1,0,0,1,0,0,0,1,1,1,1,0,1,0,1,1,1,1,1,1,0,1,0,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,1 -Salmonella_enterica_enterica_Typhi__343077_214162,1,1,1,1,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,0,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,0,1,1,0,1,1,1,1,1,0,1,0,0,0,1,0,1,0,1,0,1,1,1,0,0,1,0,0,0,1,1,1,1,0,1,0,1,1,1,1,1,1,0,1,0,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,1 -Salmonella_enterica_enterica_Typhi__B_SF_13_03_195,1,1,1,1,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,0,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,0,1,1,0,1,1,1,1,1,0,1,0,0,0,1,0,1,0,1,0,1,1,1,0,0,1,0,0,0,1,1,1,1,0,1,0,1,1,1,1,1,1,0,1,0,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,1,1,1,1,1,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,1 -Salmonella_enterica_enterica_Typhi__LXYSH,1,1,1,1,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,0,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,0,1,1,0,1,1,1,1,1,0,1,0,0,0,1,0,1,0,1,0,1,1,1,0,0,1,0,0,0,1,1,1,1,0,1,0,1,1,1,1,1,1,0,1,0,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,1 -Salmonella_enterica_enterica_Typhi__PM016_13,1,1,1,1,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,0,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,0,1,1,0,1,1,1,1,1,0,1,0,0,0,1,0,1,0,1,0,1,1,1,0,0,1,0,0,0,1,1,1,1,0,1,0,1,1,1,1,1,1,0,1,0,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,1 -Salmonella_enterica_enterica_Typhi__WGS1146,1,1,1,1,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,0,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,0,1,1,0,1,1,1,1,1,0,1,0,0,0,1,0,1,0,1,0,1,1,1,0,0,1,0,0,0,1,1,1,1,0,1,0,1,1,1,1,1,1,0,1,0,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,1 -Salmonella_enterica_enterica_Typhimurium,0,0,1,0,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,1,0,1,1,1,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,0,1,1,1,1,1,0,1,1,1,0,1,1,1,0,1,0,1,1,1,0,1,1,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,0,1,0 -Salmonella_enterica_enterica_Typhimurium__B3589,0,0,1,0,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,1,0,1,1,1,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,0,1,1,1,1,0,0,1,1,1,0,1,1,1,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,1,1,1,1,0,1,0 -Salmonella_enterica_enterica_Typhimurium__D23580,0,0,1,0,0,1,0,1,1,1,1,0,1,1,1,1,1,1,1,1,1,1,0,1,1,1,0,1,0,1,1,1,1,0,1,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,1,1,1,1,0,1,0 -Salmonella_enterica_enterica_Typhimurium__FORC_015,0,0,1,1,0,1,0,1,1,1,1,0,0,0,1,1,1,1,1,1,1,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,0,0,1,1,1,0,0,1,1,1,0,1,1,1,0,1,0,1,1,1,0,0,1,1,1,0,0,1,0,0,1,1,0,1,1,1,1,1,0,0,1,1,1,1,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,1,1,1,0,1,0 -Salmonella_enterica_enterica_Typhimurium__FORC50,0,0,1,0,0,1,0,1,1,1,1,1,0,1,1,1,1,0,1,1,1,1,0,1,1,1,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,1,1,0,1,0,1,0,0,0,1,1,0,1,0,0,0,1,0,0,1,1,1,1,0,0,0,1,0,1,0,0,0,0,1,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,0,1,1,0,0,0 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-Salmonella_enterica_enterica_Typhimurium__NCTC_74,1,1,0,0,0,1,0,1,1,1,0,0,0,1,1,1,1,1,1,1,1,1,0,0,0,0,0,1,0,1,1,1,0,0,1,1,1,0,1,1,1,0,0,1,1,0,1,1,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,0,1,0,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,0,1,1,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,0,0,0,1,1 -Salmonella_enterica_enterica_Typhimurium__RM13672,0,0,1,0,0,1,0,1,1,1,1,0,1,1,1,1,1,1,1,1,1,1,0,1,1,1,0,1,0,1,1,1,1,0,1,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,1,1,1,1,0,1,0 -Salmonella_enterica_enterica_Typhimurium__SOHS_02_68,0,0,1,0,0,1,0,1,1,1,1,0,1,1,1,1,1,1,1,1,1,1,0,1,1,1,0,1,0,1,1,1,1,0,1,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,1,1,1,1,0,1,0 -Salmonella_enterica_enterica_Virchow__FORC_080,0,0,1,1,0,1,0,1,1,1,1,0,0,1,1,1,1,1,1,1,1,1,0,1,1,0,0,1,0,1,1,1,0,0,1,1,1,0,1,0,1,0,0,1,0,1,0,1,0,0,0,0,0,1,1,0,0,1,0,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,0,0,0 -Salmonella_enterica_indica,0,0,0,1,1,1,1,1,1,1,1,1,0,1,1,1,1,1,1,1,1,1,1,0,1,0,1,1,1,1,1,1,0,1,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,1,1,0,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0 -Salmonella_enterica_salamae__NCTC10310,0,0,0,1,1,1,1,1,1,1,1,1,0,1,1,1,1,0,1,1,1,1,1,1,0,0,1,1,1,1,1,1,0,1,1,1,1,1,1,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,1,1,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,1,0,0,0,0,0 -Salmonella_enterica_VII_1__2439_64,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0 \ No newline at end of file diff --git a/test_data/test/input_file b/test_data/test/input_file deleted file mode 100644 index c895b44..0000000 --- a/test_data/test/input_file +++ /dev/null @@ -1,4 +0,0 @@ -filepath,type,label -/Users/aaron/projects/Indizio/test/Salmindizio.csv,P,P -/Users/aaron/projects/Indizio/test/EvolCCMSal.csv,DM,sq -/Users/aaron/projects/Indizio/test/tree.nw,T,sq2 diff --git a/test_data/test/tree.nw b/test_data/test/tree.nw deleted file mode 100644 index 88961c9..0000000 --- a/test_data/test/tree.nw +++ /dev/null @@ -1 +0,0 @@ -((Salmonella_enterica_VII_1__2439_64:0.033157000000000006,((Salmonella_enterica_diarizonae_14_SA00836_0:0.001577000000000009,(Salmonella_enterica_diarizonae_b_50__XXB1403:0.0018729999999999997,(Salmonella_enterica_diarizonae__HZS154:2.2999999999995246E-5,(Salmonella_enterica_diarizonae__11_01853:1.000000000001E-6,(Salmonella_enterica_diarizonae__11_01854:0.0,Salmonella_enterica_diarizonae__11_01855:0.0):0.0):3.699999999999537E-5):0.0013230000000000047):0.0010550000000000004):0.017687999999999995,(Salmonella_enterica_salamae__NCTC10310:0.013152999999999998,(Salmonella_enterica_indica:0.020297999999999997,((Salmonella_enterica_enterica_Typhimurium__FORC88:0.0038810000000000094,(Salmonella_enterica__FDAARGOS_709:0.003819000000000003,Salmonella_enterica_enterica_Typhimurium__NCTC_74:0.004405000000000006):0.001462000000000005):0.002937999999999996,((Salmonella_enterica_enterica_Indiana__SI102:0.005532000000000009,(Salmonella_enterica_enterica_Mikawasima__RSE15:0.005511000000000002,((Salmonella_enterica_enterica_Napoli__LC0541_17:6.760000000000099E-4,Salmonella_enterica_enterica_Napoli__16_174478:8.050000000000002E-4):0.00605399999999999,(Salmonella_enterica_enterica_Paratyphi__CMCC50093:0.005531999999999995,((Salmonella_enterica_enterica_Typhi:5.9999999999990616E-5,(Salmonella_enterica_enterica_Typhi__LXYSH:5.9000000000003494E-5,(Salmonella_enterica_enterica_Typhi__WGS1146:8.999999999995123E-6,Salmonella_enterica_enterica_Typhi__343077_214162:6.0000000000060005E-6):4.500000000000337E-5):3.9999999999901226E-6):1.0000000000010001E-5,(Salmonella_enterica_enterica_Typhi__B_SF_13_03_195:6.999999999993123E-6,Salmonella_enterica_enterica_Typhi__PM016_13:1.7999999999990246E-5):5.000000000000837E-5):0.005259):0.0015029999999999905):0.0015070000000000083):0.0012860000000000094):0.0012529999999999764,((Salmonella_enterica_enterica_Typhimurium__FORC_015:0.006194999999999992,(Salmonella_enterica_enterica_Stanleyville__RSE01:0.005607000000000001,Salmonella_enterica_enterica_Goldcoast__Sal_5364:0.004435000000000008):0.0011279999999999901):7.100000000000162E-4,((Salmonella_enterica_enterica_Virchow__FORC_080:0.0047840000000000105,Salmonella_enterica_enterica_Infantis__SPE100:0.0045630000000000115):0.001334999999999975,(((Salmonella_enterica_enterica_Newport__VNSEC031:0.004801000000000014,Salmonella_enterica_enterica_Bovismorbificans__2020LSAL11867:0.004415000000000016):9.949999999999959E-4,(Salmonella_enterica_enterica_Typhimurium__FORC58:0.002729000000000009,(((Salmonella_enterica_enterica_Typhimurium__B3589:1.920000000000116E-4,Salmonella_enterica_enterica_Typhimurium:6.40000000000085E-5):0.0,(Salmonella_enterica__DA34827:1.1800000000000699E-4,(Salmonella_enterica__FORC_079:7.699999999999374E-5,((Salmonella_enterica_enterica_Typhimurium__SOHS_02_68:4.099999999999937E-5,Salmonella_enterica_enterica_Typhimurium__D23580:1.0799999999999699E-4):5.4999999999999494E-5,(Salmonella_enterica_enterica_1__SA20143792:1.1300000000000199E-4,Salmonella_enterica_enterica_Typhimurium__RM13672:3.300000000000525E-5):3.0000000000030003E-6):2.6999999999999247E-5):6.0000000000060005E-6):1.779999999999976E-4):1.6000000000002124E-5,Salmonella_enterica__FORC_030:1.5400000000000136E-4):0.0027490000000000014):0.002246999999999999):7.149999999999934E-4,((Salmonella_enterica_enterica_Choleraesuis:0.005867000000000011,Salmonella_enterica_enterica_Ouakam:0.005254000000000009):0.0010529999999999984,((Salmonella_enterica_enterica_Enteritidis__CP255:1.2000000000000899E-4,(((Salmonella_enterica_enterica_Enteritidis__Durban:2.1000000000007124E-5,Salmonella_enterica_enterica_Enteritidis:1.239999999999991E-4):2.3999999999996247E-5,(((Salmonella_enterica__FORC_074:1.2999999999999123E-5,((Salmonella_enterica__FORC_019:1.000000000001E-6,Salmonella_enterica_enterica_Typhimurium__FORC50:3.0000000000030003E-6):4.000000000004E-6,(Salmonella_enterica__FORC_051:5.0000000000050004E-6,Salmonella_enterica_enterica_Enteritidis__SE74:5.0000000000050004E-6):1.000000000001E-6):1.000000000001E-6):2.9999999999891225E-6,Salmonella_enterica_enterica_Enteritidis__FORC_075:4.999999999991123E-6):5.0000000000050004E-6,Salmonella_enterica__FORC_078:8.999999999995123E-6):2.2400000000000198E-4):2.8000000000000247E-5,Salmonella_enterica_enterica_Enteritidis__RM4283:1.1999999999999511E-4):1.000000000001E-6):0.005167000000000005,(Salmonella_enterica_enterica_Paratyphi:0.004893999999999996,(Salmonella_enterica_enterica_Heidelberg__5:4.300000000000137E-5,Salmonella_enterica_enterica_Heidelberg__11_004736_1_7:9.000000000009E-6):0.004409999999999997):0.0011980000000000046):6.700000000000039E-4):6.279999999999897E-4):7.630000000000137E-4):0.0010829999999999729):8.020000000000249E-4):0.0015139999999999876):0.015296000000000004):0.002794999999999992):0.006054000000000004):0.0073659999999999975):0.0038155,(Salmonella_enterica_arizonae__RSK2980:0.031673999999999994,(Salmonella_bongori__Se40:5.1999999999996493E-5,Salmonella_bongori:1.4900000000001024E-4):0.086189):0.003815499999999999); \ No newline at end of file diff --git a/test_data/test2/interaction_scores_squareform.csv b/test_data/test2/interaction_scores_squareform.csv deleted file mode 100644 index 7e6aa41..0000000 --- a/test_data/test2/interaction_scores_squareform.csv +++ /dev/null @@ -1,795 +0,0 @@ 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FC580,VFC580.1,VFC581,VFC581.1,VFC582,VFC582.1,VFC583,VFC583.1,VFC584,VFC584.1,VFC585,VFC585.1,VFC586,VFC586.1,VFC587,VFC587.1,VFC588,VFC588.1,VFC589,VFC589.1,VFC59,VFC59.1,VFC590,VFC590.1,VFC591,VFC591.1,VFC592,VFC592.1,VFC593,VFC593.1,VFC594,VFC594.1,VFC595,VFC595.1,VFC596,VFC596.1,VFC597,VFC597.1,VFC599,VFC599.1,VFC6,VFC6.1,VFC600,VFC600.1,VFC602,VFC602.1,VFC603,VFC603.1,VFC604,VFC604.1,VFC605,VFC605.1,VFC606,VFC606.1,VFC607,VFC607.1,VFC609,VFC609.1,VFC61,VFC61.1,VFC610,VFC610.1,VFC611,VFC611.1,VFC612,VFC612.1,VFC613,VFC613.1,VFC614,VFC614.1,VFC615,VFC615.1,VFC616,VFC616.1,VFC617,VFC617.1,VFC618,VFC618.1,VFC619,VFC619.1,VFC620,VFC620.1,VFC621,VFC621.1,VFC622,VFC622.1,VFC623,VFC623.1,VFC624,VFC624.1,VFC625,VFC625.1,VFC626,VFC626.1,VFC627,VFC627.1,VFC628,VFC628.1,VFC629,VFC629.1,VFC630,VFC630.1,VFC631,VFC631.1,VFC632,VFC632.1,VFC633,VFC633.1,VFC634,VFC634.1,VFC635,VFC635.1,VFC636,VFC636.1,VFC637,VFC637.1,VFC638,VFC638.1,VFC639,VFC639.1,VFC64,VFC64.1,VFC644,VFC644.1,VFC65,VFC65.1,VFC657,VFC657.1,VFC66,VFC66.1,VFC68,VFC68.1,VFC7,VFC7.1,VFC70,VFC70.1,VFC71,VFC71.1,VFC72,VFC72.1,VFC748,VFC78,VFC78.1,VFC82,VFC82.1,VFC86,VFC86.1,VFC91,VFC91.1,VFC92,VFC92.1,VFC94,VFC94.1,VFC95,VFC95.1,VFC98,VFC98.1,VFC986,VFC986.1,VFC99,VFC99.1,golS,golS.1,mdsA,mdsA.1,mdsB,mdsB.1,mdsC,mdsC.1,mdtG,mdtG.1,tet.A.,tet.A..1 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diff --git a/test_data/test2/p_values_squareform.csv b/test_data/test2/p_values_squareform.csv deleted file mode 100644 index 88a2508..0000000 --- a/test_data/test2/p_values_squareform.csv +++ /dev/null @@ -1,795 +0,0 @@ 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diff --git a/test_data/test2/presence_absence.csv b/test_data/test2/presence_absence.csv deleted file mode 100644 index 4a9770e..0000000 --- a/test_data/test2/presence_absence.csv +++ /dev/null @@ -1,61 +0,0 @@ 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mode 100644 index 06cf58e..0000000 --- a/test_data/test2/salmonella_tree.nw +++ /dev/null @@ -1 +0,0 @@ -((Salmonella_enterica_arizonae_RSK2980:0.031877253999999994,(Salmonella_enterica_VII_243964:0.033394191000000004,((Salmonella_enterica_diarizonae_14SA008360:0.0016183179999999936,(Salmonella_enterica_diarizonae_XXB1403:0.0019135109999999927,(Salmonella_enterica_diarizonae_HZS154:1.0089900000001539E-4,(Salmonella_enterica_diarizonae_1101853:9.549999999969305E-7,(Salmonella_enterica_diarizonae_1101854:4.999999997368221E-9,Salmonella_enterica_diarizonae_1101855:4.999999997368221E-9):4.999999997368221E-9):4.236500000001642E-5):0.00127846999999999):0.001033328):0.018150152000000003,(Salmonella_enterica_salamae_NCTC10310:0.013525961000000003,(Salmonella_enterica_indica_1121:0.020953152000000003,((Salmonella_enterica_enterica_Typhimurium_FORC88:0.003856742999999996,(Salmonella_enterica_FDAARGOS_709:0.003953762999999999,90371_4793:0.004509380000000007):0.001635586999999994):0.003123632000000015,(((Salmonella_enterica_enterica_Paratyphi_A_CMCC50093:0.005906912,((Salmonella_enterica_enterica_Napoli_LC054117:7.901909999999956E-4,1151001_14:7.696670000000017E-4):0.006054677999999994,((Salmonella_enterica_enterica_Typhi_CT18:6.007200000000823E-5,((Salmonella_enterica_enterica_Typhi_WGS1146:9.695000000004006E-6,Salmonella_enterica_enterica_Typhi_343077_214162:6.459000000000326E-6):4.5202999999993665E-5,Salmonella_enterica_enterica_Typhi_LXYSH:5.9107000000002685E-5):3.547000000006517E-6):9.696999999989075E-6,(Salmonella_enterica_enterica_Typhi_BSF1303195:1.8868000000005214E-5,Salmonella_enterica_enterica_Typhi_PM01613:4.4906599999999797E-4):5.000199999999344E-5):0.005486940999999995):0.0016145060000000155):0.0018400369999999888,(Salmonella_enterica_enterica_Mikawasima_RSE15:0.005810366999999997,Salmonella_enterica_enterica_Indiana_SI102:0.005507396999999997):0.0012101330000000021):0.0011152590000000073,((Salmonella_enterica_enterica_Goldcoast_Sal5364:0.005224992999999997,(Salmonella_enterica_enterica_Stanleyville_RSE01:0.005777392999999992,Salmonella_enterica_enterica_Typhimurium_FORC_015:0.006321760999999995):0.0012464160000000002):8.52645000000013E-4,(((Salmonella_enterica_enterica_Typhimurium_FORC58:0.002749119000000022,((Salmonella_enterica_enterica_Typhimurium_B3589:1.8621999999998695E-4,Salmonella_enterica_enterica_Typhimurium_SO469809:6.125299999998335E-5):1.6098999999991648E-5,(Salmonella_enterica_FORC_030:5.610799999999916E-5,(Salmonella_enterica_FORC_074:5.377000000000853E-6,(Salmonella_enterica_enterica_SA20143792:9.633200000000453E-5,((Salmonella_enterica_FORC_079:8.744799999998998E-5,(Salmonella_enterica_enterica_Typhimurium_SOHS_0268:3.988099999999162E-5,Salmonella_enterica_enterica_Typhimurium_D23580:1.0865600000001252E-4):4.0704000000002516E-5):1.5226000000007067E-5,Salmonella_enterica_enterica_Typhimurium_RM13672:3.48990000000049E-5):1.884899999998746E-5):1.1759299999999917E-4):4.7017800000001553E-4):2.207839999999739E-4):0.002784133000000022):0.002296853999999987,(Salmonella_enterica_enterica_Bovismorbificans_2020LSAL11867:0.004467210999999999,Salmonella_enterica_enterica_Newport_VNSEC031:0.00534654599999998):9.847580000000022E-4):7.815260000000046E-4,(((Salmonella_enterica_enterica_Paratyphi_B_SPB7:0.004978070000000001,(Salmonella_enterica_enterica_Heidelberg_5:5.600399999999839E-5,Salmonella_enterica_enterica_Heidelberg_1100473617:8.30000000000275E-6):0.004852591000000003):0.0013146539999999984,(Salmonella_enterica_enterica_Ouakam:0.005978317999999996,((((Salmonella_enterica_enterica_Enteritidis_Durban:2.1081000000006123E-5,(Salmonella_enterica_enterica_Enteritidis_EC20110223:3.055999999999892E-5,Salmonella_enterica_enterica_Enteritidis_EC20110354:1.1484099999999053E-4):8.181000000009875E-6):2.408499999999314E-5,((Salmonella_enterica_FORC_074xxx:1.0175000000001155E-5,((Salmonella_enterica_FORC_019:6.359999999983046E-7,Salmonella_enterica_enterica_Typhimurium_FORC50:2.5489999999905866E-6):4.100000000006876E-6,(Salmonella_enterica_FORC_051:5.09499999999663E-6,Salmonella_enterica_enterica_Enteritidis_SE74:5.350000000001187E-6):1.002999999999421E-6):6.739999999921809E-7):1.2710000000110133E-6,(Salmonella_enterica_enterica_Enteritidis_FORC_075:4.693000000000058E-6,Salmonella_enterica_FORC_078:9.754300000000549E-5):1.6780000000049533E-6):6.47816999999995E-4):2.8433999999993853E-5,Salmonella_enterica_enterica_Enteritidis_CP255:1.226739999999893E-4):1.1480000000063662E-6,Salmonella_enterica_enterica_Enteritidis_RM4283:1.1424000000000156E-4):0.005101124999999998):0.0012148800000000015):8.13586000000005E-4,(Salmonella_enterica_enterica_Choleraesuis_SCB67:0.006904955000000004,(Salmonella_enterica_enterica_Virchow_FORC_080:0.004849181000000008,Salmonella_enterica_enterica_Infantis_SPE100:0.005011976000000001):0.0011447450000000026):6.05093000000001E-4):6.111689999999947E-4):0.0012756529999999877):0.0012411220000000112):0.0016175089999999892):0.015774814000000012):0.002948256999999996):0.006270918):0.007439399999999999):0.008128025000000011):0.0435455275,(Salmonella_bongori_Se40:1.0211199999998755E-4,Salmonella_bo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-(((Salmonella_enterica_enterica_Goldcoast_Sal5364:0.005224993,(Salmonella_enterica_enterica_Stanleyville_RSE01:0.005777393,Salmonella_enterica_enterica_Typhimurium_FORC_015:0.006321761)0.912:0.001246416)1.000:0.000852645,(((Salmonella_enterica_indica_1121:0.020953152,(Salmonella_enterica_salamae_NCTC10310:0.013525961,((Salmonella_enterica_diarizonae_14SA008360:0.001618318,(Salmonella_enterica_diarizonae_XXB1403:0.001913511,(Salmonella_enterica_diarizonae_HZS154:0.000100899,(Salmonella_enterica_diarizonae_1101853:0.000000955,(Salmonella_enterica_diarizonae_1101854:0.000000005,Salmonella_enterica_diarizonae_1101855:0.000000005)0.768:0.000000005)1.000:0.000042365)1.000:0.001278470)1.000:0.001033328)1.000:0.018150152,(Salmonella_enterica_VII_243964:0.033394191,(Salmonella_enterica_arizonae_RSK2980:0.031877254,(Salmonella_bongori_Se40:0.000102112,Salmonella_bongori_NCTC_12419:0.000538407)1.000:0.087091055)1.000:0.008128025)1.000:0.007439400)1.000:0.006270918)1.000:0.002948257)1.000:0.015774814,(Salmonella_enterica_enterica_Typhimurium_FORC88:0.003856743,(Salmonella_enterica_FDAARGOS_709:0.003953763,90371_4793:0.004509380)1.000:0.001635587)1.000:0.003123632)1.000:0.001617509,((Salmonella_enterica_enterica_Paratyphi_A_CMCC50093:0.005906912,((Salmonella_enterica_enterica_Napoli_LC054117:0.000790191,1151001_14:0.000769667)1.000:0.006054678,((Salmonella_enterica_enterica_Typhi_CT18:0.000060072,((Salmonella_enterica_enterica_Typhi_WGS1146:0.000009695,Salmonella_enterica_enterica_Typhi_343077_214162:0.000006459)1.000:0.000045203,Salmonella_enterica_enterica_Typhi_LXYSH:0.000059107)0.995:0.000003547)1.000:0.000009697,(Salmonella_enterica_enterica_Typhi_BSF1303195:0.000018868,Salmonella_enterica_enterica_Typhi_PM01613:0.000449066)1.000:0.000050002)1.000:0.005486941)1.000:0.001614506)1.000:0.001840037,(Salmonella_enterica_enterica_Mikawasima_RSE15:0.005810367,Salmonella_enterica_enterica_Indiana_SI102:0.005507397)0.984:0.001210133)0.997:0.001115259)1.000:0.001241122)1.000:0.001275653,((Salmonella_enterica_enterica_Typhimurium_FORC58:0.002749119,((Salmonella_enterica_enterica_Typhimurium_B3589:0.000186220,Salmonella_enterica_enterica_Typhimurium_SO469809:0.000061253)0.984:0.000016099,(Salmonella_enterica_FORC_030:0.000056108,(28901_3936:0.000005377,(Salmonella_enterica_enterica_SA20143792:0.000096332,((Salmonella_enterica_FORC_079:0.000087448,(Salmonella_enterica_enterica_Typhimurium_SOHS_0268:0.000039881,Salmonella_enterica_enterica_Typhimurium_D23580:0.000108656)1.000:0.000040704)1.000:0.000015226,Salmonella_enterica_enterica_Typhimurium_RM13672:0.000034899)1.000:0.000018849)1.000:0.000117593)1.000:0.000470178)1.000:0.000220784)1.000:0.002784133)1.000:0.002296854,(Salmonella_enterica_enterica_Bovismorbificans_2020LSAL11867:0.004467211,Salmonella_enterica_enterica_Newport_VNSEC031:0.005346546)0.974:0.000984758)1.000:0.000781526,(((Salmonella_enterica_enterica_Paratyphi_B_SPB7:0.004978070,(Salmonella_enterica_enterica_Heidelberg_5:0.000056004,Salmonella_enterica_enterica_Heidelberg_1100473617:0.000008300)1.000:0.004852591)1.000:0.001314654,(Salmonella_enterica_enterica_Ouakam:0.005978318,((((Salmonella_enterica_enterica_Enteritidis_Durban:0.000021081,(Salmonella_enterica_enterica_Enteritidis_EC20110223:0.000030560,Salmonella_enterica_enterica_Enteritidis_EC20110354:0.000114841)1.000:0.000008181)1.000:0.000024085,((Salmonella_enterica_FORC_074:0.000010175,((Salmonella_enterica_FORC_019:0.000000636,Salmonella_enterica_enterica_Typhimurium_FORC50:0.000002549)0.999:0.000004100,(Salmonella_enterica_FORC_051:0.000005095,Salmonella_enterica_enterica_Enteritidis_SE74:0.000005350)0.928:0.000001003)0.851:0.000000674)0.936:0.000001271,(Salmonella_enterica_enterica_Enteritidis_FORC_075:0.000004693,Salmonella_enterica_FORC_078:0.000097543)0.158:0.000001678)1.000:0.000647817)1.000:0.000028434,Salmonella_enterica_enterica_Enteritidis_CP255:0.000122674)0.797:0.000001148,Salmonella_enterica_enterica_Enteritidis_RM4283:0.000114240)1.000:0.005101125)1.000:0.001214880)1.000:0.000813586,(Salmonella_enterica_enterica_Choleraesuis_SCB67:0.006904955,(Salmonella_enterica_enterica_Virchow_FORC_080:0.004849181,Salmonella_enterica_enterica_Infantis_SPE100:0.005011976)1.000:0.001144745)0.641:0.000605093)1.000:0.000611169); \ No newline at end of file diff --git a/test_data/test3/salmIndizioGenes_intr_score_square.csv b/test_data/test3/salmIndizioGenes_intr_score_square.csv deleted file mode 100644 index abe5e00..0000000 --- a/test_data/test3/salmIndizioGenes_intr_score_square.csv +++ /dev/null @@ -1,795 +0,0 @@ -feature_a,AAC.6...Iaa,AAC.6...Iaa.1,AAC.6...Iy,AAC.6...Iy.1,AB461,ANT.3....IIa,ANT.3....IIa.1,BMC10 (gesC),BMC10.1,BMC100 (emmdR),BMC100.1,BMC101 (kpnF),BMC101.1,BMC112 (phoR),BMC112.1,BMC115 (rcnA/yohM),BMC115.1,BMC116 (smdB),BMC116.1,BMC118 (ydeI),BMC118.1,BMC122 (fetA/ybbL),BMC122.1,BMC123 (zinT/yodA),BMC123.1,BMC124 (yqjH),BMC124.1,BMC125 (ruvB),BMC125.1,BMC127 (kpnO),BMC127.1,BMC129 (recG),BMC129.1,BMC13 (yddg/emrE),BMC13.1,BMC132 (kpnO),BMC132.1,BMC133 (irlR),BMC133.1,BMC135 (opmD/nmpC),BMC135.1,BMC136 (mdtG/yceE),BMC136.1,BMC137 (emrE/mvrC),BMC137.1,BMC14 (gesB),BMC14.1,BMC141 (kpnO),BMC141.1,BMC143 (kpnO),BMC143.1,BMC150 (recG),BMC150.1,BMC153 (ruvB),BMC153.1,BMC165 (corB),BMC165.1,BMC17 (pmrG),BMC17.1,BMC172,BMC172.1,BMC179 (qacEdelta1),BMC179.1,BMC22 (golT),BMC22.1,BMC24 (smvA/emrB),BMC24.1,BMC26 (corB),BMC26.1,BMC29 (cueP),BMC29.1,BMC30 (gesA),BMC30.1,BMC307 (merC),BMC308 (merE),BMC308.1,BMC31 (fabI),BMC31.1,BMC310 (ydeI),BMC310.1,BMC311 (merD),BMC311.1,BMC312 (merA),BMC312.1,BMC314 (merP),BMC316 (merT),BMC319 (merR),BMC323 (yieF),BMC323.1,BMC324 (yhcN),BMC324.1,BMC325 (kpnO),BMC325.1,BMC326 (zinT/yodA),BMC326.1,BMC327 (yqjH),BMC327.1,BMC328 (fetA/ybbL),BMC328.1,BMC329 (smdB),BMC329.1,BMC331 (emmdR),BMC331.1,BMC332 (bhsA/ycfR/comC),BMC332.1,BMC333 (zraR/hydH),BMC333.1,BMC334 (mdfA/cmr),BMC334.1,BMC335 (ychH),BMC335.1,BMC336 (zur/yjbK),BMC336.1,BMC337 (pstA),BMC337.1,BMC338 (znuB/yebI),BMC338.1,BMC339 (pmrG),BMC339.1,BMC34 (sodA),BMC34.1,BMC340 (soxR),BMC340.1,BMC341 (sodA),BMC341.1,BMC342 (ybtQ),BMC342.1,BMC343 (ybtP),BMC343.1,BMC344 (smvA/emrB),BMC344.1,BMC346 (kpnO),BMC346.1,BMC354 (ygiW),BMC354.1,BMC38 (soxR),BMC38.1,BMC4 (opmD/nmpC),BMC4.1,BMC40 (pstA),BMC40.1,BMC41 (znuB/yebI),BMC41.1,BMC42 (emrB),BMC42.1,BMC447 (pstS),BMC447.1,BMC53 (rcnR/yohL),BMC53.1,BMC57 (zur/yjbK),BMC57.1,BMC64 (pstS),BMC64.1,BMC69 (pmrA),BMC69.1,BMC7 (golS),BMC7.1,BMC70 (yieF),BMC70.1,BMC76 (ychH),BMC76.1,BMC79 (mdfA/cmr),BMC79.1,BMC82 (bhsA/ycfR/comC),BMC82.1,BMC83 (mdtG/yceE),BMC83.1,BMC84 (tolC),BMC84.1,BMC88 (ygiW),BMC88.1,BMC90 (zraR/hydH),BMC90.1,BMC91 (acrE/envC),BMC91.1,BMC95 (nfsA),BMC95.1,Salmonella.enterica.gyrA.conferring.resistance.to.fluoroquinolones,Salmonella.enterica.gyrA.conferring.resistance.to.fluoroquinolones.1,VFC102 (iroC),VFC102.1,VFC103 (allD),VFC103.1,VFC106 (ugd),VFC106.1,VFC11 (lpfE),VFC11.1,VFC111 (ssaE),VFC111.1,VFC112 (iroN),VFC112.1,VFC121 (fliP),VFC121.1,VFC122 (allR),VFC122.1,VFC127 (entB),VFC127.1,VFC128 (fepD),VFC128.1,VFC13 (spaS),VFC13.1,VFC130 (steA),VFC130.1,VFC132 (gtrB),VFC132.1,VFC133 (entA),VFC133.1,VFC134 (cheY),VFC134.1,VFC136 (fepC),VFC136.1,VFC137 (galF),VFC137.1,VFC139 (allB),VFC139.1,VFC142 (sifA),VFC142.1,VFC143 (slrP),VFC143.1,VFC144 (sseL),VFC144.1,VFC145 (sseF),VFC145.1,VFC146 (sseB),VFC146.1,VFC147 (pipB),VFC147.1,VFC148 (rcsB),VFC148.1,VFC149 (fimA),VFC149.1,VFC15 (phoQ),VFC15.1,VFC151 (prgI),VFC151.1,VFC152 (misL),VFC152.1,VFC153 (sopD),VFC153.1,VFC154 (sseD),VFC154.1,VFC155 (sopE2),VFC155.1,VFC156 (orgC),VFC156.1,VFC157 (mig-14),VFC157.1,VFC158 (sipA/sspA),VFC158.1,VFC159 (ssaT),VFC159.1,VFC16 (spaR),VFC16.1,VFC160 (ratB),VFC160.1,VFC161 (sscA),VFC161.1,VFC162 (ssaL),VFC162.1,VFC163 (ssaQ),VFC163.1,VFC164 (iacP),VFC164.1,VFC165 (fimY),VFC165.1,VFC166 (ssaJ),VFC166.1,VFC167 (steC),VFC167.1,VFC168 (fimD),VFC168.1,VFC169 (sopA),VFC169.1,VFC170 (ssaD),VFC170.1,VFC171 (ssrA),VFC171.1,VFC172 (fimW),VFC172.1,VFC173 (sseK2),VFC173.1,VFC174 (invJ),VFC174.1,VFC176 (ssaK),VFC176.1,VFC178 (sseA),VFC178.1,VFC179 (spiC/ssaB),VFC179.1,VFC18 (orgA/sctK),VFC18.1,VFC180 (sicP),VFC180.1,VFC181 (prgH),VFC181.1,VFC182 (invH),VFC182.1,VFC183 (spaO/sctQ),VFC183.1,VFC184 (csgB),VFC184.1,VFC186 (iagB),VFC186.1,VFC187 (lpfD),VFC187.1,VFC188 (sseK1),VFC188.1,VFC189 (lpfA),VFC189.1,VFC190 (pipB2),VFC190.1,VFC191 (sifB),VFC191.1,VFC192 (sseG),VFC192.1,VFC193 (sopB/sigD),VFC193.1,VFC194 (invG),VFC194.1,VFC195 (sipD),VFC195.1,VFC196 (sinH),VFC196.1,VFC197 (sptP),VFC197.1,VFC198 (sseJ),VFC198.1,VFC2 (ssrB),VFC2.1,VFC20 (lpfB),VFC20.1,VFC200 (ssaC),VFC200.1,VFC201 (invI),VFC201.1,VFC202 (spaP),VFC202.1,VFC203 (fimF),VFC203.1,VFC204 (sspH2),VFC204.1,VFC206 (ssaR),VFC206.1,VFC207 (csgC),VFC207.1,VFC208 (sopD2),VFC208.1,VFC209 (invB),VFC209.1,VFC21 (sseE),VFC21.1,VFC210 (ssaM),VFC210.1,VFC215 (ssaV),VFC215.1,VFC216 (ssaP),VFC216.1,VFC217 (ssaO),VFC217.1,VFC219 (ssaS),VFC219.1,VFC22 (ssaG),VFC22.1,VFC220 (sscB),VFC220.1,VFC222 (hilC),VFC222.1,VFC223 (sprB),VFC223.1,VFC224 (ssaI),VFC224.1,VFC225 (avrA),VFC225.1,VFC226 (STM0271),VFC226.1,VFC228 (steA),VFC228.1,VFC229 (gogB),VFC229.1,VFC23 (invF),VFC23.1,VFC232 (gtrB),VFC232.1,VFC233 (STM0268),VFC233.1,VFC234 (STM0274),VFC234.1,VFC235 (STM0267),VFC235.1,VFC236 (sseI/srfH),VFC236.1,VFC237 (STM0273),VFC237.1,VFC238 (STM0272),VFC238.1,VFC239 (cdtB),VFC239.1,VFC24 (ssaU),VFC24.1,VFC240 (sopE2),VFC240.1,VFC241 (sseK2),VFC245 (sipD),VFC245.1,VFC247 (steC),VFC247.1,VFC249 (tae4),VFC249.1,VFC25 (PA2367),VFC25.1,VFC250 (STM0269),VFC250.1,VFC252 (STM0270),VFC252.1,VFC253 (STM0266),VFC253.1,VFC254 (ssaN),VFC254.1,VFC267 (luxS),VFC267.1,VFC29 (flgJ),VFC29.1,VFC290 (entA),VFC290.1,VFC3 (hilD),VFC3.1,VFC30 (iroE),VFC30.1,VFC300 (prgI),VFC300.1,VFC315 (iucB),VFC315.1,VFC316 (iucD),VFC316.1,VFC317 (iucA),VFC317.1,VFC318 (iutA),VFC318.1,VFC32 (icl),VFC32.1,VFC324 (iucC),VFC324.1,VFC331 (STM0279),VFC331.1,VFC332 (STM0278),VFC332.1,VFC333 (STM0276),VFC333.1,VFC34 (rffG),VFC34.1,VFC340 (STM0289),VFC340.1,VFC347 (STM0280),VFC347.1,VFC348 (STM0282),VFC348.1,VFC349 (STM0286),VFC349.1,VFC35 (wbtL),VFC35.1,VFC350 (STM0285),VFC350.1,VFC351 (STM0281),VFC351.1,VFC352 (STM0284),VFC352.1,VFC353 (STM0287),VFC353.1,VFC354 (tlde1),VFC354.1,VFC355 (orgB/SctL),VFC355.1,VFC356 (ssaH),VFC356.1,VFC357 (sodCI),VFC357.1,VFC358 (shdA),VFC358.1,VFC359 (gtrA),VFC359.1,VFC36 (flgE),VFC36.1,VFC360 (tssA),VFC360.1,VFC361 (hcp1/tssD1),VFC361.1,VFC362 (spvB),VFC362.1,VFC363 (pefD),VFC363.1,VFC364 (rck),VFC364.1,VFC365 (pefA),VFC366 (spvC),VFC366.1,VFC367 (pefB),VFC367.1,VFC368 (spvD),VFC368.1,VFC369 (pefC),VFC369.1,VFC370 (mig-5),VFC370.1,VFC371 (pltA),VFC371.1,VFC373 (STM0289),VFC373.1,VFC375 (pltB),VFC375.1,VFC376 (STM0275),VFC376.1,VFC377 (STM0290),VFC377.1,VFC378 (pipB2),VFC378.1,VFC379 (gtrB),VFC379.1,VFC38 (fimB),VFC38.1,VFC380 (STM0283),VFC380.1,VFC4 (lpfC),VFC4.1,VFC42 (entD),VFC42.1,VFC5 (hilA),VFC5.1,VFC51 (wbtL),VFC51.1,VFC531 (flgM),VFC531.1,VFC532 (vexC),VFC532.1,VFC533 (vexD),VFC533.1,VFC535 (tviB),VFC535.1,VFC536 (vexE),VFC536.1,VFC537 (vexB),VFC537.1,VFC538 (vexA),VFC538.1,VFC539 (tviE),VFC539.1,VFC540 (tviD),VFC540.1,VFC541 (tviC),VFC541.1,VFC542 (sscA),VFC542.1,VFC543 (flgJ),VFC543.1,VFC544 (rfbD),VFC544.1,VFC545 (sseF),VFC545.1,VFC546 (steC),VFC546.1,VFC548 (sipA/sspA),VFC548.1,VFC549 (pltA),VFC549.1,VFC550 (sseC),VFC550.1,VFC551 (sseD),VFC551.1,VFC553 (fepB),VFC553.1,VFC554 (sseA),VFC554.1,VFC555 (ssaO),VFC555.1,VFC556 (ssaP),VFC556.1,VFC557 (ssaE),VFC557.1,VFC558 (sopD2),VFC558.1,VFC559 (mig-14),VFC559.1,VFC560 (sopD),VFC560.1,VFC561 (ssrA),VFC561.1,VFC562 (sptP),VFC562.1,VFC563 (sopE2),VFC563.1,VFC564 (orgC),VFC564.1,VFC565 (sseJ),VFC565.1,VFC566 (ssaL),VFC566.1,VFC567 (ssaK),VFC567.1,VFC568 (invJ),VFC568.1,VFC569 (fepD),VFC569.1,VFC570 (sseG),VFC570.1,VFC571 (sipD),VFC571.1,VFC572 (cdtB),VFC572.1,VFC573 (sseB),VFC573.1,VFC574 (invH),VFC574.1,VFC575 (ssaM),VFC575.1,VFC576 (ssaD),VFC576.1,VFC577 (slrP),VFC577.1,VFC578 (ssaQ),VFC578.1,VFC579 (ssaH),VFC579.1,VFC580 (ssaU),VFC580.1,VFC581 (sseE),VFC581.1,VFC582 (sopB/sigD),VFC582.1,VFC583 (sipC/sspC),VFC583.1,VFC584 (ssaT),VFC584.1,VFC585 (sipB/sspB),VFC585.1,VFC586 (spiC/ssaB),VFC586.1,VFC587 (sicP),VFC587.1,VFC588 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-VFC250 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-VFC252 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-VFC254 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-VFC331 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-VFC332 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-VFC347 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-tet.A..1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6.232986,0 \ No newline at end of file diff --git a/test_data/test3/salmIndizioGenes_p_square.csv b/test_data/test3/salmIndizioGenes_p_square.csv deleted file mode 100644 index 293f4b4..0000000 --- a/test_data/test3/salmIndizioGenes_p_square.csv +++ /dev/null @@ -1,795 +0,0 @@ -feature_a,AAC.6...Iaa,AAC.6...Iaa.1,AAC.6...Iy,AAC.6...Iy.1,AB461,ANT.3....IIa,ANT.3....IIa.1,BMC10 (gesC),BMC10.1,BMC100 (emmdR),BMC100.1,BMC101 (kpnF),BMC101.1,BMC112 (phoR),BMC112.1,BMC115 (rcnA/yohM),BMC115.1,BMC116 (smdB),BMC116.1,BMC118 (ydeI),BMC118.1,BMC122 (fetA/ybbL),BMC122.1,BMC123 (zinT/yodA),BMC123.1,BMC124 (yqjH),BMC124.1,BMC125 (ruvB),BMC125.1,BMC127 (kpnO),BMC127.1,BMC129 (recG),BMC129.1,BMC13 (yddg/emrE),BMC13.1,BMC132 (kpnO),BMC132.1,BMC133 (irlR),BMC133.1,BMC135 (opmD/nmpC),BMC135.1,BMC136 (mdtG/yceE),BMC136.1,BMC137 (emrE/mvrC),BMC137.1,BMC14 (gesB),BMC14.1,BMC141 (kpnO),BMC141.1,BMC143 (kpnO),BMC143.1,BMC150 (recG),BMC150.1,BMC153 (ruvB),BMC153.1,BMC165 (corB),BMC165.1,BMC17 (pmrG),BMC17.1,BMC172,BMC172.1,BMC179 (qacEdelta1),BMC179.1,BMC22 (golT),BMC22.1,BMC24 (smvA/emrB),BMC24.1,BMC26 (corB),BMC26.1,BMC29 (cueP),BMC29.1,BMC30 (gesA),BMC30.1,BMC307 (merC),BMC308 (merE),BMC308.1,BMC31 (fabI),BMC31.1,BMC310 (ydeI),BMC310.1,BMC311 (merD),BMC311.1,BMC312 (merA),BMC312.1,BMC314 (merP),BMC316 (merT),BMC319 (merR),BMC323 (yieF),BMC323.1,BMC324 (yhcN),BMC324.1,BMC325 (kpnO),BMC325.1,BMC326 (zinT/yodA),BMC326.1,BMC327 (yqjH),BMC327.1,BMC328 (fetA/ybbL),BMC328.1,BMC329 (smdB),BMC329.1,BMC331 (emmdR),BMC331.1,BMC332 (bhsA/ycfR/comC),BMC332.1,BMC333 (zraR/hydH),BMC333.1,BMC334 (mdfA/cmr),BMC334.1,BMC335 (ychH),BMC335.1,BMC336 (zur/yjbK),BMC336.1,BMC337 (pstA),BMC337.1,BMC338 (znuB/yebI),BMC338.1,BMC339 (pmrG),BMC339.1,BMC34 (sodA),BMC34.1,BMC340 (soxR),BMC340.1,BMC341 (sodA),BMC341.1,BMC342 (ybtQ),BMC342.1,BMC343 (ybtP),BMC343.1,BMC344 (smvA/emrB),BMC344.1,BMC346 (kpnO),BMC346.1,BMC354 (ygiW),BMC354.1,BMC38 (soxR),BMC38.1,BMC4 (opmD/nmpC),BMC4.1,BMC40 (pstA),BMC40.1,BMC41 (znuB/yebI),BMC41.1,BMC42 (emrB),BMC42.1,BMC447 (pstS),BMC447.1,BMC53 (rcnR/yohL),BMC53.1,BMC57 (zur/yjbK),BMC57.1,BMC64 (pstS),BMC64.1,BMC69 (pmrA),BMC69.1,BMC7 (golS),BMC7.1,BMC70 (yieF),BMC70.1,BMC76 (ychH),BMC76.1,BMC79 (mdfA/cmr),BMC79.1,BMC82 (bhsA/ycfR/comC),BMC82.1,BMC83 (mdtG/yceE),BMC83.1,BMC84 (tolC),BMC84.1,BMC88 (ygiW),BMC88.1,BMC90 (zraR/hydH),BMC90.1,BMC91 (acrE/envC),BMC91.1,BMC95 (nfsA),BMC95.1,Salmonella.enterica.gyrA.conferring.resistance.to.fluoroquinolones,Salmonella.enterica.gyrA.conferring.resistance.to.fluoroquinolones.1,VFC102 (iroC),VFC102.1,VFC103 (allD),VFC103.1,VFC106 (ugd),VFC106.1,VFC11 (lpfE),VFC11.1,VFC111 (ssaE),VFC111.1,VFC112 (iroN),VFC112.1,VFC121 (fliP),VFC121.1,VFC122 (allR),VFC122.1,VFC127 (entB),VFC127.1,VFC128 (fepD),VFC128.1,VFC13 (spaS),VFC13.1,VFC130 (steA),VFC130.1,VFC132 (gtrB),VFC132.1,VFC133 (entA),VFC133.1,VFC134 (cheY),VFC134.1,VFC136 (fepC),VFC136.1,VFC137 (galF),VFC137.1,VFC139 (allB),VFC139.1,VFC142 (sifA),VFC142.1,VFC143 (slrP),VFC143.1,VFC144 (sseL),VFC144.1,VFC145 (sseF),VFC145.1,VFC146 (sseB),VFC146.1,VFC147 (pipB),VFC147.1,VFC148 (rcsB),VFC148.1,VFC149 (fimA),VFC149.1,VFC15 (phoQ),VFC15.1,VFC151 (prgI),VFC151.1,VFC152 (misL),VFC152.1,VFC153 (sopD),VFC153.1,VFC154 (sseD),VFC154.1,VFC155 (sopE2),VFC155.1,VFC156 (orgC),VFC156.1,VFC157 (mig-14),VFC157.1,VFC158 (sipA/sspA),VFC158.1,VFC159 (ssaT),VFC159.1,VFC16 (spaR),VFC16.1,VFC160 (ratB),VFC160.1,VFC161 (sscA),VFC161.1,VFC162 (ssaL),VFC162.1,VFC163 (ssaQ),VFC163.1,VFC164 (iacP),VFC164.1,VFC165 (fimY),VFC165.1,VFC166 (ssaJ),VFC166.1,VFC167 (steC),VFC167.1,VFC168 (fimD),VFC168.1,VFC169 (sopA),VFC169.1,VFC170 (ssaD),VFC170.1,VFC171 (ssrA),VFC171.1,VFC172 (fimW),VFC172.1,VFC173 (sseK2),VFC173.1,VFC174 (invJ),VFC174.1,VFC176 (ssaK),VFC176.1,VFC178 (sseA),VFC178.1,VFC179 (spiC/ssaB),VFC179.1,VFC18 (orgA/sctK),VFC18.1,VFC180 (sicP),VFC180.1,VFC181 (prgH),VFC181.1,VFC182 (invH),VFC182.1,VFC183 (spaO/sctQ),VFC183.1,VFC184 (csgB),VFC184.1,VFC186 (iagB),VFC186.1,VFC187 (lpfD),VFC187.1,VFC188 (sseK1),VFC188.1,VFC189 (lpfA),VFC189.1,VFC190 (pipB2),VFC190.1,VFC191 (sifB),VFC191.1,VFC192 (sseG),VFC192.1,VFC193 (sopB/sigD),VFC193.1,VFC194 (invG),VFC194.1,VFC195 (sipD),VFC195.1,VFC196 (sinH),VFC196.1,VFC197 (sptP),VFC197.1,VFC198 (sseJ),VFC198.1,VFC2 (ssrB),VFC2.1,VFC20 (lpfB),VFC20.1,VFC200 (ssaC),VFC200.1,VFC201 (invI),VFC201.1,VFC202 (spaP),VFC202.1,VFC203 (fimF),VFC203.1,VFC204 (sspH2),VFC204.1,VFC206 (ssaR),VFC206.1,VFC207 (csgC),VFC207.1,VFC208 (sopD2),VFC208.1,VFC209 (invB),VFC209.1,VFC21 (sseE),VFC21.1,VFC210 (ssaM),VFC210.1,VFC215 (ssaV),VFC215.1,VFC216 (ssaP),VFC216.1,VFC217 (ssaO),VFC217.1,VFC219 (ssaS),VFC219.1,VFC22 (ssaG),VFC22.1,VFC220 (sscB),VFC220.1,VFC222 (hilC),VFC222.1,VFC223 (sprB),VFC223.1,VFC224 (ssaI),VFC224.1,VFC225 (avrA),VFC225.1,VFC226 (STM0271),VFC226.1,VFC228 (steA),VFC228.1,VFC229 (gogB),VFC229.1,VFC23 (invF),VFC23.1,VFC232 (gtrB),VFC232.1,VFC233 (STM0268),VFC233.1,VFC234 (STM0274),VFC234.1,VFC235 (STM0267),VFC235.1,VFC236 (sseI/srfH),VFC236.1,VFC237 (STM0273),VFC237.1,VFC238 (STM0272),VFC238.1,VFC239 (cdtB),VFC239.1,VFC24 (ssaU),VFC24.1,VFC240 (sopE2),VFC240.1,VFC241 (sseK2),VFC245 (sipD),VFC245.1,VFC247 (steC),VFC247.1,VFC249 (tae4),VFC249.1,VFC25 (PA2367),VFC25.1,VFC250 (STM0269),VFC250.1,VFC252 (STM0270),VFC252.1,VFC253 (STM0266),VFC253.1,VFC254 (ssaN),VFC254.1,VFC267 (luxS),VFC267.1,VFC29 (flgJ),VFC29.1,VFC290 (entA),VFC290.1,VFC3 (hilD),VFC3.1,VFC30 (iroE),VFC30.1,VFC300 (prgI),VFC300.1,VFC315 (iucB),VFC315.1,VFC316 (iucD),VFC316.1,VFC317 (iucA),VFC317.1,VFC318 (iutA),VFC318.1,VFC32 (icl),VFC32.1,VFC324 (iucC),VFC324.1,VFC331 (STM0279),VFC331.1,VFC332 (STM0278),VFC332.1,VFC333 (STM0276),VFC333.1,VFC34 (rffG),VFC34.1,VFC340 (STM0289),VFC340.1,VFC347 (STM0280),VFC347.1,VFC348 (STM0282),VFC348.1,VFC349 (STM0286),VFC349.1,VFC35 (wbtL),VFC35.1,VFC350 (STM0285),VFC350.1,VFC351 (STM0281),VFC351.1,VFC352 (STM0284),VFC352.1,VFC353 (STM0287),VFC353.1,VFC354 (tlde1),VFC354.1,VFC355 (orgB/SctL),VFC355.1,VFC356 (ssaH),VFC356.1,VFC357 (sodCI),VFC357.1,VFC358 (shdA),VFC358.1,VFC359 (gtrA),VFC359.1,VFC36 (flgE),VFC36.1,VFC360 (tssA),VFC360.1,VFC361 (hcp1/tssD1),VFC361.1,VFC362 (spvB),VFC362.1,VFC363 (pefD),VFC363.1,VFC364 (rck),VFC364.1,VFC365 (pefA),VFC366 (spvC),VFC366.1,VFC367 (pefB),VFC367.1,VFC368 (spvD),VFC368.1,VFC369 (pefC),VFC369.1,VFC370 (mig-5),VFC370.1,VFC371 (pltA),VFC371.1,VFC373 (STM0289),VFC373.1,VFC375 (pltB),VFC375.1,VFC376 (STM0275),VFC376.1,VFC377 (STM0290),VFC377.1,VFC378 (pipB2),VFC378.1,VFC379 (gtrB),VFC379.1,VFC38 (fimB),VFC38.1,VFC380 (STM0283),VFC380.1,VFC4 (lpfC),VFC4.1,VFC42 (entD),VFC42.1,VFC5 (hilA),VFC5.1,VFC51 (wbtL),VFC51.1,VFC531 (flgM),VFC531.1,VFC532 (vexC),VFC532.1,VFC533 (vexD),VFC533.1,VFC535 (tviB),VFC535.1,VFC536 (vexE),VFC536.1,VFC537 (vexB),VFC537.1,VFC538 (vexA),VFC538.1,VFC539 (tviE),VFC539.1,VFC540 (tviD),VFC540.1,VFC541 (tviC),VFC541.1,VFC542 (sscA),VFC542.1,VFC543 (flgJ),VFC543.1,VFC544 (rfbD),VFC544.1,VFC545 (sseF),VFC545.1,VFC546 (steC),VFC546.1,VFC548 (sipA/sspA),VFC548.1,VFC549 (pltA),VFC549.1,VFC550 (sseC),VFC550.1,VFC551 (sseD),VFC551.1,VFC553 (fepB),VFC553.1,VFC554 (sseA),VFC554.1,VFC555 (ssaO),VFC555.1,VFC556 (ssaP),VFC556.1,VFC557 (ssaE),VFC557.1,VFC558 (sopD2),VFC558.1,VFC559 (mig-14),VFC559.1,VFC560 (sopD),VFC560.1,VFC561 (ssrA),VFC561.1,VFC562 (sptP),VFC562.1,VFC563 (sopE2),VFC563.1,VFC564 (orgC),VFC564.1,VFC565 (sseJ),VFC565.1,VFC566 (ssaL),VFC566.1,VFC567 (ssaK),VFC567.1,VFC568 (invJ),VFC568.1,VFC569 (fepD),VFC569.1,VFC570 (sseG),VFC570.1,VFC571 (sipD),VFC571.1,VFC572 (cdtB),VFC572.1,VFC573 (sseB),VFC573.1,VFC574 (invH),VFC574.1,VFC575 (ssaM),VFC575.1,VFC576 (ssaD),VFC576.1,VFC577 (slrP),VFC577.1,VFC578 (ssaQ),VFC578.1,VFC579 (ssaH),VFC579.1,VFC580 (ssaU),VFC580.1,VFC581 (sseE),VFC581.1,VFC582 (sopB/sigD),VFC582.1,VFC583 (sipC/sspC),VFC583.1,VFC584 (ssaT),VFC584.1,VFC585 (sipB/sspB),VFC585.1,VFC586 (spiC/ssaB),VFC586.1,VFC587 (sicP),VFC587.1,VFC588 (ssaJ),VFC588.1,VFC589 (sscB),VFC589.1,VFC59 (acrA),VFC59.1,VFC590 (fimY),VFC590.1,VFC591 (iagB),VFC591.1,VFC592 (sprB),VFC592.1,VFC593 (invF),VFC593.1,VFC594 (flgL),VFC594.1,VFC595 (icsP/sopA),VFC595.1,VFC596 (cdtB),VFC596.1,VFC597 (spvB),VFC597.1,VFC599 (pipB),VFC599.1,VFC6 (sipC/sspC),VFC6.1,VFC600 (pltB),VFC600.1,VFC602 (KP1_RS17225),VFC602.1,VFC603 (nleC),VFC603.1,VFC604 (ssaI),VFC604.1,VFC605 (sodCI),VFC605.1,VFC606 (pla),VFC606.1,VFC607 (fepE),VFC607.1,VFC609 (ssaC),VFC609.1,VFC61 (iroD),VFC61.1,VFC610 (hilC),VFC610.1,VFC611 (spaO/sctQ),VFC611.1,VFC612 (fimW),VFC612.1,VFC613 (ssaN),VFC613.1,VFC614 (fimA),VFC614.1,VFC615 (hilD),VFC615.1,VFC616 (ssaV),VFC616.1,VFC617 (invB),VFC617.1,VFC618 (prgH),VFC618.1,VFC619 (hilA),VFC619.1,VFC620 (ssrB),VFC620.1,VFC621 (csgC),VFC621.1,VFC622 (fyuA),VFC622.1,VFC623 (irp1),VFC623.1,VFC624 (ssaS),VFC624.1,VFC625 (ybtE),VFC625.1,VFC626 (invG),VFC626.1,VFC627 (ybtT),VFC627.1,VFC628 (irp2),VFC628.1,VFC629 (ybtU),VFC629.1,VFC630 (ybtQ),VFC630.1,VFC631 (ybtP),VFC631.1,VFC632 (spaS),VFC632.1,VFC633 (ybtA),VFC633.1,VFC634 (ybtX),VFC634.1,VFC635 (ybtS),VFC635.1,VFC636 (gtrA),VFC636.1,VFC637 (gtrB),VFC637.1,VFC638 (AAA92657),VFC638.1,VFC639 (STM0283),VFC639.1,VFC64 (KP1_RS17225),VFC64.1,VFC644 (fimF),VFC644.1,VFC65 (flgF),VFC65.1,VFC657 (iroC),VFC657.1,VFC66 (rfbG),VFC66.1,VFC68 (luxS),VFC68.1,VFC7 (sipB/sspB),VFC7.1,VFC70 (fepE),VFC70.1,VFC71 (pla),VFC71.1,VFC72 (allS),VFC72.1,VFC748 (spaP),VFC78 (rfbK1),VFC78.1,VFC82 (cheZ),VFC82.1,VFC86 (rfbD),VFC86.1,VFC91 (gtrA),VFC91.1,VFC92 (allA),VFC92.1,VFC94 (rfbF),VFC94.1,VFC95 (fepB),VFC95.1,VFC98 (allC),VFC98.1,VFC986 (shdA),VFC986.1,VFC99 (sseC),VFC99.1,golS,golS.1,mdsA,mdsA.1,mdsB,mdsB.1,mdsC,mdsC.1,mdtG,mdtG.1,tet.A.,tet.A..1 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-BMC316 (merT),1.9099851,0,0.8608084,0,1.0322422,1.3065763,0,0.38370360000000003,0,0.09113665,0,0.08612509,0,0.10525624,0,1.4865719,0,0.09113665,0,0.8718201000000001,0,0.09113665,0,0.16896234999999998,0,0.09113665,0,0.03178156,0,0.10712692,0,0.03178156,0,1.9645801999999999,0,1.2918887,0,0.09146068,0,0.08590374,0,1.2628971999999998,0,0.03178156,0,0.5211544,0,0.534796,0,0.15367708,0,0.2326562,0,0.2326562,0,0.24574580000000001,0,0.05096563,0,0.11948359,0,1.1961639000000002,0,0.5211544,0,0.13379021,0,0.08759233,0,0.060422039999999996,0,0.5211544,0,0,0,0,0.18555281,0,0.14042844,0,0,0,0,0,0,0,0,0.4099819,0,0.2063222,0,0.2321238,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.2063222,0,0.4099819,0,0.2063222,0,0.4099819,0,0.2296433,0,0.26473820000000003,0,0.4099819,0,0.03178156,0,0.4099819,0,0.4099819,0,1.5144242,0,1.5144242,0,0.4099819,0,1.8986129,0,0.14599406,0,0.09113665,0,1.2677834,0,0.09113665,0,0.06276884,0,0.10463839,0,0.18853444,0,0.17536696000000002,0,0.09113665,0,0.03974859,0,0.09904374,0,0.5211544,0,0.06276884,0,0.06276884,0,0.16577229999999998,0,0.09113665,0,0.17536696000000002,0,0.09146068,0,0.07854688,0,0.009080366,0,1.3574633999999999,0,0.09904374,0,0.13243956,0,0.06276884,0,0.15095729000000002,0,0.12412702,0,0.260707,0,0.017724357,0,0.05385091,0,0.08689157,0,0.11837395,0,0.10463839,0,0.09113665,0,0.057150580000000006,0,0.17863908,0,0.050701979999999994,0,0.03178156,0,0.2592107,0,0.10463839,0,0.10020786000000001,0,0.15007737,0,0.017658851,0,1.2089960999999998,0,0.008606583,0,0.017724357,0,0.019080428,0,0.03178156,0,0.14256716000000003,0,0.09113665,0,0.10525624,0,0.019173361,0,0.09736746,0,0.03178156,0,0.017724357,0,0.03178156,0,0.014244739,0,0.03178156,0,0.019173361,0,0.03178156,0,0.10521353,0,0.08826601,0,0.06276884,0,0.09113665,0,0.019195242,0,0.03763169,0,0.03178156,0,0.05096563,0,0.13110307,0,0.08726035,0,0.12638845999999998,0,0.06276884,0,0.03178156,0,0.057075509999999996,0,0.4512869,0,0.04195169,0,0.03178156,0,0.03178156,0,0.09113665,0,0.09054145,0,0.012966412,0,0.057150580000000006,0,0.03476032,0,0.09113665,0,0.11178543,0,0.028218939999999998,0,0.17763518,0,0.5924252,0,0.7335248999999999,0,0.3607128,0,0.005960553,0,0.03178156,0,0.03178156,0,0.06276884,0,0.11745671999999999,0,0.013112043,0,0.019173361,0,0.2651454,0,0.06276884,0,0.7335248999999999,0,0.03178156,0,0.09146068,0,0.09054145,0,0.04302618,0,0.012833497999999999,0,0.05727725,0,0.09113665,0,0.06241605,0,0.09113665,0,0.09113665,0,0.03178156,0,0.09113665,0,0.05096563,0,0.03178156,0,0.09113665,0,0.09113665,0,0.09113665,0,0.03178156,0,0.012167326,0,0.03178156,0,0.3535373,0,0.07310866,0,0.40849820000000003,0,1.2726325,0,0.09113665,0,0.32065659999999996,0,0.07033141,0,0.07033141,0,0.007213149,0,0.6989274,0,0.07033141,0,0.06442632,0,0.2185868,0,0.03227838,0,0.2164153,0,1.4700509,1.1656110000000002,0,0.5693869,0,0.9333359999999999,0,0.060908500000000004,0,0.07033141,0,0.07033141,0,0.15587527,0,0.025364789999999998,0,0.12367491,0,0.05399296,0,0.07201398,0,0.0390988,0,0.03178156,0,0.24574580000000001,0,0.24574580000000001,0,0.24574580000000001,0,0.24574580000000001,0,0.24574580000000001,0,0.17305573,0,0.24574580000000001,0,1.8806118,0,0.7459833,0,0.04139214,0,0.03061083,0,1.1730659,0,0.05944282,0,0.05373423,0,0.04704629,0,0.016071867,0,0.66787,0,0.05373423,0,0.49438689999999996,0,0.003678689,0,0.003678689,0,0.05775761,0,0.08637874,0,1.0620146,0,0.6598569,0,0.09768264,0,0.04495103,0,1.0647446999999999,0,1.0647446999999999,0,1.4683416,0,0.7110970000000001,0,0.37680990000000003,0,8.32e-10,1.4683416,0,0.8124046,0,0.9094148,0,0.7110970000000001,0,0.9094148,0,0.19886177,0,0.04931588,0,0.19886177,0,1.8998952,0,0.04931588,0,0.02345162,0,1.2188494,0,1.7319202,0,0.19399248,0,0.7335248999999999,0,0.3479815,0,0.0390988,0,1.5923111,0,0.14042844,0,0.14042844,0,0.14042844,0,0.14042844,0,0.14042844,0,0.14042844,0,0.14042844,0,0.14042844,0,0.14042844,0,0.14042844,0,0.4099819,0,0.18558097,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.2321238,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4042419,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,0.4099819,0,1.3574633999999999,0,0.4099819,0,0.4099819,0,0.4099819,0,0.2321238,0,0.4099819,0,0.4099819,0,0.2321238,0,0.4099819,0,0.4099819,0,0.019173361,0,0.2321238,0,0.4099819,0,0.4099819,0,0.4099819,0,0.2296433,0,0.4099819,0,0.4099819,0,0.4099819,0,0.06276884,0,0.4099819,0,0.4099819,0,0.4099819,0,0.2296433,0,0.4099819,0,0.2321238,0,0.4099819,0,0.2321238,0,0.2321238,0,0.4099819,0,0.4099819,0,0.4099819,0,1.5144242,0,1.5144242,0,0.4099819,0,1.5144242,0,0.26473820000000003,0,1.5144242,0,1.5144242,0,1.5144242,0,1.5144242,0,1.5144242,0,0.4099819,0,1.5144242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-VFC250 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-VFC250.1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6.51e-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -VFC252 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\ No newline at end of file diff --git a/test_data/test3/toSalInd_PA_scientific_names.csv b/test_data/test3/toSalInd_PA_scientific_names.csv deleted file mode 100644 index 223807e..0000000 --- a/test_data/test3/toSalInd_PA_scientific_names.csv +++ /dev/null @@ -1,61 +0,0 @@ -Name,BMC69 (pmrA),BMC95 (nfsA),BMC53 (rcnR/yohL),BMC133 (irlR),BMC84 (tolC),BMC83 (mdtG/yceE),BMC112 (phoR),VFC137 (galF),VFC148 (rcsB),VFC15 (phoQ),VFC16 (spaR),VFC201 (invI),VFC32 (icl),VFC82 (cheZ),BMC29 (cueP),VFC121 (fliP),VFC152 (misL),VFC168 (fimD),BMC31 (fabI),VFC134 (cheY),VFC164 (iacP),BMC118 (ydeI),BMC42 (emrB),MdtK,VFC127 (entB),VFC136 (fepC),BMC123 (zinT/yodA),BMC101 (kpnF),BMC79 (mdfA/cmr),VFC106 (ugd),VFC18 (orgA/sctK),VFC202 (spaP),VFC65 (flgF),VFC95 (fepB),BMC57 (zur/yjbK),BMC122 (fetA/ybbL),BMC124 (yqjH),BMC88 (ygiW),BMC100 (emmdR),BMC64 (pstS),BMC40 (pstA),BMC38 (soxR),BMC82 (bhsA/ycfR/comC),BMC24 (smvA/emrB),BMC116 (smdB),BMC26 (corB),BMC132 (kpnO),VFC128 (fepD),VFC149 (fimA),VFC162 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(sifA),VFC145 (sseF),VFC146 (sseB),VFC151 (prgI),VFC154 (sseD),VFC158 (sipA/sspA),VFC163 (ssaQ),VFC186 (iagB),VFC197 (sptP),VFC6 (sipC/sspC),AAC(6')-Iy,VFC122 (allR),VFC156 (orgC),VFC180 (sicP),VFC196 (sinH),VFC223 (sprB),VFC254 (ssaN),VFC7 (sipB/sspB),VFC92 (allA),VFC356 (ssaH),VFC72 (allS),VFC91 (gtrA),BMC90 (zraR/hydH),VFC144 (sseL),VFC98 (allC),golS,TEM-60,VFC103 (allD),VFC139 (allB),VFC208 (sopD2),VFC235 (STM0267),VFC25 (PA2367),VFC191 (sifB),VFC34 (rffG),VFC42 (entD),BMC4 (opmD/nmpC),VFC198 (sseJ),VFC225 (avrA),BMC7 (golS),BMC14 (gesB),BMC30 (gesA),BMC22 (golT),mdsA,mdsB,VFC35 (wbtL),VFC66 (rfbG),VFC94 (rfbF),BMC10 (gesC),VFC204 (sspH2),VFC353 (STM0287),VFC354 (tlde1),VFC253 (STM0266),VFC167 (steC),VFC169 (sopA),VFC132 (gtrB),VFC184 (csgB),VFC188 (sseK1),VFC195 (sipD),VFC189 (lpfA),VFC20 (lpfB),VFC38 (fimB),VFC4 (lpfC),VFC190 (pipB2),BMC141 (kpnO),VFC11 (lpfE),VFC226 (STM0271),VFC233 (STM0268),VFC234 (STM0274),VFC237 (STM0273),VFC250 (STM0269),VFC252 (STM0270),VFC238 (STM0272),BMC127 (kpnO),VFC143 (slrP),VFC347 (STM0280),VFC228 (steA),VFC348 (STM0282),VFC351 (STM0281),VFC160 (ratB),VFC240 (sopE2),VFC349 (STM0286),VFC333 (STM0276),VFC357 (sodCI),VFC86 (rfbD),VFC187 (lpfD),VFC236 (sseI/srfH),VFC51 (wbtL),VFC249 (tae4),VFC64 (KP1_RS17225),VFC332 (STM0278),BMC115 (rcnA/yohM),VFC350 (STM0285),VFC232 (gtrB),VFC331 (STM0279),VFC352 (STM0284),VFC359 (gtrA),VFC173 (sseK2),VFC373 (STM0289),VFC376 (STM0275),VFC377 (STM0290),VFC362 (spvB),APH(3'')-Ib,sul1,VFC366 (spvC),VFC370 (mig-5),APH(6)-Id,qacEdelta1,VFC239 (cdtB),VFC367 (pefB),VFC368 (spvD),sul2,VFC241 (sseK2),VFC363 (pefD),VFC364 (rck),VFC369 (pefC),VFC371 (pltA),VFC375 (pltB),VFC380 (STM0283),TEM-1,VFC229 (gogB),VFC360 (tssA),VFC361 (hcp1/tssD1),VFC639 (STM0283),VFC130 (steA),VFC245 (sipD),VFC358 (shdA),BMC179 (qacEdelta1),BMC346 (kpnO),AAC(6')-Iaa,APH(3')-Ia,mdtG,tet(A),VFC247 (steC),VFC290 (entA),VFC986 (shdA),BMC135 (opmD/nmpC),AB461,VFC267 (luxS),VFC365 (pefA),BMC324 (yhcN),BMC343 (ybtP),BMC342 (ybtQ),BMC150 (recG),BMC354 (ygiW),BMC335 (ychH),BMC153 (ruvB),BMC333 (zraR/hydH),floR,VFC378 (pipB2),VFC543 (flgJ),VFC622 (fyuA),VFC623 (irp1),VFC625 (ybtE),VFC627 (ybtT),VFC628 (irp2),VFC629 (ybtU),VFC630 (ybtQ),VFC631 (ybtP),VFC633 (ybtA),VFC634 (ybtX),BMC325 (kpnO),BMC165 (corB),BMC338 (znuB/yebI),BMC312 (merA),BMC172,BMC311 (merD),BMC308 (merE),BMC337 (pstA),Salmonella enterica gyrA conferring resistance to fluoroquinolones,VFC300 (prgI),VFC315 (iucB),VFC316 (iucD),VFC317 (iucA),VFC318 (iutA),VFC324 (iucC),VFC340 (STM0289),VFC549 (pltA),VFC593 (invF),VFC596 (cdtB),VFC600 (pltB),VFC605 (sodCI),VFC613 (ssaN),VFC615 (hilD),VFC617 (invB),VFC618 (prgH),VFC626 (invG),VFC637 (gtrB),BMC319 (merR),BMC326 (zinT/yodA),BMC341 (sodA),BMC339 (pmrG),BMC143 (kpnO),BMC327 (yqjH),BMC344 (smvA/emrB),BMC340 (soxR),BMC323 (yieF),BMC307 (merC),BMC336 (zur/yjbK),BMC447 (pstS),BMC310 (ydeI),BMC334 (mdfA/cmr),BMC314 (merP),BMC329 (smdB),BMC316 (merT),BMC332 (bhsA/ycfR/comC),BMC331 (emmdR),BMC328 (fetA/ybbL),ANT(3'')-IIa,VFC379 (gtrB),VFC531 (flgM),VFC532 (vexC),VFC533 (vexD),VFC535 (tviB),VFC536 (vexE),VFC537 (vexB),VFC538 (vexA),VFC539 (tviE),VFC540 (tviD),VFC541 (tviC),VFC542 (sscA),VFC544 (rfbD),VFC545 (sseF),VFC546 (steC),VFC548 (sipA/sspA),VFC550 (sseC),VFC551 (sseD),VFC553 (fepB),VFC554 (sseA),VFC555 (ssaO),VFC556 (ssaP),VFC557 (ssaE),VFC558 (sopD2),VFC559 (mig-14),VFC560 (sopD),VFC561 (ssrA),VFC562 (sptP),VFC563 (sopE2),VFC564 (orgC),VFC565 (sseJ),VFC566 (ssaL),VFC567 (ssaK),VFC568 (invJ),VFC569 (fepD),VFC570 (sseG),VFC571 (sipD),VFC572 (cdtB),VFC573 (sseB),VFC574 (invH),VFC575 (ssaM),VFC576 (ssaD),VFC577 (slrP),VFC578 (ssaQ),VFC579 (ssaH),VFC580 (ssaU),VFC581 (sseE),VFC582 (sopB/sigD),VFC583 (sipC/sspC),VFC584 (ssaT),VFC585 (sipB/sspB),VFC586 (spiC/ssaB),VFC587 (sicP),VFC588 (ssaJ),VFC589 (sscB),VFC590 (fimY),VFC591 (iagB),VFC592 (sprB),VFC594 (flgL),VFC595 (icsP/sopA),VFC597 (spvB),VFC599 (pipB),VFC602 (KP1_RS17225),VFC603 (nleC),VFC604 (ssaI),VFC606 (pla),VFC607 (fepE),VFC609 (ssaC),VFC610 (hilC),VFC611 (spaO/sctQ),VFC612 (fimW),VFC614 (fimA),VFC616 (ssaV),VFC619 (hilA),VFC620 (ssrB),VFC621 (csgC),VFC624 (ssaS),VFC632 (spaS),VFC635 (ybtS),VFC636 (gtrA),VFC638 (AAA92657),VFC644 (fimF),VFC657 (iroC),VFC748 (spaP) 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-Salmonella_enterica_enterica_Newport_VNSEC031,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,1,1,0,1,1,0,1,1,1,0,1,1,1,0,0,1,1,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,1,1,0,1,0,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 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Thu, 4 Apr 2024 14:47:04 +1000 Subject: [PATCH 26/81] post refactor --- Dockerfile | 15 - poetry.lock | 1610 ------------------------------------- pyproject.toml | 3 +- test_data/foo.tree | 1 - test_data/metadata.csv | 4 - test_data/pa.csv | 7 - test_data/pa2.csv | 6 - test_data/pa_metadata.csv | 6 - 8 files changed, 2 insertions(+), 1650 deletions(-) delete mode 100644 Dockerfile delete mode 100644 poetry.lock delete mode 100644 test_data/foo.tree delete mode 100644 test_data/metadata.csv delete mode 100644 test_data/pa.csv delete mode 100644 test_data/pa2.csv delete mode 100644 test_data/pa_metadata.csv diff --git a/Dockerfile b/Dockerfile deleted file mode 100644 index 5cf26a4..0000000 --- a/Dockerfile +++ /dev/null @@ -1,15 +0,0 @@ -FROM python:3.8-slim-buster - -RUN apt-get update && apt-get install -y \ - build-essential \ - && rm -rf /var/lib/apt/lists/* - -RUN mkdir -p /indizio - -COPY . ./indizio - -WORKDIR /indizio - -RUN python -m pip install . - -ENTRYPOINT [ "python", 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Installation + +_Windows support has not tested, it is recommended to use [WSL](https://learn.microsoft.com/en-us/windows/wsl/install)._ + +It is strongly recommended to install Indizio into a virtual environment, either by using [venv](https://docs.python.org/3/library/venv.html), or [Conda](https://anaconda.org/)/[Mamba](https://mamba.readthedocs.io/en/latest/). + +__1.1 - PyPI:__ + +Once you have activated your virtual environment, run: -Download the repository +```shell +python -m pip install indizio ``` -git clone https://github.com/beiko-lab/indizio.git + +__1.2 - Conda:__ + +_If you are using mamba, simply replace `conda` with `mamba`._ + +```shell +conda create -n indizio -c conda-forge -c bioconda indizio ``` -Suggested: Create a conda environment to manage dependancies. This requires Anaconda or Miniconda. +## 2 - Usage -### Linux and MacOS -The developers intend to create a bioconda recipe at a later date. -For now, to install: +__2.1 Quick start:__ + +Activate the virtual environment you installed Indizio in, then simply run the following command: +```shell +indizio ``` -conda create -n indizio pandas networkx tqdm -conda activate indizio -conda install -c anaconda pillow -conda install -c conda-forge dash dash-bootstrap-components dash_cytoscape + +Additional options can be viewed by running: + +```shell +indizio --help ``` +__2.2 Details:__ -## Usage The major feature of the Inidizio tool is the interactive Dash application. The Indizio dash tool is primarily used to identify and visualize correlations among features in a sample set. -### Set-up script Indizio is flexible with the number of files that can be used as input. As a bare minimum, Indizio requires either a presence/absence table of features in samples or a feature-wise distance matrix. If a presence/absence table is supplied, Indizio will calculate a simple Pearson correlation among features. -Users may supply as many distance matrices as the would like. During the set-up script, they will be asked to name each distance matrix. +Users may supply as many distance matrices as the would like. Users may also supply metadata. These metadata are meant to be correlations of features to specific labels. At this time, only feature-wise metadata are supported. Finally, users may upload a phylogenetic tree or similar sample dendrogram file. If both a tree and sample-wise feature presence/absence table are uploaded, Indizio will generate clustergrams. - -To run the set-up script, simply activate your conda environment and invoke the script. This script will create a file which should be provided to the Indizio Dash application as input: -``` -conda activate indizio -python3 make_input_sheet.py -``` - - -### Dash Application -The Indizio tool contains a simple to use set-up script that will ask you a series of prompts and will subsequently generate the input file for the Dash application (see above). The final step of the set-up script will have asked you to name your input file. - -Once the input file is generated, launch the Indizio Dash application: - -``` -conda activate indizio #if you have not done so already -python3 app.py myInputSheet.csv -``` -Next, launch your preferred web browser and navigate to http://localhost:8050/ . diff --git a/pyproject.toml b/pyproject.toml index 1156598..0f0c4e5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,13 +1,13 @@ +[build-system] +requires = [ + "setuptools >= 61.0", + "wheel" +] +build-backend = "setuptools.build_meta" + [project] name = "indizio" version = "0.2.0" -description = "" -authors = [ - { name = "Aaron Mussig", email = "aaronmussig@gmail.com" } -] -readme = "README.md" -requires-python = ">= 3.9" -license = "MIT" dependencies = [ "dash[diskcache] ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", @@ -27,18 +27,38 @@ dependencies = [ "phylodm ~= 3.0.0", "typer[all] ~= 0.12.0" ] +requires-python = ">= 3.9" +authors = [ + { name = "Robert Beiko" }, + { name = "Ryan Fink" }, + { name = "Alex Manuele" }, + { name = "Aaron Mussig", email = "aaronmussig@gmail.com" } +] +description = "Visualization dashboard for presence/absence data, distance matrices, and phylogenetic trees." +readme = "README.md" +license = "MIT License" +keywords = ["visualization", "dashboard", "presence-absence", "distance-matrices", "bioinformatics"] +classifiers = [ + "Development Status :: 5 - Production/Stable", + "Programming Language :: Python", + "Framework :: Dash", + "Intended Audience :: Science/Research", + "License :: OSI Approved :: MIT License", + "Natural Language :: English", + "Programming Language :: Python :: 3", + "Topic :: Scientific/Engineering :: Bio-Informatics", + "Environment :: Web Environment" +] + +[project.urls] +Homepage = "https://github.com/beiko-lab/Indizio" +Documentation = "https://github.com/beiko-lab/Indizio" +Repository = "https://github.com/beiko-lab/Indizio.git" +"Bug Tracker" = "https://github.com/beiko-lab/Indizio/issues" [project.scripts] indizio = "indizio.__main__:app" - -[build-system] -requires = [ - "setuptools >= 61.0", - "wheel" -] -build-backend = "setuptools.build_meta" - [tool.setuptools] include-package-data = true From e2167c344ed1fbb6851ff07c14a68c79c83709ed Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 15:59:49 +1000 Subject: [PATCH 28/81] post refactor --- .github/workflows/pypi-test.yml | 54 ++++++++++++++++++++++++--------- docs/release.md | 49 ++++++++++++++++++++++++++++++ env/meta.yaml | 48 ----------------------------- pyproject.toml | 4 ++- 4 files changed, 91 insertions(+), 64 deletions(-) create mode 100644 docs/release.md delete mode 100644 env/meta.yaml diff --git a/.github/workflows/pypi-test.yml b/.github/workflows/pypi-test.yml index 061fdb2..96de31f 100644 --- a/.github/workflows/pypi-test.yml +++ b/.github/workflows/pypi-test.yml @@ -1,8 +1,8 @@ -name: Version, build, publish +name: Publish to test PyPI on: release: - types: [prereleased] + types: [ prereleased ] jobs: @@ -10,21 +10,45 @@ jobs: name: Python build *.tar.gz runs-on: ubuntu-latest steps: - - uses: actions/checkout@v3 + - uses: actions/checkout@v4 - - name: Set up Python - uses: actions/setup-python@v3 + - name: Setup Python + uses: actions/setup-python@v4 with: - python-version: 3.12 + python-version: 3.9 - - name: Install Poetry - run: pipx install poetry==1.8.2 + - name: Build + run: | + python -m pip install -U pip + python -m pip install -U build setuptools wheel + python -m build --sdist --wheel - - name: Check package - run: poetry check + - name: Upload artifacts + uses: actions/upload-artifact@v4 + with: + name: indizio-build + path: dist + retention-days: 1 - - name: Publish package - run: | - poetry config repositories.test-pypi https://test.pypi.org/legacy/ - poetry config pypi-token.test-pypi ${{ secrets.PYPI_TOKEN_TEST }} - poetry publish --build -r test-pypi + publish: + name: Publish to test PyPI + needs: + - build + runs-on: ubuntu-latest + environment: + name: pypi + url: https://test.pypi.org/project/indizio/ + permissions: + id-token: write + + steps: + - name: Download artifacts + uses: actions/download-artifact@v4 + with: + name: indizio-build + path: dist/ + + - name: Publish + uses: pypa/gh-action-pypi-publish@release/v1 + with: + repository-url: https://test.pypi.org/legacy/ diff --git a/docs/release.md b/docs/release.md new file mode 100644 index 0000000..7040542 --- /dev/null +++ b/docs/release.md @@ -0,0 +1,49 @@ +# Release workflow + +This document describes the workflow for releasing a new version of Indizio. + +## 1 - Update version number + +Update the version number in the following files, ideally using [Semantic Versioning](https://semver.org/): + +``` +pyproject.toml +``` + +If the next version is to be `1.0.0`, then update it to be: + +```toml +version = "1.0.0" +``` + +## 2 - Creating a pre-release + +__Note:__ To publish from CI you need to set-up +a [trusted publisher](https://docs.pypi.org/trusted-publishers/adding-a-publisher/) +in the [PyPI test environment](https://test.pypi.org/manage/projects/). + +A GitHub workflow will automatically create a pre-release when a new pre-release is created. + +Using `1.0.0` as an example for the next release, the tag should be in the format of `v1.0.0-pre.1`, +this will also be the release title. + +## 3 - Testing the release + +In a new virtual environment, run the following command to install Indizio from the test PyPI site: + +```shell +python -m pip install -i https://test.pypi.org/simple/ indizio +``` + +## 4 - Publishing the release + +__Note:__ The [trusted publisher](https://docs.pypi.org/trusted-publishers/adding-a-publisher/) configuration +is required to publish the release from CI on the non-test PyPI site. This is accessed +under [your projects](https://pypi.org/manage/projects/). + +To publish the release, create a new release on GitHub. The CI will automatically create a release on PyPI. + +## 5 - Bioconda + +This will be taken care of by Bioconda volunteers. You can contribute to the Bioconda recipe by joining +the [Bioconda organization](https://github.com/orgs/bioconda/people). diff --git a/env/meta.yaml b/env/meta.yaml deleted file mode 100644 index f2feebc..0000000 --- a/env/meta.yaml +++ /dev/null @@ -1,48 +0,0 @@ -{% set name = "indizio-dev" %} -{% set version = "0.0.5" %} - -package: - name: {{ name|lower }} - version: {{ version }} - -source: - git_url: git@github.com:aaronmussig/Indizio.git - -build: - noarch: python - number: 0 - entry_points: - - indizio = indizio.__main__:main - script: {{ PYTHON }} -m pip install . --ignore-installed --no-deps -vvv - -requirements: - host: - - python >=3.8 - - pip - - setuptools - run: - - python >=3.8.0 - - dash >=2.14.0 - - dash-bootstrap-components >=1.5.0 - - dash_cytoscape >=0.2.0 - - diskcache >=5.2.1 - - multiprocess >=0.70.12 - - psutil >=5.8.0 - - dash-bio - - pydantic >=2.5.0 - - networkx - - orjson - - dendropy - - frozendict - - pillow - - pandas - - numpy - - tqdm - - scipy <1.12.0 - - phylodm >=3.0.0 - -# Needs scipy <1.12.0 as plotly dendrogram doesn't support higher versions - -#test: -# imports: -# - indizio diff --git a/pyproject.toml b/pyproject.toml index 0f0c4e5..d6d938a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -36,7 +36,7 @@ authors = [ ] description = "Visualization dashboard for presence/absence data, distance matrices, and phylogenetic trees." readme = "README.md" -license = "MIT License" +license = { file = "LICENSE" } keywords = ["visualization", "dashboard", "presence-absence", "distance-matrices", "bioinformatics"] classifiers = [ "Development Status :: 5 - Production/Stable", @@ -61,9 +61,11 @@ indizio = "indizio.__main__:app" [tool.setuptools] include-package-data = true +license-files = ["LICENSE"] [tool.setuptools.packages.find] exclude = ["test*"] [tool.setuptools.package-data] indizio = ["example/*"] +"*" = ["LICENSE"] From 098a582fd0be7f7adc2988b9983e2454bd1bd91b Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 16:00:10 +1000 Subject: [PATCH 29/81] post refactor --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index d6d938a..5956a50 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.2.0" +version = "0.3.0" dependencies = [ "dash[diskcache] ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 4e2987a6faf431c83eedaf15bcb820facd1b6424 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 16:11:31 +1000 Subject: [PATCH 30/81] post refactor --- indizio/__main__.py | 90 ++++++++++++++++++++++++--------------------- pyproject.toml | 2 +- 2 files changed, 50 insertions(+), 42 deletions(-) diff --git a/indizio/__main__.py b/indizio/__main__.py index 99e178e..55ea581 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -26,6 +26,7 @@ from indizio.store.upload_form_store import UploadFormStore from indizio.util.log import hide_logs from indizio.util.log import log +from rich.progress import Progress, SpinnerColumn, TextColumn # Load extra layouts cyto.load_extra_layouts() @@ -56,49 +57,56 @@ def main( TMP_DIR.mkdir(exist_ok=True) try: - log(f'Indizio [blue]v{__version__}[/blue]') + log(f'Indizio [bold blue]v{__version__}[/bold blue]') log(f'Writing temporary files to: {TMP_DIR.as_posix()}', level=LogLevel.DEBUG) - # Create the Dash application - dash_app = dash.Dash( - __name__, - use_pages=True, - suppress_callback_exceptions=True, - external_stylesheets=[dbc.themes.JOURNAL, dbc.icons.FONT_AWESOME], - background_callback_manager=CACHE_MANAGER, - ) - hide_logs('dash.dash') - - # Create the default layout - dash_app.layout = dbc.Container( - className="container-main", - fluid=True, - children= - [ - # Future Stores will need to be declared here - NetworkFormStore(), - UploadFormStore(), - PresenceAbsenceStore(), - DistanceMatrixStore(), - MetadataFileStore(), - TreeFileStore(), - DistanceMatrixGraphStore(), - MatrixParametersStore(), - ClustergramParametersStore(), - NetworkInteractionStore(), - - # Add the default page content - NavBar(), - dcc.Location(id=RELOAD_ID, refresh=True), - dbc.Container( - fluid=True, - children= - [ - dash.page_container, - ] - ) - ] - ) + with Progress( + SpinnerColumn(), + TextColumn("[progress.description]{task.description}"), + transient=True, + ) as progress: + progress.add_task(description="Starting server...", total=None) + + # Create the Dash application + dash_app = dash.Dash( + __name__, + use_pages=True, + suppress_callback_exceptions=True, + external_stylesheets=[dbc.themes.JOURNAL, dbc.icons.FONT_AWESOME], + background_callback_manager=CACHE_MANAGER, + ) + hide_logs('dash.dash') + + # Create the default layout + dash_app.layout = dbc.Container( + className="container-main", + fluid=True, + children= + [ + # Future Stores will need to be declared here + NetworkFormStore(), + UploadFormStore(), + PresenceAbsenceStore(), + DistanceMatrixStore(), + MetadataFileStore(), + TreeFileStore(), + DistanceMatrixGraphStore(), + MatrixParametersStore(), + ClustergramParametersStore(), + NetworkInteractionStore(), + + # Add the default page content + NavBar(), + dcc.Location(id=RELOAD_ID, refresh=True), + dbc.Container( + fluid=True, + children= + [ + dash.page_container, + ] + ) + ] + ) log(f'To access Indizio, visit [link]http://{host}:{port}[/link]') dash_app.run(debug=debug, host=host, port=port) diff --git a/pyproject.toml b/pyproject.toml index 5956a50..7a95d9c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.3.0" +version = "0.4.0" dependencies = [ "dash[diskcache] ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 035cec348eda0c54e753d02318dc5c559874fe31 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 16:14:19 +1000 Subject: [PATCH 31/81] post refactor --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 7a95d9c..50452bd 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,7 +25,7 @@ dependencies = [ "tqdm ~= 4.66.2", "scipy ~= 1.13.0", "phylodm ~= 3.0.0", - "typer[all] ~= 0.12.0" + "typer ~= 0.12.0" ] requires-python = ">= 3.9" authors = [ From 8dd809078304ee665fd5b64307cb2364b7d8a7c9 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 17:14:57 +1000 Subject: [PATCH 32/81] post refactor --- indizio/__main__.py | 17 ++++++++++++----- .../clustergram/parameters/update_button.py | 5 +---- indizio/components/matrix/matrix_plot.py | 7 ++++--- .../components/network/parameters/__init__.py | 3 +++ indizio/components/upload/btn_upload.py | 4 ++-- indizio/store/metadata_file.py | 2 +- indizio/store/network_form_store.py | 4 ++-- indizio/util/files.py | 2 +- indizio/util/log.py | 4 ++++ 9 files changed, 30 insertions(+), 18 deletions(-) diff --git a/indizio/__main__.py b/indizio/__main__.py index 55ea581..8a28141 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -80,6 +80,10 @@ def main( # Create the default layout dash_app.layout = dbc.Container( className="container-main", + style={ + "paddingLeft": 0, + "paddingRight": 0 + }, fluid=True, children= [ @@ -112,11 +116,14 @@ def main( dash_app.run(debug=debug, host=host, port=port) finally: - log('Cleaning up temporary files.', level=LogLevel.DEBUG) - try: - shutil.rmtree(TMP_DIR.as_posix()) - except Exception as e: - log(f'Unable to remove temporary files: {e}', level=LogLevel.ERROR) + if debug: + log(f'Temporary files are not removed in debug mode: {TMP_DIR.as_posix()}') + else: + log('Cleaning up temporary files.', level=LogLevel.DEBUG) + try: + shutil.rmtree(TMP_DIR.as_posix()) + except Exception as e: + log(f'Unable to remove temporary files: {e}', level=LogLevel.ERROR) if __name__ == "__main__": diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index ad80411..f47d56e 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -64,19 +64,16 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, inputs=dict( metric=Input(ClustergramParamsMetric.ID, "value"), tree=Input(ClustergramParamsTree.ID, 'value'), - metadata=Input(ClustergramParamsMetadata.ID, 'value'), cluster_on=Input(ClustergramParamsClusterOn.ID, 'value'), optimal_leaf_ordering=Input(ClustergramParamsOptimalLeafOrder.ID, 'value'), ) ) - def toggle_disabled(metric, tree, metadata, cluster_on, optimal_leaf_ordering): + def toggle_disabled(metric, tree, cluster_on, optimal_leaf_ordering): disabled = False if metric is None: disabled = True if tree is None: disabled = True - if metadata is None: - disabled = True if cluster_on is None: disabled = True if optimal_leaf_ordering is None: diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index cf0881b..7c980a6 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -6,11 +6,13 @@ from dash import Output, Input, callback, State, dcc from dash.exceptions import PreventUpdate +from indizio.interfaces.logging import LogLevel from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption from indizio.util.cache import freezeargs from indizio.util.graph import format_axis_labels from indizio.util.plot import get_color +from indizio.util.log import log_debug class MatrixPlot(dcc.Loading): @@ -50,11 +52,10 @@ def __init__(self): @freezeargs @lru_cache def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): - log = logging.getLogger() - log.debug(f'{self.ID} - Updating matrix heatmap figure.') + log_debug(f'{self.ID} - Updating matrix heatmap figure.') if ts_dm is None or not state_dm: - log.debug(f'{self.ID} - No data to update from.') + log_debug(f'{self.ID} - No data to update from.') raise PreventUpdate # De-serialize the distance matrix store diff --git a/indizio/components/network/parameters/__init__.py b/indizio/components/network/parameters/__init__.py index 8d67997..c4d0355 100644 --- a/indizio/components/network/parameters/__init__.py +++ b/indizio/components/network/parameters/__init__.py @@ -29,6 +29,9 @@ def __init__(self): dbc.Offcanvas( id=self.ID_CANVAS, className="network-properties-container", + style={ + "minWidth": "800px" + }, scrollable=True, title="Network Parameters", is_open=False, diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index f513867..510ccd1 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -63,7 +63,7 @@ def __init__(self): (Output(self.ID, "disabled"), True, False), ], prevent_initial_call=True, - background=False, + background=True, ) def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, state_meta, @@ -155,7 +155,7 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, else: network_thresholds[cur_dm.file_id] = NetworkParamThreshold( file_id=cur_dm.file_id, - left_value=cur_dm.min_value if len(graph_nodes) < 100 else round(cur_dm.max_value * 0.8, 2), + left_value=cur_dm.min_value if len(graph_nodes) < 100 else round(cur_dm.max_value * 0.9, 2), right_value=cur_dm.max_value, ) network_params.thresholds = network_thresholds diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py index 79d600a..7e77ccc 100644 --- a/indizio/store/metadata_file.py +++ b/indizio/store/metadata_file.py @@ -27,7 +27,7 @@ def from_upload_data(cls, data: UploadFormItem): Create a metadata file from the upload data. """ delimiter = get_delimiter(data.path) - df = pd.read_table(data.path, sep=delimiter, index_col=0) + df = pd.read_table(data.path, sep=delimiter, index_col=0, encoding='latin-1') path, md5 = to_pickle_df(df) return cls( file_name=data.file_name, diff --git a/indizio/store/network_form_store.py b/indizio/store/network_form_store.py index 1dc8f01..69a51c6 100644 --- a/indizio/store/network_form_store.py +++ b/indizio/store/network_form_store.py @@ -67,9 +67,9 @@ class NetworkFormStoreData(BaseModel): layout: NetworkFormLayoutOption = NetworkFormLayoutOption.circle node_of_interest: List[str] = list() thresholds: Dict[str, NetworkParamThreshold] = dict() - thresh_matching: BooleanAllAny = BooleanAllAny.ALL + thresh_matching: BooleanAllAny = BooleanAllAny.ANY degree: NetworkParamDegree = NetworkParamDegree() - show_edges_to_self: BooleanShowHide = BooleanShowHide.SHOW + show_edges_to_self: BooleanShowHide = BooleanShowHide.HIDE node_color: Optional[NetworkParamNodeColor] = None node_size: Optional[NetworkParamNodeSize] = None diff --git a/indizio/util/files.py b/indizio/util/files.py index 5aeb9d6..661582d 100644 --- a/indizio/util/files.py +++ b/indizio/util/files.py @@ -84,7 +84,7 @@ def get_delimiter(file_path: Path, n_lines=5): """ sniffer = csv.Sniffer() lines = list() - with file_path.open() as f: + with file_path.open(encoding="ISO-8859-1") as f: for _ in range(n_lines): lines.append(f.readline()) sample = '\n'.join(lines) diff --git a/indizio/util/log.py b/indizio/util/log.py index 5585a33..5558959 100644 --- a/indizio/util/log.py +++ b/indizio/util/log.py @@ -32,6 +32,10 @@ def log(msg, level: LogLevel = LogLevel.INFO): rich.print(f'[bold][{ts}][/bold] [bold {color}]{level.value.upper()}[/bold {color}] - {msg}') +def log_debug(msg): + log(msg, level=LogLevel.DEBUG) + + def hide_logs(name: str): logger = logging.getLogger(name) logger.setLevel(logging.WARNING) From 0f50daedafddac80f6a9f7c91581f360538630be Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 4 Apr 2024 17:16:49 +1000 Subject: [PATCH 33/81] post refactor --- indizio/components/upload/btn_upload.py | 2 +- pyproject.toml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index 510ccd1..d5aae4f 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -63,7 +63,7 @@ def __init__(self): (Output(self.ID, "disabled"), True, False), ], prevent_initial_call=True, - background=True, + background=False, ) def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, state_meta, diff --git a/pyproject.toml b/pyproject.toml index 50452bd..bb22a5e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.4.0" +version = "0.5.0" dependencies = [ "dash[diskcache] ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 35c6a2938c5e2ce72968c4895efab85fe8354276 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Fri, 5 Apr 2024 11:25:17 +1000 Subject: [PATCH 34/81] prior to testing 3d-force-graph --- indizio/__main__.py | 4 +- indizio/components/layout/__init__.py | 0 indizio/components/layout/message.py | 41 ++++++ indizio/components/{ => layout}/navbar.py | 4 +- indizio/components/matrix/__init__.py | 11 +- indizio/components/matrix/matrix_plot.py | 13 +- indizio/components/upload/btn_clear.py | 1 + indizio/components/upload/btn_upload.py | 148 +++++++++++++-------- indizio/pages/{stats.py => clustergram.py} | 3 +- indizio/util/callbacks.py | 39 ++++++ indizio/util/log.py | 14 +- 11 files changed, 207 insertions(+), 71 deletions(-) create mode 100644 indizio/components/layout/__init__.py create mode 100644 indizio/components/layout/message.py rename indizio/components/{ => layout}/navbar.py (95%) rename indizio/pages/{stats.py => clustergram.py} (87%) create mode 100644 indizio/util/callbacks.py diff --git a/indizio/__main__.py b/indizio/__main__.py index 8a28141..af3e41d 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -11,7 +11,8 @@ from indizio import __version__ from indizio.cache import CACHE_MANAGER -from indizio.components.navbar import NavBar +from indizio.components.layout.message import LayoutMessage +from indizio.components.layout.navbar import NavBar from indizio.config import RELOAD_ID, TMP_DIR from indizio.interfaces.logging import LogLevel from indizio.store.clustergram_parameters import ClustergramParametersStore @@ -101,6 +102,7 @@ def main( # Add the default page content NavBar(), + LayoutMessage(), dcc.Location(id=RELOAD_ID, refresh=True), dbc.Container( fluid=True, diff --git a/indizio/components/layout/__init__.py b/indizio/components/layout/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/components/layout/message.py b/indizio/components/layout/message.py new file mode 100644 index 0000000..cb6c3e7 --- /dev/null +++ b/indizio/components/layout/message.py @@ -0,0 +1,41 @@ +import dash_bootstrap_components as dbc +from dash import html + + +class LayoutMessage(dbc.Toast): + """ + This component is generally used to provide feedback to the user. + """ + + ID = "layout-message" + ID_TOAST = f'{ID}-toast' + ID_MESSAGE = f'{ID}-message' + ID_EXCEPTION = f'{ID}-exception' + DISPLAY_SEC = 10 + + def __init__(self): + super().__init__( + id=self.ID_TOAST, + dismissable=True, + is_open=False, + duration=1000 * self.DISPLAY_SEC, + icon="info", + children=[ + html.Div(id=self.ID_MESSAGE), + html.Br(), + html.Code( + id=self.ID_EXCEPTION, + ) + ], + header=[ + "Notifications", + ], + style={ + "position": "fixed", + "top": 66, + "right": 10, + "width": 500, + "zIndex": 9000, + "backgroundColor": "#FFFFFF" + }, + ), diff --git a/indizio/components/navbar.py b/indizio/components/layout/navbar.py similarity index 95% rename from indizio/components/navbar.py rename to indizio/components/layout/navbar.py index ea1e28b..0737859 100644 --- a/indizio/components/navbar.py +++ b/indizio/components/layout/navbar.py @@ -33,8 +33,8 @@ def __init__(self): id=self.ID_VIZ )), dbc.NavItem(dbc.NavLink( - "Network Statistics", - href="/stats", + "Clustergram", + href="/clustergram", id=self.ID_STATS )), ]) diff --git a/indizio/components/matrix/__init__.py b/indizio/components/matrix/__init__.py index 72a1115..05a9eb8 100644 --- a/indizio/components/matrix/__init__.py +++ b/indizio/components/matrix/__init__.py @@ -1,10 +1,11 @@ import dash_bootstrap_components as dbc +from dash import html from indizio.components.matrix.matrix_plot import MatrixPlot from indizio.components.matrix.parameters import MatrixParametersCanvas -class MatrixContainer(dbc.Row): +class MatrixContainer(dbc.Card): """ This is the container for the matrix plot. """ @@ -14,6 +15,12 @@ class MatrixContainer(dbc.Row): def __init__(self): super().__init__( [ - MatrixPlot() + dbc.CardHeader(html.H5('Matrix')), + dbc.CardBody( + className='p-0', + children=[ + MatrixPlot() + ] + ) ] ) diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 7c980a6..c525812 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -1,4 +1,3 @@ -import logging from functools import lru_cache import numpy as np @@ -6,13 +5,12 @@ from dash import Output, Input, callback, State, dcc from dash.exceptions import PreventUpdate -from indizio.interfaces.logging import LogLevel from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption from indizio.util.cache import freezeargs from indizio.util.graph import format_axis_labels -from indizio.util.plot import get_color from indizio.util.log import log_debug +from indizio.util.plot import get_color class MatrixPlot(dcc.Loading): @@ -96,10 +94,10 @@ def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): for y in feature_df.index: cur_vals = list() for x in feature_df.columns: - cur_vals.append((y, x)) + cur_vals.append((y, x, feature_df[y][x])) xy_labels_full.append(cur_vals) - ava_hm = go.Heatmap( + heatmap = go.Heatmap( x=format_axis_labels(feature_df.columns), y=format_axis_labels(feature_df.index), z=feature_df, @@ -107,10 +105,11 @@ def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): zmin=slidervals[0], zmax=slidervals[-1], customdata=xy_labels_full, - hovertemplate='%{customdata[0]}
%{customdata[1]}' + name="", + hovertemplate='%{customdata[0]}
%{customdata[1]}
%{customdata[2]}' ) - f = go.Figure(ava_hm) + f = go.Figure(heatmap) for data in f.data: fig.add_trace(data) diff --git a/indizio/components/upload/btn_clear.py b/indizio/components/upload/btn_clear.py index e861ed8..1093e9c 100644 --- a/indizio/components/upload/btn_clear.py +++ b/indizio/components/upload/btn_clear.py @@ -4,6 +4,7 @@ from dash import Output, Input, callback from dash.exceptions import PreventUpdate +from indizio.components.layout.message import LayoutMessage from indizio.config import RELOAD_ID from indizio.store.clustergram_parameters import ClustergramParametersStore from indizio.store.distance_matrix import DistanceMatrixStore diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index d5aae4f..89c31f9 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -1,9 +1,8 @@ -import logging - import dash_bootstrap_components as dbc from dash import Output, Input, callback, State, ALL, ctx from dash.exceptions import PreventUpdate +from indizio.components.layout.message import LayoutMessage from indizio.components.upload.pending.file_selector import UploadFormFileSelector from indizio.config import RELOAD_ID from indizio.interfaces.file_type import UserFileType @@ -14,6 +13,8 @@ from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData from indizio.store.tree_file import TreeFile, TreeFileStore, TreeData from indizio.store.upload_form_store import UploadFormStore, UploadFormData +from indizio.util.callbacks import notify_user +from indizio.util.log import log_debug, log_info, log_warn class UploadFormBtnUpload(dbc.Button): @@ -47,6 +48,9 @@ def __init__(self): network_params=Output(NetworkFormStore.ID, 'data', allow_duplicate=True), upload_store_clear=Output(UploadFormStore.ID, 'clear_data', allow_duplicate=True), reload=Output(RELOAD_ID, "href", allow_duplicate=True), + message=Output(LayoutMessage.ID_MESSAGE, 'children'), + message_ex=Output(LayoutMessage.ID_EXCEPTION, 'children'), + message_show=Output(LayoutMessage.ID_TOAST, 'is_open') ), inputs=dict( n_clicks=Input(self.ID, 'n_clicks'), @@ -66,8 +70,7 @@ def __init__(self): background=False, ) def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, - state_meta, - state_tree, state_network_params): + state_meta, state_tree, state_network_params): """ Processess each of the uploaded files as per their file type. @@ -75,97 +78,128 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, browser memory. """ - # Validate the input to see if data needs to be processed. - log = logging.getLogger() - if n_clicks is None or not values: - log.debug(f'{self.ID} - Nothing to do, updated prevented.') + # Ensure that this was triggered by a user clicking the button + if n_clicks is None: + log_debug(f'{self.ID} - Nothing to do, updated prevented.') raise PreventUpdate - log.debug(f'{self.ID} - Processing files: {values}') + log_debug(f'{self.ID} - Processing files: {values}') # Load the existing state of the stores (if present) - pa_store = PresenceAbsenceData(**state_pa) if state_pa else PresenceAbsenceData() - dm_store = DistanceMatrixData(**state_dm) if state_dm else DistanceMatrixData() - meta_store = MetadataData(**state_meta) if state_meta else MetadataData() - tree_store = TreeData(**state_tree) if state_tree else TreeData() - upload_store = UploadFormData(**state_upload) + try: + pa_store = PresenceAbsenceData(**state_pa) if state_pa else PresenceAbsenceData() + dm_store = DistanceMatrixData(**state_dm) if state_dm else DistanceMatrixData() + meta_store = MetadataData(**state_meta) if state_meta else MetadataData() + tree_store = TreeData(**state_tree) if state_tree else TreeData() + upload_store = UploadFormData(**state_upload) + except Exception as e: + return notify_user('Unable to load previous data, restart the application and close your current tab', + e) # This extracts the content from the pattern matching state input # Ignores files that do not have a file type specified - d_file_types = dict() - for cur_state in ctx.states_list[0]: - cur_type_str = cur_state['value'] - if cur_type_str: - d_file_types[cur_state['id']['hash']] = UserFileType(cur_type_str) - log.debug(f'{self.ID} - Found the following files: {d_file_types}') + try: + d_file_types = dict() + for cur_state in ctx.states_list[0]: + cur_type_str = cur_state['value'] + if cur_type_str: + d_file_types[cur_state['id']['hash']] = UserFileType(cur_type_str) + log_debug(f'{self.ID} - Found the following files: {d_file_types}') + except Exception as e: + return notify_user('Unable to parse the HTML input, please report this error', e) # Extract the file names provided from the pattern matching input - d_file_names = dict() - for cur_state in ctx.states_list[1]: - cur_file_name = cur_state['value'] - if cur_file_name: - d_file_names[cur_state['id']['hash']] = cur_state['value'] + try: + d_file_names = dict() + for cur_state in ctx.states_list[1]: + cur_file_name = cur_state['value'] + if cur_file_name: + d_file_names[cur_state['id']['hash']] = cur_state['value'] + except Exception as e: + return notify_user('Unable to parse file names, please report this error.', e) # Do nothing if no file types have been provided if len(d_file_types) == 0: - log.debug(f'No files were provided.') - raise PreventUpdate + return notify_user('No files were provided, ensure each file has a type.') # Classify the files into their respective types for file_obj in upload_store.data.values(): file_type = d_file_types.get(file_obj.hash) file_obj.name = d_file_names.get(file_obj.hash, file_obj.name) if file_type is UserFileType.PA: - pa_store.add_item(PresenceAbsenceFile.from_upload_data(file_obj)) + try: + pa_store.add_item(PresenceAbsenceFile.from_upload_data(file_obj)) + except Exception as e: + return notify_user('Unable to parse the Presence/Absence file, check your formatting!', e) elif file_type is UserFileType.DM: - dm_store.add_item(DistanceMatrixFile.from_upload_data(file_obj)) + try: + dm_store.add_item(DistanceMatrixFile.from_upload_data(file_obj)) + except Exception as e: + return notify_user('Unable to parse the Distance Matrix file, check your formatting!', e) elif file_type is UserFileType.META: - meta_store.add_item(MetadataFile.from_upload_data(file_obj)) + try: + meta_store.add_item(MetadataFile.from_upload_data(file_obj)) + except Exception as e: + return notify_user('Unable to parse the Metadata file, check your formatting!', e) elif file_type is UserFileType.TREE: - tree_store.add_item(TreeFile.from_upload_data(file_obj)) + try: + tree_store.add_item(TreeFile.from_upload_data(file_obj)) + except Exception as e: + return notify_user('Unable to parse the Tree file, check your formatting!', e) else: - log.warning(f'{self.ID} - Skipping file: {file_obj.file_name} of unknown type {file_type}') + log_warn(f'{self.ID} - Skipping file: {file_obj.file_name} of unknown type {file_type}') continue # If no distance matrices were provided, then create and calculate # one from the presence/absence file. if len(dm_store.data) == 0: - log.info(f'{self.ID} - No distance matrices provided, creating one from presence/absence file.') + log_info(f'{self.ID} - No distance matrices provided, creating one from presence/absence file.') if len(pa_store.data) == 0: - log.warning(f'{self.ID} - No presence/absence file provided.') - raise PreventUpdate + return notify_user('A Presence/Absence matrix must be provided.') # Otherwise, compute one from each presence absence file else: for pa_file in pa_store.data.values(): - dm_store.add_item(pa_file.as_distance_matrix()) + try: + dm_store.add_item(pa_file.as_distance_matrix()) + except Exception as e: + return notify_user(f'Unable to convert {pa_file.file_name} to a Distance Matrix.', e) # Create the graph - graph = DmGraph.from_distance_matricies(dm_store.get_files()) + try: + graph = DmGraph.from_distance_matricies(dm_store.get_files()) + except Exception as e: + return notify_user('Unable to create Graph from Distance Matricies.', e) # Load the graph - graph_nx = graph.read() - graph_nodes = frozenset(graph_nx.nodes) - graph_max_degree = max(d for _, d in graph_nx.degree) + try: + graph_nx = graph.read() + graph_nodes = frozenset(graph_nx.nodes) + graph_max_degree = max(d for _, d in graph_nx.degree) + except Exception as e: + return notify_user('Unable to read NetworkX Graph.', e) # Create the network parameters - network_params = NetworkFormStoreData(**state_network_params) - network_thresholds = dict() - for cur_dm in dm_store.get_files(): - if cur_dm.file_id in network_params: - network_thresholds[cur_dm.file_id] = network_params[cur_dm.file_id] - else: - network_thresholds[cur_dm.file_id] = NetworkParamThreshold( - file_id=cur_dm.file_id, - left_value=cur_dm.min_value if len(graph_nodes) < 100 else round(cur_dm.max_value * 0.9, 2), - right_value=cur_dm.max_value, - ) - network_params.thresholds = network_thresholds - network_params.node_of_interest = [x for x in network_params.node_of_interest if x in graph_nodes] - network_params.degree.min_value = 0 - network_params.degree.max_value = graph_max_degree + try: + network_params = NetworkFormStoreData(**state_network_params) + network_thresholds = dict() + for cur_dm in dm_store.get_files(): + if cur_dm.file_id in network_params: + network_thresholds[cur_dm.file_id] = network_params[cur_dm.file_id] + else: + network_thresholds[cur_dm.file_id] = NetworkParamThreshold( + file_id=cur_dm.file_id, + left_value=cur_dm.min_value if len(graph_nodes) < 100 else round(cur_dm.max_value * 0.9, 2), + right_value=cur_dm.max_value, + ) + network_params.thresholds = network_thresholds + network_params.node_of_interest = [x for x in network_params.node_of_interest if x in graph_nodes] + network_params.degree.min_value = 0 + network_params.degree.max_value = graph_max_degree + except Exception as e: + return notify_user('Unable to create Network Parameters.', e) # Now that we've calculated everything, we need to serialize the content # into JSON so that it can be stored in the browser - log.debug(f'{self.ID} - Finished processing files, returning data to stores.') + log_debug(f'{self.ID} - Finished processing files, returning data to stores.') return dict( pa=pa_store.model_dump(mode='json'), dm=dm_store.model_dump(mode='json'), @@ -175,4 +209,6 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, upload_store_clear=True, network_params=network_params.model_dump(mode='json'), reload='/', + message='', + message_show=False ) diff --git a/indizio/pages/stats.py b/indizio/pages/clustergram.py similarity index 87% rename from indizio/pages/stats.py rename to indizio/pages/clustergram.py index 4124514..cd44b71 100644 --- a/indizio/pages/stats.py +++ b/indizio/pages/clustergram.py @@ -5,7 +5,7 @@ from indizio import config from indizio.components.clustergram import ClustergramContainer, ClustergramParametersCanvas -dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Statistics') +dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Clustergram') layout = html.Div( className='pt-3', @@ -18,7 +18,6 @@ ), dbc.Col( ClustergramContainer() - ) ] ) diff --git a/indizio/util/callbacks.py b/indizio/util/callbacks.py new file mode 100644 index 0000000..9592f81 --- /dev/null +++ b/indizio/util/callbacks.py @@ -0,0 +1,39 @@ +from typing import Optional + +import dash + +from indizio.components.layout.message import LayoutMessage +from indizio.util.log import log_warn + + +def notify_user(message: str, exception: Optional[Exception] = None): + """ + This message will automatically determine the ID for the notification Toast, + it will then show the message. All other attributes will not be updated. + """ + log_warn(message) + out = dict() + for k, d_prop in dash.callback_context.outputs_grouping.items(): + + # Set the default state + out[k] = dash.no_update + + # Obtain the information for the current output property + cur_id = d_prop.get('id') + cur_prop = d_prop.get('property') + + # Set the Toast to open + if cur_id == LayoutMessage.ID_TOAST and cur_prop == 'is_open': + out[k] = True + + # Set the error message + if cur_id == LayoutMessage.ID_MESSAGE and cur_prop == 'children': + out[k] = message + + # Set the exception message + if cur_id == LayoutMessage.ID_EXCEPTION and cur_prop == 'children': + if exception is not None: + out[k] = str(exception) + else: + out[k] = '' + return out diff --git a/indizio/util/log.py b/indizio/util/log.py index 5558959..9deab1a 100644 --- a/indizio/util/log.py +++ b/indizio/util/log.py @@ -32,10 +32,22 @@ def log(msg, level: LogLevel = LogLevel.INFO): rich.print(f'[bold][{ts}][/bold] [bold {color}]{level.value.upper()}[/bold {color}] - {msg}') -def log_debug(msg): +def log_debug(msg: str): log(msg, level=LogLevel.DEBUG) +def log_info(msg: str): + log(msg, level=LogLevel.INFO) + + +def log_warn(msg: str): + log(msg, level=LogLevel.WARNING) + + +def log_err(msg: str): + log(msg, level=LogLevel.ERROR) + + def hide_logs(name: str): logger = logging.getLogger(name) logger.setLevel(logging.WARNING) From eb3bb166e7037aff2516997b52f4c8e5b3487661 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 10 Apr 2024 12:15:47 +1000 Subject: [PATCH 35/81] prior to refactoring clustergram params --- indizio/components/clustergram/__init__.py | 2 +- .../clustergram/clustergram_plot.py | 37 ++- indizio/components/network/__init__.py | 7 +- .../components/network/filtering_applied.py | 28 ++ indizio/components/network/network_graph.py | 250 ++++++++++++++---- indizio/components/network/node_edge_count.py | 39 ++- .../components/network/parameters/__init__.py | 14 +- .../network/parameters/btn_update.py | 17 +- .../network/parameters/display_properties.py | 202 ++++++++++++++ indizio/components/upload/btn_example.py | 28 +- indizio/components/upload/btn_upload.py | 1 + indizio/config.py | 8 +- indizio/interfaces/edge_weights.py | 12 + indizio/store/dm_graph.py | 7 + indizio/store/network_form_store.py | 6 + indizio/store/network_interaction.py | 27 +- 16 files changed, 567 insertions(+), 118 deletions(-) create mode 100644 indizio/components/network/filtering_applied.py create mode 100644 indizio/components/network/parameters/display_properties.py create mode 100644 indizio/interfaces/edge_weights.py diff --git a/indizio/components/clustergram/__init__.py b/indizio/components/clustergram/__init__.py index daa6204..c4d02fc 100644 --- a/indizio/components/clustergram/__init__.py +++ b/indizio/components/clustergram/__init__.py @@ -15,7 +15,7 @@ class ClustergramContainer(dbc.Card): def __init__(self): super().__init__( children=[ - dbc.CardHeader(html.H4('Network Statistics')), + dbc.CardHeader(html.H4('Clustergram')), dbc.CardBody([ ClustergramPlot() ]) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 6660da3..699a2fc 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -73,12 +73,6 @@ def update_options_on_file_upload( state_meta = MetadataData(**state_meta) state_interaction = NetworkInteractionData(**state_interaction) - # Check if any nodes are selected, as we will subset the distance matrix - # to those nodes - nodes_to_keep = set() - if state_interaction.has_node_selected(): - nodes_to_keep = state_interaction.get_all_nodes() - # Load the distance matrix based on what was used to generate the graph # Optionally load the metadata @@ -99,12 +93,28 @@ def update_options_on_file_upload( else: feature_df = state_dm.get_file(params.metric).read() + # If there are nodes selected from the network page, then subset + # the dataframe to those nodes + if len(state_interaction.nodes_selected) > 0: + visible_selected = state_interaction.nodes_visible.intersection(state_interaction.nodes_selected) + subset_cols = [x for x in feature_df.columns if x in visible_selected] + feature_df = feature_df[subset_cols] + else: + subset_cols = [x for x in feature_df.columns if x in state_interaction.nodes_visible] + feature_df = feature_df[subset_cols] + + # To prevent an error on only one column visible, do not cluster + if len(feature_df.columns) < 2: + cluster_features = False + else: + cluster_features = params.cluster_on.is_features() + # Generate the Clustergram using DashBio and return the traces feature_df, cg_traces = generate_clustergram( feature_df=feature_df, tree=tree, optimal_leaf_ordering=params.optimal_leaf_order is BooleanYesNo.YES, - cluster_features=params.cluster_on.is_features(), + cluster_features=cluster_features, cluster_ids=params.cluster_on.is_identifiers(), ) @@ -196,6 +206,7 @@ def dist_fun(X, metric='euclidean', *, out=None, **kwargs): [1.0, '#EF553B'] ], return_computed_traces=True, + line_width=2.0, ) return feature_df, traces @@ -250,6 +261,8 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op cg_traces['heatmap'], colorscale=((0.0, '#FFFFFF'), (1.0, '#EF553B')), showscale=False, + xgap=1, + ygap=1, hovertemplate='ID: %{y}
Feature: %{x}', name='' ) @@ -285,12 +298,16 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op Add the metadata grouping """ if df_meta is not None: - left_meta, left_meta_x_ticks, left_meta_y_ticks = generate_metadata_heatmap(feature_df, cg_traces, main_heatmap, - df_meta) + left_meta, left_meta_x_ticks, left_meta_y_ticks = generate_metadata_heatmap( + feature_df, + cg_traces, + main_heatmap, + df_meta + ) fig.add_trace(left_meta, row=row_meta_left, col=col_meta_left) fig.update_xaxes( ticktext=left_meta_x_ticks, tickvals=left_meta.x, - row=row_meta_left, col=col_meta_left, tickangle=-90 + row=row_meta_left, col=col_meta_left, tickangle=-60 ) fig.update_yaxes( ticktext=left_meta_y_ticks, tickvals=left_meta.y, diff --git a/indizio/components/network/__init__.py b/indizio/components/network/__init__.py index 1e9d1ca..2ef3428 100644 --- a/indizio/components/network/__init__.py +++ b/indizio/components/network/__init__.py @@ -2,8 +2,9 @@ from dash import html from indizio.components.network.btn_dl_graphml import DownloadGraphMlButton +from indizio.components.network.filtering_applied import NetworkVizFilteringApplied from indizio.components.network.network_graph import NetworkVizGraph -from indizio.components.network.node_edge_count import NetworkVizNodeEdgeCount +from indizio.components.network.node_edge_count import NetworkVizEdgeCount, NetworkVizNodeCount from indizio.components.network.parameters import NetworkFormParameters from indizio.components.network.reset_view import NetworkVizResetView @@ -24,7 +25,9 @@ def __init__(self): style={'alignItems': 'center'}, children=[ html.H4("Network Visualization", className='mt-1'), - NetworkVizNodeEdgeCount(), + NetworkVizNodeCount(), + NetworkVizEdgeCount(), + NetworkVizFilteringApplied(), html.Div( className='d-flex', style={'marginLeft': 'auto', 'marginRight': '0px'}, diff --git a/indizio/components/network/filtering_applied.py b/indizio/components/network/filtering_applied.py new file mode 100644 index 0000000..2ba3128 --- /dev/null +++ b/indizio/components/network/filtering_applied.py @@ -0,0 +1,28 @@ +import dash_bootstrap_components as dbc +from dash import html + +from indizio.config import ID_NETWORK_VIZ_FILTERING_APPLIED + + +class NetworkVizFilteringApplied(dbc.Badge): + """ + This component shows the number of nodes and edges in the network. + """ + + ID = ID_NETWORK_VIZ_FILTERING_APPLIED + + def __init__(self): + super().__init__( + id=self.ID, + children=[ + html.I( + className='fas fa-warning me-1' + ), + 'Filtering applied' + ], + pill=True, + color='danger', + style={ + 'visibility': 'hidden' + }, + ) diff --git a/indizio/components/network/network_graph.py b/indizio/components/network/network_graph.py index 3ba9e89..76c3945 100644 --- a/indizio/components/network/network_graph.py +++ b/indizio/components/network/network_graph.py @@ -1,18 +1,20 @@ -import logging from typing import List, Dict, Optional +import dash import dash_cytoscape as cyto import plotly.express as px -from dash import Output, Input, callback, State, html +from dash import Output, Input, callback, State, dcc from dash.exceptions import PreventUpdate -from indizio.config import ID_NETWORK_VIZ_NODE_EDGE_COUNT +from indizio.config import ID_NETWORK_VIZ_EDGE_COUNT, ID_NETWORK_VIZ_NODE_COUNT, ID_NETWORK_VIZ_FILTERING_APPLIED +from indizio.interfaces.edge_weights import EdgeWeights from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph from indizio.store.metadata_file import MetadataFileStore, MetadataData from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkParamNodeSize, \ NetworkParamNodeColor from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData from indizio.util.data import is_numeric +from indizio.util.log import log_debug from indizio.util.plot import numerical_colorscale @@ -51,25 +53,20 @@ def node_selected_key(self, node_id: str) -> str: def edge_selected_key(self, edge_id: str) -> str: return f'edge[id = "{edge_id}"]' - def has_node_selected(self, node_id: str) -> bool: - return self.node_selected_key(node_id) in self.data - - def set_node_id_toggled(self, node_id: str): + def set_node_id_highlighted(self, node_id: str): node_key = self.node_selected_key(node_id) - new_data = { + out = { "background-color": "#eb6864", "border-color": "#963835", "border-width": 2, "border-opacity": 1, "opacity": 1, - # "color": "#963835", "text-opacity": 1, - # "font-size": 16, "z-index": 9999, } - self.data[node_key] = {**self.data.get(node_key, dict()), **new_data} + self.data[node_key] = {**self.data.get(node_key, dict()), **out} - def set_edge_id_toggled(self, edge_id: str): + def set_edge_id_highlighted(self, edge_id: str): edge_key = self.edge_selected_key(edge_id) new_data = { "line-color": "#eb6864", @@ -78,6 +75,47 @@ def set_edge_id_toggled(self, edge_id: str): } self.data[edge_key] = {**self.data.get(edge_key, dict()), **new_data} + def deselect_node_id(self, node_id: str): + node_key = self.node_selected_key(node_id) + if node_key in self.data: + self.data.pop(node_key) + + def deselect_edge_id(self, edge_id: str): + edge_key = self.edge_selected_key(edge_id) + if edge_key in self.data: + self.data.pop(edge_key) + + def deselect_all(self): + keys_to_remove = set() + for key in self.data: + if key.startswith('node[id') or key.startswith('edge[id'): + keys_to_remove.add(key) + for key in keys_to_remove: + self.data.pop(key) + + def enable_edge_weights_text(self): + self.data['edge']['content'] = 'data(label)' + + def disable_edge_weights_text(self): + if 'content' in self.data['edge']: + self.data['edge'].pop('content') + + def enable_edge_weights_thick(self): + self.data['edge']['width'] = 'mapData(width, 0, 1, 1, 10)' + + def disable_edge_weights_thick(self): + if 'width' in self.data['edge']: + self.data['edge'].pop('width') + + def update_from_iteraction_store(self, store: NetworkInteractionData, edges: List[dict]): + self.deselect_all() + for node in store.nodes_selected: + self.set_node_id_highlighted(node) + for edge in edges: + edge_data = edge['data'] + if edge_data['source'] in store.nodes_selected and edge_data['target'] in store.nodes_selected: + self.set_edge_id_highlighted(edge_data['id']) + def export(self) -> List[Dict]: out = list() for selector, style in self.data.items(): @@ -88,15 +126,17 @@ def export(self) -> List[Dict]: return out -class NetworkVizGraph(html.Div): +class NetworkVizGraph(dcc.Loading): """ The cytoscape network graph component. """ ID = 'network-viz-graph' ID_GRAPH = f'{ID}-cytoscape' + ID_LOADING = f'{ID}-loading' def __init__(self): super().__init__( + id=self.ID_LOADING, children=[ cyto.Cytoscape( id=self.ID_GRAPH, @@ -113,7 +153,10 @@ def __init__(self): output=dict( elements=Output(self.ID_GRAPH, 'elements'), layout=Output(self.ID_GRAPH, "layout"), - node_edge_children=Output(ID_NETWORK_VIZ_NODE_EDGE_COUNT, 'children'), + edge_count=Output(ID_NETWORK_VIZ_EDGE_COUNT, 'children'), + node_count=Output(ID_NETWORK_VIZ_NODE_COUNT, 'children'), + filtering=Output(ID_NETWORK_VIZ_FILTERING_APPLIED, 'style'), + stylesheet=Output(self.ID_GRAPH, 'stylesheet'), ), inputs=dict( ts_graph=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), @@ -121,25 +164,29 @@ def __init__(self): state_graph=State(DistanceMatrixGraphStore.ID, "data"), state_params=State(NetworkFormStore.ID, "data"), state_meta=State(MetadataFileStore.ID, "data"), + prev_stylesheet=State(self.ID_GRAPH, 'stylesheet'), + network_interaction_state=State(NetworkInteractionStore.ID, 'data') ), running=[ (Output(self.ID_GRAPH, 'style'), {'visibility': 'hidden'}, {'visibility': 'visible'}), - (Output(ID_NETWORK_VIZ_NODE_EDGE_COUNT, 'children'), 'Loading...', 'No distance matrix loaded.'), + (Output(ID_NETWORK_VIZ_EDGE_COUNT, 'children'), 'Loading...', 'No distance matrix loaded.'), ], background=True, ) - def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta): + def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta, prev_stylesheet, + network_interaction_state): # Output debugging information - log = logging.getLogger() - log.debug(f'{self.ID_GRAPH} - Drawing graph.') + log_debug(f'{self.ID_GRAPH} - Drawing graph.') if ts_graph is None or state_graph is None: - log.debug(f'{self.ID_GRAPH} - No data to draw graph.') + log_debug(f'{self.ID_GRAPH} - No data to draw graph.') raise PreventUpdate # Load the data graph = DmGraph(**state_graph) + graph_read = graph.read() params = NetworkFormStoreData(**state_params) meta = MetadataData(**state_meta) + interact = NetworkInteractionData(**network_interaction_state) out_graph = graph.filter_to_cytoscape(params) @@ -155,70 +202,145 @@ def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta): cur_node_data['size'] = node_sizes.get(cur_node_id, 20) cur_node_data['color'] = node_colors.get(cur_node_id, '#848484') + # Calculate how many nodes are visible + n_nodes_vis = len(out_graph['nodes']) + n_nodes_tot = len(graph_read.nodes) + n_edges_vis = len(out_graph['edges']) + n_edges_tot = len(graph_read.edges) + + # Toggle the filtering warning based on the graph counts + if n_nodes_tot != n_nodes_vis or n_edges_tot != n_edges_vis: + filtering = 'visible' + else: + filtering = 'hidden' + + # Add a label to each edge if the user has requested it + stylesheet = NetworkVizStyleSheet().from_graph( + prev_stylesheet) if prev_stylesheet else NetworkVizStyleSheet() + + # Reflect the state of the interaction in the stylesheet + stylesheet.update_from_iteraction_store(interact, out_graph.get('edges', list())) + + if params.edge_weights is not None: + + show_edge_text = params.edge_weights.value is EdgeWeights.TEXT or params.edge_weights.value is EdgeWeights.BOTH + show_edge_width = params.edge_weights.value is EdgeWeights.WEIGHT or params.edge_weights.value is EdgeWeights.BOTH + + # Enable the label in the stylesheet + if show_edge_text: + stylesheet.enable_edge_weights_text() + else: + stylesheet.disable_edge_weights_text() + + if show_edge_width: + stylesheet.enable_edge_weights_thick() + normed_weights = normalize_edge_weights( + params.edge_weights.file_id, list(graph_read.edges.items()) + ) + else: + stylesheet.disable_edge_weights_thick() + + # Iterate over each edge to add the required label (if present) + for i, cur_edge in enumerate(out_graph['edges']): + cur_edge_data = cur_edge['data'] + + if show_edge_text: + cur_edge_data['label'] = cur_edge_data.get(params.edge_weights.file_id, 'N/A') + + if show_edge_width: + cur_source = cur_edge_data['source'] + cur_target = cur_edge_data['target'] + cur_key = sorted([f'{cur_source}-{cur_target}', f'{cur_target}-{cur_source}'])[0] + cur_edge_data['width'] = normed_weights[cur_key] + + # Otherwise, hide the annotations + else: + stylesheet.disable_edge_weights_text() + stylesheet.disable_edge_weights_thick() + # Return the graph return dict( elements=out_graph, layout={'name': params.layout.name.replace('_', '-'), 'animate': True}, - node_edge_children=f'Nodes: {len(out_graph["nodes"]):,} | Edges: {len(out_graph["edges"]):,}', + edge_count=f'Edges: {n_edges_vis:,} / {n_edges_tot:,}', + node_count=f'Nodes: {n_nodes_vis:,} / {n_nodes_tot:,}', + filtering={'visibility': filtering}, + stylesheet=stylesheet.export() ) @callback( output=dict( - stylesheet=Output(self.ID_GRAPH, 'stylesheet'), network_interaction=Output(NetworkInteractionStore.ID, 'data') ), inputs=dict( - node=Input(self.ID_GRAPH, "tapNode"), - prev_stylesheet=State(self.ID_GRAPH, 'stylesheet'), - network_interaction_state=State(NetworkInteractionStore.ID, 'data') + graph=Input(self.ID_GRAPH, "elements"), + node_input=Input(self.ID_GRAPH, "tapNode"), + state=State(NetworkInteractionStore.ID, 'data') ), prevent_initial_call=True ) - def highlight_on_node_select(node, prev_stylesheet, network_interaction_state): - # Output debugging information - log = logging.getLogger() - log.debug(f'{self.ID_GRAPH} - Node clicked.') - - # Load the default stylesheet - default_stylesheet = NetworkVizStyleSheet() - + def update_interaction_on_node_select(graph, node_input, state): + """ + Update the network interaction data based on node selection, or + what is currently visible. + """ # Store this in the network interaction store - network_interaction_store = NetworkInteractionData(**network_interaction_state) + network_interaction_store = NetworkInteractionData(**state) - # No node is selected, just return the default stylesheet - if node is None: - return dict( - stylesheet=default_stylesheet.export(), - network_interaction=network_interaction_store.model_dump(mode='json') - ) + nodes_visible = {x['data']['id'] for x in graph['nodes']} - # Record this interaction - network_interaction_store.select_node(node['data']['id']) - - # Check the previous stylesheet to see if the user is clicking - # the same node again (i.e. deselecting) - if prev_stylesheet: - prev_stylesheet_obj = NetworkVizStyleSheet().from_graph(prev_stylesheet) - if prev_stylesheet_obj.has_node_selected(node['data']['id']): - return dict( - stylesheet=default_stylesheet.export(), - network_interaction=network_interaction_store.model_dump(mode='json') - ) + # Update what is visible + network_interaction_store.set_visible_nodes(nodes_visible) - # Otherwise, update the stylesheet with the new node - default_stylesheet.set_node_id_toggled(node['data']['id']) - for edge in node["edgesData"]: - default_stylesheet.set_edge_id_toggled(edge["id"]) + # Update on node selection + if node_input is not None: - for edge in {x['source'] for x in node["edgesData"]}: - network_interaction_store.add_edge_node(edge) + # Obtain the node id that was selected + node_id = node_input['data']['id'] + + # Record this interaction + network_interaction_store.toggle_node(node_id) # Export the updated stylesheet with highlighting return dict( - stylesheet=default_stylesheet.export(), network_interaction=network_interaction_store.model_dump(mode='json') ) + @callback( + output=dict( + stylesheet=Output(self.ID_GRAPH, 'stylesheet', allow_duplicate=True), + ), + inputs=dict( + network_interaction_ts=Input(NetworkInteractionStore.ID, "modified_timestamp"), + prev_stylesheet=State(self.ID_GRAPH, 'stylesheet'), + network_interaction_state=State(NetworkInteractionStore.ID, 'data'), + graph=State(self.ID_GRAPH, 'elements') + ), + prevent_initial_call=True + ) + def highlight_on_node_select(network_interaction_ts, prev_stylesheet, network_interaction_state, graph): + # No node is selected + if network_interaction_ts is None: + raise PreventUpdate + + # Load the default stylesheet + stylesheet = NetworkVizStyleSheet().from_graph(prev_stylesheet) \ + if prev_stylesheet else NetworkVizStyleSheet() + + # Load the selected nodes from the store + network_interaction_store = NetworkInteractionData(**network_interaction_state) + + # Reflect the state of the interaction in the stylesheet + stylesheet.update_from_iteraction_store( + network_interaction_store, + graph.get('edges', list()) + ) + + # Export the updated stylesheet with highlighting + return dict( + stylesheet=stylesheet.export(), + ) + def get_sizes_for_nodes(param: Optional[NetworkParamNodeSize], meta: MetadataData): # Nothing to do @@ -281,3 +403,15 @@ def get_colours_for_nodes(param: Optional[NetworkParamNodeColor], meta: Metadata out[cur_row] = category_colors[cur_val] return out + + +def normalize_edge_weights(file_id, edges): + data = dict() + for (source, target), d_values in edges: + key = sorted([f'{source}-{target}', f'{target}-{source}'])[0] + value = d_values.get(file_id, 0) + data[key] = value + min_val = min(data.values()) + max_val = max(data.values()) + range_val = max_val - min_val + return {k: (v - min_val) / range_val for k, v in data.items()} diff --git a/indizio/components/network/node_edge_count.py b/indizio/components/network/node_edge_count.py index adc4cf8..d8943c8 100644 --- a/indizio/components/network/node_edge_count.py +++ b/indizio/components/network/node_edge_count.py @@ -1,27 +1,40 @@ -from typing import Optional - import dash_bootstrap_components as dbc -from indizio.config import ID_NETWORK_VIZ_NODE_EDGE_COUNT +from indizio.config import ID_NETWORK_VIZ_EDGE_COUNT, ID_NETWORK_VIZ_NODE_COUNT + + +class NetworkVizEdgeCount(dbc.Badge): + """ + This component shows the number of nodes and edges in the network. + """ + + ID = ID_NETWORK_VIZ_EDGE_COUNT + + def __init__(self): + super().__init__( + id=self.ID, + children=[], + pill=True, + color='info', + style={ + 'marginLeft': '15px', + 'marginRight': '15px', + } + ) -class NetworkVizNodeEdgeCount(dbc.Badge): +class NetworkVizNodeCount(dbc.Badge): """ This component shows the number of nodes and edges in the network. """ - ID = ID_NETWORK_VIZ_NODE_EDGE_COUNT + ID = ID_NETWORK_VIZ_NODE_COUNT - def __init__(self, node_count: Optional[int] = None, edge_count: Optional[int] = None): - if node_count is None or edge_count is None: - msg = 'No graph data to display' - else: - msg = f'Nodes: {node_count:,} | Edges: {edge_count:,}' + def __init__(self): super().__init__( id=self.ID, - children=[ - msg - ], + children=[], pill=True, + color='info', style={'marginLeft': '15px'} ) diff --git a/indizio/components/network/parameters/__init__.py b/indizio/components/network/parameters/__init__.py index c4d0355..e748b8f 100644 --- a/indizio/components/network/parameters/__init__.py +++ b/indizio/components/network/parameters/__init__.py @@ -3,6 +3,7 @@ from indizio.components.network.parameters.btn_update import NetworkFormBtnUpdate from indizio.components.network.parameters.degree import NetworkFormDegree +from indizio.components.network.parameters.display_properties import NetworkParamsDisplayProperties from indizio.components.network.parameters.layout import NetworkFormLayout from indizio.components.network.parameters.node_metadata import NetworkFormNodeMetadata from indizio.components.network.parameters.node_of_interest import NetworkFormNodeOfInterest @@ -38,7 +39,6 @@ def __init__(self): children=[ NetworkFormLayout(), - html.Div( className='mt-3', children=[ @@ -58,18 +58,26 @@ def __init__(self): NetworkFormDegree(), ]), + html.Div( + className='mt-3', + children=[ + NetworkParamsDisplayProperties(), + ] + ), html.Div( className='mt-3', children=[ NetworkThreshFilterContainer(), - ]), + ] + ), html.Div( className='mt-3', children=[ NetworkFormBtnUpdate(), - ]) + ] + ) ] ), diff --git a/indizio/components/network/parameters/btn_update.py b/indizio/components/network/parameters/btn_update.py index 1befff2..cb33649 100644 --- a/indizio/components/network/parameters/btn_update.py +++ b/indizio/components/network/parameters/btn_update.py @@ -10,11 +10,13 @@ from indizio.components.network.parameters.thresh_matching import NetworkThreshMatching from indizio.config import ID_NETWORK_FORM_DEGREE_LOWER_VALUE, ID_NETWORK_FORM_DEGREE_UPPER_VALUE, \ ID_NETWORK_FORM_EDGES_TO_SELF, ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, \ - ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN + ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, ID_NETWORK_PARAM_EDGE_WEIGHTS, \ + ID_NETWORK_PARAM_METRIC_SELECT from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide from indizio.interfaces.bound import Bound +from indizio.interfaces.edge_weights import EdgeWeights from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkFormLayoutOption, \ - NetworkParamThreshold, NetworkParamDegree, NetworkParamNodeColor, NetworkParamNodeSize + NetworkParamThreshold, NetworkParamDegree, NetworkParamNodeColor, NetworkParamNodeSize, NetworkParamEdgeWeights class NetworkFormBtnUpdate(dbc.Button): @@ -53,6 +55,9 @@ def __init__(self): degree_upper_value=State(ID_NETWORK_FORM_DEGREE_UPPER_VALUE, 'value'), edges_to_self=State(ID_NETWORK_FORM_EDGES_TO_SELF, 'value'), + edge_weights=State(ID_NETWORK_PARAM_EDGE_WEIGHTS, 'value'), + edge_weights_metric=State(ID_NETWORK_PARAM_METRIC_SELECT, 'value'), + corr_lower_bound=State({'type': NetworkThreshFilterItem.ID_LEFT_BOUND, 'file_id': ALL}, 'value'), corr_upper_bound=State({'type': NetworkThreshFilterItem.ID_RIGHT_BOUND, 'file_id': ALL}, 'value'), corr_lower_value=State({'type': NetworkThreshFilterItem.ID_LEFT_VALUE, 'file_id': ALL}, 'value'), @@ -74,6 +79,8 @@ def on_submit( degree_lower_value, degree_upper_value, edges_to_self, + edge_weights, + edge_weights_metric, corr_lower_bound, corr_upper_bound, corr_lower_value, @@ -129,6 +136,12 @@ def on_submit( ) network_form_state.show_edges_to_self = BooleanShowHide(edges_to_self) + if edge_weights is not None and edge_weights_metric is not None: + network_form_state.edge_weights = NetworkParamEdgeWeights( + file_id=edge_weights_metric, + value=EdgeWeights(edge_weights) + ) + # Serialize and return the data return dict( network_store=network_form_state.model_dump(mode='json') diff --git a/indizio/components/network/parameters/display_properties.py b/indizio/components/network/parameters/display_properties.py new file mode 100644 index 0000000..5e582db --- /dev/null +++ b/indizio/components/network/parameters/display_properties.py @@ -0,0 +1,202 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, html +from dash import dcc +from dash.exceptions import PreventUpdate + +from indizio.config import ID_NETWORK_PARAM_EDGE_WEIGHTS, \ + ID_NETWORK_PARAM_METRIC_SELECT +from indizio.interfaces.edge_weights import EdgeWeights +from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph +from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData + + +class NetworkParamsDisplayProperties(dbc.Card): + """ + This component contains the display properties for the graph. + """ + + ID = 'network-params-display-properties' + ID_EDGE_WEIGHTS = ID_NETWORK_PARAM_EDGE_WEIGHTS + ID_SELECT = ID_NETWORK_PARAM_METRIC_SELECT + + def __init__(self): + super().__init__( + className='p-0', + children=[ + dbc.CardHeader([ + html.B("Display Properties"), + ], + className='d-flex' + ), + dbc.CardBody( + dbc.Table( + hover=True, + size='sm', + className='mb-0', + children=[ + html.Thead(html.Tr([ + html.Th("Attribute"), + html.Th("Source"), + html.Th("Display"), + ])), + html.Tbody([ + html.Tr([ + html.Td( + 'Edge weights' + ), + html.Td( + dcc.Dropdown( + id=self.ID_SELECT, + options=list(), + value=None, + ), + ), + html.Td( + dcc.Dropdown( + id=self.ID_EDGE_WEIGHTS, + options=EdgeWeights.to_options(), + value=None, + ) + ), + ]), + ]), + ], + ) + ) + ], + ) + + # + # @callback( + # output=dict( + # color_meta_options=Output(ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, 'options'), + # color_meta_columns=Output(ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, 'options'), + # size_meta_options=Output(ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, 'options'), + # size_meta_columns=Output(ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, 'options') + # ), + # inputs=dict( + # ts_meta=Input(MetadataFileStore.ID, "modified_timestamp"), + # state_meta=State(MetadataFileStore.ID, "data"), + # ), + # ) + # def update_on_store_refresh(ts_meta, state_meta): + # """ + # Updates the degree filter item when the store is refreshed. + # """ + # color_meta_options = list() + # size_meta_options = list() + # + # if ts_meta is not None: + # meta = MetadataData(**state_meta) + # for file in meta.get_files(): + # color_meta_options.append({'label': file.file_name, 'value': file.file_id}) + # size_meta_options.append({'label': file.file_name, 'value': file.file_id}) + # + # return dict( + # color_meta_options=color_meta_options, + # color_meta_columns=list(), + # size_meta_options=size_meta_options, + # size_meta_columns=list(), + # ) + # + # @callback( + # output=dict( + # size_meta_columns=Output(ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, 'options', allow_duplicate=True), + # ), + # inputs=dict( + # size_meta_file=Input(ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, 'value'), + # state_meta=State(MetadataFileStore.ID, "data"), + # ), + # prevent_initial_call=True, + # ) + # def update_node_size_columns(size_meta_file, state_meta): + # out = list() + # if state_meta is not None and size_meta_file is not None: + # meta = MetadataData(**state_meta) + # meta_file = meta.get_file(size_meta_file) + # if meta_file: + # for column in meta_file.read().columns: + # out.append({'label': column, 'value': column}) + # return dict( + # size_meta_columns=out, + # ) + # + # @callback( + # output=dict( + # color_meta_columns=Output(ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, 'options', allow_duplicate=True), + # ), + # inputs=dict( + # color_meta_file=Input(ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, 'value'), + # state_meta=State(MetadataFileStore.ID, "data"), + # ), + # prevent_initial_call=True, + # ) + # def update_node_color_columns(color_meta_file, state_meta): + # out = list() + # if state_meta is not None and color_meta_file is not None: + # meta = MetadataData(**state_meta) + # meta_file = meta.get_file(color_meta_file) + # if meta_file: + # for column in meta_file.read().columns: + # out.append({'label': column, 'value': column}) + # return dict( + # color_meta_columns=out, + # ) + # + @callback( + output=dict( + edge_weight_metric=Output(self.ID_SELECT, 'value'), + edge_weight_value=Output(self.ID_EDGE_WEIGHTS, 'value'), + ), + inputs=dict( + ts=Input(NetworkFormStore.ID, "modified_timestamp"), + state=State(NetworkFormStore.ID, "data"), + ), + ) + def update_on_store_refresh(ts, state): + """ + Refreshes the values to match what is in the store. + """ + if ts is None or state is None: + raise PreventUpdate + + params = NetworkFormStoreData(**state) + + if params.edge_weights is not None: + edge_weight_value = params.edge_weights.value.value + edge_weight_metric = params.edge_weights.file_id + else: + edge_weight_value = None + edge_weight_metric = None + + return dict( + edge_weight_value=edge_weight_value, + edge_weight_metric=edge_weight_metric + ) + + @callback( + output=dict( + edge_weight_options=Output(self.ID_SELECT, 'options'), + ), + inputs=dict( + ts=Input(DistanceMatrixGraphStore.ID, "modified_timestamp"), + state=State(DistanceMatrixGraphStore.ID, "data"), + ), + ) + def update_on_store_refresh(ts, state): + """ + Refreshes the values to match what is in the store. + """ + if ts is None or state is None: + raise PreventUpdate + + state = DmGraph(**state) + edge_weight_options = list() + for dm_file in state.matrices: + edge_weight_options.append({ + 'label': dm_file.file_id, + 'value': dm_file.file_id + }) + return dict( + edge_weight_options=edge_weight_options + ) diff --git a/indizio/components/upload/btn_example.py b/indizio/components/upload/btn_example.py index 9f66270..f918e79 100644 --- a/indizio/components/upload/btn_example.py +++ b/indizio/components/upload/btn_example.py @@ -113,18 +113,7 @@ def load_example(n_clicks): dm_store = DistanceMatrixData() meta_store = MetadataData() tree_store = TreeData() - network_store = NetworkFormStoreData( - thresholds={ - dm_file.file_id: NetworkParamThreshold( - file_id=dm_file.file_id, - left_value=0, - right_value=100 - ) - }, - degree=NetworkParamDegree( - max_value=100.0, - ) - ) + clustergram_params = ClustergramParameters( metric=pa_file.file_id, tree=tree_file.file_id, @@ -143,6 +132,21 @@ def load_example(n_clicks): tree_store.add_item(tree_file) graph_store = DmGraph.from_distance_matricies(dm_store.get_files()) + # Compute the maximum/minimum threshold values from the distance matricies + network_store_thresholds = dict() + for cur_dm_file in dm_store.get_files(): + network_store_thresholds[cur_dm_file.file_id] = NetworkParamThreshold( + file_id=dm_file.file_id, + left_value=cur_dm_file.min_value, + right_value=cur_dm_file.max_value + ) + network_store = NetworkFormStoreData( + thresholds=network_store_thresholds, + degree=NetworkParamDegree( + max_value=max(x[1] for x in graph_store.read().degree), + ) + ) + return dict( network_store=network_store.model_dump(mode='json'), upload_store=True, diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index 89c31f9..77547e3 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -210,5 +210,6 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, network_params=network_params.model_dump(mode='json'), reload='/', message='', + message_ex='', message_show=False ) diff --git a/indizio/config.py b/indizio/config.py index b3b00f4..67c223b 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -28,9 +28,15 @@ ID_NETWORK_FORM_DEGREE_UPPER_VALUE = f'{ID_NETWORK_FORM_DEGREE}-upper-value' ID_NETWORK_FORM_EDGES_TO_SELF = f'{ID_NETWORK_FORM_DEGREE}-show-edges-to-self' -ID_NETWORK_VIZ_NODE_EDGE_COUNT = 'network-viz-node-edge-count' +ID_NETWORK_VIZ_EDGE_COUNT = 'network-viz-edge-count' +ID_NETWORK_VIZ_NODE_COUNT = 'network-viz-node-count' +ID_NETWORK_VIZ_FILTERING_APPLIED = 'network-viz-filtering-applied' ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE = 'network-form-node-metadata-color-file' ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN = 'network-form-node-metadata-color-column' ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE = 'network-form-node-metadata-size-file' ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN = 'network-form-node-metadata-size-column' + + +ID_NETWORK_PARAM_EDGE_WEIGHTS = 'network-parameters-edge-weights' +ID_NETWORK_PARAM_METRIC_SELECT = 'network-parameters-metric-select' diff --git a/indizio/interfaces/edge_weights.py b/indizio/interfaces/edge_weights.py new file mode 100644 index 0000000..e2f1e44 --- /dev/null +++ b/indizio/interfaces/edge_weights.py @@ -0,0 +1,12 @@ +from indizio.interfaces.html_option import HtmlOption + + +class EdgeWeights(HtmlOption): + """ + This class is used to represent the options for showing edge weight in the graph. + """ + + HIDDEN = 'Hidden' + TEXT = 'Text' + WEIGHT = 'Line weight' + BOTH = 'Text & Line Weight' diff --git a/indizio/store/dm_graph.py b/indizio/store/dm_graph.py index a9a6e52..27a8dc5 100644 --- a/indizio/store/dm_graph.py +++ b/indizio/store/dm_graph.py @@ -182,6 +182,13 @@ def filter_to_cytoscape(self, params: NetworkFormStoreData): node['data']['label'] = node['data']['name'] del node['data']['name'] + # Add an identifier to each edge composed from the source/target + for edge in out_graph['edges']: + source = edge['data']['source'] + target = edge['data']['target'] + edge_id = sorted([f'{source}-{target}', f'{target}-{source}'])[0] + edge['data']['id'] = edge_id + return out_graph diff --git a/indizio/store/network_form_store.py b/indizio/store/network_form_store.py index 69a51c6..d6cb8ad 100644 --- a/indizio/store/network_form_store.py +++ b/indizio/store/network_form_store.py @@ -7,6 +7,7 @@ from indizio.config import PERSISTENCE_TYPE from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide from indizio.interfaces.bound import Bound +from indizio.interfaces.edge_weights import EdgeWeights from indizio.interfaces.html_option import HtmlOption @@ -58,6 +59,10 @@ class NetworkParamNodeSize(BaseModel): file_id: str column: str +class NetworkParamEdgeWeights(BaseModel): + file_id: str + value: EdgeWeights = EdgeWeights.HIDDEN + class NetworkFormStoreData(BaseModel): """ @@ -72,6 +77,7 @@ class NetworkFormStoreData(BaseModel): show_edges_to_self: BooleanShowHide = BooleanShowHide.HIDE node_color: Optional[NetworkParamNodeColor] = None node_size: Optional[NetworkParamNodeSize] = None + edge_weights: Optional[NetworkParamEdgeWeights] = None def get_focal_node_str(self): """Returns the string output of the focal node.""" diff --git a/indizio/store/network_interaction.py b/indizio/store/network_interaction.py index b996875..64d3372 100644 --- a/indizio/store/network_interaction.py +++ b/indizio/store/network_interaction.py @@ -1,4 +1,4 @@ -from typing import Optional, List, Set +from typing import Set from dash import dcc from pydantic import BaseModel @@ -11,24 +11,19 @@ class NetworkInteractionData(BaseModel): This is the actual model for the data in the network interaction store. """ - node_selected: Optional[str] = None - edge_nodes: List[str] = list() + nodes_selected: Set[str] = set() + nodes_visible: Set[str] = set() - def select_node(self, node: str): - if node == self.node_selected: - self.node_selected = None - else: - self.node_selected = node - self.edge_nodes = list() - - def add_edge_node(self, node: str): - self.edge_nodes.append(node) + def toggle_node(self, node_id: str): - def has_node_selected(self) -> bool: - return self.node_selected is not None + # Toggle the node active/inactive + if node_id in self.nodes_selected: + self.nodes_selected.remove(node_id) + else: + self.nodes_selected.add(node_id) - def get_all_nodes(self) -> Set[str]: - return set([self.node_selected] + self.edge_nodes) + def set_visible_nodes(self, nodes): + self.nodes_visible = nodes class NetworkInteractionStore(dcc.Store): From 4bc906b26ce968a702a5f8f3687a5a57d096a056 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 10 Apr 2024 15:26:05 +1000 Subject: [PATCH 36/81] prior to refactoring clustergram params --- indizio/components/clustergram/__init__.py | 29 ++- .../clustergram/clustergram_plot.py | 218 +++++++++--------- .../clustergram/parameters/__init__.py | 41 +++- .../clustergram/parameters/metadata.py | 48 ++++ .../clustergram/parameters/update_button.py | 6 +- indizio/components/upload/btn_example.py | 36 ++- indizio/example/metadata_graph.tsv | 8 + .../example/{metadata.tsv => metadata_pa.tsv} | 2 +- indizio/pages/clustergram.py | 15 +- indizio/store/clustergram_parameters.py | 4 +- indizio/store/metadata_file.py | 10 + indizio/util/data.py | 4 +- indizio/util/plot.py | 18 ++ 13 files changed, 292 insertions(+), 147 deletions(-) create mode 100644 indizio/example/metadata_graph.tsv rename indizio/example/{metadata.tsv => metadata_pa.tsv} (87%) diff --git a/indizio/components/clustergram/__init__.py b/indizio/components/clustergram/__init__.py index c4d02fc..b6eb81a 100644 --- a/indizio/components/clustergram/__init__.py +++ b/indizio/components/clustergram/__init__.py @@ -15,9 +15,30 @@ class ClustergramContainer(dbc.Card): def __init__(self): super().__init__( children=[ - dbc.CardHeader(html.H4('Clustergram')), - dbc.CardBody([ - ClustergramPlot() - ]) + dbc.CardHeader( + [ + html.Div( + className='d-flex', + style={'alignItems': 'center'}, + children=[ + html.H4("Clustergram", className='mt-1'), + html.Div( + className='d-flex', + style={'marginLeft': 'auto', 'marginRight': '0px'}, + children=[ + ClustergramParametersCanvas(), + ] + ), + ] + ), + + dbc.CardBody( + className='p-0', + children=[ + ClustergramPlot() + ] + ) + ] + ) ] ) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 699a2fc..4e8ec55 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -4,7 +4,6 @@ import dash_bio import numpy as np import pandas as pd -import plotly.express as px import plotly.graph_objects as go from dash import Output, Input, callback, State, dcc from phylodm import PhyloDM @@ -17,28 +16,36 @@ from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeData +from indizio.util.data import is_numeric -class ClustergramPlot(dcc.Graph): +class ClustergramPlot(dcc.Loading): """ This component is the main clustergram plot. """ ID = 'clustergram-plot' + ID_GRAPH = f'{ID}-graph' + ID_LOADING = f'{ID}-loading' def __init__(self): super().__init__( - id=self.ID, - style={ - 'width': 'min(calc(100vh - 170px), 100vw)', - 'height': 'min(calc(100vh - 170px), 100vw)' - }, - responsive=True, + id=self.ID_LOADING, + children=[ + dcc.Graph( + id=self.ID_GRAPH, + style={ + 'width': '100%', + 'height': 'calc(100vh - 170px)' + }, + responsive=True, + ) + ] ) @callback( output=dict( - fig=Output(self.ID, "figure"), + fig=Output(self.ID_GRAPH, "figure"), ), inputs=dict( ts_params=Input(ClustergramParametersStore.ID, "modified_timestamp"), @@ -60,7 +67,7 @@ def update_options_on_file_upload( state_tree, state_meta, state_interaction ): log = logging.getLogger() - log.debug(f'{self.ID} - Updating clustergram figure.') + log.debug(f'{self.ID_GRAPH} - Updating clustergram figure.') # if ts_dm is None or not state_dm: # log.debug(f'{self.ID} - No data to update from.') @@ -99,7 +106,7 @@ def update_options_on_file_upload( visible_selected = state_interaction.nodes_visible.intersection(state_interaction.nodes_selected) subset_cols = [x for x in feature_df.columns if x in visible_selected] feature_df = feature_df[subset_cols] - else: + elif len(state_interaction.nodes_visible) > 0: subset_cols = [x for x in feature_df.columns if x in state_interaction.nodes_visible] feature_df = feature_df[subset_cols] @@ -120,7 +127,7 @@ def update_options_on_file_upload( # Using the DashBio data, create our own Clustergram figure # as the DashBio doesn't allow for multiple colour grouping (meta) - fig = generate_annotation_heatmap(feature_df, cg_traces, df_meta) + fig = generate_annotation_heatmap(feature_df, cg_traces, df_meta, params) # Disable the heatmap levend as only boolean values are shown # for cur_item in clustergram.data: @@ -211,68 +218,68 @@ def dist_fun(X, metric='euclidean', *, out=None, **kwargs): return feature_df, traces -def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Optional[MetadataData]): +def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Optional[MetadataData], + params: ClustergramParameters): """ Creates the main clustergram figure """ + has_metadata = df_meta is not None and params.metadata is not None and len(params.metadata_cols) > 0 + n_meta_cols = len(params.metadata_cols) if has_metadata else 0 # As the ordering of indices may have changed in the main heatmap, get the # names of the rows and columns in the correct order idx_to_row_label = [feature_df.index[x] for x in cg_traces['row_ids']] idx_to_col_label = [feature_df.columns[x] for x in cg_traces['column_ids']] + # Set the dimensions/identifiers for the plot (variable columns) + row_meta_left = 2 + row_dend_left, col_dend_left = 2, 1 + row_dend_top, col_dend_top = 1, 2 + n_meta_cols + row_heat_main, col_heat_main = 2, 2 + n_meta_cols + + # The remaining space will be used by the metadata columns (if present) + col_left_dendro_width = 20 + col_main_heatmap_width = 70 if n_meta_cols > 0 else 80 + if n_meta_cols > 0: + col_meta_each = (100 - (col_main_heatmap_width + col_left_dendro_width)) / n_meta_cols + column_widths = [col_left_dendro_width] + [column_widths.append(col_meta_each) for _ in range(n_meta_cols)] + column_widths.append(col_main_heatmap_width) + else: + column_widths = [col_left_dendro_width, col_main_heatmap_width] + """ Create subplots equal to the following: - [empty] [empty] [dendro_col] - [dendro_row] [meta_row] [heatmap] + [empty] [empty * params.metadata_cols] [dendro_col] + [dendro_row] [meta_row * params.metadata_cols] [heatmap] """ - - subplot_spacing = [25, 10, 80] fig = make_subplots( rows=2, - cols=3, + cols=2 + n_meta_cols, vertical_spacing=0, horizontal_spacing=0, shared_xaxes=True, shared_yaxes=True, - column_widths=[20, 10, 70], + column_widths=column_widths, row_heights=[20, 80], ) - row_meta_left, col_meta_left = 2, 2 - row_dend_left, col_dend_left = 2, 1 - - row_dend_top, col_dend_top = 1, 3 - - row_heat_main, col_heat_main = 2, 3 - - # for trace in go.Figure(clustergram).data: - # fig.add_trace(trace, row=1, col=2) - # fig.add_trace(test, row=1, col=1) - - # fig.update_layout(clustergram.layout) - """ Create the main heatmap """ - # Use the pre-computed matrix from the DashBio library main_heatmap = go.Heatmap( cg_traces['heatmap'], - colorscale=((0.0, '#FFFFFF'), (1.0, '#EF553B')), + colorscale=((0.0, 'rgba(0,0,0,0)'), (1.0, '#EF553B')), showscale=False, xgap=1, ygap=1, hovertemplate='ID: %{y}
Feature: %{x}', - name='' + name='', ) fig.add_trace(main_heatmap, row=row_heat_main, col=col_heat_main) - # Remove the colorbar as it is not needed - # trace_heatmap.update_layout(coloraxis_showscale=False) - # main_heatmap.data[0].showscale = False - # Add the tick labls fig.update_xaxes( ticktext=idx_to_col_label, tickvals=main_heatmap.x, @@ -297,22 +304,26 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op """ Add the metadata grouping """ - if df_meta is not None: - left_meta, left_meta_x_ticks, left_meta_y_ticks = generate_metadata_heatmap( - feature_df, - cg_traces, - main_heatmap, - df_meta - ) - fig.add_trace(left_meta, row=row_meta_left, col=col_meta_left) - fig.update_xaxes( - ticktext=left_meta_x_ticks, tickvals=left_meta.x, - row=row_meta_left, col=col_meta_left, tickangle=-60 - ) - fig.update_yaxes( - ticktext=left_meta_y_ticks, tickvals=left_meta.y, - row=row_meta_left, col=col_meta_left - ) + if has_metadata: + for meta_col_idx, meta_col_value in enumerate(params.metadata_cols): + meta_col_idx += 2 + + left_meta, left_meta_y_ticks = generate_metadata_heatmap( + feature_df, + cg_traces, + main_heatmap, + df_meta, + meta_col_value + ) + fig.add_trace(left_meta, row=row_meta_left, col=meta_col_idx) + fig.update_xaxes( + ticktext=[meta_col_value], tickvals=left_meta.x, + row=row_meta_left, col=meta_col_idx, tickangle=-60 + ) + fig.update_yaxes( + ticktext=left_meta_y_ticks, tickvals=left_meta.y, + row=row_meta_left, col=meta_col_idx + ) """ Styling @@ -328,71 +339,60 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op }) # Hide the axis labels for all subplots - fig.update_xaxes(showticklabels=False) - fig.update_yaxes(showticklabels=False) + fig.update_xaxes(showticklabels=False, showgrid=False, zerolinecolor='rgba(0,0,0,0)') + fig.update_yaxes(showticklabels=False, showgrid=False, zerolinecolor='rgba(0,0,0,0)') # Show axis labels for select subplots - fig.update_xaxes(showticklabels=True, row=row_meta_left, col=col_meta_left) fig.update_xaxes(showticklabels=True, row=row_heat_main, col=col_heat_main) fig.update_yaxes(showticklabels=True, row=row_heat_main, col=col_heat_main) # Change the location of the axes for select subplots fig.update_yaxes(side="right", row=row_heat_main, col=col_heat_main) - # Prevent zooming for certain axes - fig.update_xaxes(fixedrange=True, row=row_meta_left, col=col_meta_left) + # Update the metadata axes + for meta_col_idx in range(n_meta_cols): + meta_col_idx += 2 + + # Show axis labels for select subplots + fig.update_xaxes(showticklabels=True, row=row_meta_left, col=meta_col_idx) + + # Prevent zooming for certain axes + fig.update_xaxes(fixedrange=True, row=row_meta_left, col=meta_col_idx) return fig -def generate_metadata_heatmap(feature_df: pd.DataFrame, cg_traces, main_heatmap, df_meta: pd.DataFrame): - # Extract relevant information from the feature dataframe - d_id_to_row_idx = {x: i for i, x in enumerate(feature_df.index)} - - # Assign a unique color index to each unique value in each column - colors = px.colors.qualitative.Plotly - cur_color = 1 # the first colour is reserved for nothing - d_col_to_colors = dict() - column_names = list() - for col_idx, meta_col in enumerate(df_meta.columns): - d_col_colors = dict() - d_value_to_color = dict() - for row_idx, meta_row in enumerate(df_meta.index): - cur_value = df_meta.values[row_idx, col_idx] - if cur_value not in d_value_to_color: - d_value_to_color[cur_value] = cur_color - cur_color += 1 - d_col_colors[meta_row] = d_value_to_color[cur_value] - d_col_to_colors[meta_col] = d_col_colors - column_names.append(meta_col) - - # Add any missing values to the color dictionary - all_ids = frozenset(feature_df.index) - for cur_col in d_col_to_colors: - for cur_id in all_ids - set(d_col_to_colors[cur_col]): - d_col_to_colors[cur_col][cur_id] = 0 - - # Assign the Z value for each cell in the heatmap - step = round(1 / cur_color, 10) - heat_data = np.zeros((feature_df.shape[0], df_meta.shape[1]), dtype=float) +def generate_metadata_heatmap( + feature_df: pd.DataFrame, + cg_traces, + main_heatmap, + df_meta: pd.DataFrame, + column_name: str +): + # Create the data matrix + heat_data = np.zeros((feature_df.shape[0], 1), dtype=float) heat_text = np.zeros(heat_data.shape, dtype=object) - heat_text.fill('N/A') - for col_idx, meta_col in enumerate(df_meta.columns): - for meta_row in df_meta.index: - row_idx = d_id_to_row_idx[meta_row] - heat_data[row_idx, col_idx] = d_col_to_colors[meta_col][meta_row] * step - heat_text[row_idx, col_idx] = df_meta.values[row_idx, col_idx] - - # Create the colorscale to contain discrete bins - colorscale_new = list() - for i in range(cur_color): - if i == 0: - cur_color_hex = '#FFFFFF' - else: - cur_color_hex = colors[i % len(colors)] - colorscale_new.append([i * step, cur_color_hex]) - colorscale_new.append([(i + 1) * step, cur_color_hex]) - colorscale_new[-1][0] = 1.0 + + # Extract the values for this column + cur_col = df_meta[column_name] + + # Check if this is a numerical or categorical column + all_numeric = all(is_numeric(x, nan_not_numeric=False) for x in cur_col.values) + + # If this is a numeric column, assign a color gradient to the values + if not all_numeric: + d_value_to_idx = {k: i for i, k in enumerate(cur_col.values)} + + # Iterate over each value in the current column to assign a value + for row_idx, cur_value in enumerate(cur_col.values): + heat_data[row_idx, 0] = d_value_to_idx[cur_value] + heat_text[row_idx, 0] = cur_value + + else: + # Iterate over each value in the current column to assign a value + for row_idx, cur_value in enumerate(cur_col.values): + heat_data[row_idx, 0] = cur_value + heat_text[row_idx, 0] = cur_value # Re-order the heatmap to be consistent with the main heatmap clustering heat_data = heat_data[cg_traces['row_ids'], :] @@ -403,7 +403,7 @@ def generate_metadata_heatmap(feature_df: pd.DataFrame, cg_traces, main_heatmap, x=list(range(heat_data.shape[1])), y=main_heatmap.y, z=heat_data, - colorscale=colorscale_new, + colorscale='agsunset', showscale=False, name='', customdata=heat_text, @@ -411,4 +411,4 @@ def generate_metadata_heatmap(feature_df: pd.DataFrame, cg_traces, main_heatmap, ) row_names = [feature_df.index[x] for x in cg_traces['row_ids']] - return left_meta, column_names, row_names + return left_meta, row_names diff --git a/indizio/components/clustergram/parameters/__init__.py b/indizio/components/clustergram/parameters/__init__.py index fb16996..8e7fe07 100644 --- a/indizio/components/clustergram/parameters/__init__.py +++ b/indizio/components/clustergram/parameters/__init__.py @@ -1,5 +1,5 @@ import dash_bootstrap_components as dbc -from dash import html +from dash import Output, Input, State, html, callback from indizio.components.clustergram.parameters.cluster_on import ClustergramParamsClusterOn from indizio.components.clustergram.parameters.metadata import ClustergramParamsMetadata @@ -9,17 +9,31 @@ from indizio.components.clustergram.parameters.update_button import ClustergramParamsUpdateButton -class ClustergramParametersCanvas(dbc.Card): +class ClustergramParametersCanvas(html.Div): """ This is the main card that wraps the Clustergram parameters. """ ID = "clustergram-parameters-canvas" + ID_TOGGLE_BTN = f'{ID}-toggle-btn' + ID_CANVAS = f'{ID}-canvas' def __init__(self): super().__init__( children=[ - dbc.CardHeader(html.H5("Clustergram Parameters")), - dbc.CardBody( + dbc.Button( + "Clustergram Parameters", + id=self.ID_TOGGLE_BTN, + n_clicks=0, + ), + dbc.Offcanvas( + id=self.ID_CANVAS, + className="network-properties-container", + style={ + "minWidth": "800px" + }, + scrollable=True, + title="Clustergram Parameters", + is_open=False, children=[ dbc.Row(ClustergramParamsMetric()), dbc.Row(ClustergramParamsTree(), className="mt-2"), @@ -28,6 +42,23 @@ def __init__(self): dbc.Row(ClustergramParamsOptimalLeafOrder(), className='mt-2'), dbc.Row(ClustergramParamsUpdateButton(), className="mt-2") ] - ) + ), ] ) + + @callback( + output=dict( + is_open=Output(self.ID_CANVAS, "is_open"), + ), + inputs=dict( + n1=Input(self.ID_TOGGLE_BTN, "n_clicks"), + is_open=State(self.ID_CANVAS, "is_open"), + ), + ) + def toggle_network_form(n1, is_open): + open_form = False + if n1: + open_form = not is_open + return dict( + is_open=open_form + ) diff --git a/indizio/components/clustergram/parameters/metadata.py b/indizio/components/clustergram/parameters/metadata.py index 4a1717d..b127178 100644 --- a/indizio/components/clustergram/parameters/metadata.py +++ b/indizio/components/clustergram/parameters/metadata.py @@ -10,6 +10,7 @@ class ClustergramParamsMetadata(dbc.Row): This component allows the user to select the metadata file used for highlighting. """ ID = 'clustergram-params-metadata' + ID_COLS = f'{ID}-cols' def __init__(self): super().__init__( @@ -28,6 +29,17 @@ def __init__(self): options=[], value=None, className="bg-light text-dark", + placeholder='Metadata file' + ), + ), + dbc.Col( + dcc.Dropdown( + id=self.ID_COLS, + options=[], + value=[], + className="bg-light text-dark", + multi=True, + placeholder='Columns visible' ), ), ] @@ -67,3 +79,39 @@ def update_values_on_dm_load(ts, state, ts_params, state_params): options=options, value=default ) + + @callback( + output=dict( + options=Output(self.ID_COLS, "options"), + value=Output(self.ID_COLS, "value"), + ), + inputs=dict( + metadata_value=Input(self.ID, "value"), + state_meta=State(MetadataFileStore.ID, "data"), + ts_params=Input(ClustergramParametersStore.ID, "modified_timestamp"), + state_params=State(ClustergramParametersStore.ID, "data"), + ) + ) + def update_column_values_on_change(metadata_value, state_meta, ts_params, state_params): + if metadata_value is None or state_meta is None: + return dict( + options=list(), + value=list() + ) + + # De-serialize the state + state = MetadataData(**state_meta) + meta_file = state.get_file(metadata_value) + meta_cols = meta_file.get_cols_as_html_options() + + # Update the state to reflect the store + if state_params is not None: + state_params = ClustergramParameters(**state_params) + value = state_params.metadata_cols + else: + value = list() + + return dict( + options=meta_cols, + value=value + ) diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index f47d56e..276174e 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -20,7 +20,7 @@ class ClustergramParamsUpdateButton(dbc.Button): def __init__(self): super().__init__( - "Update Heatmap", + "Update Clustergram", id=self.ID, color="success", n_clicks=0, @@ -37,9 +37,10 @@ def __init__(self): metadata=Input(ClustergramParamsMetadata.ID, 'value'), cluster_on=Input(ClustergramParamsClusterOn.ID, 'value'), optimal_leaf_ordering=Input(ClustergramParamsOptimalLeafOrder.ID, 'value'), + metadata_cols=Input(ClustergramParamsMetadata.ID_COLS, 'value') ) ) - def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering): + def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering, metadata_cols): log = logging.getLogger() log.debug(f'{self.ID} - Updating clustergram visualization parameters.') @@ -54,6 +55,7 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, metadata=metadata, cluster_on=ClusterOn(cluster_on), optimal_leaf_order=BooleanYesNo(optimal_leaf_ordering), + metadata_cols=metadata_cols if metadata_cols else list() ).model_dump(mode='json') ) diff --git a/indizio/components/upload/btn_example.py b/indizio/components/upload/btn_example.py index f918e79..8510302 100644 --- a/indizio/components/upload/btn_example.py +++ b/indizio/components/upload/btn_example.py @@ -13,7 +13,7 @@ from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters from indizio.store.metadata_file import MetadataFileStore, MetadataFile, MetadataData from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, \ - NetworkParamThreshold, NetworkParamDegree + NetworkParamThreshold, NetworkParamDegree, NetworkParamNodeColor, NetworkParamNodeSize from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeFile, TreeData @@ -99,12 +99,20 @@ def load_example(n_clicks): hash='422bd885e40e8cae0f5aded841573a98' ) ) - meta_file = MetadataFile.from_upload_data( + meta_file_pa = MetadataFile.from_upload_data( UploadFormItem( - file_name='metadata.tsv', - name='Metadata (Example)', - path=example_dir / 'metadata.tsv', - hash='8df2f2b92401c5b4a8b3eeb165f924d5' + file_name='metadata_pa.tsv', + name='PA Metadata (Example)', + path=example_dir / 'metadata_pa.tsv', + hash='549f0e1e5a6cf1f6212994ce0ad91fbc' + ) + ) + meta_file_graph = MetadataFile.from_upload_data( + UploadFormItem( + file_name='metadata_graph.tsv', + name='Graph Metadata (Example)', + path=example_dir / 'metadata_graph.tsv', + hash='462381af92bb1d76167f78d3a15b505b' ) ) @@ -117,9 +125,10 @@ def load_example(n_clicks): clustergram_params = ClustergramParameters( metric=pa_file.file_id, tree=tree_file.file_id, - metadata=meta_file.file_id, + metadata=meta_file_pa.file_id, cluster_on=ClusterOn.BOTH, - optimal_leaf_order=BooleanYesNo.YES + optimal_leaf_order=BooleanYesNo.YES, + metadata_cols=['Genus', 'Factor'] ) matrix_params = MatrixParameters( metric=dm_file.file_id, @@ -128,7 +137,8 @@ def load_example(n_clicks): pa_store.add_item(pa_file) dm_store.add_item(dm_file) - meta_store.add_item(meta_file) + meta_store.add_item(meta_file_pa) + meta_store.add_item(meta_file_graph) tree_store.add_item(tree_file) graph_store = DmGraph.from_distance_matricies(dm_store.get_files()) @@ -144,6 +154,14 @@ def load_example(n_clicks): thresholds=network_store_thresholds, degree=NetworkParamDegree( max_value=max(x[1] for x in graph_store.read().degree), + ), + node_color=NetworkParamNodeColor( + file_id=meta_file_graph.file_id, + column='Group' + ), + node_size=NetworkParamNodeSize( + file_id=meta_file_graph.file_id, + column='Importance' ) ) diff --git a/indizio/example/metadata_graph.tsv b/indizio/example/metadata_graph.tsv new file mode 100644 index 0000000..11eebee --- /dev/null +++ b/indizio/example/metadata_graph.tsv @@ -0,0 +1,8 @@ +Gene Group Importance +pltB A 30 +aslA A 45.2 +ssaI B 1.2 +steC C 150.2 +tssA D 0 +fimZ F 0 +sseL F 20 diff --git a/indizio/example/metadata.tsv b/indizio/example/metadata_pa.tsv similarity index 87% rename from indizio/example/metadata.tsv rename to indizio/example/metadata_pa.tsv index 2538dda..3846928 100644 --- a/indizio/example/metadata.tsv +++ b/indizio/example/metadata_pa.tsv @@ -1,5 +1,5 @@ Taxon Genus Factor -Campylobacter jejuni Helicobacter 30 +Campylobacter jejuni Campylobacter 30 Haemophilus influenzae Haemophilus 45.2 Helicobacter pylori Helicobacter 1.2 Mycobacterium tuberculosis Mycobacterium 150.2 diff --git a/indizio/pages/clustergram.py b/indizio/pages/clustergram.py index cd44b71..7c22fd6 100644 --- a/indizio/pages/clustergram.py +++ b/indizio/pages/clustergram.py @@ -1,24 +1,13 @@ import dash -import dash_bootstrap_components as dbc from dash import html from indizio import config -from indizio.components.clustergram import ClustergramContainer, ClustergramParametersCanvas +from indizio.components.clustergram import ClustergramContainer dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Clustergram') layout = html.Div( className='pt-3', children=[ - dbc.Row( - [ - dbc.Col( - ClustergramParametersCanvas(), - width=4 - ), - dbc.Col( - ClustergramContainer() - ) - ] - ) + ClustergramContainer() ]) diff --git a/indizio/store/clustergram_parameters.py b/indizio/store/clustergram_parameters.py index 2255f87..f2aa0a6 100644 --- a/indizio/store/clustergram_parameters.py +++ b/indizio/store/clustergram_parameters.py @@ -1,4 +1,4 @@ -from typing import Optional +from typing import Optional, List from dash import dcc from pydantic import BaseModel @@ -17,7 +17,7 @@ class ClustergramParameters(BaseModel): metadata: Optional[str] = None cluster_on: ClusterOn = ClusterOn.IDS optimal_leaf_order: BooleanYesNo = BooleanYesNo.NO - + metadata_cols: List[str] = list() class ClustergramParametersStore(dcc.Store): """ diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py index 7e77ccc..f3b5737 100644 --- a/indizio/store/metadata_file.py +++ b/indizio/store/metadata_file.py @@ -38,6 +38,16 @@ def from_upload_data(cls, data: UploadFormItem): n_rows=int(df.shape[0]) ) + def get_cols_as_html_options(self) -> List[Dict[str, str]]: + out = list() + df = self.read() + for col in df.columns: + out.append(dict( + label=col, + value=col + )) + return out + def read(self) -> pd.DataFrame: return from_pickle_df(self.path) diff --git a/indizio/util/data.py b/indizio/util/data.py index d913e3b..3e5fb60 100644 --- a/indizio/util/data.py +++ b/indizio/util/data.py @@ -1,14 +1,14 @@ import numpy as np -def is_numeric(value) -> bool: +def is_numeric(value, nan_not_numeric=True) -> bool: """ Returns True if the value is numeric and False otherwise. Note that this function will return False for NaN values. """ try: val = float(value) - if np.isnan(val): + if np.isnan(val) and nan_not_numeric: return False return True except ValueError: diff --git a/indizio/util/plot.py b/indizio/util/plot.py index 0dfd02b..565eeee 100644 --- a/indizio/util/plot.py +++ b/indizio/util/plot.py @@ -4,6 +4,7 @@ import plotly.express as px from PIL import ImageColor from _plotly_utils.basevalidators import ColorscaleValidator +import numpy as np ################################################################################ @@ -89,6 +90,23 @@ def numerical_colorscale(values, colorscale): return d_val_to_hex +def categorical_colorscale(values, colorscale=px.colors.qualitative.Dark24): + unq_values = list() + seen = set() + for value in values: + if value not in seen: + unq_values.append(value) + seen.add(value) + out = dict() + for i, value in enumerate(unq_values): + if isinstance(value, float) and value is np.isnan(value): + color = '#FFFFFF' + else: + color = colorscale[i % len(colorscale)] + out[value] = color + return out + + def rgb_tuple_to_hex(rgb: Tuple[int, int, int]) -> str: return '#{:02x}{:02x}{:02x}'.format(int(rgb[0] * 255), int(rgb[1] * 255), int(rgb[2] * 255)) From 8fdde8f712c5db0bf9e13bb365333aa248442614 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 10 Apr 2024 15:29:06 +1000 Subject: [PATCH 37/81] prior to refactoring clustergram params --- indizio/components/network/parameters/thresh_filter_item.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/indizio/components/network/parameters/thresh_filter_item.py b/indizio/components/network/parameters/thresh_filter_item.py index c7b262a..aacad97 100644 --- a/indizio/components/network/parameters/thresh_filter_item.py +++ b/indizio/components/network/parameters/thresh_filter_item.py @@ -41,7 +41,6 @@ def __init__(self, threshold: NetworkParamThreshold): }, type="number", value=threshold.left_value, - step=0.1, size='sm' ) ), @@ -53,7 +52,6 @@ def __init__(self, threshold: NetworkParamThreshold): }, type="number", value=threshold.right_value, - step=0.1, size='sm' ) ), From 3422d8269cb5772cd91309d5e13d58cb0ee71f26 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 10 Apr 2024 15:29:59 +1000 Subject: [PATCH 38/81] prior to refactoring clustergram params --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index bb22a5e..e39a467 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.5.0" +version = "0.6.0" dependencies = [ "dash[diskcache] ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From ca2441ab1af8e29e7223ca15e3b3903313369409 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 23 May 2024 11:57:09 +1000 Subject: [PATCH 39/81] - The plus/minus icon on the Matrix discrete scale button prevents the action from happening. - Add the Indizio version in the browser. - The gene IDs displayed in the Matrix view should reflect those visible in the Network. --- indizio/assets/global.css | 9 ++++++++- indizio/cache.py | 3 +++ indizio/components/layout/navbar.py | 15 +++++++++++++-- indizio/components/matrix/matrix_plot.py | 11 ++++++++++- indizio/components/network/network_graph.py | 2 -- pyproject.toml | 5 +++-- 6 files changed, 37 insertions(+), 8 deletions(-) diff --git a/indizio/assets/global.css b/indizio/assets/global.css index 4dd2770..ecaabcc 100644 --- a/indizio/assets/global.css +++ b/indizio/assets/global.css @@ -18,10 +18,17 @@ node { content: data(label) } +/* +Without this, icons on the buttons will stop hyperlinks from working +on non-chromium browsers +*/ +.fas { + z-index: 1; +} /* Additional CSS added below - */ +*/ .container-main { padding: 0; diff --git a/indizio/cache.py b/indizio/cache.py index 190278f..8cec5c5 100644 --- a/indizio/cache.py +++ b/indizio/cache.py @@ -1,5 +1,6 @@ import diskcache from dash import DiskcacheManager +from joblib import Memory from indizio.config import TMP_DIR @@ -9,3 +10,5 @@ CACHE_MANAGER = DiskcacheManager( CACHE, ) + +MEMORY = Memory(TMP_DIR) diff --git a/indizio/components/layout/navbar.py b/indizio/components/layout/navbar.py index 0737859..28c1a50 100644 --- a/indizio/components/layout/navbar.py +++ b/indizio/components/layout/navbar.py @@ -2,7 +2,7 @@ from dash import Output, Input, callback from indizio.store.distance_matrix import DistanceMatrixStore - +from indizio import __version__ class NavBar(dbc.NavbarSimple): """ @@ -16,7 +16,18 @@ class NavBar(dbc.NavbarSimple): def __init__(self): super().__init__( - brand='Indizio', + brand=[ + 'Indizio', + dbc.Badge( + pill=True, + children=f'v{__version__}', + color='#ed9390', + style={ + 'marginLeft': '5px', + 'fontSize': '10px', + } + ) + ], brand_href='/', color="primary", dark=True, diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index c525812..33e951c 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -7,6 +7,7 @@ from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption +from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData from indizio.util.cache import freezeargs from indizio.util.graph import format_axis_labels from indizio.util.log import log_debug @@ -43,13 +44,15 @@ def __init__(self): inputs=dict( ts_params=Input(MatrixParametersStore.ID, "modified_timestamp"), ts_dm=Input(DistanceMatrixStore.ID, "modified_timestamp"), + ts_interaction=Input(NetworkInteractionStore.ID, "modified_timestamp"), state_params=State(MatrixParametersStore.ID, "data"), state_dm=State(DistanceMatrixStore.ID, "data"), + state_interaction=State(NetworkInteractionStore.ID, "data") ) ) @freezeargs @lru_cache - def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): + def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params, state_dm, state_interaction): log_debug(f'{self.ID} - Updating matrix heatmap figure.') if ts_dm is None or not state_dm: @@ -59,6 +62,7 @@ def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): # De-serialize the distance matrix store state_dm = DistanceMatrixData(**state_dm) params = MatrixParameters(**state_params) + state_interaction = NetworkInteractionData(**state_interaction) # If the metric is not set from the parameters, choose the first one if params.metric is None: @@ -66,6 +70,11 @@ def update_options_on_file_upload(ts_params, ts_dm, state_params, state_dm): else: feature_df = state_dm.get_file(params.metric).read() + # Read the network interaction data to determine what nodes should be displayed + if len(state_interaction.nodes_visible) > 0: + subset_cols = [x for x in feature_df.columns if x in state_interaction.nodes_visible] + feature_df = feature_df.loc[subset_cols, subset_cols] + # empty initially fig = go.Figure() diff --git a/indizio/components/network/network_graph.py b/indizio/components/network/network_graph.py index 76c3945..58a901b 100644 --- a/indizio/components/network/network_graph.py +++ b/indizio/components/network/network_graph.py @@ -1,6 +1,5 @@ from typing import List, Dict, Optional -import dash import dash_cytoscape as cyto import plotly.express as px from dash import Output, Input, callback, State, dcc @@ -294,7 +293,6 @@ def update_interaction_on_node_select(graph, node_input, state): # Update on node selection if node_input is not None: - # Obtain the node id that was selected node_id = node_input['data']['id'] diff --git a/pyproject.toml b/pyproject.toml index e39a467..9d5acc2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,14 +25,15 @@ dependencies = [ "tqdm ~= 4.66.2", "scipy ~= 1.13.0", "phylodm ~= 3.0.0", - "typer ~= 0.12.0" + "typer ~= 0.12.0", + "joblib ~= 1.4.0" ] requires-python = ">= 3.9" authors = [ { name = "Robert Beiko" }, { name = "Ryan Fink" }, { name = "Alex Manuele" }, - { name = "Aaron Mussig", email = "aaronmussig@gmail.com" } + { name = "Aaron Mussig" } ] description = "Visualization dashboard for presence/absence data, distance matrices, and phylogenetic trees." readme = "README.md" From 5a37a1bbf7a1caa1f3c921817b960350a9438448 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Fri, 24 May 2024 15:07:07 +1000 Subject: [PATCH 40/81] Hierarchical clustering of the tree is not being respected. --- .../clustergram/clustergram_plot.py | 60 +++++-- indizio/util/trees.py | 169 ++++++++++++++++++ 2 files changed, 216 insertions(+), 13 deletions(-) create mode 100644 indizio/util/trees.py diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 4e8ec55..d8a55ca 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -9,7 +9,7 @@ from phylodm import PhyloDM from plotly.subplots import make_subplots from scipy.spatial.distance import squareform, pdist - +from scipy.cluster.hierarchy import linkage as linkage_fn from indizio.interfaces.boolean import BooleanYesNo from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.metadata_file import MetadataFileStore, MetadataData @@ -17,6 +17,7 @@ from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeData from indizio.util.data import is_numeric +from indizio.util.trees import convert_dendropy_tree_to_linkage_matrix, create_dendrogram_plot class ClustergramPlot(dcc.Loading): @@ -117,7 +118,7 @@ def update_options_on_file_upload( cluster_features = params.cluster_on.is_features() # Generate the Clustergram using DashBio and return the traces - feature_df, cg_traces = generate_clustergram( + feature_df, cg_traces, dendro_traces = generate_clustergram( feature_df=feature_df, tree=tree, optimal_leaf_ordering=params.optimal_leaf_order is BooleanYesNo.YES, @@ -127,7 +128,7 @@ def update_options_on_file_upload( # Using the DashBio data, create our own Clustergram figure # as the DashBio doesn't allow for multiple colour grouping (meta) - fig = generate_annotation_heatmap(feature_df, cg_traces, df_meta, params) + fig = generate_annotation_heatmap(feature_df, cg_traces, df_meta, params, dendro_traces) # Disable the heatmap levend as only boolean values are shown # for cur_item in clustergram.data: @@ -157,22 +158,31 @@ def generate_clustergram( # Determine what type of clustering based on the input argument if cluster_features and cluster_ids: - cluster_arg = 'all' + cluster_arg = 'col' elif cluster_features: cluster_arg = 'col' elif cluster_ids: - cluster_arg = 'row' + cluster_arg = 'col' else: cluster_arg = None # If a tree has been provided then subset both the matrix and tree # to only those present in both and compute the distance matrix + tree_taxa_ordered = None if tree is not None and cluster_ids: - common_taxa = {x.label for x in tree.taxon_namespace}.intersection(set(feature_df.index)) + + # Get the order of the leaf nodes (postorder) + tree_taxa_ordered = [x.taxon.label for x in tree.leaf_node_iter()] + + # Subset feature dataframe to only those those present in the tree + common_taxa = set(tree_taxa_ordered).intersection(set(feature_df.index)) common_taxa = [x for x in feature_df.index if x in common_taxa] tree = tree.extract_tree_with_taxa_labels(common_taxa) feature_df = feature_df.filter(items=common_taxa, axis=0) + # Order the Y axis values of the feature dataframe to match the tree + feature_df = feature_df.loc[tree_taxa_ordered] + # Convert the tree to a linkage object tree_pdm = PhyloDM.load_from_dendropy(tree) tree_pdm.compute_row_vec() @@ -193,17 +203,30 @@ def dist_fun(X, metric='euclidean', *, out=None, **kwargs): else: return pdist(X, metric='euclidean', out=out, **kwargs) + # def linkage_fun(x, **kwargs): + # + # # If this is true, we are computng the linkage for the tree + # if tree_dm_square.shape == x.shape and np.all(tree_dm_square == x): + # + # # We now need to compute the linkage matrix as-per the dendrogram + # return convert_dendropy_tree_to_linkage_matrix(tree, list(feature_df.index)) + # + # # Otherwise, this is the column linkage to compute + # return linkage_fn(x, "complete", **kwargs) + else: dist_fun = pdist + linkage_fun = None clustergram, traces = dash_bio.Clustergram( data=feature_df.values, row_labels=feature_df.index.to_list(), column_labels=feature_df.columns.to_list(), optimal_leaf_order=optimal_leaf_ordering, - # link_fun=phylo_linkage, + link_fun=None, dist_fun=dist_fun, - row_dist='euclidean' if not tree else 'row_dist', + # row_dist='euclidean', # if not tree else 'row_dist' + # col_dist='euclidean', cluster=cluster_arg, # hidden_labels='row', # height=900, @@ -215,11 +238,19 @@ def dist_fun(X, metric='euclidean', *, out=None, **kwargs): return_computed_traces=True, line_width=2.0, ) - return feature_df, traces + + # Now that we have the positional information from the clustergram, + # we generate the dendrogram (if requested) + dendro_traces = list() + if cluster_ids: + cluster_y_pos = traces['heatmap']['y'] + dendro_traces = create_dendrogram_plot(tree, cluster_y_pos, tree_taxa_ordered) + + return feature_df, traces, dendro_traces def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Optional[MetadataData], - params: ClustergramParameters): + params: ClustergramParameters, dendro_traces): """ Creates the main clustergram figure """ @@ -293,9 +324,12 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op """ Create the dendrograms """ - for trace in cg_traces['dendro_traces']['row']: - dendro_row = go.Scatter(trace, hoverinfo='skip') - fig.add_trace(dendro_row, row=row_dend_left, col=col_dend_left) + if dendro_traces is not None: + for dendro_trace in dendro_traces: + fig.add_trace(dendro_trace, row=row_dend_left, col=col_dend_left) + # for trace in cg_traces['dendro_traces']['row']: + # dendro_row = go.Scatter(trace, hoverinfo='skip') + # fig.add_trace(dendro_row, row=row_dend_left, col=col_dend_left) for trace in cg_traces['dendro_traces']['col']: dendro_col = go.Scatter(trace, hoverinfo='skip') diff --git a/indizio/util/trees.py b/indizio/util/trees.py new file mode 100644 index 0000000..d53a79b --- /dev/null +++ b/indizio/util/trees.py @@ -0,0 +1,169 @@ +from collections import deque, defaultdict +from typing import Dict + +import dendropy +import numpy as np +import plotly.graph_objects as go + + +def get_nodes_to_depth(tree: dendropy.Tree): + out = defaultdict(list) + queue = deque([(tree.seed_node, 0)]) + while len(queue) > 0: + cur_node, cur_depth = queue.pop() + out[cur_depth].append(cur_node) + for child_node in cur_node.child_node_iter(): + queue.append((child_node, cur_depth + 1)) + return dict(out) + + +def get_leaf_parent_binary(tree: dendropy.Tree): + """Returns all leaf node parents that have two leaf children.""" + d_parent_to_seen = defaultdict(lambda: 0) + for leaf_node in tree.leaf_iter(): + d_parent_to_seen[leaf_node.parent_node] += 1 + out = list() + for node, n_seen in d_parent_to_seen.items(): + if n_seen > 1: + out.append(node) + return out + + +def convert_dendropy_tree_to_linkage_matrix(tree: dendropy.Tree, order: list) -> np.array: + # https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html + + # Compute the output dataset + last_cluster_id = (len(order) - 1) * 2 + d_out_tmp = dict() + + # Traverse down the tree and assign a cluster ID to each group + queue = deque([(tree.seed_node, last_cluster_id)]) + while len(queue) > 0: + cur_node, cur_cluster_id = queue.popleft() + + # Stop processing if we have reached the tips of the tree + if cur_node.is_leaf(): + break + + left_child, right_child = cur_node.child_nodes() + + if left_child.is_leaf(): + left_idx = order.index(left_child.taxon.label) + else: + left_idx = last_cluster_id - 1 + last_cluster_id = left_idx + queue.append((left_child, left_idx)) + + if right_child.is_leaf(): + right_idx = order.index(right_child.taxon.label) + else: + right_idx = last_cluster_id - 1 + last_cluster_id = right_idx + queue.append((right_child, right_idx)) + + cur_dist = left_child.edge_length + right_child.edge_length + + # The final item is the number of children but as far as I can + # tell this isn't used + d_out_tmp[cur_cluster_id] = (left_idx, right_idx, cur_dist, 1) + + # Consider the distance between the points as the X axis in the plot. + # i.e. it is how high the node is from the cladograms base. + + # Reformat the dictionary to an array + out = list() + for _, row in sorted(d_out_tmp.items(), key=lambda x: x[0]): + out.append(row) + out = np.array(out) + + # The cluster distances need to be monotonic increasing, assign their + # cluster id instead + + out[0, 2] = 1 + out[1, 2] = 2 + out[2, 2] = 3 + out[3, 2] = 4 + out[4, 2] = 5 + out[5, 2] = 60 + + return out + + +def get_leaf_to_root(tree: dendropy.Tree) -> Dict[dendropy.Node, float]: + out = dict() + queue = deque([(tree.seed_node, 0)]) + while len(queue) > 0: + cur_node, cur_dist = queue.pop() + for child_node in cur_node.child_node_iter(): + queue.append((child_node, cur_dist + child_node.edge_length)) + if cur_node.is_leaf(): + out[cur_node] = cur_dist + return out + + +def create_dendrogram_plot(tree, y_pos, tree_taxa_ordered): + d_taxon_to_y = {t: y for t, y in zip(tree_taxa_ordered, y_pos)} + + trace_style = { + 'hoverinfo': 'skip', + 'mode': 'lines', + 'line': go.scatter.Line(color="#0074d9") + } + traces = list() + + # Determine the distance to the root for each node, this will be used + # to pad the x axis + leaf_to_root = get_leaf_to_root(tree) + node_coords = dict() + + # Get the depth of each node, need to work up from that + d_depth_to_nodes = get_nodes_to_depth(tree) + + for cur_depth, nodes_at_depth in sorted(d_depth_to_nodes.items(), key=lambda x: -x[0]): + + # Do not process the seed node + if cur_depth == 0: + break + + for cur_node in nodes_at_depth: + + # If this is a leaf node, then create the line + if cur_node.is_leaf(): + cur_taxon = cur_node.taxon.label + leaf_dist = leaf_to_root[cur_node] + leaf_y = d_taxon_to_y[cur_taxon] + x0 = leaf_dist - cur_node.edge_length + traces.append(go.Scatter(x=[x0, leaf_dist], y=[leaf_y, leaf_y], **trace_style)) + node_coords[cur_node] = (x0, leaf_y) + + # Otherwise, create the clade connection + else: + + # Get the coordinates from the children + cur_children = cur_node.child_nodes() + cur_children_coords = [node_coords[x] for x in cur_children] + + # Get the coordinates + x_coord = cur_children_coords[0][0] + top_y_coord = max(x[1] for x in cur_children_coords) + bot_y_coord = min(x[1] for x in cur_children_coords) + + # Create the vertical line + traces.append(go.Scatter(x=[x_coord, x_coord], y=[top_y_coord, bot_y_coord], **trace_style)) + + # Create the horizontal line + horizontal_y = (top_y_coord + bot_y_coord) / 2 + x0 = x_coord - cur_node.edge_length + traces.append(go.Scatter(x=[x0, x_coord], y=[horizontal_y, horizontal_y], **trace_style)) + + node_coords[cur_node] = (x0, horizontal_y) + + # Vertical connect from the seed node + seed_children = tree.seed_node.child_nodes() + seed_children_coords = [node_coords[x] for x in seed_children] + x_coord = seed_children_coords[0][0] + top_y_coord = max(x[1] for x in seed_children_coords) + bot_y_coord = min(x[1] for x in seed_children_coords) + traces.append(go.Scatter(x=[x_coord, x_coord], y=[top_y_coord, bot_y_coord], **trace_style)) + + return traces From b006dedb809c00e93de0672a2bb8851e804a2d3b Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 29 May 2024 14:01:30 +1000 Subject: [PATCH 41/81] Hierarchical clustering of the tree is not being respected. --- .../clustergram/clustergram_plot.py | 45 ++----------------- pyproject.toml | 1 - 2 files changed, 4 insertions(+), 42 deletions(-) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index d8a55ca..91d07bb 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -6,10 +6,8 @@ import pandas as pd import plotly.graph_objects as go from dash import Output, Input, callback, State, dcc -from phylodm import PhyloDM from plotly.subplots import make_subplots -from scipy.spatial.distance import squareform, pdist -from scipy.cluster.hierarchy import linkage as linkage_fn + from indizio.interfaces.boolean import BooleanYesNo from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.metadata_file import MetadataFileStore, MetadataData @@ -17,7 +15,7 @@ from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeData from indizio.util.data import is_numeric -from indizio.util.trees import convert_dendropy_tree_to_linkage_matrix, create_dendrogram_plot +from indizio.util.trees import create_dendrogram_plot class ClustergramPlot(dcc.Loading): @@ -170,7 +168,6 @@ def generate_clustergram( # to only those present in both and compute the distance matrix tree_taxa_ordered = None if tree is not None and cluster_ids: - # Get the order of the leaf nodes (postorder) tree_taxa_ordered = [x.taxon.label for x in tree.leaf_node_iter()] @@ -183,48 +180,14 @@ def generate_clustergram( # Order the Y axis values of the feature dataframe to match the tree feature_df = feature_df.loc[tree_taxa_ordered] - # Convert the tree to a linkage object - tree_pdm = PhyloDM.load_from_dendropy(tree) - tree_pdm.compute_row_vec() - - # Sort the PDM in the same order as given in the feature matrix - tree_dm = np.zeros((len(common_taxa), len(common_taxa))) - for i, taxon_i in enumerate(feature_df.index): - for j, taxon_j in enumerate(feature_df.index): - tree_dm[i, j] = tree_pdm.distance(taxon_i, taxon_j) - - tree_dm_square = squareform(tree_dm) - - def dist_fun(X, metric='euclidean', *, out=None, **kwargs): - # Check if the tree was provided, and if so, compute the distance using it - if metric == 'row_dist': - return tree_dm_square - # Column distances will always be computed without any additional tree info - else: - return pdist(X, metric='euclidean', out=out, **kwargs) - - # def linkage_fun(x, **kwargs): - # - # # If this is true, we are computng the linkage for the tree - # if tree_dm_square.shape == x.shape and np.all(tree_dm_square == x): - # - # # We now need to compute the linkage matrix as-per the dendrogram - # return convert_dendropy_tree_to_linkage_matrix(tree, list(feature_df.index)) - # - # # Otherwise, this is the column linkage to compute - # return linkage_fn(x, "complete", **kwargs) - - else: - dist_fun = pdist - linkage_fun = None - + # Compute the clustergram clustergram, traces = dash_bio.Clustergram( data=feature_df.values, row_labels=feature_df.index.to_list(), column_labels=feature_df.columns.to_list(), optimal_leaf_order=optimal_leaf_ordering, link_fun=None, - dist_fun=dist_fun, + # dist_fun=dist_fun, # row_dist='euclidean', # if not tree else 'row_dist' # col_dist='euclidean', cluster=cluster_arg, diff --git a/pyproject.toml b/pyproject.toml index 9d5acc2..60aa361 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -24,7 +24,6 @@ dependencies = [ "numpy ~= 1.26.4", "tqdm ~= 4.66.2", "scipy ~= 1.13.0", - "phylodm ~= 3.0.0", "typer ~= 0.12.0", "joblib ~= 1.4.0" ] From e275f4da661409d279dc8ab6d834d448d02f9b29 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 29 May 2024 14:06:11 +1000 Subject: [PATCH 42/81] Hierarchical clustering of the tree is not being respected. --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 60aa361..24c2724 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.6.0" +version = "0.8.0" dependencies = [ "dash[diskcache] ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 182b5d58f661480761a4110cd259223699a4f605 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 18 Jun 2024 12:50:22 +1000 Subject: [PATCH 43/81] Replace continuous/binning from the matrix view with a text box. --- indizio/components/matrix/matrix_plot.py | 4 +- .../components/matrix/parameters/__init__.py | 6 +- .../matrix/parameters/binning_option.py | 64 ------- .../matrix/parameters/color_range.py | 70 ++++++++ .../matrix/parameters/color_slider.py | 157 ------------------ .../matrix/parameters/update_button.py | 31 ++-- indizio/store/matrix_parameters.py | 10 -- 7 files changed, 91 insertions(+), 251 deletions(-) delete mode 100644 indizio/components/matrix/parameters/binning_option.py create mode 100644 indizio/components/matrix/parameters/color_range.py delete mode 100644 indizio/components/matrix/parameters/color_slider.py diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 33e951c..b4f54f4 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -6,7 +6,7 @@ from dash.exceptions import PreventUpdate from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData -from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption +from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData from indizio.util.cache import freezeargs from indizio.util.graph import format_axis_labels @@ -86,7 +86,7 @@ def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params slidervals = params.slider slidervals = sorted(slidervals) - if params.bin_option is MatrixBinOption.BINNED: + if len(params.slider) > 2: colorscale = [] colors = get_color(params.color_scale, np.linspace(0, 1, len(slidervals) - 1)) minval = min(slidervals) diff --git a/indizio/components/matrix/parameters/__init__.py b/indizio/components/matrix/parameters/__init__.py index 6c911ec..ff77d87 100644 --- a/indizio/components/matrix/parameters/__init__.py +++ b/indizio/components/matrix/parameters/__init__.py @@ -1,9 +1,8 @@ import dash_bootstrap_components as dbc from dash import html -from indizio.components.matrix.parameters.binning_option import MatrixParamsBinningOption +from indizio.components.matrix.parameters.color_range import MatrixParamsColorRange from indizio.components.matrix.parameters.color_scale import MatrixParamsColorScale -from indizio.components.matrix.parameters.color_slider import MatrixParamsColorSlider from indizio.components.matrix.parameters.metric import MatrixParamsMetric from indizio.components.matrix.parameters.update_button import MatrixParamsUpdateButton @@ -22,8 +21,7 @@ def __init__(self): children=[ dbc.Row(MatrixParamsMetric()), dbc.Row(MatrixParamsColorScale(), className="mt-2"), - dbc.Row(MatrixParamsBinningOption(), className="mt-2"), - dbc.Row(MatrixParamsColorSlider(), className="mt-2"), + dbc.Row(MatrixParamsColorRange(), className='mt-2'), dbc.Row(MatrixParamsUpdateButton(), className="mt-2") ] ) diff --git a/indizio/components/matrix/parameters/binning_option.py b/indizio/components/matrix/parameters/binning_option.py deleted file mode 100644 index d28d4e9..0000000 --- a/indizio/components/matrix/parameters/binning_option.py +++ /dev/null @@ -1,64 +0,0 @@ -import logging - -import dash_bootstrap_components as dbc -from dash import Output, Input, callback -from dash import State -from dash.exceptions import PreventUpdate - -from indizio.store.matrix_parameters import MatrixBinOption -from indizio.store.matrix_parameters import MatrixParameters -from indizio.store.matrix_parameters import MatrixParametersStore - - -class MatrixParamsBinningOption(dbc.Row): - """ - This component contains the binning option used for the matrix scale. - """ - - ID = "matrix-params-binning-option" - - def __init__(self): - super().__init__( - [ - dbc.Col( - dbc.Label( - "Aggregation", - html_for=self.ID, - style={'fontWeight': 'bold'} - ), - width=3 - ), - dbc.Col( - dbc.RadioItems( - options=MatrixBinOption.to_options(), - value=MatrixParameters().bin_option.value, - id=self.ID, - inline=True, - - ) - ) - ] - ) - - @callback( - output=dict( - value=Output(self.ID, "value"), - ), - inputs=dict( - mat_param_ts=Input(MatrixParametersStore.ID, "modified_timestamp"), - mat_param_store=State(MatrixParametersStore.ID, "data"), - ), - ) - def refresh_to_value_in_use(mat_param_ts, mat_param_store): - log = logging.getLogger() - log.debug(f'{self.ID} - Adjusting binning option.') - - if not mat_param_ts or not mat_param_store: - log.debug(f'{self.ID} - Nothing to do.') - raise PreventUpdate - - dm_store = MatrixParameters(**mat_param_store) - - return dict( - value=dm_store.bin_option.value - ) diff --git a/indizio/components/matrix/parameters/color_range.py b/indizio/components/matrix/parameters/color_range.py new file mode 100644 index 0000000..b5a29d6 --- /dev/null +++ b/indizio/components/matrix/parameters/color_range.py @@ -0,0 +1,70 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback +from dash import State +from dash.exceptions import PreventUpdate + +from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData +from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore + + +class MatrixParamsColorRange(dbc.Row): + """ + This component contains the color range used for the matrix. + """ + + ID = "matrix-params-color-range" + ID_BIN_TEXT = f"{ID}-bin-text" + + def __init__(self): + super().__init__( + [ + dbc.Col( + "Color Bins", + style={'fontWeight': 'bold'}, + width=3 + ), + dbc.Col( + dbc.Input(id=self.ID_BIN_TEXT) + ), + ] + ) + + @callback( + output=dict( + text=Output(self.ID_BIN_TEXT, "value"), + ), + inputs=dict( + mat_param_ts=Input(MatrixParametersStore.ID, "modified_timestamp"), + mat_param_store=State(MatrixParametersStore.ID, "data"), + dm_store=State(DistanceMatrixStore.ID, "data") + ), + ) + def update_min_max(mat_param_ts, mat_param_store, dm_store): + log = logging.getLogger() + log.debug(f'{self.ID} - Adjusting matrix slider min/max.') + + if not mat_param_ts or not mat_param_store: + log.debug(f'{self.ID} - Nothing to do.') + raise PreventUpdate + + # Read the stored matrix value + param_store = MatrixParameters(**mat_param_store) + if param_store.metric is None: + raise PreventUpdate + + # Load the file to obtain the minimum / maximum value + dm_store = DistanceMatrixData(**dm_store) + matrix = dm_store.get_file(param_store.metric) + + # Use the slider values set from the matrix parameters, if they exist + # otherwise, just take the minimum and maximum value + if param_store.slider and len(param_store.slider) >= 2: + bin_text = ', '.join(map(str, param_store.slider)) + else: + bin_text = f'{matrix.min_value}, {matrix.max_value}' + + return dict( + text=bin_text + ) diff --git a/indizio/components/matrix/parameters/color_slider.py b/indizio/components/matrix/parameters/color_slider.py deleted file mode 100644 index 0ef5f50..0000000 --- a/indizio/components/matrix/parameters/color_slider.py +++ /dev/null @@ -1,157 +0,0 @@ -import logging - -import dash_bootstrap_components as dbc -import numpy as np -from dash import Output, Input, callback -from dash import dcc, State, ctx -from dash.exceptions import PreventUpdate - -from indizio.config import PERSISTENCE_TYPE -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData -from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore - - -class MatrixParamsColorSlider(dbc.Row): - """ - This component contains the color slider used for the matrix. - """ - - ID = "matrix-params-color-slider" - - ID_BTN_MINUS = f"{ID}-btn-minus" - ID_BTN_PLUS = f"{ID}-btn-plus" - ID_RANGE = f"{ID}-range" - - def __init__(self): - slider_min = MatrixParameters().slider[0] - slider_max = MatrixParameters().slider[1] - super().__init__( - [ - dbc.Col( - "Scale", - style={'fontWeight': 'bold'}, - width=3 - ), - - dbc.Col( - [ - dbc.Button( - id=self.ID_BTN_MINUS, - className='fas fa-minus-circle ma-2' - ), - dbc.Button( - id=self.ID_BTN_PLUS, - className='fas fa-plus-circle ma-2' - ), - ], - width=2, - className='d-flex' - ), - - dbc.Col( - dcc.RangeSlider( - id=self.ID_RANGE, - min=slider_min, - max=slider_max, - value=[slider_min, slider_max], - marks={ - slider_min: dict(label=f'{slider_min:.2f}'), - slider_max: dict(label=f'{slider_max:.2f}') - }, - step=(slider_max - slider_max) / 100, - tooltip={"placement": "bottom", "always_visible": False}, - persistence=True, - persistence_type=PERSISTENCE_TYPE - ) - ) - ] - - ) - - @callback( - output=dict( - value=Output(self.ID_RANGE, "value"), - ), - inputs=dict( - minus_clicks=Input(self.ID_BTN_MINUS, "n_clicks"), - plus_clicks=Input(self.ID_BTN_PLUS, "n_clicks"), - prev_value=State(self.ID_RANGE, "value"), - ), - ) - def toggle_slider_nodes(minus_clicks, plus_clicks, prev_value): - log = logging.getLogger() - log.debug(f'{self.ID} - Adjusting matrix slider nodes.') - - if not minus_clicks and plus_clicks is None: - log.debug(f'{self.ID} - Nothing to do.') - raise PreventUpdate - - triggered_id = ctx.triggered_id - - min_value = min(prev_value) - max_value = max(prev_value) - n_values = len(prev_value) - - # Removing a value - if triggered_id == self.ID_BTN_MINUS: - log.debug(f'{self.ID} - Adding node to slider.') - - if n_values <= 2: - log.debug(f'{self.ID} - Cannot remove more nodes.') - raise PreventUpdate - - return dict( - value=list(np.linspace(min_value, max_value, n_values - 1)) - ) - - # Adding a value - elif triggered_id == self.ID_BTN_PLUS: - log.debug(f'{self.ID} - Removing node from slider.') - return dict( - value=list(np.linspace(min_value, max_value, n_values + 1)) - ) - - # Catch-all - else: - log.error(f'{self.ID} - Unknown trigger: {triggered_id}.') - raise PreventUpdate - - @callback( - output=dict( - min=Output(self.ID_RANGE, "min"), - max=Output(self.ID_RANGE, "max"), - marks=Output(self.ID_RANGE, "marks"), - ), - inputs=dict( - mat_param_ts=Input(MatrixParametersStore.ID, "modified_timestamp"), - mat_param_store=State(MatrixParametersStore.ID, "data"), - dm_store=State(DistanceMatrixStore.ID, "data") - ), - ) - def update_min_max(mat_param_ts, mat_param_store, dm_store): - log = logging.getLogger() - log.debug(f'{self.ID} - Adjusting matrix slider min/max.') - - if not mat_param_ts or not mat_param_store: - log.debug(f'{self.ID} - Nothing to do.') - raise PreventUpdate - - # Read the stored matrix value - param_store = MatrixParameters(**mat_param_store) - if param_store.metric is None: - raise PreventUpdate - - # Load the file to obtain the minimum / maximum value - dm_store = DistanceMatrixData(**dm_store) - matrix = dm_store.get_file(param_store.metric) - - matrix_min, matrix_max = matrix.min_value, matrix.max_value - marks = { - round(matrix_min, 2): dict(label=f'{matrix_min:.2f}'), - round(matrix_max, 2): dict(label=f'{matrix_max:.2f}') - } - return dict( - min=matrix_min, - max=matrix_max, - marks=marks - ) diff --git a/indizio/components/matrix/parameters/update_button.py b/indizio/components/matrix/parameters/update_button.py index 6cdb60b..325a0ec 100644 --- a/indizio/components/matrix/parameters/update_button.py +++ b/indizio/components/matrix/parameters/update_button.py @@ -4,9 +4,8 @@ from dash import Output, Input, callback, ctx from dash.exceptions import PreventUpdate -from indizio.components.matrix.parameters import MatrixParamsMetric, MatrixParamsColorScale, MatrixParamsBinningOption, \ - MatrixParamsColorSlider -from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters, MatrixBinOption +from indizio.components.matrix.parameters import MatrixParamsMetric, MatrixParamsColorScale, MatrixParamsColorRange +from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters class MatrixParamsUpdateButton(dbc.Button): @@ -29,13 +28,11 @@ def __init__(self): disabled=Output(self.ID, "disabled"), ), inputs=dict( - bin_option=Input(MatrixParamsBinningOption.ID, 'value'), color_scale=Input(MatrixParamsColorScale.ID, 'value'), - slider=Input(MatrixParamsColorSlider.ID_RANGE, 'value'), metric=Input(MatrixParamsMetric.ID, "value"), ), ) - def toggle_disabled(metric, color_scale, bin_option, slider): + def toggle_disabled(metric, color_scale): log = logging.getLogger() log.debug(f'{self.ID} - Toggling update heatmap button.') @@ -44,10 +41,6 @@ def toggle_disabled(metric, color_scale, bin_option, slider): disabled = True if color_scale is None: disabled = True - if bin_option is None: - disabled = True - if slider is None: - disabled = True return dict( disabled=disabled ) @@ -60,12 +53,11 @@ def toggle_disabled(metric, color_scale, bin_option, slider): n_clicks=Input(self.ID, "n_clicks"), metric=Input(MatrixParamsMetric.ID, "value"), color_scale=Input(MatrixParamsColorScale.ID, 'value'), - bin_option=Input(MatrixParamsBinningOption.ID, 'value'), - slider=Input(MatrixParamsColorSlider.ID_RANGE, 'value'), + color_bins=Input(MatrixParamsColorRange.ID_BIN_TEXT, 'value') ), prevent_initial_call=True ) - def update_options_on_file_upload(n_clicks, metric, color_scale, bin_option, slider): + def update_options_on_file_upload(n_clicks, metric, color_scale, color_bins): log = logging.getLogger() log.debug(f'{self.ID} - Updating matrix visualization parameters.') @@ -73,11 +65,22 @@ def update_options_on_file_upload(n_clicks, metric, color_scale, bin_option, sli log.debug(f'{self.ID} - No data to update from.') raise PreventUpdate + # Parse the color bins + new_bins = list() + if color_bins and ',' in color_bins: + for num in color_bins.split(','): + try: + new_bins.append(float(num)) + except Exception: + pass + if len(new_bins) < 2: + new_bins = [0.0, 1.0] + slider = sorted(set(new_bins)) + return dict( params=MatrixParameters( metric=metric, color_scale=color_scale, - bin_option=MatrixBinOption(bin_option), slider=slider ).model_dump(mode='json') ) diff --git a/indizio/store/matrix_parameters.py b/indizio/store/matrix_parameters.py index 613123e..cba214c 100644 --- a/indizio/store/matrix_parameters.py +++ b/indizio/store/matrix_parameters.py @@ -4,15 +4,6 @@ from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.interfaces.html_option import HtmlOption - - -class MatrixBinOption(HtmlOption): - """ - These are the select options provided when a user uploads a file. - """ - CONTINUOUS = 'Continuous' - BINNED = 'Binned' class MatrixParameters(BaseModel): @@ -21,7 +12,6 @@ class MatrixParameters(BaseModel): """ metric: Optional[str] = None color_scale: str = 'inferno' - bin_option: MatrixBinOption = MatrixBinOption.CONTINUOUS slider: List[float] = [0.0, 1.0] From 12039169beb8a632a2f126b5c0c7dbc987bd8d02 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 18 Jun 2024 13:35:58 +1000 Subject: [PATCH 44/81] Fix an issue where tree clustering would always be visible for the tree. --- indizio/components/clustergram/clustergram_plot.py | 6 ++++-- indizio/components/clustergram/parameters/metadata.py | 6 +++++- indizio/store/tree_file.py | 2 +- 3 files changed, 10 insertions(+), 4 deletions(-) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 91d07bb..5a8013c 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -155,12 +155,14 @@ def generate_clustergram( """ # Determine what type of clustering based on the input argument + # Note this is a bit of legacy code left over from the original implementation + # Later on in the program, the dendrogram will be displayed if requested if cluster_features and cluster_ids: cluster_arg = 'col' elif cluster_features: cluster_arg = 'col' elif cluster_ids: - cluster_arg = 'col' + cluster_arg = None else: cluster_arg = None @@ -205,7 +207,7 @@ def generate_clustergram( # Now that we have the positional information from the clustergram, # we generate the dendrogram (if requested) dendro_traces = list() - if cluster_ids: + if cluster_ids and tree: cluster_y_pos = traces['heatmap']['y'] dendro_traces = create_dendrogram_plot(tree, cluster_y_pos, tree_taxa_ordered) diff --git a/indizio/components/clustergram/parameters/metadata.py b/indizio/components/clustergram/parameters/metadata.py index b127178..c667ce0 100644 --- a/indizio/components/clustergram/parameters/metadata.py +++ b/indizio/components/clustergram/parameters/metadata.py @@ -74,7 +74,11 @@ def update_values_on_dm_load(ts, state, ts_params, state_params): # No need to de-serialize as the key values are the file names options = state.as_options() - default = options[0]['value'] if value is None else value + if not options: + default = None + else: + default = options[0]['value'] if value is None else value + return dict( options=options, value=default diff --git a/indizio/store/tree_file.py b/indizio/store/tree_file.py index bc8263c..3e09fff 100644 --- a/indizio/store/tree_file.py +++ b/indizio/store/tree_file.py @@ -25,7 +25,7 @@ def from_upload_data(cls, data: UploadFormItem): """ Convert the tree into a pickle. """ - tree = dendropy.Tree.get_from_path(data.path.as_posix(), schema='newick') + tree = dendropy.Tree.get_from_path(data.path.as_posix(), schema='newick', preserve_underscores=True) path, md5 = to_pickle(tree) return cls( file_name=data.file_name, From a1504fbb63af8a17ac8446df90bf02a703fcba09 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 18 Jun 2024 14:26:54 +1000 Subject: [PATCH 45/81] Add hovertext and truncation for long names on axes. --- .../clustergram/clustergram_plot.py | 33 +++++++++++++++---- indizio/components/matrix/matrix_plot.py | 4 +++ indizio/config.py | 4 +++ indizio/util/graph.py | 4 ++- 4 files changed, 37 insertions(+), 8 deletions(-) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 5a8013c..6c9a64c 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -8,6 +8,7 @@ from dash import Output, Input, callback, State, dcc from plotly.subplots import make_subplots +from indizio.config import GRAPH_AXIS_FONT_SIZE from indizio.interfaces.boolean import BooleanYesNo from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.metadata_file import MetadataFileStore, MetadataData @@ -15,6 +16,7 @@ from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeData from indizio.util.data import is_numeric +from indizio.util.graph import format_axis_labels from indizio.util.trees import create_dendrogram_plot @@ -137,6 +139,9 @@ def update_options_on_file_upload( # yaxis_scaleanchor="x" # ) + fig.update_xaxes(tickangle=45, tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) + fig.update_yaxes(tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) + return dict( fig=fig, @@ -263,14 +268,24 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op """ Create the main heatmap """ - # Use the pre-computed matrix from the DashBio library + # Create the hovertext for the heatmap + xy_labels_full = list() + for y in idx_to_row_label: + cur_vals = list() + for x in idx_to_col_label: + cur_vals.append((y, x)) + xy_labels_full.append(cur_vals) + main_heatmap = go.Heatmap( - cg_traces['heatmap'], + x=cg_traces['heatmap'].x, + y=cg_traces['heatmap'].y, + z=cg_traces['heatmap'].z, colorscale=((0.0, 'rgba(0,0,0,0)'), (1.0, '#EF553B')), showscale=False, xgap=1, ygap=1, - hovertemplate='ID: %{y}
Feature: %{x}', + customdata=np.array(xy_labels_full), + hovertemplate='ID: %{customdata[0]}
Feature: %{customdata[1]}', name='', ) @@ -278,12 +293,16 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op # Add the tick labls fig.update_xaxes( - ticktext=idx_to_col_label, tickvals=main_heatmap.x, - row=row_heat_main, col=col_heat_main + ticktext=format_axis_labels(idx_to_col_label), + tickvals=main_heatmap.x, + row=row_heat_main, + col=col_heat_main ) fig.update_yaxes( - ticktext=idx_to_row_label, tickvals=main_heatmap.y, - row=row_heat_main, col=col_heat_main + ticktext=format_axis_labels(idx_to_row_label), + tickvals=main_heatmap.y, + row=row_heat_main, + col=col_heat_main ) """ diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index b4f54f4..12930c6 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -5,6 +5,7 @@ from dash import Output, Input, callback, State, dcc from dash.exceptions import PreventUpdate +from indizio.config import GRAPH_AXIS_FONT_SIZE from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData @@ -122,6 +123,9 @@ def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params for data in f.data: fig.add_trace(data) + fig.update_xaxes(tickangle=45, tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) + fig.update_yaxes(tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) + return dict( fig=fig ) diff --git a/indizio/config.py b/indizio/config.py index 67c223b..65380be 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -40,3 +40,7 @@ ID_NETWORK_PARAM_EDGE_WEIGHTS = 'network-parameters-edge-weights' ID_NETWORK_PARAM_METRIC_SELECT = 'network-parameters-metric-select' + + +GRAPH_AXIS_FONT_SIZE = 10 +GRAPH_AXIS_MAX_LENGTH = 10 diff --git a/indizio/util/graph.py b/indizio/util/graph.py index 552545c..3eaeca6 100644 --- a/indizio/util/graph.py +++ b/indizio/util/graph.py @@ -1,9 +1,11 @@ from typing import Collection +from indizio.config import GRAPH_AXIS_MAX_LENGTH + def format_axis_label(label: str) -> str: """Format the axis label to be more human readable.""" - if len(label) > 10: + if len(label) > GRAPH_AXIS_MAX_LENGTH: return ''.join([f'{label[:3]}', '...', f'{label[-3:]}']) else: return label From 2b88f82b85da0a2dacb4684165b46accb29e5dde Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 18 Jun 2024 14:50:55 +1000 Subject: [PATCH 46/81] Create parameters stores on initial file upload. --- .../matrix/parameters/color_range.py | 2 +- indizio/components/upload/btn_upload.py | 23 +++++++++++++++++-- 2 files changed, 22 insertions(+), 3 deletions(-) diff --git a/indizio/components/matrix/parameters/color_range.py b/indizio/components/matrix/parameters/color_range.py index b5a29d6..95e730f 100644 --- a/indizio/components/matrix/parameters/color_range.py +++ b/indizio/components/matrix/parameters/color_range.py @@ -45,7 +45,7 @@ def update_min_max(mat_param_ts, mat_param_store, dm_store): log = logging.getLogger() log.debug(f'{self.ID} - Adjusting matrix slider min/max.') - if not mat_param_ts or not mat_param_store: + if not mat_param_store: log.debug(f'{self.ID} - Nothing to do.') raise PreventUpdate diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index 77547e3..803f2c3 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -6,8 +6,10 @@ from indizio.components.upload.pending.file_selector import UploadFormFileSelector from indizio.config import RELOAD_ID from indizio.interfaces.file_type import UserFileType +from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData from indizio.store.dm_graph import DmGraph, DistanceMatrixGraphStore +from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore from indizio.store.metadata_file import MetadataFile, MetadataFileStore, MetadataData from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkParamThreshold from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData @@ -50,7 +52,9 @@ def __init__(self): reload=Output(RELOAD_ID, "href", allow_duplicate=True), message=Output(LayoutMessage.ID_MESSAGE, 'children'), message_ex=Output(LayoutMessage.ID_EXCEPTION, 'children'), - message_show=Output(LayoutMessage.ID_TOAST, 'is_open') + message_show=Output(LayoutMessage.ID_TOAST, 'is_open'), + matrix_params=Output(MatrixParametersStore.ID, 'data', allow_duplicate=True), + cg_params=Output(ClustergramParametersStore.ID, 'data', allow_duplicate=True), ), inputs=dict( n_clicks=Input(self.ID, 'n_clicks'), @@ -163,6 +167,13 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, except Exception as e: return notify_user(f'Unable to convert {pa_file.file_name} to a Distance Matrix.', e) + # Create the matrix parameters default values + first_matrix = dm_store.get_files()[0] + matrix_params = MatrixParameters( + metric=first_matrix.file_id, + slider=[first_matrix.min_value, first_matrix.max_value], + ) + # Create the graph try: graph = DmGraph.from_distance_matricies(dm_store.get_files()) @@ -197,6 +208,12 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, except Exception as e: return notify_user('Unable to create Network Parameters.', e) + # Create the clustergram parameters + cg_params = ClustergramParameters( + metric=first_matrix.file_name, + tree=tree_store.get_files()[0].file_name if len(tree_store.get_files()) > 0 else None + ) + # Now that we've calculated everything, we need to serialize the content # into JSON so that it can be stored in the browser log_debug(f'{self.ID} - Finished processing files, returning data to stores.') @@ -211,5 +228,7 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, reload='/', message='', message_ex='', - message_show=False + message_show=False, + matrix_params=matrix_params.model_dump(mode='json'), + cg_params=cg_params.model_dump(mode='json'), ) From b7f56ad287594d787fab69d798f87d48106220b0 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 19 Jun 2024 14:55:36 +1000 Subject: [PATCH 47/81] Add debug page. --- indizio/__main__.py | 14 ++----- indizio/components/debug/__init__.py | 0 indizio/components/debug/container.py | 13 ++++++ indizio/components/debug/store.py | 55 +++++++++++++++++++++++++ indizio/components/layout/navbar.py | 52 ++++++++++++++--------- indizio/components/upload/btn_clear.py | 34 ++------------- indizio/pages/debug.py | 12 ++++++ indizio/store/active_stores.py | 23 +++++++++++ indizio/store/clustergram_parameters.py | 1 + indizio/store/distance_matrix.py | 2 +- indizio/store/metadata_file.py | 2 +- indizio/store/presence_absence.py | 2 +- indizio/store/tree_file.py | 2 +- indizio/store/upload_form_store.py | 2 +- 14 files changed, 147 insertions(+), 67 deletions(-) create mode 100644 indizio/components/debug/__init__.py create mode 100644 indizio/components/debug/container.py create mode 100644 indizio/components/debug/store.py create mode 100644 indizio/pages/debug.py create mode 100644 indizio/store/active_stores.py diff --git a/indizio/__main__.py b/indizio/__main__.py index af3e41d..82b62d8 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -15,6 +15,7 @@ from indizio.components.layout.navbar import NavBar from indizio.config import RELOAD_ID, TMP_DIR from indizio.interfaces.logging import LogLevel +from indizio.store.active_stores import ACTIVE_STORES from indizio.store.clustergram_parameters import ClustergramParametersStore from indizio.store.distance_matrix import DistanceMatrixStore from indizio.store.dm_graph import DistanceMatrixGraphStore @@ -89,19 +90,10 @@ def main( children= [ # Future Stores will need to be declared here - NetworkFormStore(), - UploadFormStore(), - PresenceAbsenceStore(), - DistanceMatrixStore(), - MetadataFileStore(), - TreeFileStore(), - DistanceMatrixGraphStore(), - MatrixParametersStore(), - ClustergramParametersStore(), - NetworkInteractionStore(), + *ACTIVE_STORES, # Add the default page content - NavBar(), + NavBar(debug), LayoutMessage(), dcc.Location(id=RELOAD_ID, refresh=True), dbc.Container( diff --git a/indizio/components/debug/__init__.py b/indizio/components/debug/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/components/debug/container.py b/indizio/components/debug/container.py new file mode 100644 index 0000000..e2642c4 --- /dev/null +++ b/indizio/components/debug/container.py @@ -0,0 +1,13 @@ +from dash import html + +from indizio.components.debug.store import DebugStore +from indizio.store.active_stores import ACTIVE_STORES + + +class DebugContainer(html.Div): + + def __init__(self): + super().__init__( + children=[DebugStore(x.ID) for x in ACTIVE_STORES] + ) + diff --git a/indizio/components/debug/store.py b/indizio/components/debug/store.py new file mode 100644 index 0000000..4f46a48 --- /dev/null +++ b/indizio/components/debug/store.py @@ -0,0 +1,55 @@ +import dash_bootstrap_components as dbc +from dash import callback, Output, Input, State, html + +import json + + +class DebugStore(dbc.Card): + ID_PREFIX = 'debug-store' + + def __init__(self, target_store_id: str): + id_store = f'{self.ID_PREFIX}-{target_store_id}-store' + + super().__init__( + style={'marginBottom': '10px'}, + children=[ + dbc.CardHeader(html.B(f'{target_store_id}')), + dbc.CardBody( + html.Code( + id=id_store, + style={ + 'lineHeight': '0', + 'fontSize': '12px', + } + ) + ) + ] + ) + + @callback( + output=dict( + out=Output(id_store, "children"), + ), + inputs=dict( + ts=Input(target_store_id, "modified_timestamp"), + store=State(target_store_id, "data"), + ) + ) + def upload_on_store_change(ts, store): + indent = 4 + json_str = json.dumps(store, indent=indent) + + output = list() + for line in json_str.split('\n'): + line_len_without_indent = len(line.lstrip()) + n_indents = (len(line) - line_len_without_indent) // indent + output.append( + html.P( + children=[line], + style={'marginLeft': f'{n_indents * 20}px'} + ) + ) + + return dict( + out=output + ) diff --git a/indizio/components/layout/navbar.py b/indizio/components/layout/navbar.py index 28c1a50..1286d7b 100644 --- a/indizio/components/layout/navbar.py +++ b/indizio/components/layout/navbar.py @@ -1,8 +1,9 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback -from indizio.store.distance_matrix import DistanceMatrixStore from indizio import __version__ +from indizio.store.distance_matrix import DistanceMatrixStore + class NavBar(dbc.NavbarSimple): """ @@ -13,8 +14,36 @@ class NavBar(dbc.NavbarSimple): ID_MATRIX = f'{ID}-matrix' ID_VIZ = f'{ID}-viz' ID_STATS = f'{ID}-stats' + ID_DEBUG = f'{ID}-debug' + + def __init__(self, debug: bool): + children = [ + dbc.NavItem(dbc.NavLink( + "Matrices", + href="/matrix", + disabled=False, + id=self.ID_MATRIX + )), + dbc.NavItem(dbc.NavLink( + "Network Visualization", + href="/network", + id=self.ID_VIZ + )), + dbc.NavItem(dbc.NavLink( + "Clustergram", + href="/clustergram", + id=self.ID_STATS + )) + ] + if debug: + children.append( + dbc.NavItem(dbc.NavLink( + "Debug", + href="/debug", + id=self.ID_DEBUG + )) + ) - def __init__(self): super().__init__( brand=[ 'Indizio', @@ -31,24 +60,7 @@ def __init__(self): brand_href='/', color="primary", dark=True, - children=[ - dbc.NavItem(dbc.NavLink( - "Matrices", - href="/matrix", - disabled=False, - id=self.ID_MATRIX - )), - dbc.NavItem(dbc.NavLink( - "Network Visualization", - href="/network", - id=self.ID_VIZ - )), - dbc.NavItem(dbc.NavLink( - "Clustergram", - href="/clustergram", - id=self.ID_STATS - )), - ]) + children=children) @callback( output=dict( diff --git a/indizio/components/upload/btn_clear.py b/indizio/components/upload/btn_clear.py index 1093e9c..b566a2c 100644 --- a/indizio/components/upload/btn_clear.py +++ b/indizio/components/upload/btn_clear.py @@ -4,18 +4,8 @@ from dash import Output, Input, callback from dash.exceptions import PreventUpdate -from indizio.components.layout.message import LayoutMessage from indizio.config import RELOAD_ID -from indizio.store.clustergram_parameters import ClustergramParametersStore -from indizio.store.distance_matrix import DistanceMatrixStore -from indizio.store.dm_graph import DistanceMatrixGraphStore -from indizio.store.matrix_parameters import MatrixParametersStore -from indizio.store.metadata_file import MetadataFileStore -from indizio.store.network_form_store import NetworkFormStore -from indizio.store.network_interaction import NetworkInteractionStore -from indizio.store.presence_absence import PresenceAbsenceStore -from indizio.store.tree_file import TreeFileStore -from indizio.store.upload_form_store import UploadFormStore +from indizio.store.active_stores import ACTIVE_STORES class UploadFormBtnClear(dbc.Button): @@ -40,16 +30,7 @@ def __init__(self): @callback( output=dict( - clustergram_parameters=Output(ClustergramParametersStore.ID, "clear_data"), - distance_matrix_store=Output(DistanceMatrixStore.ID, "clear_data"), - dm_graph_store=Output(DistanceMatrixGraphStore.ID, "clear_data"), - matrix_graph_store=Output(MatrixParametersStore.ID, "clear_data"), - metadata_store=Output(MetadataFileStore.ID, "clear_data"), - network_store=Output(NetworkFormStore.ID, "clear_data"), - network_interaction=Output(NetworkInteractionStore.ID, "clear_data"), - presence_absence_store=Output(PresenceAbsenceStore.ID, "clear_data"), - tree_store=Output(TreeFileStore.ID, "clear_data"), - upload_store=Output(UploadFormStore.ID, "clear_data"), + **{x.ID: Output(x.ID, "clear_data") for x in ACTIVE_STORES}, reload=Output(RELOAD_ID, "href", allow_duplicate=True), ), inputs=dict( @@ -69,15 +50,6 @@ def reset_state(n_clicks): raise PreventUpdate log.debug(f'{self.ID} - Resetting program to default state.') return dict( - clustergram_parameters=True, - distance_matrix_store=True, - dm_graph_store=True, - matrix_graph_store=True, - metadata_store=True, - network_store=True, - network_interaction=True, - presence_absence_store=True, - tree_store=True, - upload_store=True, + **{x.ID: True for x in ACTIVE_STORES}, reload="/" ) diff --git a/indizio/pages/debug.py b/indizio/pages/debug.py new file mode 100644 index 0000000..930346c --- /dev/null +++ b/indizio/pages/debug.py @@ -0,0 +1,12 @@ +import dash +from dash import html + +from indizio import config +from indizio.components.debug.container import DebugContainer + +dash.register_page(__name__, name=f'{config.PAGE_TITLE} - Debug') + +layout = html.Div( + className='pt-3', + children=DebugContainer() +) diff --git a/indizio/store/active_stores.py b/indizio/store/active_stores.py new file mode 100644 index 0000000..a96c779 --- /dev/null +++ b/indizio/store/active_stores.py @@ -0,0 +1,23 @@ +from indizio.store.clustergram_parameters import ClustergramParametersStore +from indizio.store.distance_matrix import DistanceMatrixStore +from indizio.store.dm_graph import DistanceMatrixGraphStore +from indizio.store.matrix_parameters import MatrixParametersStore +from indizio.store.metadata_file import MetadataFileStore +from indizio.store.network_form_store import NetworkFormStore +from indizio.store.network_interaction import NetworkInteractionStore +from indizio.store.presence_absence import PresenceAbsenceStore +from indizio.store.tree_file import TreeFileStore +from indizio.store.upload_form_store import UploadFormStore + +ACTIVE_STORES = [ + ClustergramParametersStore(), + DistanceMatrixStore(), + DistanceMatrixGraphStore(), + MatrixParametersStore(), + MetadataFileStore(), + NetworkFormStore(), + NetworkInteractionStore(), + PresenceAbsenceStore(), + TreeFileStore(), + UploadFormStore(), +] diff --git a/indizio/store/clustergram_parameters.py b/indizio/store/clustergram_parameters.py index f2aa0a6..7964556 100644 --- a/indizio/store/clustergram_parameters.py +++ b/indizio/store/clustergram_parameters.py @@ -19,6 +19,7 @@ class ClustergramParameters(BaseModel): optimal_leaf_order: BooleanYesNo = BooleanYesNo.NO metadata_cols: List[str] = list() + class ClustergramParametersStore(dcc.Store): """ This class is used to represent the store for the clustergram parameters. diff --git a/indizio/store/distance_matrix.py b/indizio/store/distance_matrix.py index 2d14996..33bbf4a 100644 --- a/indizio/store/distance_matrix.py +++ b/indizio/store/distance_matrix.py @@ -92,5 +92,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=dict() + data=DistanceMatrixData().model_dump(mode='json') ) diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py index f3b5737..0b9f142 100644 --- a/indizio/store/metadata_file.py +++ b/indizio/store/metadata_file.py @@ -86,5 +86,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=None + data=MetadataData().model_dump(mode='json') ) diff --git a/indizio/store/presence_absence.py b/indizio/store/presence_absence.py index deddbdb..53527ff 100644 --- a/indizio/store/presence_absence.py +++ b/indizio/store/presence_absence.py @@ -108,5 +108,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=None + data=PresenceAbsenceData().model_dump(mode='json') ) diff --git a/indizio/store/tree_file.py b/indizio/store/tree_file.py index 3e09fff..6bc8982 100644 --- a/indizio/store/tree_file.py +++ b/indizio/store/tree_file.py @@ -69,5 +69,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=None + data=TreeData().model_dump(mode='json') ) diff --git a/indizio/store/upload_form_store.py b/indizio/store/upload_form_store.py index 2a260a1..fc24ad3 100644 --- a/indizio/store/upload_form_store.py +++ b/indizio/store/upload_form_store.py @@ -47,5 +47,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=dict() + data=UploadFormData().model_dump(mode='json') ) From 6d366cc648b7c8a04a0384ef66cf0d034d489efe Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 19 Jun 2024 15:14:26 +1000 Subject: [PATCH 48/81] sync matrix and clustergram with network --- .../clustergram/clustergram_plot.py | 13 +++-- .../clustergram/parameters/__init__.py | 2 + .../parameters/sync_with_network.py | 50 +++++++++++++++++++ .../clustergram/parameters/update_button.py | 12 +++-- indizio/components/matrix/matrix_plot.py | 12 +++-- .../components/matrix/parameters/__init__.py | 2 + .../matrix/parameters/sync_with_network.py | 50 +++++++++++++++++++ .../matrix/parameters/update_button.py | 12 +++-- indizio/interfaces/sync_with_network.py | 10 ++++ indizio/store/clustergram_parameters.py | 2 + indizio/store/matrix_parameters.py | 2 + 11 files changed, 148 insertions(+), 19 deletions(-) create mode 100644 indizio/components/clustergram/parameters/sync_with_network.py create mode 100644 indizio/components/matrix/parameters/sync_with_network.py create mode 100644 indizio/interfaces/sync_with_network.py diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 6c9a64c..5171f52 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -10,6 +10,7 @@ from indizio.config import GRAPH_AXIS_FONT_SIZE from indizio.interfaces.boolean import BooleanYesNo +from indizio.interfaces.sync_with_network import SyncWithNetwork from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters from indizio.store.metadata_file import MetadataFileStore, MetadataData from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData @@ -101,15 +102,13 @@ def update_options_on_file_upload( else: feature_df = state_dm.get_file(params.metric).read() - # If there are nodes selected from the network page, then subset - # the dataframe to those nodes - if len(state_interaction.nodes_selected) > 0: - visible_selected = state_interaction.nodes_visible.intersection(state_interaction.nodes_selected) - subset_cols = [x for x in feature_df.columns if x in visible_selected] - feature_df = feature_df[subset_cols] - elif len(state_interaction.nodes_visible) > 0: + # Subset the data visible if requested + if params.sync_with_network is SyncWithNetwork.VISIBLE and len(state_interaction.nodes_visible) > 0: subset_cols = [x for x in feature_df.columns if x in state_interaction.nodes_visible] feature_df = feature_df[subset_cols] + elif params.sync_with_network is SyncWithNetwork.SELECTED and len(state_interaction.nodes_selected) > 0: + subset_cols = [x for x in feature_df.columns if x in state_interaction.nodes_selected] + feature_df = feature_df[subset_cols] # To prevent an error on only one column visible, do not cluster if len(feature_df.columns) < 2: diff --git a/indizio/components/clustergram/parameters/__init__.py b/indizio/components/clustergram/parameters/__init__.py index 8e7fe07..cb0d218 100644 --- a/indizio/components/clustergram/parameters/__init__.py +++ b/indizio/components/clustergram/parameters/__init__.py @@ -5,6 +5,7 @@ from indizio.components.clustergram.parameters.metadata import ClustergramParamsMetadata from indizio.components.clustergram.parameters.metric import ClustergramParamsMetric from indizio.components.clustergram.parameters.optimal_leaf_order import ClustergramParamsOptimalLeafOrder +from indizio.components.clustergram.parameters.sync_with_network import ClustergramParamsSyncWithNetwork from indizio.components.clustergram.parameters.tree import ClustergramParamsTree from indizio.components.clustergram.parameters.update_button import ClustergramParamsUpdateButton @@ -39,6 +40,7 @@ def __init__(self): dbc.Row(ClustergramParamsTree(), className="mt-2"), dbc.Row(ClustergramParamsMetadata(), className="mt-2"), dbc.Row(ClustergramParamsClusterOn(), className='mt-2'), + dbc.Row(ClustergramParamsSyncWithNetwork(), className='mt-2'), dbc.Row(ClustergramParamsOptimalLeafOrder(), className='mt-2'), dbc.Row(ClustergramParamsUpdateButton(), className="mt-2") ] diff --git a/indizio/components/clustergram/parameters/sync_with_network.py b/indizio/components/clustergram/parameters/sync_with_network.py new file mode 100644 index 0000000..ab92570 --- /dev/null +++ b/indizio/components/clustergram/parameters/sync_with_network.py @@ -0,0 +1,50 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, dcc + +from indizio.interfaces.sync_with_network import SyncWithNetwork +from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters + + +class ClustergramParamsSyncWithNetwork(dbc.Row): + ID = 'clustergram-params-sync-with-network' + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Sync with network", + html_for=self.ID, + style={'fontWeight': 'bold'} + ), + width=3 + ), + dbc.Col( + dcc.Dropdown( + id=self.ID, + options=SyncWithNetwork.to_options(), + value=ClustergramParameters().sync_with_network.value, + className="bg-light text-dark", + ), + ), + ] + ) + + @callback( + output=dict( + value=Output(self.ID, "value"), + ), + inputs=dict( + ts=Input(ClustergramParametersStore.ID, "modified_timestamp"), + state=State(ClustergramParametersStore.ID, "data"), + ) + ) + def reflect_values_in_state(ts, state): + if state is None: + return dict( + value=ClustergramParameters().sync_with_network.value + ) + state = ClustergramParameters(**state) + return dict( + value=state.sync_with_network.value + ) diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index 276174e..cca0872 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -5,9 +5,11 @@ from dash.exceptions import PreventUpdate from indizio.components.clustergram.parameters import ClustergramParamsMetric, ClustergramParamsTree, \ - ClustergramParamsMetadata, ClustergramParamsClusterOn, ClustergramParamsOptimalLeafOrder + ClustergramParamsMetadata, ClustergramParamsClusterOn, ClustergramParamsOptimalLeafOrder, \ + ClustergramParamsSyncWithNetwork from indizio.interfaces.boolean import BooleanYesNo from indizio.interfaces.cluster_on import ClusterOn +from indizio.interfaces.sync_with_network import SyncWithNetwork from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters @@ -37,10 +39,11 @@ def __init__(self): metadata=Input(ClustergramParamsMetadata.ID, 'value'), cluster_on=Input(ClustergramParamsClusterOn.ID, 'value'), optimal_leaf_ordering=Input(ClustergramParamsOptimalLeafOrder.ID, 'value'), - metadata_cols=Input(ClustergramParamsMetadata.ID_COLS, 'value') + metadata_cols=Input(ClustergramParamsMetadata.ID_COLS, 'value'), + sync_with_network=Input(ClustergramParamsSyncWithNetwork.ID, 'value') ) ) - def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering, metadata_cols): + def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering, metadata_cols, sync_with_network): log = logging.getLogger() log.debug(f'{self.ID} - Updating clustergram visualization parameters.') @@ -55,7 +58,8 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, metadata=metadata, cluster_on=ClusterOn(cluster_on), optimal_leaf_order=BooleanYesNo(optimal_leaf_ordering), - metadata_cols=metadata_cols if metadata_cols else list() + metadata_cols=metadata_cols if metadata_cols else list(), + sync_with_network=SyncWithNetwork(sync_with_network) ).model_dump(mode='json') ) diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 12930c6..63fd8e5 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -6,6 +6,7 @@ from dash.exceptions import PreventUpdate from indizio.config import GRAPH_AXIS_FONT_SIZE +from indizio.interfaces.sync_with_network import SyncWithNetwork from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData @@ -51,8 +52,8 @@ def __init__(self): state_interaction=State(NetworkInteractionStore.ID, "data") ) ) - @freezeargs - @lru_cache + # @freezeargs + # @lru_cache def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params, state_dm, state_interaction): log_debug(f'{self.ID} - Updating matrix heatmap figure.') @@ -71,10 +72,13 @@ def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params else: feature_df = state_dm.get_file(params.metric).read() - # Read the network interaction data to determine what nodes should be displayed - if len(state_interaction.nodes_visible) > 0: + # Subset the data visible if requested + if params.sync_with_network is SyncWithNetwork.VISIBLE and len(state_interaction.nodes_visible) > 0: subset_cols = [x for x in feature_df.columns if x in state_interaction.nodes_visible] feature_df = feature_df.loc[subset_cols, subset_cols] + elif params.sync_with_network is SyncWithNetwork.SELECTED and len(state_interaction.nodes_selected) > 0: + subset_cols = [x for x in feature_df.columns if x in state_interaction.nodes_selected] + feature_df = feature_df.loc[subset_cols, subset_cols] # empty initially fig = go.Figure() diff --git a/indizio/components/matrix/parameters/__init__.py b/indizio/components/matrix/parameters/__init__.py index ff77d87..8d15a1f 100644 --- a/indizio/components/matrix/parameters/__init__.py +++ b/indizio/components/matrix/parameters/__init__.py @@ -4,6 +4,7 @@ from indizio.components.matrix.parameters.color_range import MatrixParamsColorRange from indizio.components.matrix.parameters.color_scale import MatrixParamsColorScale from indizio.components.matrix.parameters.metric import MatrixParamsMetric +from indizio.components.matrix.parameters.sync_with_network import MatrixParamsSyncWithNetwork from indizio.components.matrix.parameters.update_button import MatrixParamsUpdateButton @@ -22,6 +23,7 @@ def __init__(self): dbc.Row(MatrixParamsMetric()), dbc.Row(MatrixParamsColorScale(), className="mt-2"), dbc.Row(MatrixParamsColorRange(), className='mt-2'), + dbc.Row(MatrixParamsSyncWithNetwork(), className='mt-2'), dbc.Row(MatrixParamsUpdateButton(), className="mt-2") ] ) diff --git a/indizio/components/matrix/parameters/sync_with_network.py b/indizio/components/matrix/parameters/sync_with_network.py new file mode 100644 index 0000000..1cec6cd --- /dev/null +++ b/indizio/components/matrix/parameters/sync_with_network.py @@ -0,0 +1,50 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, dcc + +from indizio.interfaces.sync_with_network import SyncWithNetwork +from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore + + +class MatrixParamsSyncWithNetwork(dbc.Row): + ID = 'matrix-params-sync-with-network' + + def __init__(self): + super().__init__( + [ + dbc.Col( + dbc.Label( + "Sync with network", + html_for=self.ID, + style={'fontWeight': 'bold'} + ), + width=3 + ), + dbc.Col( + dcc.Dropdown( + id=self.ID, + options=SyncWithNetwork.to_options(), + value=MatrixParameters().sync_with_network.value, + className="bg-light text-dark", + ), + ), + ] + ) + + @callback( + output=dict( + value=Output(self.ID, "value"), + ), + inputs=dict( + ts=Input(MatrixParametersStore.ID, "modified_timestamp"), + state=State(MatrixParametersStore.ID, "data"), + ) + ) + def reflect_values_in_state(ts, state): + if state is None: + return dict( + value=MatrixParameters().sync_with_network.value + ) + state = MatrixParameters(**state) + return dict( + value=state.sync_with_network.value + ) diff --git a/indizio/components/matrix/parameters/update_button.py b/indizio/components/matrix/parameters/update_button.py index 325a0ec..739e84d 100644 --- a/indizio/components/matrix/parameters/update_button.py +++ b/indizio/components/matrix/parameters/update_button.py @@ -4,7 +4,9 @@ from dash import Output, Input, callback, ctx from dash.exceptions import PreventUpdate -from indizio.components.matrix.parameters import MatrixParamsMetric, MatrixParamsColorScale, MatrixParamsColorRange +from indizio.components.matrix.parameters import MatrixParamsMetric, MatrixParamsColorScale, MatrixParamsColorRange, \ + MatrixParamsSyncWithNetwork +from indizio.interfaces.sync_with_network import SyncWithNetwork from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters @@ -53,11 +55,12 @@ def toggle_disabled(metric, color_scale): n_clicks=Input(self.ID, "n_clicks"), metric=Input(MatrixParamsMetric.ID, "value"), color_scale=Input(MatrixParamsColorScale.ID, 'value'), - color_bins=Input(MatrixParamsColorRange.ID_BIN_TEXT, 'value') + color_bins=Input(MatrixParamsColorRange.ID_BIN_TEXT, 'value'), + sync_with_network=Input(MatrixParamsSyncWithNetwork.ID, 'value'), ), prevent_initial_call=True ) - def update_options_on_file_upload(n_clicks, metric, color_scale, color_bins): + def update_options_on_file_upload(n_clicks, metric, color_scale, color_bins, sync_with_network): log = logging.getLogger() log.debug(f'{self.ID} - Updating matrix visualization parameters.') @@ -81,6 +84,7 @@ def update_options_on_file_upload(n_clicks, metric, color_scale, color_bins): params=MatrixParameters( metric=metric, color_scale=color_scale, - slider=slider + slider=slider, + sync_with_network=SyncWithNetwork(sync_with_network) ).model_dump(mode='json') ) diff --git a/indizio/interfaces/sync_with_network.py b/indizio/interfaces/sync_with_network.py new file mode 100644 index 0000000..9b9fc22 --- /dev/null +++ b/indizio/interfaces/sync_with_network.py @@ -0,0 +1,10 @@ +from indizio.interfaces.html_option import HtmlOption + + +class SyncWithNetwork(HtmlOption): + """ + This class is used to represent the options for showing edge weight in the graph. + """ + DISABLED = 'Disabled' + VISIBLE = 'Visible nodes' + SELECTED = 'Selected nodes' diff --git a/indizio/store/clustergram_parameters.py b/indizio/store/clustergram_parameters.py index 7964556..bb2bf77 100644 --- a/indizio/store/clustergram_parameters.py +++ b/indizio/store/clustergram_parameters.py @@ -6,6 +6,7 @@ from indizio.config import PERSISTENCE_TYPE from indizio.interfaces.boolean import BooleanYesNo from indizio.interfaces.cluster_on import ClusterOn +from indizio.interfaces.sync_with_network import SyncWithNetwork class ClustergramParameters(BaseModel): @@ -18,6 +19,7 @@ class ClustergramParameters(BaseModel): cluster_on: ClusterOn = ClusterOn.IDS optimal_leaf_order: BooleanYesNo = BooleanYesNo.NO metadata_cols: List[str] = list() + sync_with_network: SyncWithNetwork = SyncWithNetwork.DISABLED class ClustergramParametersStore(dcc.Store): diff --git a/indizio/store/matrix_parameters.py b/indizio/store/matrix_parameters.py index cba214c..6df2b8a 100644 --- a/indizio/store/matrix_parameters.py +++ b/indizio/store/matrix_parameters.py @@ -4,6 +4,7 @@ from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE +from indizio.interfaces.sync_with_network import SyncWithNetwork class MatrixParameters(BaseModel): @@ -13,6 +14,7 @@ class MatrixParameters(BaseModel): metric: Optional[str] = None color_scale: str = 'inferno' slider: List[float] = [0.0, 1.0] + sync_with_network: SyncWithNetwork = SyncWithNetwork.DISABLED class MatrixParametersStore(dcc.Store): From ec00d5c265dd5b73b6dfa077be0b71cd3b7fb69a Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 19 Jun 2024 15:30:57 +1000 Subject: [PATCH 49/81] Formatting --- .../clustergram/parameters/cluster_on.py | 1 + .../clustergram/parameters/metadata.py | 3 +- .../clustergram/parameters/metric.py | 1 + .../parameters/sync_with_network.py | 1 + .../components/clustergram/parameters/tree.py | 3 +- indizio/components/help/__init__.py | 0 indizio/components/help/modal_dm.py | 115 ++++++++++++++++++ indizio/components/help/modal_meta.py | 115 ++++++++++++++++++ indizio/components/help/modal_pa.py | 115 ++++++++++++++++++ indizio/components/help/modal_tree.py | 64 ++++++++++ .../matrix/parameters/color_scale.py | 1 + .../components/matrix/parameters/metric.py | 3 +- .../matrix/parameters/sync_with_network.py | 1 + indizio/pages/index.py | 26 +++- 14 files changed, 445 insertions(+), 4 deletions(-) create mode 100644 indizio/components/help/__init__.py create mode 100644 indizio/components/help/modal_dm.py create mode 100644 indizio/components/help/modal_meta.py create mode 100644 indizio/components/help/modal_pa.py create mode 100644 indizio/components/help/modal_tree.py diff --git a/indizio/components/clustergram/parameters/cluster_on.py b/indizio/components/clustergram/parameters/cluster_on.py index e18570e..445d522 100644 --- a/indizio/components/clustergram/parameters/cluster_on.py +++ b/indizio/components/clustergram/parameters/cluster_on.py @@ -29,6 +29,7 @@ def __init__(self): options=ClusterOn.to_options(), value=ClustergramParameters().cluster_on.value, className="bg-light text-dark", + clearable=False ), ), ] diff --git a/indizio/components/clustergram/parameters/metadata.py b/indizio/components/clustergram/parameters/metadata.py index c667ce0..70b26c5 100644 --- a/indizio/components/clustergram/parameters/metadata.py +++ b/indizio/components/clustergram/parameters/metadata.py @@ -29,7 +29,8 @@ def __init__(self): options=[], value=None, className="bg-light text-dark", - placeholder='Metadata file' + placeholder='Metadata file', + clearable=False ), ), dbc.Col( diff --git a/indizio/components/clustergram/parameters/metric.py b/indizio/components/clustergram/parameters/metric.py index db19097..151dd6b 100644 --- a/indizio/components/clustergram/parameters/metric.py +++ b/indizio/components/clustergram/parameters/metric.py @@ -30,6 +30,7 @@ def __init__(self): options=[], value=None, className="bg-light text-dark", + clearable=False ), ), ] diff --git a/indizio/components/clustergram/parameters/sync_with_network.py b/indizio/components/clustergram/parameters/sync_with_network.py index ab92570..8638bb4 100644 --- a/indizio/components/clustergram/parameters/sync_with_network.py +++ b/indizio/components/clustergram/parameters/sync_with_network.py @@ -25,6 +25,7 @@ def __init__(self): options=SyncWithNetwork.to_options(), value=ClustergramParameters().sync_with_network.value, className="bg-light text-dark", + clearable=False ), ), ] diff --git a/indizio/components/clustergram/parameters/tree.py b/indizio/components/clustergram/parameters/tree.py index 44ed42e..e4b6d5f 100644 --- a/indizio/components/clustergram/parameters/tree.py +++ b/indizio/components/clustergram/parameters/tree.py @@ -32,7 +32,8 @@ def __init__(self): value=None, className="bg-light text-dark", persistence=True, - persistence_type=PERSISTENCE_TYPE + persistence_type=PERSISTENCE_TYPE, + clearable=False ), ), ] diff --git a/indizio/components/help/__init__.py b/indizio/components/help/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/components/help/modal_dm.py b/indizio/components/help/modal_dm.py new file mode 100644 index 0000000..ff6f1bb --- /dev/null +++ b/indizio/components/help/modal_dm.py @@ -0,0 +1,115 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, html, callback, State +from dash.exceptions import PreventUpdate + + +class ModalDistanceMatrix(html.Div): + ID = "upload-distance-matrix-modal" + ID_BUTTON = f'{ID}-button' + ID_MODAL = f'{ID}-modal' + + def __init__(self): + super().__init__( + + children=[ + dbc.Button( + id=self.ID_BUTTON, + size='sm', + children='distance matrix', + color='link', + style={ + 'paddingLeft': '3px', + 'paddingRight': '3px', + } + ), + dbc.Modal( + id=self.ID_MODAL, + size="lg", + children=[ + dbc.ModalHeader(dbc.ModalTitle("Distance Matrix")), + dbc.ModalBody( + children=[ + html.P( + "A distance matrix should be either a tab-delimited text file or a CSV file containing numerical values."), + html.P( + "An example table has been included below, with the corresponding text format below that."), + dbc.Table( + children=[ + html.Thead( + children=[ + html.Tr( + children=[ + html.Th(""), + html.Th("pltB"), + html.Th("aslA"), + html.Th("ssaI"), + ] + ) + ] + ), + html.Tbody( + children=[ + html.Tr( + children=[ + html.Td("pltB"), + html.Td("1"), + html.Td("0.2"), + html.Td("0.1"), + ] + ), + html.Tr( + children=[ + html.Td("aslA"), + html.Td("0.2"), + html.Td("1"), + html.Td("0.9"), + ] + ), + html.Tr( + children=[ + html.Td("ssaI"), + html.Td("0.1"), + html.Td("0.9"), + html.Td("1"), + ] + ), + ] + ) + ] + + ), + html.P(html.B("File content:")), + html.Code( + children=[ + ",pltB,aslA,ssaI", + html.Br(), + "pltB,1,0.2,0.1", + html.Br(), + "aslA,0.2,1,0.9", + html.Br(), + "ssaI,0.1,0.9,1", + ] + ), + ] + ), + ] + ) + ] + ) + + @callback( + output=dict( + is_open=Output(self.ID_MODAL, 'is_open'), + ), + inputs=dict( + n_clicks=Input(self.ID_BUTTON, 'n_clicks'), + is_open=State(self.ID_MODAL, 'is_open'), + ), + + ) + def toggle_open(n_clicks, is_open): + if n_clicks is None: + raise PreventUpdate + return dict( + is_open=not is_open + ) diff --git a/indizio/components/help/modal_meta.py b/indizio/components/help/modal_meta.py new file mode 100644 index 0000000..482cf1f --- /dev/null +++ b/indizio/components/help/modal_meta.py @@ -0,0 +1,115 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, html, callback, State +from dash.exceptions import PreventUpdate + + +class ModalMetadata(html.Div): + ID = "upload-metadata-modal" + ID_BUTTON = f'{ID}-button' + ID_MODAL = f'{ID}-modal' + + def __init__(self): + super().__init__( + + children=[ + dbc.Button( + id=self.ID_BUTTON, + size='sm', + children='metadata', + color='link', + style={ + 'paddingLeft': '3px', + 'paddingRight': '3px', + } + ), + dbc.Modal( + id=self.ID_MODAL, + size="lg", + children=[ + dbc.ModalHeader(dbc.ModalTitle("Metadata")), + dbc.ModalBody( + children=[ + html.P( + "A metadata file should be either a tab-delimited text file or a CSV file containing numerical or categorical values."), + html.P( + "Indizio will attempt to determine if a column is numerical if it contains numbers, otherwise, it is assumed to be categorical."), + html.P( + "The first column of the metadata should contain the identifier, each row should be a different sample. The first row is the column headers."), + html.P( + "An example table has been included below, with the corresponding text format below that."), + dbc.Table( + children=[ + html.Thead( + children=[ + html.Tr( + children=[ + html.Th("Gene"), + html.Th("Group"), + html.Th("Importance"), + ] + ) + ] + ), + html.Tbody( + children=[ + html.Tr( + children=[ + html.Td("pltB"), + html.Td("A"), + html.Td("30"), + ] + ), + html.Tr( + children=[ + html.Td("aslA"), + html.Td("A"), + html.Td("45.2"), + ] + ), + html.Tr( + children=[ + html.Td("ssaI"), + html.Td("B"), + html.Td("1.2"), + ] + ), + ] + ) + ] + + ), + html.P(html.B("File content:")), + html.Code( + children=[ + "Gene,Group,Importance", + html.Br(), + "pltB,A,30", + html.Br(), + "aslA,A,45.2", + html.Br(), + "ssaI,B,1.2", + ] + ), + ] + ), + ] + ) + ] + ) + + @callback( + output=dict( + is_open=Output(self.ID_MODAL, 'is_open'), + ), + inputs=dict( + n_clicks=Input(self.ID_BUTTON, 'n_clicks'), + is_open=State(self.ID_MODAL, 'is_open'), + ), + + ) + def toggle_open(n_clicks, is_open): + if n_clicks is None: + raise PreventUpdate + return dict( + is_open=not is_open + ) diff --git a/indizio/components/help/modal_pa.py b/indizio/components/help/modal_pa.py new file mode 100644 index 0000000..751c699 --- /dev/null +++ b/indizio/components/help/modal_pa.py @@ -0,0 +1,115 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, html, callback, State +from dash.exceptions import PreventUpdate + + +class ModalPresenceAbsence(html.Div): + ID = "upload-pa-modal" + ID_BUTTON = f'{ID}-button' + ID_MODAL = f'{ID}-modal' + + def __init__(self): + super().__init__( + + children=[ + dbc.Button( + id=self.ID_BUTTON, + size='sm', + children='presence/absence', + color='link', + style={ + 'paddingLeft': '3px', + 'paddingRight': '0', + } + ), + dbc.Modal( + id=self.ID_MODAL, + size="lg", + children=[ + dbc.ModalHeader(dbc.ModalTitle("Presence/Absence Matrix")), + dbc.ModalBody( + children=[ + html.P( + "A presence/absence matrix should be either a tab-delimited text file or a CSV file containing either the values 1 (present), or 0 (absent)."), + html.P( + "An example table has been included below, with the corresponding text format below that."), + dbc.Table( + children=[ + html.Thead( + children=[ + html.Tr( + children=[ + html.Th(""), + html.Th("pltB"), + html.Th("aslA"), + html.Th("ssaI"), + ] + ) + ] + ), + html.Tbody( + children=[ + html.Tr( + children=[ + html.Td("Campylobacter jejuni"), + html.Td("1"), + html.Td("0"), + html.Td("1"), + ] + ), + html.Tr( + children=[ + html.Td("Haemophilus influenzae"), + html.Td("1"), + html.Td("1"), + html.Td("0"), + ] + ), + html.Tr( + children=[ + html.Td("Helicobacter pylori"), + html.Td("1"), + html.Td("0"), + html.Td("0"), + ] + ), + ] + ) + ] + + ), + html.P(html.B("File content:")), + html.Code( + children=[ + ",pltB,aslA,ssaI", + html.Br(), + "Campylobacter jejuni,1,0,1", + html.Br(), + "Haemophilus influenzae,1,1,0", + html.Br(), + "Helicobacter pylori,1,0,0", + ] + ), + ] + ), + ] + ) + ] + ) + + @callback( + output=dict( + is_open=Output(self.ID_MODAL, 'is_open'), + ), + inputs=dict( + n_clicks=Input(self.ID_BUTTON, 'n_clicks'), + is_open=State(self.ID_MODAL, 'is_open'), + ), + + ) + def toggle_open(n_clicks, is_open): + if n_clicks is None: + raise PreventUpdate + return dict( + is_open=not is_open + ) diff --git a/indizio/components/help/modal_tree.py b/indizio/components/help/modal_tree.py new file mode 100644 index 0000000..b5c9500 --- /dev/null +++ b/indizio/components/help/modal_tree.py @@ -0,0 +1,64 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, html, callback, State +from dash.exceptions import PreventUpdate + + +class ModalTree(html.Div): + ID = "upload-tree-modal" + ID_BUTTON = f'{ID}-button' + ID_MODAL = f'{ID}-modal' + + def __init__(self): + super().__init__( + + children=[ + dbc.Button( + id=self.ID_BUTTON, + size='sm', + children='tree', + color='link', + style={ + 'paddingLeft': '3px', + 'paddingRight': '3px', + } + ), + dbc.Modal( + id=self.ID_MODAL, + size="lg", + children=[ + dbc.ModalHeader(dbc.ModalTitle("Tree")), + dbc.ModalBody( + children=[ + html.P( + "A tree file is expected to be in Newick format, with leaf nodes representing those used in the Presence/Absence matrix."), + html.P( + "An example tree has been included below."), + html.P(html.B("File content:")), + html.Code( + children=[ + "('Campylobacter jejuni':0.1,('Haemophilus influenzae':0.2,'Helicobacter pylori':0.3):0.5);" + ] + ), + ] + ), + ] + ) + ] + ) + + @callback( + output=dict( + is_open=Output(self.ID_MODAL, 'is_open'), + ), + inputs=dict( + n_clicks=Input(self.ID_BUTTON, 'n_clicks'), + is_open=State(self.ID_MODAL, 'is_open'), + ), + + ) + def toggle_open(n_clicks, is_open): + if n_clicks is None: + raise PreventUpdate + return dict( + is_open=not is_open + ) diff --git a/indizio/components/matrix/parameters/color_scale.py b/indizio/components/matrix/parameters/color_scale.py index 42cc6b0..3c50d2b 100644 --- a/indizio/components/matrix/parameters/color_scale.py +++ b/indizio/components/matrix/parameters/color_scale.py @@ -34,6 +34,7 @@ def __init__(self): options=px.colors.named_colorscales(), value=MatrixParameters().color_scale, className="bg-light text-dark", + clearable=False ) ) ] diff --git a/indizio/components/matrix/parameters/metric.py b/indizio/components/matrix/parameters/metric.py index 1f8ee76..992821a 100644 --- a/indizio/components/matrix/parameters/metric.py +++ b/indizio/components/matrix/parameters/metric.py @@ -34,7 +34,8 @@ def __init__(self): value=None, className="bg-light text-dark", persistence=True, - persistence_type=PERSISTENCE_TYPE + persistence_type=PERSISTENCE_TYPE, + clearable=False ), ), ] diff --git a/indizio/components/matrix/parameters/sync_with_network.py b/indizio/components/matrix/parameters/sync_with_network.py index 1cec6cd..5be947a 100644 --- a/indizio/components/matrix/parameters/sync_with_network.py +++ b/indizio/components/matrix/parameters/sync_with_network.py @@ -25,6 +25,7 @@ def __init__(self): options=SyncWithNetwork.to_options(), value=MatrixParameters().sync_with_network.value, className="bg-light text-dark", + clearable=False ), ), ] diff --git a/indizio/pages/index.py b/indizio/pages/index.py index 303d675..e2c36a6 100644 --- a/indizio/pages/index.py +++ b/indizio/pages/index.py @@ -2,6 +2,10 @@ from dash import html from indizio import config +from indizio.components.help.modal_dm import ModalDistanceMatrix +from indizio.components.help.modal_meta import ModalMetadata +from indizio.components.help.modal_pa import ModalPresenceAbsence +from indizio.components.help.modal_tree import ModalTree from indizio.components.upload import UploadFormContainer dash.register_page(__name__, path='/', name=config.PAGE_TITLE) @@ -22,7 +26,27 @@ style={ 'fontSize': '16px', }, - children='Upload a presence/absence, or distance matrix below to get started.' + children=[ + html.Div( + className='d-flex', + style={ + 'alignItems': 'center', + }, + children=[ + 'Upload a ', + ModalPresenceAbsence(), + ', or ', + ModalDistanceMatrix(), + ' below to get started. ', + 'Optionally, include a ', + ModalTree(), + 'or ', + ModalMetadata(), + ' file.' + ] + ) + + ] ), ]), html.Div( From 1f974428204f1dd8d2d98df38e28496c62ac0faa Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 19 Jun 2024 16:04:44 +1000 Subject: [PATCH 50/81] Update caching --- indizio/__main__.py | 2 - indizio/cache.py | 14 ---- .../clustergram/clustergram_plot.py | 10 ++- indizio/components/matrix/matrix_plot.py | 4 +- indizio/components/network/btn_dl_graphml.py | 2 +- indizio/components/network/network_graph.py | 13 +-- indizio/components/upload/btn_upload.py | 1 - indizio/store/dm_graph.py | 27 +++---- indizio/util/cache.py | 80 +++++++++---------- pyproject.toml | 3 +- 10 files changed, 67 insertions(+), 89 deletions(-) delete mode 100644 indizio/cache.py diff --git a/indizio/__main__.py b/indizio/__main__.py index 82b62d8..95cf86a 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -10,7 +10,6 @@ from dash import dcc from indizio import __version__ -from indizio.cache import CACHE_MANAGER from indizio.components.layout.message import LayoutMessage from indizio.components.layout.navbar import NavBar from indizio.config import RELOAD_ID, TMP_DIR @@ -75,7 +74,6 @@ def main( use_pages=True, suppress_callback_exceptions=True, external_stylesheets=[dbc.themes.JOURNAL, dbc.icons.FONT_AWESOME], - background_callback_manager=CACHE_MANAGER, ) hide_logs('dash.dash') diff --git a/indizio/cache.py b/indizio/cache.py deleted file mode 100644 index 8cec5c5..0000000 --- a/indizio/cache.py +++ /dev/null @@ -1,14 +0,0 @@ -import diskcache -from dash import DiskcacheManager -from joblib import Memory - -from indizio.config import TMP_DIR - -# So far the diskcache manager only supports monitoring background=True -# processess, I haven't been able to get it to cache execution results. -CACHE = diskcache.Cache(TMP_DIR) -CACHE_MANAGER = DiskcacheManager( - CACHE, -) - -MEMORY = Memory(TMP_DIR) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 5171f52..9f904d8 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -1,4 +1,5 @@ import logging +from functools import lru_cache from typing import Optional import dash_bio @@ -16,8 +17,10 @@ from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData from indizio.store.tree_file import TreeFileStore, TreeData +from indizio.util.cache import freezeargs from indizio.util.data import is_numeric from indizio.util.graph import format_axis_labels +from indizio.util.log import log_debug from indizio.util.trees import create_dendrogram_plot @@ -62,14 +65,13 @@ def __init__(self): state_interaction=State(NetworkInteractionStore.ID, "data") ) ) - # @freezeargs - # @lru_cache + @freezeargs + @lru_cache def update_options_on_file_upload( ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, state_params, state_dm, state_tree, state_meta, state_interaction ): - log = logging.getLogger() - log.debug(f'{self.ID_GRAPH} - Updating clustergram figure.') + log_debug(f'{self.ID_GRAPH} - Updating clustergram figure.') # if ts_dm is None or not state_dm: # log.debug(f'{self.ID} - No data to update from.') diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 63fd8e5..d06ecc8 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -52,8 +52,8 @@ def __init__(self): state_interaction=State(NetworkInteractionStore.ID, "data") ) ) - # @freezeargs - # @lru_cache + @freezeargs + @lru_cache def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params, state_dm, state_interaction): log_debug(f'{self.ID} - Updating matrix heatmap figure.') diff --git a/indizio/components/network/btn_dl_graphml.py b/indizio/components/network/btn_dl_graphml.py index 8213c5b..b45736c 100644 --- a/indizio/components/network/btn_dl_graphml.py +++ b/indizio/components/network/btn_dl_graphml.py @@ -43,7 +43,7 @@ def __init__(self): (Output(self.ID, "disabled"), True, False), ], prevent_initial_call=True, - background=True, + background=False, ) def on_click(n_clicks, state_graph, state_params): if not n_clicks: diff --git a/indizio/components/network/network_graph.py b/indizio/components/network/network_graph.py index 58a901b..5e67358 100644 --- a/indizio/components/network/network_graph.py +++ b/indizio/components/network/network_graph.py @@ -1,3 +1,4 @@ +from functools import lru_cache from typing import List, Dict, Optional import dash_cytoscape as cyto @@ -12,6 +13,7 @@ from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkParamNodeSize, \ NetworkParamNodeColor from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData +from indizio.util.cache import freezeargs from indizio.util.data import is_numeric from indizio.util.log import log_debug from indizio.util.plot import numerical_colorscale @@ -166,11 +168,10 @@ def __init__(self): prev_stylesheet=State(self.ID_GRAPH, 'stylesheet'), network_interaction_state=State(NetworkInteractionStore.ID, 'data') ), - running=[ - (Output(self.ID_GRAPH, 'style'), {'visibility': 'hidden'}, {'visibility': 'visible'}), - (Output(ID_NETWORK_VIZ_EDGE_COUNT, 'children'), 'Loading...', 'No distance matrix loaded.'), - ], - background=True, + # running=[ + # (Output(self.ID_GRAPH, 'style'), {'visibility': 'hidden'}, {'visibility': 'visible'}), + # (Output(ID_NETWORK_VIZ_EDGE_COUNT, 'children'), 'Loading...', 'No distance matrix loaded.'), + # ], ) def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta, prev_stylesheet, network_interaction_state): @@ -259,7 +260,7 @@ def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta, prev_s # Return the graph return dict( - elements=out_graph, + elements=dict(out_graph), layout={'name': params.layout.name.replace('_', '-'), 'animate': True}, edge_count=f'Edges: {n_edges_vis:,} / {n_edges_tot:,}', node_count=f'Nodes: {n_nodes_vis:,} / {n_nodes_tot:,}', diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index 803f2c3..1943c4b 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -71,7 +71,6 @@ def __init__(self): (Output(self.ID, "disabled"), True, False), ], prevent_initial_call=True, - background=False, ) def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, state_meta, state_tree, state_network_params): diff --git a/indizio/store/dm_graph.py b/indizio/store/dm_graph.py index 27a8dc5..e117263 100644 --- a/indizio/store/dm_graph.py +++ b/indizio/store/dm_graph.py @@ -7,7 +7,6 @@ from diskcache import Cache from pydantic import BaseModel -from indizio.cache import CACHE from indizio.config import PERSISTENCE_TYPE, ENABLE_CACHE from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide from indizio.interfaces.bound import Bound @@ -78,17 +77,17 @@ def get_metrics(self) -> FrozenSet[str]: def filter(self, params: NetworkFormStoreData): - if ENABLE_CACHE: - # Extract the caching key from the parameters - param_cache_key = params.get_cache_key() - combined_cache_key = calc_md5(self.hash.encode() + param_cache_key) - cache_key = f'cyto-graph-{combined_cache_key}' + # if ENABLE_CACHE: + # # Extract the caching key from the parameters + # param_cache_key = params.get_cache_key() + # combined_cache_key = calc_md5(self.hash.encode() + param_cache_key) + # cache_key = f'cyto-graph-{combined_cache_key}' - # Check if the graph is already cached - with Cache(CACHE.directory) as cache: - existing_result = cache.get(cache_key) - if existing_result: - return existing_result + # # Check if the graph is already cached + # with Cache(CACHE.directory) as cache: + # existing_result = cache.get(cache_key) + # if existing_result: + # return existing_result # No existing data were found, compute it G = self.read() @@ -162,9 +161,9 @@ def filter(self, params: NetworkFormStoreData): composed = nx.Graph(composed) # Store the result in the cache - if ENABLE_CACHE: - with Cache(CACHE.directory) as cache: - cache.set(cache_key, composed) + # if ENABLE_CACHE: + # with Cache(CACHE.directory) as cache: + # cache.set(cache_key, composed) # Return the filtered graph return composed diff --git a/indizio/util/cache.py b/indizio/util/cache.py index 3949f9e..4e72ce2 100644 --- a/indizio/util/cache.py +++ b/indizio/util/cache.py @@ -3,13 +3,8 @@ import tempfile from pathlib import Path -import orjson -from diskcache import Cache from frozendict import frozendict -from indizio.cache import CACHE -from indizio.util.hashing import calc_md5 - def to_hashable(obj): """ @@ -56,41 +51,40 @@ def get_tmp_dir() -> Path: tmp_root = tempfile.gettempdir() return Path(tmp_root) / f'indizio-{parent_pid}' - -def cache_by(kwargs_to_cache): - """ - This wrapper will use the diskcache to memoize the function's results - based on the keys given. - """ - # If a string is provided, convert it into a list for consistency - if isinstance(kwargs_to_cache, str): - kwargs_to_cache = [kwargs_to_cache] - - def actual_decorator(func): - @functools.wraps(func) - def wrapper(*args, **kwargs): - - # Generate the cache key - cache_key = { - 'func': repr(func), - } - for key in kwargs_to_cache: - cache_key[key] = kwargs[key] - cache_key = orjson.dumps(cache_key, option=orjson.OPT_SORT_KEYS) - cache_key = calc_md5(cache_key) - - # Check the cache to see if the result already exists - with Cache(CACHE.directory) as cache: - existing_result = cache.get(cache_key) - if existing_result: - return existing_result - - # Otherwise, run the function and save the result - result = func(*args, **kwargs) - with Cache(CACHE.directory) as cache: - cache.set(cache_key, result) - return result - - return wrapper - - return actual_decorator +# def cache_by(kwargs_to_cache): +# """ +# This wrapper will use the diskcache to memoize the function's results +# based on the keys given. +# """ +# # If a string is provided, convert it into a list for consistency +# if isinstance(kwargs_to_cache, str): +# kwargs_to_cache = [kwargs_to_cache] +# +# def actual_decorator(func): +# @functools.wraps(func) +# def wrapper(*args, **kwargs): +# +# # Generate the cache key +# cache_key = { +# 'func': repr(func), +# } +# for key in kwargs_to_cache: +# cache_key[key] = kwargs[key] +# cache_key = orjson.dumps(cache_key, option=orjson.OPT_SORT_KEYS) +# cache_key = calc_md5(cache_key) +# +# # Check the cache to see if the result already exists +# with Cache(CACHE.directory) as cache: +# existing_result = cache.get(cache_key) +# if existing_result: +# return existing_result +# +# # Otherwise, run the function and save the result +# result = func(*args, **kwargs) +# with Cache(CACHE.directory) as cache: +# cache.set(cache_key, result) +# return result +# +# return wrapper +# +# return actual_decorator diff --git a/pyproject.toml b/pyproject.toml index 24c2724..5e4c087 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -9,7 +9,7 @@ build-backend = "setuptools.build_meta" name = "indizio" version = "0.8.0" dependencies = [ - "dash[diskcache] ~= 2.16.1", + "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", "dash-cytoscape ~= 1.0.0", "diskcache ~= 5.6.3", @@ -25,7 +25,6 @@ dependencies = [ "tqdm ~= 4.66.2", "scipy ~= 1.13.0", "typer ~= 0.12.0", - "joblib ~= 1.4.0" ] requires-python = ">= 3.9" authors = [ From b97c94f8a1e39fa31111d86b7a3985feefe3f1ba Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 19 Jun 2024 16:07:51 +1000 Subject: [PATCH 51/81] formatting --- indizio/__main__.py | 18 ++++-------------- .../components/clustergram/clustergram_plot.py | 14 -------------- indizio/config.py | 4 ---- indizio/store/dm_graph.py | 14 ++++++-------- 4 files changed, 10 insertions(+), 40 deletions(-) diff --git a/indizio/__main__.py b/indizio/__main__.py index 95cf86a..59fdf92 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -8,6 +8,7 @@ import dash_cytoscape as cyto import typer from dash import dcc +from rich.progress import Progress, SpinnerColumn, TextColumn from indizio import __version__ from indizio.components.layout.message import LayoutMessage @@ -15,19 +16,8 @@ from indizio.config import RELOAD_ID, TMP_DIR from indizio.interfaces.logging import LogLevel from indizio.store.active_stores import ACTIVE_STORES -from indizio.store.clustergram_parameters import ClustergramParametersStore -from indizio.store.distance_matrix import DistanceMatrixStore -from indizio.store.dm_graph import DistanceMatrixGraphStore -from indizio.store.matrix_parameters import MatrixParametersStore -from indizio.store.metadata_file import MetadataFileStore -from indizio.store.network_form_store import NetworkFormStore -from indizio.store.network_interaction import NetworkInteractionStore -from indizio.store.presence_absence import PresenceAbsenceStore -from indizio.store.tree_file import TreeFileStore -from indizio.store.upload_form_store import UploadFormStore from indizio.util.log import hide_logs from indizio.util.log import log -from rich.progress import Progress, SpinnerColumn, TextColumn # Load extra layouts cyto.load_extra_layouts() @@ -41,7 +31,7 @@ def main( logging: Optional[LogLevel] = LogLevel.INFO, debug: bool = False, port: int = 9001, - host: str = '0.0.0.0' + host: str = 'localhost' ): # Hide non-critical messages from third-party packages try: @@ -81,8 +71,8 @@ def main( dash_app.layout = dbc.Container( className="container-main", style={ - "paddingLeft": 0, - "paddingRight": 0 + "paddingLeft": 0, + "paddingRight": 0 }, fluid=True, children= diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 9f904d8..bb3f731 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -73,10 +73,6 @@ def update_options_on_file_upload( ): log_debug(f'{self.ID_GRAPH} - Updating clustergram figure.') - # if ts_dm is None or not state_dm: - # log.debug(f'{self.ID} - No data to update from.') - # raise PreventUpdate - # De-serialize the distance matrix store state_dm = PresenceAbsenceData(**state_dm) params = ClustergramParameters(**state_params) @@ -131,21 +127,11 @@ def update_options_on_file_upload( # as the DashBio doesn't allow for multiple colour grouping (meta) fig = generate_annotation_heatmap(feature_df, cg_traces, df_meta, params, dendro_traces) - # Disable the heatmap levend as only boolean values are shown - # for cur_item in clustergram.data: - # if isinstance(cur_item, go.Heatmap): - # cur_item.showscale = False - - # clustergram.update_layout( - # yaxis_scaleanchor="x" - # ) - fig.update_xaxes(tickangle=45, tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) fig.update_yaxes(tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) return dict( fig=fig, - ) diff --git a/indizio/config.py b/indizio/config.py index 65380be..e9a1209 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -16,9 +16,6 @@ # The temporary directory is used to store files that are uploaded. TMP_DIR = Path(tempfile.gettempdir()) / 'indizio' -# Functions that support Memoization will use this flag to write to disk. -ENABLE_CACHE = True - # Identifiers for some components where a circular import would otherwise be created. ID_MATRIX_PARAMS_METRIC = 'matrix-params-metric' ID_CLUSTERGRAM_PARAMS_METRIC = 'clustergram-params-metric' @@ -41,6 +38,5 @@ ID_NETWORK_PARAM_EDGE_WEIGHTS = 'network-parameters-edge-weights' ID_NETWORK_PARAM_METRIC_SELECT = 'network-parameters-metric-select' - GRAPH_AXIS_FONT_SIZE = 10 GRAPH_AXIS_MAX_LENGTH = 10 diff --git a/indizio/store/dm_graph.py b/indizio/store/dm_graph.py index e117263..688a88a 100644 --- a/indizio/store/dm_graph.py +++ b/indizio/store/dm_graph.py @@ -4,17 +4,15 @@ import networkx as nx from dash import dcc -from diskcache import Cache from pydantic import BaseModel -from indizio.config import PERSISTENCE_TYPE, ENABLE_CACHE +from indizio.config import PERSISTENCE_TYPE from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide from indizio.interfaces.bound import Bound from indizio.store.distance_matrix import DistanceMatrixFile from indizio.store.network_form_store import NetworkFormStoreData from indizio.util.dataframe import dataframe_to_pairs from indizio.util.files import to_pickle, from_pickle -from indizio.util.hashing import calc_md5 class DmGraph(BaseModel): @@ -83,11 +81,11 @@ def filter(self, params: NetworkFormStoreData): # combined_cache_key = calc_md5(self.hash.encode() + param_cache_key) # cache_key = f'cyto-graph-{combined_cache_key}' - # # Check if the graph is already cached - # with Cache(CACHE.directory) as cache: - # existing_result = cache.get(cache_key) - # if existing_result: - # return existing_result + # # Check if the graph is already cached + # with Cache(CACHE.directory) as cache: + # existing_result = cache.get(cache_key) + # if existing_result: + # return existing_result # No existing data were found, compute it G = self.read() From 18f59adb6267dfee2e307fdeff80fbfecf1d4fc7 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 19 Jun 2024 16:08:07 +1000 Subject: [PATCH 52/81] bump version --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 5e4c087..53904a2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.8.0" +version = "0.9.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 2ab236617e07ee332334b3b722fe1254413eb79d Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 20 Jun 2024 10:04:46 +1000 Subject: [PATCH 53/81] refactoring --- indizio/__main__.py | 2 +- .../clustergram/clustergram_plot.py | 31 ++++---- .../clustergram/parameters/cluster_on.py | 10 +-- .../clustergram/parameters/metadata.py | 12 +-- .../clustergram/parameters/metric.py | 8 +- .../parameters/optimal_leaf_order.py | 8 +- .../parameters/sync_with_network.py | 10 +-- .../components/clustergram/parameters/tree.py | 8 +- .../clustergram/parameters/update_button.py | 10 +-- indizio/components/layout/navbar.py | 2 +- indizio/components/matrix/matrix_plot.py | 14 ++-- .../matrix/parameters/color_range.py | 8 +- .../matrix/parameters/color_scale.py | 8 +- .../components/matrix/parameters/metric.py | 4 +- .../matrix/parameters/sync_with_network.py | 10 +-- .../matrix/parameters/update_button.py | 6 +- indizio/components/network/btn_dl_graphml.py | 8 +- indizio/components/network/network_graph.py | 39 +++++----- .../network/parameters/btn_update.py | 12 +-- .../components/network/parameters/degree.py | 6 +- .../network/parameters/display_properties.py | 10 +-- .../components/network/parameters/layout.py | 8 +- .../network/parameters/node_metadata.py | 12 +-- .../network/parameters/node_of_interest.py | 8 +- .../parameters/thresh_filter_container.py | 10 +-- .../network/parameters/thresh_filter_item.py | 4 +- .../network/parameters/thresh_matching.py | 8 +- indizio/components/upload/btn_example.py | 50 +++++++------ indizio/components/upload/btn_upload.py | 39 +++++----- .../upload/pending/file_selector.py | 2 +- .../upload/pending/file_upload_form.py | 3 +- .../components/upload/processed/__init__.py | 18 ++--- .../upload/processed/uploaded_file.py | 2 +- indizio/interfaces/edge_weights.py | 12 --- indizio/{interfaces => models}/__init__.py | 0 indizio/models/clustergram/__init__.py | 0 .../clustergram}/cluster_on.py | 2 +- indizio/models/common/__init__.py | 0 .../{interfaces => models/common}/boolean.py | 2 +- .../{interfaces => models/common}/bound.py | 2 +- .../common}/file_type.py | 2 +- .../common}/html_option.py | 0 .../{interfaces => models/common}/logging.py | 0 .../common}/sync_with_network.py | 2 +- indizio/models/distance_matrix/__init__.py | 0 .../distance_matrix/dm_file.py} | 44 +---------- indizio/models/metadata/__init__.py | 0 indizio/models/metadata/metadata_file.py | 50 +++++++++++++ indizio/models/network/__init__.py | 0 indizio/models/network/parameters.py | 60 +++++++++++++++ indizio/models/presence_absence/__init__.py | 0 indizio/models/presence_absence/pa_file.py | 71 ++++++++++++++++++ indizio/models/tree/__init__.py | 0 indizio/models/tree/tree_file.py | 36 +++++++++ indizio/models/upload/__init__.py | 0 indizio/models/upload/upload_file.py | 14 ++++ indizio/store/active_stores.py | 12 +-- indizio/store/clustergram/__init__.py | 0 .../parameters.py} | 10 +-- indizio/store/matrix/__init__.py | 0 indizio/store/matrix/dm_files.py | 45 +++++++++++ .../parameters.py} | 6 +- indizio/store/metadata_file.py | 55 ++------------ indizio/store/network/__init__.py | 0 .../store/{dm_graph.py => network/graph.py} | 21 +++--- .../interaction.py} | 4 +- .../parameters.py} | 68 ++--------------- indizio/store/presence_absence.py | 74 ++----------------- indizio/store/tree_file.py | 44 ++--------- indizio/store/upload_form_store.py | 14 +--- indizio/util/log.py | 2 +- pyproject.toml | 2 +- 72 files changed, 536 insertions(+), 508 deletions(-) delete mode 100644 indizio/interfaces/edge_weights.py rename indizio/{interfaces => models}/__init__.py (100%) create mode 100644 indizio/models/clustergram/__init__.py rename indizio/{interfaces => models/clustergram}/cluster_on.py (88%) create mode 100644 indizio/models/common/__init__.py rename indizio/{interfaces => models/common}/boolean.py (89%) rename indizio/{interfaces => models/common}/bound.py (71%) rename indizio/{interfaces => models/common}/file_type.py (79%) rename indizio/{interfaces => models/common}/html_option.py (100%) rename indizio/{interfaces => models/common}/logging.py (100%) rename indizio/{interfaces => models/common}/sync_with_network.py (79%) create mode 100644 indizio/models/distance_matrix/__init__.py rename indizio/{store/distance_matrix.py => models/distance_matrix/dm_file.py} (54%) create mode 100644 indizio/models/metadata/__init__.py create mode 100644 indizio/models/metadata/metadata_file.py create mode 100644 indizio/models/network/__init__.py create mode 100644 indizio/models/network/parameters.py create mode 100644 indizio/models/presence_absence/__init__.py create mode 100644 indizio/models/presence_absence/pa_file.py create mode 100644 indizio/models/tree/__init__.py create mode 100644 indizio/models/tree/tree_file.py create mode 100644 indizio/models/upload/__init__.py create mode 100644 indizio/models/upload/upload_file.py create mode 100644 indizio/store/clustergram/__init__.py rename indizio/store/{clustergram_parameters.py => clustergram/parameters.py} (73%) create mode 100644 indizio/store/matrix/__init__.py create mode 100644 indizio/store/matrix/dm_files.py rename indizio/store/{matrix_parameters.py => matrix/parameters.py} (78%) create mode 100644 indizio/store/network/__init__.py rename indizio/store/{dm_graph.py => network/graph.py} (93%) rename indizio/store/{network_interaction.py => network/interaction.py} (88%) rename indizio/store/{network_form_store.py => network/parameters.py} (52%) diff --git a/indizio/__main__.py b/indizio/__main__.py index 59fdf92..ae2edf3 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -14,7 +14,7 @@ from indizio.components.layout.message import LayoutMessage from indizio.components.layout.navbar import NavBar from indizio.config import RELOAD_ID, TMP_DIR -from indizio.interfaces.logging import LogLevel +from indizio.models.common.logging import LogLevel from indizio.store.active_stores import ACTIVE_STORES from indizio.util.log import hide_logs from indizio.util.log import log diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index bb3f731..ca6dba0 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -1,4 +1,3 @@ -import logging from functools import lru_cache from typing import Optional @@ -10,13 +9,13 @@ from plotly.subplots import make_subplots from indizio.config import GRAPH_AXIS_FONT_SIZE -from indizio.interfaces.boolean import BooleanYesNo -from indizio.interfaces.sync_with_network import SyncWithNetwork -from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters -from indizio.store.metadata_file import MetadataFileStore, MetadataData -from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData -from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData -from indizio.store.tree_file import TreeFileStore, TreeData +from indizio.models.common.boolean import BooleanYesNo +from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel +from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel +from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel +from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel from indizio.util.cache import freezeargs from indizio.util.data import is_numeric from indizio.util.graph import format_axis_labels @@ -74,11 +73,11 @@ def update_options_on_file_upload( log_debug(f'{self.ID_GRAPH} - Updating clustergram figure.') # De-serialize the distance matrix store - state_dm = PresenceAbsenceData(**state_dm) - params = ClustergramParameters(**state_params) - state_tree = TreeData(**state_tree) - state_meta = MetadataData(**state_meta) - state_interaction = NetworkInteractionData(**state_interaction) + state_dm = PresenceAbsenceStoreModel(**state_dm) + params = ClustergramParametersStoreModel(**state_params) + state_tree = TreeFileStoreModel(**state_tree) + state_meta = MetadataFileStoreModel(**state_meta) + state_interaction = NetworkInteractionStoreModel(**state_interaction) # Load the distance matrix based on what was used to generate the graph @@ -137,7 +136,7 @@ def update_options_on_file_upload( def generate_clustergram( feature_df: pd.DataFrame, - tree: Optional[TreeData], + tree: Optional[TreeFileStoreModel], optimal_leaf_ordering: bool, cluster_features: bool, cluster_ids: bool @@ -206,8 +205,8 @@ def generate_clustergram( return feature_df, traces, dendro_traces -def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Optional[MetadataData], - params: ClustergramParameters, dendro_traces): +def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Optional[MetadataFileStoreModel], + params: ClustergramParametersStoreModel, dendro_traces): """ Creates the main clustergram figure """ diff --git a/indizio/components/clustergram/parameters/cluster_on.py b/indizio/components/clustergram/parameters/cluster_on.py index 445d522..696a238 100644 --- a/indizio/components/clustergram/parameters/cluster_on.py +++ b/indizio/components/clustergram/parameters/cluster_on.py @@ -1,8 +1,8 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State, dcc -from indizio.interfaces.cluster_on import ClusterOn -from indizio.store.clustergram_parameters import ClustergramParameters, ClustergramParametersStore +from indizio.models.clustergram.cluster_on import ClusterOn +from indizio.store.clustergram.parameters import ClustergramParametersStoreModel, ClustergramParametersStore class ClustergramParamsClusterOn(dbc.Row): @@ -27,7 +27,7 @@ def __init__(self): dcc.Dropdown( id=self.ID, options=ClusterOn.to_options(), - value=ClustergramParameters().cluster_on.value, + value=ClustergramParametersStoreModel().cluster_on.value, className="bg-light text-dark", clearable=False ), @@ -47,9 +47,9 @@ def __init__(self): def reflect_values_in_state(ts, state): if state is None: return dict( - value=ClustergramParameters().cluster_on.value + value=ClustergramParametersStoreModel().cluster_on.value ) - state = ClustergramParameters(**state) + state = ClustergramParametersStoreModel(**state) return dict( value=state.cluster_on.value ) diff --git a/indizio/components/clustergram/parameters/metadata.py b/indizio/components/clustergram/parameters/metadata.py index 70b26c5..1cc9249 100644 --- a/indizio/components/clustergram/parameters/metadata.py +++ b/indizio/components/clustergram/parameters/metadata.py @@ -1,8 +1,8 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State, dcc -from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters -from indizio.store.metadata_file import MetadataFileStore, MetadataData +from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel +from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel class ClustergramParamsMetadata(dbc.Row): @@ -67,11 +67,11 @@ def update_values_on_dm_load(ts, state, ts_params, state_params): value = None if state_params is not None: - state_params = ClustergramParameters(**state_params) + state_params = ClustergramParametersStoreModel(**state_params) value = state_params.metadata # De-serialize the state - state = MetadataData(**state) + state = MetadataFileStoreModel(**state) # No need to de-serialize as the key values are the file names options = state.as_options() @@ -105,13 +105,13 @@ def update_column_values_on_change(metadata_value, state_meta, ts_params, state_ ) # De-serialize the state - state = MetadataData(**state_meta) + state = MetadataFileStoreModel(**state_meta) meta_file = state.get_file(metadata_value) meta_cols = meta_file.get_cols_as_html_options() # Update the state to reflect the store if state_params is not None: - state_params = ClustergramParameters(**state_params) + state_params = ClustergramParametersStoreModel(**state_params) value = state_params.metadata_cols else: value = list() diff --git a/indizio/components/clustergram/parameters/metric.py b/indizio/components/clustergram/parameters/metric.py index 151dd6b..143bf4b 100644 --- a/indizio/components/clustergram/parameters/metric.py +++ b/indizio/components/clustergram/parameters/metric.py @@ -2,8 +2,8 @@ from dash import Output, Input, callback, State, dcc from indizio.config import ID_CLUSTERGRAM_PARAMS_METRIC -from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters -from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData +from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel class ClustergramParamsMetric(dbc.Row): @@ -57,11 +57,11 @@ def update_values_on_dm_load(ts, state, ts_param, state_param): value = None if state_param is not None: - state_param = ClustergramParameters(**state_param) + state_param = ClustergramParametersStoreModel(**state_param) value = state_param.metric # De-serialize the state - state = PresenceAbsenceData(**state) + state = PresenceAbsenceStoreModel(**state) # No need to de-serialize as the key values are the file names options = state.as_options() diff --git a/indizio/components/clustergram/parameters/optimal_leaf_order.py b/indizio/components/clustergram/parameters/optimal_leaf_order.py index baf03c3..a533f05 100644 --- a/indizio/components/clustergram/parameters/optimal_leaf_order.py +++ b/indizio/components/clustergram/parameters/optimal_leaf_order.py @@ -1,8 +1,8 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State -from indizio.interfaces.boolean import BooleanYesNo -from indizio.store.clustergram_parameters import ClustergramParameters, ClustergramParametersStore +from indizio.models.common.boolean import BooleanYesNo +from indizio.store.clustergram.parameters import ClustergramParametersStoreModel, ClustergramParametersStore class ClustergramParamsOptimalLeafOrder(dbc.Row): @@ -27,7 +27,7 @@ def __init__(self): dbc.RadioItems( id=self.ID, options=BooleanYesNo.to_options(), - value=ClustergramParameters().optimal_leaf_order.value, + value=ClustergramParametersStoreModel().optimal_leaf_order.value, className="bg-light text-dark", ), ), @@ -44,7 +44,7 @@ def __init__(self): ) ) def reflect_values_in_state(ts, state): - state = ClustergramParameters(**state) if state else ClustergramParameters() + state = ClustergramParametersStoreModel(**state) if state else ClustergramParametersStoreModel() return dict( value=state.optimal_leaf_order.value ) diff --git a/indizio/components/clustergram/parameters/sync_with_network.py b/indizio/components/clustergram/parameters/sync_with_network.py index 8638bb4..f1e4a2d 100644 --- a/indizio/components/clustergram/parameters/sync_with_network.py +++ b/indizio/components/clustergram/parameters/sync_with_network.py @@ -1,8 +1,8 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State, dcc -from indizio.interfaces.sync_with_network import SyncWithNetwork -from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters +from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel class ClustergramParamsSyncWithNetwork(dbc.Row): @@ -23,7 +23,7 @@ def __init__(self): dcc.Dropdown( id=self.ID, options=SyncWithNetwork.to_options(), - value=ClustergramParameters().sync_with_network.value, + value=ClustergramParametersStoreModel().sync_with_network.value, className="bg-light text-dark", clearable=False ), @@ -43,9 +43,9 @@ def __init__(self): def reflect_values_in_state(ts, state): if state is None: return dict( - value=ClustergramParameters().sync_with_network.value + value=ClustergramParametersStoreModel().sync_with_network.value ) - state = ClustergramParameters(**state) + state = ClustergramParametersStoreModel(**state) return dict( value=state.sync_with_network.value ) diff --git a/indizio/components/clustergram/parameters/tree.py b/indizio/components/clustergram/parameters/tree.py index e4b6d5f..41195eb 100644 --- a/indizio/components/clustergram/parameters/tree.py +++ b/indizio/components/clustergram/parameters/tree.py @@ -3,8 +3,8 @@ from dash import dcc from indizio.config import PERSISTENCE_TYPE -from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters -from indizio.store.tree_file import TreeFileStore, TreeData +from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel +from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel class ClustergramParamsTree(dbc.Row): @@ -61,11 +61,11 @@ def update_values_on_dm_load(ts, state, ts_param, state_param): value = None if state_param is not None: - state_param = ClustergramParameters(**state_param) + state_param = ClustergramParametersStoreModel(**state_param) value = state_param.tree # De-serialize the state - state = TreeData(**state) + state = TreeFileStoreModel(**state) # No need to de-serialize as the key values are the file names options = state.as_options() diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index cca0872..268a996 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -7,10 +7,10 @@ from indizio.components.clustergram.parameters import ClustergramParamsMetric, ClustergramParamsTree, \ ClustergramParamsMetadata, ClustergramParamsClusterOn, ClustergramParamsOptimalLeafOrder, \ ClustergramParamsSyncWithNetwork -from indizio.interfaces.boolean import BooleanYesNo -from indizio.interfaces.cluster_on import ClusterOn -from indizio.interfaces.sync_with_network import SyncWithNetwork -from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters +from indizio.models.common.boolean import BooleanYesNo +from indizio.models.clustergram.cluster_on import ClusterOn +from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel class ClustergramParamsUpdateButton(dbc.Button): @@ -52,7 +52,7 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, raise PreventUpdate return dict( - params=ClustergramParameters( + params=ClustergramParametersStoreModel( metric=metric, tree=tree, metadata=metadata, diff --git a/indizio/components/layout/navbar.py b/indizio/components/layout/navbar.py index 1286d7b..fa863d3 100644 --- a/indizio/components/layout/navbar.py +++ b/indizio/components/layout/navbar.py @@ -2,7 +2,7 @@ from dash import Output, Input, callback from indizio import __version__ -from indizio.store.distance_matrix import DistanceMatrixStore +from indizio.store.matrix.dm_files import DistanceMatrixStore class NavBar(dbc.NavbarSimple): diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index d06ecc8..752e7a6 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -6,10 +6,10 @@ from dash.exceptions import PreventUpdate from indizio.config import GRAPH_AXIS_FONT_SIZE -from indizio.interfaces.sync_with_network import SyncWithNetwork -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData -from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters -from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData +from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.store.matrix.dm_files import DistanceMatrixStore, DistanceMatrixStoreModel +from indizio.store.matrix.parameters import MatrixParametersStore, MatrixParametersStoreModel +from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel from indizio.util.cache import freezeargs from indizio.util.graph import format_axis_labels from indizio.util.log import log_debug @@ -62,9 +62,9 @@ def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params raise PreventUpdate # De-serialize the distance matrix store - state_dm = DistanceMatrixData(**state_dm) - params = MatrixParameters(**state_params) - state_interaction = NetworkInteractionData(**state_interaction) + state_dm = DistanceMatrixStoreModel(**state_dm) + params = MatrixParametersStoreModel(**state_params) + state_interaction = NetworkInteractionStoreModel(**state_interaction) # If the metric is not set from the parameters, choose the first one if params.metric is None: diff --git a/indizio/components/matrix/parameters/color_range.py b/indizio/components/matrix/parameters/color_range.py index 95e730f..035f760 100644 --- a/indizio/components/matrix/parameters/color_range.py +++ b/indizio/components/matrix/parameters/color_range.py @@ -5,8 +5,8 @@ from dash import State from dash.exceptions import PreventUpdate -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData -from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore +from indizio.store.matrix.dm_files import DistanceMatrixStore, DistanceMatrixStoreModel +from indizio.store.matrix.parameters import MatrixParametersStoreModel, MatrixParametersStore class MatrixParamsColorRange(dbc.Row): @@ -50,12 +50,12 @@ def update_min_max(mat_param_ts, mat_param_store, dm_store): raise PreventUpdate # Read the stored matrix value - param_store = MatrixParameters(**mat_param_store) + param_store = MatrixParametersStoreModel(**mat_param_store) if param_store.metric is None: raise PreventUpdate # Load the file to obtain the minimum / maximum value - dm_store = DistanceMatrixData(**dm_store) + dm_store = DistanceMatrixStoreModel(**dm_store) matrix = dm_store.get_file(param_store.metric) # Use the slider values set from the matrix parameters, if they exist diff --git a/indizio/components/matrix/parameters/color_scale.py b/indizio/components/matrix/parameters/color_scale.py index 3c50d2b..772ff0a 100644 --- a/indizio/components/matrix/parameters/color_scale.py +++ b/indizio/components/matrix/parameters/color_scale.py @@ -6,8 +6,8 @@ from dash import dcc, State from dash.exceptions import PreventUpdate -from indizio.store.matrix_parameters import MatrixParameters -from indizio.store.matrix_parameters import MatrixParametersStore +from indizio.store.matrix.parameters import MatrixParametersStoreModel +from indizio.store.matrix.parameters import MatrixParametersStore class MatrixParamsColorScale(dbc.Row): @@ -32,7 +32,7 @@ def __init__(self): dcc.Dropdown( id=self.ID, options=px.colors.named_colorscales(), - value=MatrixParameters().color_scale, + value=MatrixParametersStoreModel().color_scale, className="bg-light text-dark", clearable=False ) @@ -57,7 +57,7 @@ def refresh_to_value_in_use(mat_param_ts, mat_param_store): log.debug(f'{self.ID} - Nothing to do.') raise PreventUpdate - dm_store = MatrixParameters(**mat_param_store) + dm_store = MatrixParametersStoreModel(**mat_param_store) return dict( value=dm_store.color_scale diff --git a/indizio/components/matrix/parameters/metric.py b/indizio/components/matrix/parameters/metric.py index 992821a..feab3cd 100644 --- a/indizio/components/matrix/parameters/metric.py +++ b/indizio/components/matrix/parameters/metric.py @@ -6,7 +6,7 @@ from dash.exceptions import PreventUpdate from indizio.config import PERSISTENCE_TYPE, ID_MATRIX_PARAMS_METRIC -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData +from indizio.store.matrix.dm_files import DistanceMatrixStore, DistanceMatrixStoreModel class MatrixParamsMetric(dbc.Row): @@ -60,7 +60,7 @@ def update_values_on_dm_load(ts, state): raise PreventUpdate # De-serialize the state - state = DistanceMatrixData(**state) + state = DistanceMatrixStoreModel(**state) # No need to de-serialize as the key values are the file names options = state.as_options() diff --git a/indizio/components/matrix/parameters/sync_with_network.py b/indizio/components/matrix/parameters/sync_with_network.py index 5be947a..e104a6f 100644 --- a/indizio/components/matrix/parameters/sync_with_network.py +++ b/indizio/components/matrix/parameters/sync_with_network.py @@ -1,8 +1,8 @@ import dash_bootstrap_components as dbc from dash import Output, Input, callback, State, dcc -from indizio.interfaces.sync_with_network import SyncWithNetwork -from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore +from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.store.matrix.parameters import MatrixParametersStoreModel, MatrixParametersStore class MatrixParamsSyncWithNetwork(dbc.Row): @@ -23,7 +23,7 @@ def __init__(self): dcc.Dropdown( id=self.ID, options=SyncWithNetwork.to_options(), - value=MatrixParameters().sync_with_network.value, + value=MatrixParametersStoreModel().sync_with_network.value, className="bg-light text-dark", clearable=False ), @@ -43,9 +43,9 @@ def __init__(self): def reflect_values_in_state(ts, state): if state is None: return dict( - value=MatrixParameters().sync_with_network.value + value=MatrixParametersStoreModel().sync_with_network.value ) - state = MatrixParameters(**state) + state = MatrixParametersStoreModel(**state) return dict( value=state.sync_with_network.value ) diff --git a/indizio/components/matrix/parameters/update_button.py b/indizio/components/matrix/parameters/update_button.py index 739e84d..cc77631 100644 --- a/indizio/components/matrix/parameters/update_button.py +++ b/indizio/components/matrix/parameters/update_button.py @@ -6,8 +6,8 @@ from indizio.components.matrix.parameters import MatrixParamsMetric, MatrixParamsColorScale, MatrixParamsColorRange, \ MatrixParamsSyncWithNetwork -from indizio.interfaces.sync_with_network import SyncWithNetwork -from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters +from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.store.matrix.parameters import MatrixParametersStore, MatrixParametersStoreModel class MatrixParamsUpdateButton(dbc.Button): @@ -81,7 +81,7 @@ def update_options_on_file_upload(n_clicks, metric, color_scale, color_bins, syn slider = sorted(set(new_bins)) return dict( - params=MatrixParameters( + params=MatrixParametersStoreModel( metric=metric, color_scale=color_scale, slider=slider, diff --git a/indizio/components/network/btn_dl_graphml.py b/indizio/components/network/btn_dl_graphml.py index b45736c..2a2eba3 100644 --- a/indizio/components/network/btn_dl_graphml.py +++ b/indizio/components/network/btn_dl_graphml.py @@ -5,8 +5,8 @@ from dash import Output, Input, callback, html, dcc, State from dash.exceptions import PreventUpdate -from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +from indizio.store.network.graph import DistanceMatrixGraphStore, DistanceMatrixGraphStoreModel +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel class DownloadGraphMlButton(html.Div): @@ -50,8 +50,8 @@ def on_click(n_clicks, state_graph, state_params): raise PreventUpdate # De-serialize the states - graph = DmGraph(**state_graph) - params = NetworkFormStoreData(**state_params) + graph = DistanceMatrixGraphStoreModel(**state_graph) + params = NetworkFormStoreModel(**state_params) filtered_graph = graph.filter(params) diff --git a/indizio/components/network/network_graph.py b/indizio/components/network/network_graph.py index 5e67358..64200bc 100644 --- a/indizio/components/network/network_graph.py +++ b/indizio/components/network/network_graph.py @@ -1,4 +1,3 @@ -from functools import lru_cache from typing import List, Dict, Optional import dash_cytoscape as cyto @@ -7,13 +6,11 @@ from dash.exceptions import PreventUpdate from indizio.config import ID_NETWORK_VIZ_EDGE_COUNT, ID_NETWORK_VIZ_NODE_COUNT, ID_NETWORK_VIZ_FILTERING_APPLIED -from indizio.interfaces.edge_weights import EdgeWeights -from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph -from indizio.store.metadata_file import MetadataFileStore, MetadataData -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkParamNodeSize, \ - NetworkParamNodeColor -from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData -from indizio.util.cache import freezeargs +from indizio.models.network.parameters import EdgeWeights, NetworkParamNodeColor, NetworkParamNodeSize +from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel +from indizio.store.network.graph import DistanceMatrixGraphStore, DistanceMatrixGraphStoreModel +from indizio.store.network.interaction import NetworkInteractionStoreModel, NetworkInteractionStore +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel from indizio.util.data import is_numeric from indizio.util.log import log_debug from indizio.util.plot import numerical_colorscale @@ -108,7 +105,7 @@ def disable_edge_weights_thick(self): if 'width' in self.data['edge']: self.data['edge'].pop('width') - def update_from_iteraction_store(self, store: NetworkInteractionData, edges: List[dict]): + def update_from_iteraction_store(self, store: NetworkInteractionStoreModel, edges: List[dict]): self.deselect_all() for node in store.nodes_selected: self.set_node_id_highlighted(node) @@ -182,11 +179,11 @@ def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta, prev_s raise PreventUpdate # Load the data - graph = DmGraph(**state_graph) + graph = DistanceMatrixGraphStoreModel(**state_graph) graph_read = graph.read() - params = NetworkFormStoreData(**state_params) - meta = MetadataData(**state_meta) - interact = NetworkInteractionData(**network_interaction_state) + params = NetworkFormStoreModel(**state_params) + meta = MetadataFileStoreModel(**state_meta) + interact = NetworkInteractionStoreModel(**network_interaction_state) out_graph = graph.filter_to_cytoscape(params) @@ -284,8 +281,16 @@ def update_interaction_on_node_select(graph, node_input, state): Update the network interaction data based on node selection, or what is currently visible. """ + + print('\n' * 2) + print(graph) + print(len(graph)) + print(type(graph)) + [print(f'{x}\n') for x in graph['nodes']] + print('\n' * 2) + # Store this in the network interaction store - network_interaction_store = NetworkInteractionData(**state) + network_interaction_store = NetworkInteractionStoreModel(**state) nodes_visible = {x['data']['id'] for x in graph['nodes']} @@ -327,7 +332,7 @@ def highlight_on_node_select(network_interaction_ts, prev_stylesheet, network_in if prev_stylesheet else NetworkVizStyleSheet() # Load the selected nodes from the store - network_interaction_store = NetworkInteractionData(**network_interaction_state) + network_interaction_store = NetworkInteractionStoreModel(**network_interaction_state) # Reflect the state of the interaction in the stylesheet stylesheet.update_from_iteraction_store( @@ -341,7 +346,7 @@ def highlight_on_node_select(network_interaction_ts, prev_stylesheet, network_in ) -def get_sizes_for_nodes(param: Optional[NetworkParamNodeSize], meta: MetadataData): +def get_sizes_for_nodes(param: Optional[NetworkParamNodeSize], meta: MetadataFileStoreModel): # Nothing to do if param is None: return dict() @@ -369,7 +374,7 @@ def get_sizes_for_nodes(param: Optional[NetworkParamNodeSize], meta: MetadataDat return out -def get_colours_for_nodes(param: Optional[NetworkParamNodeColor], meta: MetadataData): +def get_colours_for_nodes(param: Optional[NetworkParamNodeColor], meta: MetadataFileStoreModel): # Nothing to do if param is None: return dict() diff --git a/indizio/components/network/parameters/btn_update.py b/indizio/components/network/parameters/btn_update.py index cb33649..a90e9ac 100644 --- a/indizio/components/network/parameters/btn_update.py +++ b/indizio/components/network/parameters/btn_update.py @@ -12,11 +12,11 @@ ID_NETWORK_FORM_EDGES_TO_SELF, ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, \ ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN, ID_NETWORK_PARAM_EDGE_WEIGHTS, \ ID_NETWORK_PARAM_METRIC_SELECT -from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide -from indizio.interfaces.bound import Bound -from indizio.interfaces.edge_weights import EdgeWeights -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkFormLayoutOption, \ - NetworkParamThreshold, NetworkParamDegree, NetworkParamNodeColor, NetworkParamNodeSize, NetworkParamEdgeWeights +from indizio.models.common.boolean import BooleanAllAny, BooleanShowHide +from indizio.models.common.bound import Bound +from indizio.models.network.parameters import EdgeWeights, NetworkFormLayoutOption, NetworkParamNodeColor, \ + NetworkParamNodeSize, NetworkParamDegree, NetworkParamThreshold, NetworkParamEdgeWeights +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel class NetworkFormBtnUpdate(dbc.Button): @@ -93,7 +93,7 @@ def on_submit( raise PreventUpdate # Serialise the network form state data - network_form_state = NetworkFormStoreData() + network_form_state = NetworkFormStoreModel() network_form_state.layout = NetworkFormLayoutOption(layout) diff --git a/indizio/components/network/parameters/degree.py b/indizio/components/network/parameters/degree.py index 3506601..b7d0880 100644 --- a/indizio/components/network/parameters/degree.py +++ b/indizio/components/network/parameters/degree.py @@ -4,8 +4,8 @@ from indizio.config import ID_NETWORK_FORM_DEGREE_LOWER_VALUE, ID_NETWORK_FORM_DEGREE_UPPER_VALUE, \ ID_NETWORK_FORM_DEGREE, ID_NETWORK_FORM_EDGES_TO_SELF -from indizio.interfaces.boolean import BooleanShowHide -from indizio.store.network_form_store import NetworkFormStoreData, NetworkFormStore +from indizio.models.common.boolean import BooleanShowHide +from indizio.store.network.parameters import NetworkFormStoreModel, NetworkFormStore class NetworkFormDegree(dbc.Card): @@ -92,7 +92,7 @@ def update_on_store_refresh(ts_params, state_params): if ts_params is None or state_params is None: raise PreventUpdate - params = NetworkFormStoreData(**state_params) + params = NetworkFormStoreModel(**state_params) return dict( lower_value=params.degree.min_value, upper_value=params.degree.max_value, diff --git a/indizio/components/network/parameters/display_properties.py b/indizio/components/network/parameters/display_properties.py index 5e582db..88d780d 100644 --- a/indizio/components/network/parameters/display_properties.py +++ b/indizio/components/network/parameters/display_properties.py @@ -5,9 +5,9 @@ from indizio.config import ID_NETWORK_PARAM_EDGE_WEIGHTS, \ ID_NETWORK_PARAM_METRIC_SELECT -from indizio.interfaces.edge_weights import EdgeWeights -from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +from indizio.models.network.parameters import EdgeWeights +from indizio.store.network.graph import DistanceMatrixGraphStore, DistanceMatrixGraphStoreModel +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel class NetworkParamsDisplayProperties(dbc.Card): @@ -160,7 +160,7 @@ def update_on_store_refresh(ts, state): if ts is None or state is None: raise PreventUpdate - params = NetworkFormStoreData(**state) + params = NetworkFormStoreModel(**state) if params.edge_weights is not None: edge_weight_value = params.edge_weights.value.value @@ -190,7 +190,7 @@ def update_on_store_refresh(ts, state): if ts is None or state is None: raise PreventUpdate - state = DmGraph(**state) + state = DistanceMatrixGraphStoreModel(**state) edge_weight_options = list() for dm_file in state.matrices: edge_weight_options.append({ diff --git a/indizio/components/network/parameters/layout.py b/indizio/components/network/parameters/layout.py index a8126e3..88436e2 100644 --- a/indizio/components/network/parameters/layout.py +++ b/indizio/components/network/parameters/layout.py @@ -3,8 +3,8 @@ from dash import html from dash.exceptions import PreventUpdate -from indizio.store.network_form_store import NetworkFormLayoutOption -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +from indizio.models.network.parameters import NetworkFormLayoutOption +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel class NetworkFormLayout(html.Div): @@ -23,7 +23,7 @@ def __init__(self): dbc.Select( id=self.ID, options=NetworkFormLayoutOption.to_options(), - value=NetworkFormStoreData().layout.value, + value=NetworkFormStoreModel().layout.value, ) ]) ] @@ -41,7 +41,7 @@ def __init__(self): def reflect_store_parameters(ts, state): if ts is None or state is None: raise PreventUpdate - params = NetworkFormStoreData(**state) + params = NetworkFormStoreModel(**state) return dict( value=params.layout.value ) diff --git a/indizio/components/network/parameters/node_metadata.py b/indizio/components/network/parameters/node_metadata.py index 47431d4..1f4f548 100644 --- a/indizio/components/network/parameters/node_metadata.py +++ b/indizio/components/network/parameters/node_metadata.py @@ -5,8 +5,8 @@ from indizio.config import ID_NETWORK_FORM_NODE_METADATA_COLOR_FILE, ID_NETWORK_FORM_NODE_METADATA_COLOR_COLUMN, \ ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE, ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN -from indizio.store.metadata_file import MetadataFileStore, MetadataData -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel class NetworkFormNodeMetadata(dbc.Card): @@ -103,7 +103,7 @@ def update_on_store_refresh(ts_meta, state_meta): size_meta_options = list() if ts_meta is not None: - meta = MetadataData(**state_meta) + meta = MetadataFileStoreModel(**state_meta) for file in meta.get_files(): color_meta_options.append({'label': file.file_name, 'value': file.file_id}) size_meta_options.append({'label': file.file_name, 'value': file.file_id}) @@ -128,7 +128,7 @@ def update_on_store_refresh(ts_meta, state_meta): def update_node_size_columns(size_meta_file, state_meta): out = list() if state_meta is not None and size_meta_file is not None: - meta = MetadataData(**state_meta) + meta = MetadataFileStoreModel(**state_meta) meta_file = meta.get_file(size_meta_file) if meta_file: for column in meta_file.read().columns: @@ -150,7 +150,7 @@ def update_node_size_columns(size_meta_file, state_meta): def update_node_color_columns(color_meta_file, state_meta): out = list() if state_meta is not None and color_meta_file is not None: - meta = MetadataData(**state_meta) + meta = MetadataFileStoreModel(**state_meta) meta_file = meta.get_file(color_meta_file) if meta_file: for column in meta_file.read().columns: @@ -178,7 +178,7 @@ def update_on_store_refresh(ts, state): if ts is None or state is None: raise PreventUpdate - params = NetworkFormStoreData(**state) + params = NetworkFormStoreModel(**state) if params.node_color is not None: color_file = params.node_color.file_id diff --git a/indizio/components/network/parameters/node_of_interest.py b/indizio/components/network/parameters/node_of_interest.py index 2750c38..12b561c 100644 --- a/indizio/components/network/parameters/node_of_interest.py +++ b/indizio/components/network/parameters/node_of_interest.py @@ -4,8 +4,8 @@ from dash import Output, Input, callback, State from dash import html, dcc -from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData +from indizio.store.network.graph import DistanceMatrixGraphStore, DistanceMatrixGraphStoreModel +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel class NetworkFormNodeOfInterest(dbc.Card): @@ -50,7 +50,7 @@ def update_options_on_file_upload(ts_graph, ts_param, state_graph, state_param): value = None if state_param is not None: - params = NetworkFormStoreData(**state_param) + params = NetworkFormStoreModel(**state_param) value = params.node_of_interest if state_graph is None: @@ -60,7 +60,7 @@ def update_options_on_file_upload(ts_graph, ts_param, state_graph, state_param): ) # De-serialize the graph and return the nodes - graph = DmGraph(**state_graph).read() + graph = DistanceMatrixGraphStoreModel(**state_graph).read() return dict( options=sorted(graph.nodes), diff --git a/indizio/components/network/parameters/thresh_filter_container.py b/indizio/components/network/parameters/thresh_filter_container.py index 658d797..bc022ba 100644 --- a/indizio/components/network/parameters/thresh_filter_container.py +++ b/indizio/components/network/parameters/thresh_filter_container.py @@ -4,9 +4,9 @@ from indizio.components.network.parameters.thresh_filter_item import NetworkThreshFilterItem from indizio.components.network.parameters.thresh_matching import NetworkThreshMatching -from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph -from indizio.store.network_form_store import NetworkFormStoreData, NetworkParamThreshold, \ - NetworkFormStore +from indizio.models.network.parameters import NetworkParamThreshold +from indizio.store.network.graph import DistanceMatrixGraphStore, DistanceMatrixGraphStoreModel +from indizio.store.network.parameters import NetworkFormStoreModel, NetworkFormStore class NetworkThreshFilterContainer(dbc.Card): @@ -71,8 +71,8 @@ def update_metric(ts_graph, ts_params, state_graph, state_params): raise PreventUpdate # De-serialize the state - state = DmGraph(**state_graph) - params = NetworkFormStoreData(**state_params) + state = DistanceMatrixGraphStoreModel(**state_graph) + params = NetworkFormStoreModel(**state_params) out = dict() for dm in state.matrices: diff --git a/indizio/components/network/parameters/thresh_filter_item.py b/indizio/components/network/parameters/thresh_filter_item.py index aacad97..ad0af3a 100644 --- a/indizio/components/network/parameters/thresh_filter_item.py +++ b/indizio/components/network/parameters/thresh_filter_item.py @@ -1,8 +1,8 @@ import dash_bootstrap_components as dbc from dash import html -from indizio.interfaces.bound import Bound -from indizio.store.network_form_store import NetworkParamThreshold +from indizio.models.common.bound import Bound +from indizio.models.network.parameters import NetworkParamThreshold class NetworkThreshFilterItem(html.Tr): diff --git a/indizio/components/network/parameters/thresh_matching.py b/indizio/components/network/parameters/thresh_matching.py index c9eaf6a..949fa68 100644 --- a/indizio/components/network/parameters/thresh_matching.py +++ b/indizio/components/network/parameters/thresh_matching.py @@ -2,8 +2,8 @@ from dash import Output, Input, callback, State from dash.exceptions import PreventUpdate -from indizio.interfaces.boolean import BooleanAllAny -from indizio.store.network_form_store import NetworkFormStoreData, NetworkFormStore +from indizio.models.common.boolean import BooleanAllAny +from indizio.store.network.parameters import NetworkFormStoreModel, NetworkFormStore class NetworkThreshMatching(dbc.InputGroup): @@ -20,7 +20,7 @@ def __init__(self): dbc.Select( id=self.ID, options=BooleanAllAny.to_options(), - value=NetworkFormStoreData().thresh_matching.value, + value=NetworkFormStoreModel().thresh_matching.value, size='sm', ) ], @@ -43,7 +43,7 @@ def update_on_store_refresh(ts, state): if ts is None or state is None: raise PreventUpdate - params = NetworkFormStoreData(**state) + params = NetworkFormStoreModel(**state) return dict( value=params.thresh_matching.value, ) diff --git a/indizio/components/upload/btn_example.py b/indizio/components/upload/btn_example.py index 8510302..03fdeb5 100644 --- a/indizio/components/upload/btn_example.py +++ b/indizio/components/upload/btn_example.py @@ -5,19 +5,25 @@ from dash.exceptions import PreventUpdate from indizio.config import RELOAD_ID -from indizio.interfaces.boolean import BooleanYesNo -from indizio.interfaces.cluster_on import ClusterOn -from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData -from indizio.store.dm_graph import DistanceMatrixGraphStore, DmGraph -from indizio.store.matrix_parameters import MatrixParametersStore, MatrixParameters -from indizio.store.metadata_file import MetadataFileStore, MetadataFile, MetadataData -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, \ - NetworkParamThreshold, NetworkParamDegree, NetworkParamNodeColor, NetworkParamNodeSize -from indizio.store.network_interaction import NetworkInteractionStore, NetworkInteractionData -from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData -from indizio.store.tree_file import TreeFileStore, TreeFile, TreeData -from indizio.store.upload_form_store import UploadFormStore, UploadFormItem +from indizio.models.common.boolean import BooleanYesNo +from indizio.models.clustergram.cluster_on import ClusterOn +from indizio.models.distance_matrix.dm_file import DistanceMatrixFile +from indizio.models.metadata.metadata_file import MetadataFile +from indizio.models.network.parameters import NetworkParamThreshold, NetworkParamDegree, NetworkParamNodeColor, \ + NetworkParamNodeSize +from indizio.models.presence_absence.pa_file import PresenceAbsenceFile +from indizio.models.tree.tree_file import TreeFile +from indizio.models.upload.upload_file import UploadFormItem +from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel +from indizio.store.matrix.dm_files import DistanceMatrixStore, DistanceMatrixStoreModel +from indizio.store.matrix.parameters import MatrixParametersStore, MatrixParametersStoreModel +from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel +from indizio.store.network.graph import DistanceMatrixGraphStoreModel, DistanceMatrixGraphStore +from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel +from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel +from indizio.store.upload_form_store import UploadFormStore from indizio.util.package import get_package_root @@ -117,12 +123,12 @@ def load_example(n_clicks): ) # Create the stores and add their files - pa_store = PresenceAbsenceData() - dm_store = DistanceMatrixData() - meta_store = MetadataData() - tree_store = TreeData() + pa_store = PresenceAbsenceStoreModel() + dm_store = DistanceMatrixStoreModel() + meta_store = MetadataFileStoreModel() + tree_store = TreeFileStoreModel() - clustergram_params = ClustergramParameters( + clustergram_params = ClustergramParametersStoreModel( metric=pa_file.file_id, tree=tree_file.file_id, metadata=meta_file_pa.file_id, @@ -130,7 +136,7 @@ def load_example(n_clicks): optimal_leaf_order=BooleanYesNo.YES, metadata_cols=['Genus', 'Factor'] ) - matrix_params = MatrixParameters( + matrix_params = MatrixParametersStoreModel( metric=dm_file.file_id, color_scale='agsunset', ) @@ -140,7 +146,7 @@ def load_example(n_clicks): meta_store.add_item(meta_file_pa) meta_store.add_item(meta_file_graph) tree_store.add_item(tree_file) - graph_store = DmGraph.from_distance_matricies(dm_store.get_files()) + graph_store = DistanceMatrixGraphStoreModel.from_distance_matricies(dm_store.get_files()) # Compute the maximum/minimum threshold values from the distance matricies network_store_thresholds = dict() @@ -150,7 +156,7 @@ def load_example(n_clicks): left_value=cur_dm_file.min_value, right_value=cur_dm_file.max_value ) - network_store = NetworkFormStoreData( + network_store = NetworkFormStoreModel( thresholds=network_store_thresholds, degree=NetworkParamDegree( max_value=max(x[1] for x in graph_store.read().degree), @@ -175,6 +181,6 @@ def load_example(n_clicks): dm_graph_store=graph_store.model_dump(mode='json'), clustergram_params=clustergram_params.model_dump(mode='json'), matrix_param_store=matrix_params.model_dump(mode='json'), - network_interaction=NetworkInteractionData().model_dump(mode='json'), + network_interaction=NetworkInteractionStoreModel().model_dump(mode='json'), reload="/" ) diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index 1943c4b..06503ba 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -5,15 +5,20 @@ from indizio.components.layout.message import LayoutMessage from indizio.components.upload.pending.file_selector import UploadFormFileSelector from indizio.config import RELOAD_ID -from indizio.interfaces.file_type import UserFileType -from indizio.store.clustergram_parameters import ClustergramParametersStore, ClustergramParameters -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixFile, DistanceMatrixData -from indizio.store.dm_graph import DmGraph, DistanceMatrixGraphStore -from indizio.store.matrix_parameters import MatrixParameters, MatrixParametersStore -from indizio.store.metadata_file import MetadataFile, MetadataFileStore, MetadataData -from indizio.store.network_form_store import NetworkFormStore, NetworkFormStoreData, NetworkParamThreshold -from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceFile, PresenceAbsenceData -from indizio.store.tree_file import TreeFile, TreeFileStore, TreeData +from indizio.models.common.file_type import UserFileType +from indizio.models.distance_matrix.dm_file import DistanceMatrixFile +from indizio.models.metadata.metadata_file import MetadataFile +from indizio.models.network.parameters import NetworkParamThreshold +from indizio.models.presence_absence.pa_file import PresenceAbsenceFile +from indizio.models.tree.tree_file import TreeFile +from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel +from indizio.store.matrix.dm_files import DistanceMatrixStore, DistanceMatrixStoreModel +from indizio.store.matrix.parameters import MatrixParametersStoreModel, MatrixParametersStore +from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel +from indizio.store.network.graph import DistanceMatrixGraphStore, DistanceMatrixGraphStoreModel +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel +from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel from indizio.store.upload_form_store import UploadFormStore, UploadFormData from indizio.util.callbacks import notify_user from indizio.util.log import log_debug, log_info, log_warn @@ -89,10 +94,10 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, # Load the existing state of the stores (if present) try: - pa_store = PresenceAbsenceData(**state_pa) if state_pa else PresenceAbsenceData() - dm_store = DistanceMatrixData(**state_dm) if state_dm else DistanceMatrixData() - meta_store = MetadataData(**state_meta) if state_meta else MetadataData() - tree_store = TreeData(**state_tree) if state_tree else TreeData() + pa_store = PresenceAbsenceStoreModel(**state_pa) if state_pa else PresenceAbsenceStoreModel() + dm_store = DistanceMatrixStoreModel(**state_dm) if state_dm else DistanceMatrixStoreModel() + meta_store = MetadataFileStoreModel(**state_meta) if state_meta else MetadataFileStoreModel() + tree_store = TreeFileStoreModel(**state_tree) if state_tree else TreeFileStoreModel() upload_store = UploadFormData(**state_upload) except Exception as e: return notify_user('Unable to load previous data, restart the application and close your current tab', @@ -168,14 +173,14 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, # Create the matrix parameters default values first_matrix = dm_store.get_files()[0] - matrix_params = MatrixParameters( + matrix_params = MatrixParametersStoreModel( metric=first_matrix.file_id, slider=[first_matrix.min_value, first_matrix.max_value], ) # Create the graph try: - graph = DmGraph.from_distance_matricies(dm_store.get_files()) + graph = DistanceMatrixGraphStoreModel.from_distance_matricies(dm_store.get_files()) except Exception as e: return notify_user('Unable to create Graph from Distance Matricies.', e) @@ -189,7 +194,7 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, # Create the network parameters try: - network_params = NetworkFormStoreData(**state_network_params) + network_params = NetworkFormStoreModel(**state_network_params) network_thresholds = dict() for cur_dm in dm_store.get_files(): if cur_dm.file_id in network_params: @@ -208,7 +213,7 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, return notify_user('Unable to create Network Parameters.', e) # Create the clustergram parameters - cg_params = ClustergramParameters( + cg_params = ClustergramParametersStoreModel( metric=first_matrix.file_name, tree=tree_store.get_files()[0].file_name if len(tree_store.get_files()) > 0 else None ) diff --git a/indizio/components/upload/pending/file_selector.py b/indizio/components/upload/pending/file_selector.py index 648f11a..2103b05 100644 --- a/indizio/components/upload/pending/file_selector.py +++ b/indizio/components/upload/pending/file_selector.py @@ -3,7 +3,7 @@ import dash_bootstrap_components as dbc from indizio.components.upload.pending.close_btn import UploadFormCloseButton -from indizio.interfaces.file_type import UserFileType +from indizio.models.common.file_type import UserFileType class UploadFormFileSelector(dbc.Row): diff --git a/indizio/components/upload/pending/file_upload_form.py b/indizio/components/upload/pending/file_upload_form.py index d8952d3..b6771a9 100644 --- a/indizio/components/upload/pending/file_upload_form.py +++ b/indizio/components/upload/pending/file_upload_form.py @@ -6,7 +6,8 @@ from dash.exceptions import PreventUpdate from indizio.components.upload.pending.file_selector import UploadFormFileSelector -from indizio.store.upload_form_store import UploadFormStore, UploadFormItem, UploadFormData +from indizio.models.upload.upload_file import UploadFormItem +from indizio.store.upload_form_store import UploadFormStore, UploadFormData from indizio.util.files import to_file from indizio.util.hashing import calc_md5 diff --git a/indizio/components/upload/processed/__init__.py b/indizio/components/upload/processed/__init__.py index eb29f72..1c9131c 100644 --- a/indizio/components/upload/processed/__init__.py +++ b/indizio/components/upload/processed/__init__.py @@ -3,11 +3,11 @@ from dash import Output, Input, html, callback, State from indizio.components.upload.processed.uploaded_file import UploadedFileDisplay -from indizio.interfaces.file_type import UserFileType -from indizio.store.distance_matrix import DistanceMatrixStore, DistanceMatrixData -from indizio.store.metadata_file import MetadataFileStore, MetadataData -from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceData -from indizio.store.tree_file import TreeFileStore, TreeData +from indizio.models.common.file_type import UserFileType +from indizio.store.matrix.dm_files import DistanceMatrixStore, DistanceMatrixStoreModel +from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel +from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel class UploadedFileContainer(html.Div): @@ -44,10 +44,10 @@ def refresh_uploaded(pa_ts, dm_ts, meta_ts, tree_ts, pa_store, dm_store, meta_st log.debug(f'{self.ID} - Refreshing uploaded & processed files.') # Deserialize the sores - pa_store = PresenceAbsenceData(**pa_store) if pa_store else PresenceAbsenceData() - dm_store = DistanceMatrixData(**dm_store) if dm_store else DistanceMatrixData() - meta_store = MetadataData(**meta_store) if meta_store else MetadataData() - tree_store = TreeData(**tree_store) if tree_store else TreeData() + pa_store = PresenceAbsenceStoreModel(**pa_store) if pa_store else PresenceAbsenceStoreModel() + dm_store = DistanceMatrixStoreModel(**dm_store) if dm_store else DistanceMatrixStoreModel() + meta_store = MetadataFileStoreModel(**meta_store) if meta_store else MetadataFileStoreModel() + tree_store = TreeFileStoreModel(**tree_store) if tree_store else TreeFileStoreModel() # Deserialize the data and create a html element for each type children = list() diff --git a/indizio/components/upload/processed/uploaded_file.py b/indizio/components/upload/processed/uploaded_file.py index 7156366..2b7d370 100644 --- a/indizio/components/upload/processed/uploaded_file.py +++ b/indizio/components/upload/processed/uploaded_file.py @@ -3,7 +3,7 @@ import dash_bootstrap_components as dbc from dash import html -from indizio.interfaces.file_type import UserFileType +from indizio.models.common.file_type import UserFileType class UploadedFileDisplay(dbc.Card): diff --git a/indizio/interfaces/edge_weights.py b/indizio/interfaces/edge_weights.py deleted file mode 100644 index e2f1e44..0000000 --- a/indizio/interfaces/edge_weights.py +++ /dev/null @@ -1,12 +0,0 @@ -from indizio.interfaces.html_option import HtmlOption - - -class EdgeWeights(HtmlOption): - """ - This class is used to represent the options for showing edge weight in the graph. - """ - - HIDDEN = 'Hidden' - TEXT = 'Text' - WEIGHT = 'Line weight' - BOTH = 'Text & Line Weight' diff --git a/indizio/interfaces/__init__.py b/indizio/models/__init__.py similarity index 100% rename from indizio/interfaces/__init__.py rename to indizio/models/__init__.py diff --git a/indizio/models/clustergram/__init__.py b/indizio/models/clustergram/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/interfaces/cluster_on.py b/indizio/models/clustergram/cluster_on.py similarity index 88% rename from indizio/interfaces/cluster_on.py rename to indizio/models/clustergram/cluster_on.py index 99c3b63..c0f3dba 100644 --- a/indizio/interfaces/cluster_on.py +++ b/indizio/models/clustergram/cluster_on.py @@ -1,4 +1,4 @@ -from indizio.interfaces.html_option import HtmlOption +from indizio.models.common.html_option import HtmlOption class ClusterOn(HtmlOption): diff --git a/indizio/models/common/__init__.py b/indizio/models/common/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/interfaces/boolean.py b/indizio/models/common/boolean.py similarity index 89% rename from indizio/interfaces/boolean.py rename to indizio/models/common/boolean.py index 4287d10..2fd7608 100644 --- a/indizio/interfaces/boolean.py +++ b/indizio/models/common/boolean.py @@ -1,4 +1,4 @@ -from indizio.interfaces.html_option import HtmlOption +from indizio.models.common.html_option import HtmlOption class BooleanAllAny(HtmlOption): diff --git a/indizio/interfaces/bound.py b/indizio/models/common/bound.py similarity index 71% rename from indizio/interfaces/bound.py rename to indizio/models/common/bound.py index bd9f753..1a815d5 100644 --- a/indizio/interfaces/bound.py +++ b/indizio/models/common/bound.py @@ -1,4 +1,4 @@ -from indizio.interfaces.html_option import HtmlOption +from indizio.models.common.html_option import HtmlOption class Bound(HtmlOption): diff --git a/indizio/interfaces/file_type.py b/indizio/models/common/file_type.py similarity index 79% rename from indizio/interfaces/file_type.py rename to indizio/models/common/file_type.py index 553d241..8461122 100644 --- a/indizio/interfaces/file_type.py +++ b/indizio/models/common/file_type.py @@ -1,4 +1,4 @@ -from indizio.interfaces.html_option import HtmlOption +from indizio.models.common.html_option import HtmlOption class UserFileType(HtmlOption): diff --git a/indizio/interfaces/html_option.py b/indizio/models/common/html_option.py similarity index 100% rename from indizio/interfaces/html_option.py rename to indizio/models/common/html_option.py diff --git a/indizio/interfaces/logging.py b/indizio/models/common/logging.py similarity index 100% rename from indizio/interfaces/logging.py rename to indizio/models/common/logging.py diff --git a/indizio/interfaces/sync_with_network.py b/indizio/models/common/sync_with_network.py similarity index 79% rename from indizio/interfaces/sync_with_network.py rename to indizio/models/common/sync_with_network.py index 9b9fc22..31a04a5 100644 --- a/indizio/interfaces/sync_with_network.py +++ b/indizio/models/common/sync_with_network.py @@ -1,4 +1,4 @@ -from indizio.interfaces.html_option import HtmlOption +from indizio.models.common.html_option import HtmlOption class SyncWithNetwork(HtmlOption): diff --git a/indizio/models/distance_matrix/__init__.py b/indizio/models/distance_matrix/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/store/distance_matrix.py b/indizio/models/distance_matrix/dm_file.py similarity index 54% rename from indizio/store/distance_matrix.py rename to indizio/models/distance_matrix/dm_file.py index 33bbf4a..d402fc7 100644 --- a/indizio/store/distance_matrix.py +++ b/indizio/models/distance_matrix/dm_file.py @@ -1,12 +1,10 @@ from pathlib import Path -from typing import Dict, Tuple, List +from typing import Tuple import pandas as pd -from dash import dcc from pydantic import BaseModel -from indizio.config import PERSISTENCE_TYPE -from indizio.store.upload_form_store import UploadFormItem +from indizio.models.upload.upload_file import UploadFormItem from indizio.util.files import to_pickle_df, from_pickle_df, get_delimiter @@ -56,41 +54,3 @@ def get_min_max(self) -> Tuple[float, float]: """ df = self.read() return float(df.min().min()), float(df.max().max()) - - -class DistanceMatrixData(BaseModel): - """ - This class is the actual model for the data in the distance matrix store. - """ - data: Dict[str, DistanceMatrixFile] = dict() - - def add_item(self, item: DistanceMatrixFile): - self.data[item.file_id] = item - - def get_files(self) -> Tuple[DistanceMatrixFile]: - return tuple(self.data.values()) - - def get_file(self, file_id: str) -> DistanceMatrixFile: - return self.data[file_id] - - def as_options(self) -> List[Dict[str, str]]: - """Returns the keys of the data as a dictionary of HTML options""" - out = list() - for file in self.get_files(): - out.append({'label': file.file_id, 'value': file.file_id, }) - return out - - -class DistanceMatrixStore(dcc.Store): - """ - This class is used to represent the store for the distance matrix files. - """ - - ID = 'distance-matrix-file-store' - - def __init__(self): - super().__init__( - id=self.ID, - storage_type=PERSISTENCE_TYPE, - data=DistanceMatrixData().model_dump(mode='json') - ) diff --git a/indizio/models/metadata/__init__.py b/indizio/models/metadata/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/models/metadata/metadata_file.py b/indizio/models/metadata/metadata_file.py new file mode 100644 index 0000000..1dcd839 --- /dev/null +++ b/indizio/models/metadata/metadata_file.py @@ -0,0 +1,50 @@ +from pathlib import Path +from typing import Optional, Dict, List + +import pandas as pd +from pydantic import BaseModel + +from indizio.models.upload.upload_file import UploadFormItem +from indizio.util.files import to_pickle_df, from_pickle_df, get_delimiter + + +class MetadataFile(BaseModel): + """ + This class is used to represent a single metadata file that has been uploaded. + """ + file_name: str + file_id: Optional[str] = None + path: Path + hash: str + n_cols: int + n_rows: int + + @classmethod + def from_upload_data(cls, data: UploadFormItem): + """ + Create a metadata file from the upload data. + """ + delimiter = get_delimiter(data.path) + df = pd.read_table(data.path, sep=delimiter, index_col=0, encoding='latin-1') + path, md5 = to_pickle_df(df) + return cls( + file_name=data.file_name, + file_id=data.name, + path=path, + hash=md5, + n_cols=int(df.shape[1]), + n_rows=int(df.shape[0]) + ) + + def get_cols_as_html_options(self) -> List[Dict[str, str]]: + out = list() + df = self.read() + for col in df.columns: + out.append(dict( + label=col, + value=col + )) + return out + + def read(self) -> pd.DataFrame: + return from_pickle_df(self.path) diff --git a/indizio/models/network/__init__.py b/indizio/models/network/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/models/network/parameters.py b/indizio/models/network/parameters.py new file mode 100644 index 0000000..3012309 --- /dev/null +++ b/indizio/models/network/parameters.py @@ -0,0 +1,60 @@ +from pydantic import BaseModel + +from indizio.models.common.bound import Bound +from indizio.models.common.html_option import HtmlOption + + +class EdgeWeights(HtmlOption): + """ + This class is used to represent the options for showing edge weight in the graph. + """ + + HIDDEN = 'Hidden' + TEXT = 'Text' + WEIGHT = 'Line weight' + BOTH = 'Text & Line Weight' + + +class NetworkFormLayoutOption(HtmlOption): + """ + This class represents the different layout options for the network graph. + """ + grid = 'Grid' + random = 'Random' + circle = 'Circle' + concentric = 'Concentric' + breadthfirst = 'Breadthfirst' + cose = 'Cose' + cose_bilkent = 'Cose-bilkent' + cola = 'Cola' + klay = 'Klay' + spread = 'Spread' + euler = 'Euler' + + +class NetworkParamThreshold(BaseModel): + file_id: str + left_bound: Bound = Bound.INCLUSIVE + right_bound: Bound = Bound.INCLUSIVE + left_value: float + right_value: float + + +class NetworkParamDegree(BaseModel): + min_value: float = 0.0 + max_value: float = 1.0 + + +class NetworkParamNodeColor(BaseModel): + file_id: str + column: str + + +class NetworkParamNodeSize(BaseModel): + file_id: str + column: str + + +class NetworkParamEdgeWeights(BaseModel): + file_id: str + value: EdgeWeights = EdgeWeights.HIDDEN diff --git a/indizio/models/presence_absence/__init__.py b/indizio/models/presence_absence/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/models/presence_absence/pa_file.py b/indizio/models/presence_absence/pa_file.py new file mode 100644 index 0000000..2e59b53 --- /dev/null +++ b/indizio/models/presence_absence/pa_file.py @@ -0,0 +1,71 @@ +from pathlib import Path + +import pandas as pd +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE +from indizio.models.distance_matrix.dm_file import DistanceMatrixFile +from indizio.models.upload.upload_file import UploadFormItem + +from indizio.util.files import to_pickle_df, from_pickle_df, get_delimiter + + +class PresenceAbsenceFile(BaseModel): + file_name: str + file_id: str + path: Path + hash: str + n_cols: int + n_rows: int + + @classmethod + def from_upload_data(cls, data: UploadFormItem): + """ + Convert the uploaded file data to a presence/absence file. + """ + delimiter = get_delimiter(data.path) + df = pd.read_table(data.path, sep=delimiter, dtype=str) + df.set_index(df.columns[0], inplace=True) + df = df.astype(float) + path, md5 = to_pickle_df(df) + return cls( + file_name=data.file_name, + file_id=data.name, + path=path, + hash=md5, + n_cols=int(df.shape[1]), + n_rows=int(df.shape[0]) + ) + + def read(self) -> pd.DataFrame: + """ + Return the saved P/A matrix from disk. + """ + return from_pickle_df(self.path) + + def as_distance_matrix(self) -> DistanceMatrixFile: + # Convert the dataframe to a distance matrix and compute the correlation + df_corr = self.read().corr().abs() + + # Round all values within 10 decimal places of precision + df_corr = df_corr.round(10) + + # Compute the min/max + df_min = float(df_corr.min().min()) + df_max = float(df_corr.max().max()) + + # Store the correlation matrix on disk + path, md5 = to_pickle_df(df_corr) + + # Create the distance matrix + return DistanceMatrixFile( + file_name=self.file_name, + file_id=f'{self.file_id if self.file_id else self.file_name} (Pearson Corr.)', + path=path, + hash=md5, + min_value=df_min, + max_value=df_max, + n_cols=int(df_corr.shape[1]), + n_rows=int(df_corr.shape[0]) + ) diff --git a/indizio/models/tree/__init__.py b/indizio/models/tree/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/models/tree/tree_file.py b/indizio/models/tree/tree_file.py new file mode 100644 index 0000000..4ee23c6 --- /dev/null +++ b/indizio/models/tree/tree_file.py @@ -0,0 +1,36 @@ +from pathlib import Path + +import dendropy +from pydantic import BaseModel + +from indizio.models.upload.upload_file import UploadFormItem +from indizio.util.files import to_pickle, from_pickle + + +class TreeFile(BaseModel): + """ + This class is the actual model for the tree file. + """ + file_name: str + file_id: str + path: Path + hash: str + n_leaves: int + + @classmethod + def from_upload_data(cls, data: UploadFormItem): + """ + Convert the tree into a pickle. + """ + tree = dendropy.Tree.get_from_path(data.path.as_posix(), schema='newick', preserve_underscores=True) + path, md5 = to_pickle(tree) + return cls( + file_name=data.file_name, + file_id=data.name, + path=path, + hash=md5, + n_leaves=len(tree.taxon_namespace) + ) + + def read(self) -> dendropy.Tree: + return from_pickle(self.path) diff --git a/indizio/models/upload/__init__.py b/indizio/models/upload/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/models/upload/upload_file.py b/indizio/models/upload/upload_file.py new file mode 100644 index 0000000..fe4cc27 --- /dev/null +++ b/indizio/models/upload/upload_file.py @@ -0,0 +1,14 @@ +from pathlib import Path +from typing import Optional + +from pydantic import BaseModel + + +class UploadFormItem(BaseModel): + """ + This class represents the data that is stored in the upload form store. + """ + file_name: str + name: Optional[str] = None + path: Path + hash: str diff --git a/indizio/store/active_stores.py b/indizio/store/active_stores.py index a96c779..95bf3ef 100644 --- a/indizio/store/active_stores.py +++ b/indizio/store/active_stores.py @@ -1,10 +1,10 @@ -from indizio.store.clustergram_parameters import ClustergramParametersStore -from indizio.store.distance_matrix import DistanceMatrixStore -from indizio.store.dm_graph import DistanceMatrixGraphStore -from indizio.store.matrix_parameters import MatrixParametersStore +from indizio.store.clustergram.parameters import ClustergramParametersStore +from indizio.store.matrix.dm_files import DistanceMatrixStore +from indizio.store.matrix.parameters import MatrixParametersStore from indizio.store.metadata_file import MetadataFileStore -from indizio.store.network_form_store import NetworkFormStore -from indizio.store.network_interaction import NetworkInteractionStore +from indizio.store.network.graph import DistanceMatrixGraphStore +from indizio.store.network.interaction import NetworkInteractionStore +from indizio.store.network.parameters import NetworkFormStore from indizio.store.presence_absence import PresenceAbsenceStore from indizio.store.tree_file import TreeFileStore from indizio.store.upload_form_store import UploadFormStore diff --git a/indizio/store/clustergram/__init__.py b/indizio/store/clustergram/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/store/clustergram_parameters.py b/indizio/store/clustergram/parameters.py similarity index 73% rename from indizio/store/clustergram_parameters.py rename to indizio/store/clustergram/parameters.py index bb2bf77..bc9d5fe 100644 --- a/indizio/store/clustergram_parameters.py +++ b/indizio/store/clustergram/parameters.py @@ -4,12 +4,12 @@ from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.interfaces.boolean import BooleanYesNo -from indizio.interfaces.cluster_on import ClusterOn -from indizio.interfaces.sync_with_network import SyncWithNetwork +from indizio.models.clustergram.cluster_on import ClusterOn +from indizio.models.common.boolean import BooleanYesNo +from indizio.models.common.sync_with_network import SyncWithNetwork -class ClustergramParameters(BaseModel): +class ClustergramParametersStoreModel(BaseModel): """ This class is the actual model for the data in the clustergram parameters. """ @@ -33,5 +33,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=ClustergramParameters().model_dump(mode='json') + data=ClustergramParametersStoreModel().model_dump(mode='json') ) diff --git a/indizio/store/matrix/__init__.py b/indizio/store/matrix/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/store/matrix/dm_files.py b/indizio/store/matrix/dm_files.py new file mode 100644 index 0000000..0849420 --- /dev/null +++ b/indizio/store/matrix/dm_files.py @@ -0,0 +1,45 @@ +from typing import Dict, Tuple, List + +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE +from indizio.models.distance_matrix.dm_file import DistanceMatrixFile + + +class DistanceMatrixStoreModel(BaseModel): + """ + This class is the actual model for the data in the distance matrix store. + """ + data: Dict[str, DistanceMatrixFile] = dict() + + def add_item(self, item: DistanceMatrixFile): + self.data[item.file_id] = item + + def get_files(self) -> Tuple[DistanceMatrixFile, ...]: + return tuple(self.data.values()) + + def get_file(self, file_id: str) -> DistanceMatrixFile: + return self.data[file_id] + + def as_options(self) -> List[Dict[str, str]]: + """Returns the keys of the data as a dictionary of HTML options""" + out = list() + for file in self.get_files(): + out.append({'label': file.file_id, 'value': file.file_id, }) + return out + + +class DistanceMatrixStore(dcc.Store): + """ + This class is used to represent the store for the distance matrix files. + """ + + ID = 'distance-matrix-file-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=DistanceMatrixStoreModel().model_dump(mode='json') + ) diff --git a/indizio/store/matrix_parameters.py b/indizio/store/matrix/parameters.py similarity index 78% rename from indizio/store/matrix_parameters.py rename to indizio/store/matrix/parameters.py index 6df2b8a..07400b9 100644 --- a/indizio/store/matrix_parameters.py +++ b/indizio/store/matrix/parameters.py @@ -4,10 +4,10 @@ from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.interfaces.sync_with_network import SyncWithNetwork +from indizio.models.common.sync_with_network import SyncWithNetwork -class MatrixParameters(BaseModel): +class MatrixParametersStoreModel(BaseModel): """ This class is the actual model for the data in the matrix parameters. """ @@ -27,5 +27,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=MatrixParameters().model_dump(mode='json') + data=MatrixParametersStoreModel().model_dump(mode='json') ) diff --git a/indizio/store/metadata_file.py b/indizio/store/metadata_file.py index 0b9f142..42e197c 100644 --- a/indizio/store/metadata_file.py +++ b/indizio/store/metadata_file.py @@ -1,58 +1,13 @@ -from pathlib import Path -from typing import Optional, Dict, List, Tuple +from typing import Dict, List, Tuple -import pandas as pd from dash import dcc from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.store.upload_form_store import UploadFormItem -from indizio.util.files import to_pickle_df, from_pickle_df, get_delimiter +from indizio.models.metadata.metadata_file import MetadataFile -class MetadataFile(BaseModel): - """ - This class is used to represent a single metadata file that has been uploaded. - """ - file_name: str - file_id: Optional[str] = None - path: Path - hash: str - n_cols: int - n_rows: int - - @classmethod - def from_upload_data(cls, data: UploadFormItem): - """ - Create a metadata file from the upload data. - """ - delimiter = get_delimiter(data.path) - df = pd.read_table(data.path, sep=delimiter, index_col=0, encoding='latin-1') - path, md5 = to_pickle_df(df) - return cls( - file_name=data.file_name, - file_id=data.name, - path=path, - hash=md5, - n_cols=int(df.shape[1]), - n_rows=int(df.shape[0]) - ) - - def get_cols_as_html_options(self) -> List[Dict[str, str]]: - out = list() - df = self.read() - for col in df.columns: - out.append(dict( - label=col, - value=col - )) - return out - - def read(self) -> pd.DataFrame: - return from_pickle_df(self.path) - - -class MetadataData(BaseModel): +class MetadataFileStoreModel(BaseModel): """ This class is used to represent a collection of metadata files. """ @@ -61,7 +16,7 @@ class MetadataData(BaseModel): def add_item(self, item: MetadataFile): self.data[item.file_id] = item - def get_files(self) -> Tuple[MetadataFile]: + def get_files(self) -> Tuple[MetadataFile, ...]: return tuple(self.data.values()) def get_file(self, file_id: str) -> MetadataFile: @@ -86,5 +41,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=MetadataData().model_dump(mode='json') + data=MetadataFileStoreModel().model_dump(mode='json') ) diff --git a/indizio/store/network/__init__.py b/indizio/store/network/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/store/dm_graph.py b/indizio/store/network/graph.py similarity index 93% rename from indizio/store/dm_graph.py rename to indizio/store/network/graph.py index 688a88a..1a4066c 100644 --- a/indizio/store/dm_graph.py +++ b/indizio/store/network/graph.py @@ -7,15 +7,15 @@ from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide -from indizio.interfaces.bound import Bound -from indizio.store.distance_matrix import DistanceMatrixFile -from indizio.store.network_form_store import NetworkFormStoreData +from indizio.models.common.boolean import BooleanAllAny, BooleanShowHide +from indizio.models.common.bound import Bound +from indizio.models.distance_matrix.dm_file import DistanceMatrixFile +from indizio.store.network.parameters import NetworkFormStoreModel from indizio.util.dataframe import dataframe_to_pairs from indizio.util.files import to_pickle, from_pickle -class DmGraph(BaseModel): +class DistanceMatrixGraphStoreModel(BaseModel): """ This is the actual model for the distance matrix graph. """ @@ -24,10 +24,7 @@ class DmGraph(BaseModel): hash: str @classmethod - def from_distance_matricies( - cls, - matrices: Collection[DistanceMatrixFile], - ): + def from_distance_matricies(cls, matrices: Collection[DistanceMatrixFile]): """ Create a graph from a collection of distance matrices. """ @@ -73,7 +70,7 @@ def get_metrics(self) -> FrozenSet[str]: out.add(dm.file_id) return frozenset(out) - def filter(self, params: NetworkFormStoreData): + def filter(self, params: NetworkFormStoreModel): # if ENABLE_CACHE: # # Extract the caching key from the parameters @@ -166,7 +163,7 @@ def filter(self, params: NetworkFormStoreData): # Return the filtered graph return composed - def filter_to_cytoscape(self, params: NetworkFormStoreData): + def filter_to_cytoscape(self, params: NetworkFormStoreModel): filtered_graph = self.filter(params) # Convert the graph to cytoscape format @@ -199,5 +196,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=None + data=dict() ) diff --git a/indizio/store/network_interaction.py b/indizio/store/network/interaction.py similarity index 88% rename from indizio/store/network_interaction.py rename to indizio/store/network/interaction.py index 64d3372..3589099 100644 --- a/indizio/store/network_interaction.py +++ b/indizio/store/network/interaction.py @@ -6,7 +6,7 @@ from indizio.config import PERSISTENCE_TYPE -class NetworkInteractionData(BaseModel): +class NetworkInteractionStoreModel(BaseModel): """ This is the actual model for the data in the network interaction store. """ @@ -36,5 +36,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=NetworkInteractionData().model_dump(mode='json') + data=NetworkInteractionStoreModel().model_dump(mode='json') ) diff --git a/indizio/store/network_form_store.py b/indizio/store/network/parameters.py similarity index 52% rename from indizio/store/network_form_store.py rename to indizio/store/network/parameters.py index d6cb8ad..803731c 100644 --- a/indizio/store/network_form_store.py +++ b/indizio/store/network/parameters.py @@ -5,66 +5,12 @@ from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.interfaces.boolean import BooleanAllAny, BooleanShowHide -from indizio.interfaces.bound import Bound -from indizio.interfaces.edge_weights import EdgeWeights -from indizio.interfaces.html_option import HtmlOption +from indizio.models.common.boolean import BooleanAllAny, BooleanShowHide +from indizio.models.network.parameters import NetworkFormLayoutOption, NetworkParamThreshold, NetworkParamDegree, \ + NetworkParamNodeColor, NetworkParamNodeSize, NetworkParamEdgeWeights -class NetworkThreshCorrOption(HtmlOption): - """This class represents the different threshold correlation options.""" - LT = '<' - LEQ = '<=' - EQ = '=' - GT = '>' - GEQ = '>=' - - -class NetworkFormLayoutOption(HtmlOption): - """ - This class represents the different layout options for the network graph. - """ - grid = 'Grid' - random = 'Random' - circle = 'Circle' - concentric = 'Concentric' - breadthfirst = 'Breadthfirst' - cose = 'Cose' - cose_bilkent = 'Cose-bilkent' - cola = 'Cola' - klay = 'Klay' - spread = 'Spread' - euler = 'Euler' - - -class NetworkParamThreshold(BaseModel): - file_id: str - left_bound: Bound = Bound.INCLUSIVE - right_bound: Bound = Bound.INCLUSIVE - left_value: float - right_value: float - - -class NetworkParamDegree(BaseModel): - min_value: float = 0.0 - max_value: float = 1.0 - - -class NetworkParamNodeColor(BaseModel): - file_id: str - column: str - - -class NetworkParamNodeSize(BaseModel): - file_id: str - column: str - -class NetworkParamEdgeWeights(BaseModel): - file_id: str - value: EdgeWeights = EdgeWeights.HIDDEN - - -class NetworkFormStoreData(BaseModel): +class NetworkFormStoreModel(BaseModel): """ This class represents the data that is stored in the network form store. """ @@ -83,10 +29,6 @@ def get_focal_node_str(self): """Returns the string output of the focal node.""" return ', '.join(self.node_of_interest) if self.node_of_interest else 'All' - def get_threshold_str(self): - """Returns the string output of the threshold filtering.""" - return 'TODO' - def get_cache_key(self) -> bytes: """ Returns a unique key for this object. @@ -111,5 +53,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=NetworkFormStoreData().model_dump(mode='json') + data=NetworkFormStoreModel().model_dump(mode='json') ) diff --git a/indizio/store/presence_absence.py b/indizio/store/presence_absence.py index 53527ff..b5ae557 100644 --- a/indizio/store/presence_absence.py +++ b/indizio/store/presence_absence.py @@ -1,77 +1,13 @@ -from pathlib import Path -from typing import Dict, List +from typing import Dict, List, Tuple -import pandas as pd from dash import dcc from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.store.distance_matrix import DistanceMatrixFile -from indizio.store.upload_form_store import UploadFormItem -from indizio.util.files import to_pickle_df, from_pickle_df, get_delimiter +from indizio.models.presence_absence.pa_file import PresenceAbsenceFile -class PresenceAbsenceFile(BaseModel): - file_name: str - file_id: str - path: Path - hash: str - n_cols: int - n_rows: int - - @classmethod - def from_upload_data(cls, data: UploadFormItem): - """ - Convert the uploaded file data to a presence/absence file. - """ - delimiter = get_delimiter(data.path) - df = pd.read_table(data.path, sep=delimiter, dtype=str) - df.set_index(df.columns[0], inplace=True) - df = df.astype(float) - path, md5 = to_pickle_df(df) - return cls( - file_name=data.file_name, - file_id=data.name, - path=path, - hash=md5, - n_cols=int(df.shape[1]), - n_rows=int(df.shape[0]) - ) - - def read(self) -> pd.DataFrame: - """ - Return the saved P/A matrix from disk. - """ - return from_pickle_df(self.path) - - def as_distance_matrix(self) -> DistanceMatrixFile: - # Convert the dataframe to a distance matrix and compute the correlation - df_corr = self.read().corr().abs() - - # Round all values within 10 decimal places of precision - df_corr = df_corr.round(10) - - # Compute the min/max - df_min = float(df_corr.min().min()) - df_max = float(df_corr.max().max()) - - # Store the correlation matrix on disk - path, md5 = to_pickle_df(df_corr) - - # Create the distance matrix - return DistanceMatrixFile( - file_name=self.file_name, - file_id=f'{self.file_id if self.file_id else self.file_name} (Pearson Corr.)', - path=path, - hash=md5, - min_value=df_min, - max_value=df_max, - n_cols=int(df_corr.shape[1]), - n_rows=int(df_corr.shape[0]) - ) - - -class PresenceAbsenceData(BaseModel): +class PresenceAbsenceStoreModel(BaseModel): """ This class represents the presence absence store. Items are keyed by their hash. @@ -84,7 +20,7 @@ def add_item(self, item: PresenceAbsenceFile): """ self.data[item.file_id] = item - def get_files(self): + def get_files(self) -> Tuple[PresenceAbsenceFile, ...]: return tuple(self.data.values()) def get_file(self, file_id: str) -> PresenceAbsenceFile: @@ -108,5 +44,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=PresenceAbsenceData().model_dump(mode='json') + data=PresenceAbsenceStoreModel().model_dump(mode='json') ) diff --git a/indizio/store/tree_file.py b/indizio/store/tree_file.py index 6bc8982..d343f0f 100644 --- a/indizio/store/tree_file.py +++ b/indizio/store/tree_file.py @@ -1,54 +1,22 @@ -from pathlib import Path -from typing import Dict, List +from typing import Dict, List, Tuple -import dendropy from dash import dcc from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE -from indizio.store.upload_form_store import UploadFormItem -from indizio.util.files import to_pickle, from_pickle +from indizio.models.tree.tree_file import TreeFile -class TreeFile(BaseModel): - """ - This class is the actual model for the tree file. - """ - file_name: str - file_id: str - path: Path - hash: str - n_leaves: int - - @classmethod - def from_upload_data(cls, data: UploadFormItem): - """ - Convert the tree into a pickle. - """ - tree = dendropy.Tree.get_from_path(data.path.as_posix(), schema='newick', preserve_underscores=True) - path, md5 = to_pickle(tree) - return cls( - file_name=data.file_name, - file_id=data.name, - path=path, - hash=md5, - n_leaves=len(tree.taxon_namespace) - ) - - def read(self) -> dendropy.Tree: - return from_pickle(self.path) - - -class TreeData(BaseModel): +class TreeFileStoreModel(BaseModel): data: Dict[str, TreeFile] = dict() def add_item(self, item: TreeFile): self.data[item.file_id] = item - def get_files(self): + def get_files(self) -> Tuple[TreeFile, ...]: return tuple(self.data.values()) - def get_file(self, file_id: str): + def get_file(self, file_id: str) -> TreeFile: return self.data[file_id] def as_options(self) -> List[Dict[str, str]]: @@ -69,5 +37,5 @@ def __init__(self): super().__init__( id=self.ID, storage_type=PERSISTENCE_TYPE, - data=TreeData().model_dump(mode='json') + data=TreeFileStoreModel().model_dump(mode='json') ) diff --git a/indizio/store/upload_form_store.py b/indizio/store/upload_form_store.py index fc24ad3..f61b9d8 100644 --- a/indizio/store/upload_form_store.py +++ b/indizio/store/upload_form_store.py @@ -1,20 +1,10 @@ -from pathlib import Path -from typing import Optional, Dict +from typing import Dict from dash import dcc from pydantic import BaseModel from indizio.config import PERSISTENCE_TYPE - - -class UploadFormItem(BaseModel): - """ - This class represents the data that is stored in the upload form store. - """ - file_name: str - name: Optional[str] = None - path: Path - hash: str +from indizio.models.upload.upload_file import UploadFormItem class UploadFormData(BaseModel): diff --git a/indizio/util/log.py b/indizio/util/log.py index 9deab1a..95d51fb 100644 --- a/indizio/util/log.py +++ b/indizio/util/log.py @@ -4,7 +4,7 @@ import rich -from indizio.interfaces.logging import LogLevel +from indizio.models.common.logging import LogLevel def log(msg, level: LogLevel = LogLevel.INFO): diff --git a/pyproject.toml b/pyproject.toml index 53904a2..a4ca3f9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.9.0" +version = "0.10.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 7d6a8b45c6e0d0bdee327fc873d595a29ec206e4 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 20 Jun 2024 12:40:54 +1000 Subject: [PATCH 54/81] refactoring --- indizio/components/debug/store.py | 4 +- .../components/network/filtering_applied.py | 49 ++++-- indizio/components/network/network_graph.py | 146 +++--------------- indizio/config.py | 3 +- indizio/models/network/stylesheet.py | 111 +++++++++++++ indizio/store/network/graph.py | 34 ++-- indizio/util/cache.py | 18 +-- indizio/util/files.py | 10 +- 8 files changed, 201 insertions(+), 174 deletions(-) create mode 100644 indizio/models/network/stylesheet.py diff --git a/indizio/components/debug/store.py b/indizio/components/debug/store.py index 4f46a48..5daa463 100644 --- a/indizio/components/debug/store.py +++ b/indizio/components/debug/store.py @@ -1,8 +1,8 @@ +import json + import dash_bootstrap_components as dbc from dash import callback, Output, Input, State, html -import json - class DebugStore(dbc.Card): ID_PREFIX = 'debug-store' diff --git a/indizio/components/network/filtering_applied.py b/indizio/components/network/filtering_applied.py index 2ba3128..fbbcf72 100644 --- a/indizio/components/network/filtering_applied.py +++ b/indizio/components/network/filtering_applied.py @@ -1,28 +1,53 @@ import dash_bootstrap_components as dbc -from dash import html +from dash import html, callback, Output, Input, State from indizio.config import ID_NETWORK_VIZ_FILTERING_APPLIED -class NetworkVizFilteringApplied(dbc.Badge): +class NetworkVizFilteringApplied(html.Div): """ This component shows the number of nodes and edges in the network. """ ID = ID_NETWORK_VIZ_FILTERING_APPLIED + ID_TOOLTIP = f"{ID}-tooltip" def __init__(self): super().__init__( - id=self.ID, children=[ - html.I( - className='fas fa-warning me-1' + dbc.Badge( + id=self.ID, + children=[ + html.I( + className='fas fa-warning me-1' + ), + 'Filtering applied' + ], + pill=True, + color='danger', + style={ + 'visibility': 'hidden' + }, ), - 'Filtering applied' - ], - pill=True, - color='danger', - style={ - 'visibility': 'hidden' - }, + dbc.Tooltip( + "Based on the selected parameters, not all nodes and/or edges are visible.", + id=self.ID_TOOLTIP, + is_open=False, + target=self.ID, + ) + ] ) + + @callback( + output=dict( + is_open=Output(self.ID_TOOLTIP, 'is_open'), + ), + inputs=dict( + n=Input(self.ID, "n_clicks"), + is_open=State(self.ID_TOOLTIP, "is_open"), + ), + ) + def open_tooltip(n, is_open): + if n: + return dict(is_open=not is_open) + return dict(is_open=is_open) diff --git a/indizio/components/network/network_graph.py b/indizio/components/network/network_graph.py index 64200bc..ff44381 100644 --- a/indizio/components/network/network_graph.py +++ b/indizio/components/network/network_graph.py @@ -1,4 +1,4 @@ -from typing import List, Dict, Optional +from typing import Optional import dash_cytoscape as cyto import plotly.express as px @@ -7,6 +7,7 @@ from indizio.config import ID_NETWORK_VIZ_EDGE_COUNT, ID_NETWORK_VIZ_NODE_COUNT, ID_NETWORK_VIZ_FILTERING_APPLIED from indizio.models.network.parameters import EdgeWeights, NetworkParamNodeColor, NetworkParamNodeSize +from indizio.models.network.stylesheet import NetworkVizStyleSheet from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel from indizio.store.network.graph import DistanceMatrixGraphStore, DistanceMatrixGraphStoreModel from indizio.store.network.interaction import NetworkInteractionStoreModel, NetworkInteractionStore @@ -16,114 +17,6 @@ from indizio.util.plot import numerical_colorscale -class NetworkVizStyleSheet: - """ - This is the default network stylesheet. This should be carefully modified - as needed. It's instantiated as a class to faciliate this. - - Changes are made to this in order to display toggled nodes. - """ - DEFAULT = { - "node": { - "width": "mapData(size, 0, 100, 15, 80)", - "height": "mapData(size, 0, 100, 15, 80)", - "background-color": "data(color)", - "content": "data(label)", - }, - "edge": { - "opacity": 0.4 - }, - } - - def __init__(self, data=None): - self.data = {**self.DEFAULT, **(data or {})} - - @classmethod - def from_graph(cls, stylesheet): - out = dict() - for item in stylesheet: - out[item['selector']] = item['style'] - return cls(out) - - def node_selected_key(self, node_id: str) -> str: - return f'node[id = "{node_id}"]' - - def edge_selected_key(self, edge_id: str) -> str: - return f'edge[id = "{edge_id}"]' - - def set_node_id_highlighted(self, node_id: str): - node_key = self.node_selected_key(node_id) - out = { - "background-color": "#eb6864", - "border-color": "#963835", - "border-width": 2, - "border-opacity": 1, - "opacity": 1, - "text-opacity": 1, - "z-index": 9999, - } - self.data[node_key] = {**self.data.get(node_key, dict()), **out} - - def set_edge_id_highlighted(self, edge_id: str): - edge_key = self.edge_selected_key(edge_id) - new_data = { - "line-color": "#eb6864", - "opacity": 0.9, - "z-index": 9000, - } - self.data[edge_key] = {**self.data.get(edge_key, dict()), **new_data} - - def deselect_node_id(self, node_id: str): - node_key = self.node_selected_key(node_id) - if node_key in self.data: - self.data.pop(node_key) - - def deselect_edge_id(self, edge_id: str): - edge_key = self.edge_selected_key(edge_id) - if edge_key in self.data: - self.data.pop(edge_key) - - def deselect_all(self): - keys_to_remove = set() - for key in self.data: - if key.startswith('node[id') or key.startswith('edge[id'): - keys_to_remove.add(key) - for key in keys_to_remove: - self.data.pop(key) - - def enable_edge_weights_text(self): - self.data['edge']['content'] = 'data(label)' - - def disable_edge_weights_text(self): - if 'content' in self.data['edge']: - self.data['edge'].pop('content') - - def enable_edge_weights_thick(self): - self.data['edge']['width'] = 'mapData(width, 0, 1, 1, 10)' - - def disable_edge_weights_thick(self): - if 'width' in self.data['edge']: - self.data['edge'].pop('width') - - def update_from_iteraction_store(self, store: NetworkInteractionStoreModel, edges: List[dict]): - self.deselect_all() - for node in store.nodes_selected: - self.set_node_id_highlighted(node) - for edge in edges: - edge_data = edge['data'] - if edge_data['source'] in store.nodes_selected and edge_data['target'] in store.nodes_selected: - self.set_edge_id_highlighted(edge_data['id']) - - def export(self) -> List[Dict]: - out = list() - for selector, style in self.data.items(): - out.append({ - 'selector': selector, - 'style': style - }) - return out - - class NetworkVizGraph(dcc.Loading): """ The cytoscape network graph component. @@ -165,10 +58,6 @@ def __init__(self): prev_stylesheet=State(self.ID_GRAPH, 'stylesheet'), network_interaction_state=State(NetworkInteractionStore.ID, 'data') ), - # running=[ - # (Output(self.ID_GRAPH, 'style'), {'visibility': 'hidden'}, {'visibility': 'visible'}), - # (Output(ID_NETWORK_VIZ_EDGE_COUNT, 'children'), 'Loading...', 'No distance matrix loaded.'), - # ], ) def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta, prev_stylesheet, network_interaction_state): @@ -270,8 +159,8 @@ def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta, prev_s network_interaction=Output(NetworkInteractionStore.ID, 'data') ), inputs=dict( - graph=Input(self.ID_GRAPH, "elements"), node_input=Input(self.ID_GRAPH, "tapNode"), + graph=State(self.ID_GRAPH, "elements"), state=State(NetworkInteractionStore.ID, 'data') ), prevent_initial_call=True @@ -281,20 +170,19 @@ def update_interaction_on_node_select(graph, node_input, state): Update the network interaction data based on node selection, or what is currently visible. """ + if not graph: + raise PreventUpdate - print('\n' * 2) - print(graph) - print(len(graph)) - print(type(graph)) - [print(f'{x}\n') for x in graph['nodes']] - print('\n' * 2) + # For some reason the graph can either be a dict or list + if isinstance(graph, dict): + nodes_visible = {x['data']['id'] for x in graph['nodes']} + elif isinstance(graph, list): + nodes_visible = {x['data']['id'] for x in graph} + else: + raise PreventUpdate # Store this in the network interaction store network_interaction_store = NetworkInteractionStoreModel(**state) - - nodes_visible = {x['data']['id'] for x in graph['nodes']} - - # Update what is visible network_interaction_store.set_visible_nodes(nodes_visible) # Update on node selection @@ -335,9 +223,17 @@ def highlight_on_node_select(network_interaction_ts, prev_stylesheet, network_in network_interaction_store = NetworkInteractionStoreModel(**network_interaction_state) # Reflect the state of the interaction in the stylesheet + # For some reason the graph can either be a dict or list + if isinstance(graph, dict): + graph_edges = graph.get('edges', list()) + elif isinstance(graph, list): + graph_edges = [x for x in graph if 'source' in x.get('data', dict())] + else: + raise PreventUpdate + stylesheet.update_from_iteraction_store( network_interaction_store, - graph.get('edges', list()) + graph_edges ) # Export the updated stylesheet with highlighting diff --git a/indizio/config.py b/indizio/config.py index e9a1209..3dbf724 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -15,6 +15,7 @@ # The temporary directory is used to store files that are uploaded. TMP_DIR = Path(tempfile.gettempdir()) / 'indizio' +TMP_DIR.mkdir(parents=True, exist_ok=True) # Identifiers for some components where a circular import would otherwise be created. ID_MATRIX_PARAMS_METRIC = 'matrix-params-metric' @@ -39,4 +40,4 @@ ID_NETWORK_PARAM_METRIC_SELECT = 'network-parameters-metric-select' GRAPH_AXIS_FONT_SIZE = 10 -GRAPH_AXIS_MAX_LENGTH = 10 +GRAPH_AXIS_MAX_LENGTH = 15 diff --git a/indizio/models/network/stylesheet.py b/indizio/models/network/stylesheet.py new file mode 100644 index 0000000..3425d3a --- /dev/null +++ b/indizio/models/network/stylesheet.py @@ -0,0 +1,111 @@ +from typing import List, Dict + +from indizio.store.network.interaction import NetworkInteractionStoreModel + + +class NetworkVizStyleSheet: + """ + This is the default network stylesheet. This should be carefully modified + as needed. It's instantiated as a class to faciliate this. + + Changes are made to this in order to display toggled nodes. + """ + DEFAULT = { + "node": { + "width": "mapData(size, 0, 100, 15, 80)", + "height": "mapData(size, 0, 100, 15, 80)", + "background-color": "data(color)", + "content": "data(label)", + }, + "edge": { + "opacity": 0.4 + }, + } + + def __init__(self, data=None): + self.data = {**self.DEFAULT, **(data or {})} + + @classmethod + def from_graph(cls, stylesheet): + out = dict() + for item in stylesheet: + out[item['selector']] = item['style'] + return cls(out) + + def node_selected_key(self, node_id: str) -> str: + return f'node[id = "{node_id}"]' + + def edge_selected_key(self, edge_id: str) -> str: + return f'edge[id = "{edge_id}"]' + + def set_node_id_highlighted(self, node_id: str): + node_key = self.node_selected_key(node_id) + out = { + "background-color": "#eb6864", + "border-color": "#963835", + "border-width": 2, + "border-opacity": 1, + "opacity": 1, + "text-opacity": 1, + "z-index": 9999, + } + self.data[node_key] = {**self.data.get(node_key, dict()), **out} + + def set_edge_id_highlighted(self, edge_id: str): + edge_key = self.edge_selected_key(edge_id) + new_data = { + "line-color": "#eb6864", + "opacity": 0.9, + "z-index": 9000, + } + self.data[edge_key] = {**self.data.get(edge_key, dict()), **new_data} + + def deselect_node_id(self, node_id: str): + node_key = self.node_selected_key(node_id) + if node_key in self.data: + self.data.pop(node_key) + + def deselect_edge_id(self, edge_id: str): + edge_key = self.edge_selected_key(edge_id) + if edge_key in self.data: + self.data.pop(edge_key) + + def deselect_all(self): + keys_to_remove = set() + for key in self.data: + if key.startswith('node[id') or key.startswith('edge[id'): + keys_to_remove.add(key) + for key in keys_to_remove: + self.data.pop(key) + + def enable_edge_weights_text(self): + self.data['edge']['content'] = 'data(label)' + + def disable_edge_weights_text(self): + if 'content' in self.data['edge']: + self.data['edge'].pop('content') + + def enable_edge_weights_thick(self): + self.data['edge']['width'] = 'mapData(width, 0, 1, 1, 10)' + + def disable_edge_weights_thick(self): + if 'width' in self.data['edge']: + self.data['edge'].pop('width') + + def update_from_iteraction_store(self, store: NetworkInteractionStoreModel, edges: List[dict]): + self.deselect_all() + for node in store.nodes_selected: + self.set_node_id_highlighted(node) + for edge in edges: + edge_data = edge['data'] + if edge_data['source'] in store.nodes_selected and edge_data['target'] in store.nodes_selected: + self.set_edge_id_highlighted(edge_data['id']) + + def export(self) -> List[Dict]: + out = list() + for selector, style in self.data.items(): + out.append({ + 'selector': selector, + 'style': style + }) + return out diff --git a/indizio/store/network/graph.py b/indizio/store/network/graph.py index 1a4066c..99f96fb 100644 --- a/indizio/store/network/graph.py +++ b/indizio/store/network/graph.py @@ -1,18 +1,19 @@ from collections import defaultdict from pathlib import Path -from typing import List, Collection, FrozenSet +from typing import List, Collection import networkx as nx from dash import dcc from pydantic import BaseModel -from indizio.config import PERSISTENCE_TYPE +from indizio.config import PERSISTENCE_TYPE, TMP_DIR from indizio.models.common.boolean import BooleanAllAny, BooleanShowHide from indizio.models.common.bound import Bound from indizio.models.distance_matrix.dm_file import DistanceMatrixFile from indizio.store.network.parameters import NetworkFormStoreModel from indizio.util.dataframe import dataframe_to_pairs from indizio.util.files import to_pickle, from_pickle +from indizio.util.hashing import calc_md5 class DistanceMatrixGraphStoreModel(BaseModel): @@ -63,26 +64,17 @@ def from_distance_matricies(cls, matrices: Collection[DistanceMatrixFile]): def read(self) -> nx.Graph: return from_pickle(self.path) - def get_metrics(self) -> FrozenSet[str]: - """Return all metrics used in the construction of the graph edges.""" - out = set() - for dm in self.matrices: - out.add(dm.file_id) - return frozenset(out) - def filter(self, params: NetworkFormStoreModel): - # if ENABLE_CACHE: - # # Extract the caching key from the parameters - # param_cache_key = params.get_cache_key() - # combined_cache_key = calc_md5(self.hash.encode() + param_cache_key) - # cache_key = f'cyto-graph-{combined_cache_key}' + # Generate a unique key for the parameters + param_cache_key = params.get_cache_key() + combined_cache_key = calc_md5(self.hash.encode() + param_cache_key) + cache_key = f'cyto-graph-{combined_cache_key}' + cache_path = TMP_DIR / cache_key - # # Check if the graph is already cached - # with Cache(CACHE.directory) as cache: - # existing_result = cache.get(cache_key) - # if existing_result: - # return existing_result + # Check if this is already present in the cache, if it is then load it + if cache_path.exists(): + return from_pickle(cache_path) # No existing data were found, compute it G = self.read() @@ -156,9 +148,7 @@ def filter(self, params: NetworkFormStoreModel): composed = nx.Graph(composed) # Store the result in the cache - # if ENABLE_CACHE: - # with Cache(CACHE.directory) as cache: - # cache.set(cache_key, composed) + to_pickle(composed, cache_path) # Return the filtered graph return composed diff --git a/indizio/util/cache.py b/indizio/util/cache.py index 4e72ce2..b0ffdbe 100644 --- a/indizio/util/cache.py +++ b/indizio/util/cache.py @@ -41,15 +41,15 @@ def wrapped(*args, **kwargs): return wrapped - -def get_tmp_dir() -> Path: - """ - Returns a temporary path for storing files. - This is set to be prefixed by the parent PID. - """ - parent_pid = os.getppid() - tmp_root = tempfile.gettempdir() - return Path(tmp_root) / f'indizio-{parent_pid}' +# +# def get_tmp_dir() -> Path: +# """ +# Returns a temporary path for storing files. +# This is set to be prefixed by the parent PID. +# """ +# parent_pid = os.getppid() +# tmp_root = tempfile.gettempdir() +# return Path(tmp_root) / f'indizio-{parent_pid}' # def cache_by(kwargs_to_cache): # """ diff --git a/indizio/util/files.py b/indizio/util/files.py index 661582d..660fa5e 100644 --- a/indizio/util/files.py +++ b/indizio/util/files.py @@ -38,18 +38,22 @@ def from_pickle_df(path: Path) -> pd.DataFrame: return pd.read_pickle(f) -def to_pickle(obj) -> Tuple[Path, str]: +def to_pickle(obj: object, path: Optional[Path] = None) -> Tuple[Path, str]: """ Save a dataframe to a pickle object. Returns the temp path to the pickle object (by default, this is the md5). """ + + # Dump the object to a buffer buffer = io.BytesIO() pickle.dump(obj, buffer, protocol=pickle.HIGHEST_PROTOCOL) value = buffer.getvalue() # Compute the path based on the md5 - md5 = calc_md5(value) - path = TMP_DIR / md5 + md5 = None + if path is None: + md5 = calc_md5(value) + path = TMP_DIR / md5 # Write to disk with open(path, 'wb') as f: From 642ca23188a7834bca41bff82012ba5432cc61a6 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 20 Jun 2024 12:44:41 +1000 Subject: [PATCH 55/81] refactoring --- indizio/__main__.py | 5 +++-- indizio/components/layout/reload.py | 15 +++++++++++++++ indizio/components/upload/btn_clear.py | 4 ++-- indizio/components/upload/btn_example.py | 4 ++-- indizio/components/upload/btn_upload.py | 6 ++++-- indizio/config.py | 4 ---- 6 files changed, 26 insertions(+), 12 deletions(-) create mode 100644 indizio/components/layout/reload.py diff --git a/indizio/__main__.py b/indizio/__main__.py index ae2edf3..acd0c8e 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -13,7 +13,8 @@ from indizio import __version__ from indizio.components.layout.message import LayoutMessage from indizio.components.layout.navbar import NavBar -from indizio.config import RELOAD_ID, TMP_DIR +from indizio.components.layout.reload import LayoutReload +from indizio.config import TMP_DIR from indizio.models.common.logging import LogLevel from indizio.store.active_stores import ACTIVE_STORES from indizio.util.log import hide_logs @@ -83,7 +84,7 @@ def main( # Add the default page content NavBar(debug), LayoutMessage(), - dcc.Location(id=RELOAD_ID, refresh=True), + LayoutReload(), dbc.Container( fluid=True, children= diff --git a/indizio/components/layout/reload.py b/indizio/components/layout/reload.py new file mode 100644 index 0000000..944ff13 --- /dev/null +++ b/indizio/components/layout/reload.py @@ -0,0 +1,15 @@ +from dash import dcc + + +class LayoutReload(dcc.Location): + """ + Used to control the URL. + """ + + ID = 'layout-reload' + + def __init__(self): + super().__init__( + id=self.ID, + refresh=True + ) diff --git a/indizio/components/upload/btn_clear.py b/indizio/components/upload/btn_clear.py index b566a2c..220f141 100644 --- a/indizio/components/upload/btn_clear.py +++ b/indizio/components/upload/btn_clear.py @@ -4,7 +4,7 @@ from dash import Output, Input, callback from dash.exceptions import PreventUpdate -from indizio.config import RELOAD_ID +from indizio.components.layout.reload import LayoutReload from indizio.store.active_stores import ACTIVE_STORES @@ -31,7 +31,7 @@ def __init__(self): @callback( output=dict( **{x.ID: Output(x.ID, "clear_data") for x in ACTIVE_STORES}, - reload=Output(RELOAD_ID, "href", allow_duplicate=True), + reload=Output(LayoutReload.ID, "href", allow_duplicate=True), ), inputs=dict( n_clicks=Input(self.ID, "n_clicks"), diff --git a/indizio/components/upload/btn_example.py b/indizio/components/upload/btn_example.py index 03fdeb5..b5b927b 100644 --- a/indizio/components/upload/btn_example.py +++ b/indizio/components/upload/btn_example.py @@ -4,7 +4,7 @@ from dash import Output, Input, callback from dash.exceptions import PreventUpdate -from indizio.config import RELOAD_ID +from indizio.components.layout.reload import LayoutReload from indizio.models.common.boolean import BooleanYesNo from indizio.models.clustergram.cluster_on import ClusterOn from indizio.models.distance_matrix.dm_file import DistanceMatrixFile @@ -58,7 +58,7 @@ def __init__(self): upload_store=Output(UploadFormStore.ID, "clear_data", allow_duplicate=True), presence_absence_store=Output(PresenceAbsenceStore.ID, "data", allow_duplicate=True), tree_store=Output(TreeFileStore.ID, "data", allow_duplicate=True), - reload=Output(RELOAD_ID, "href", allow_duplicate=True), + reload=Output(LayoutReload.ID, "href", allow_duplicate=True), ), inputs=dict( n_clicks=Input(self.ID, "n_clicks"), diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index 06503ba..edaa729 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -3,8 +3,10 @@ from dash.exceptions import PreventUpdate from indizio.components.layout.message import LayoutMessage +from indizio.components.layout.reload import LayoutReload from indizio.components.upload.pending.file_selector import UploadFormFileSelector -from indizio.config import RELOAD_ID + + from indizio.models.common.file_type import UserFileType from indizio.models.distance_matrix.dm_file import DistanceMatrixFile from indizio.models.metadata.metadata_file import MetadataFile @@ -54,7 +56,7 @@ def __init__(self): graph=Output(DistanceMatrixGraphStore.ID, 'data'), network_params=Output(NetworkFormStore.ID, 'data', allow_duplicate=True), upload_store_clear=Output(UploadFormStore.ID, 'clear_data', allow_duplicate=True), - reload=Output(RELOAD_ID, "href", allow_duplicate=True), + reload=Output(LayoutReload.ID, "href", allow_duplicate=True), message=Output(LayoutMessage.ID_MESSAGE, 'children'), message_ex=Output(LayoutMessage.ID_EXCEPTION, 'children'), message_show=Output(LayoutMessage.ID_TOAST, 'is_open'), diff --git a/indizio/config.py b/indizio/config.py index 3dbf724..7f572da 100644 --- a/indizio/config.py +++ b/indizio/config.py @@ -10,9 +10,6 @@ # session - Kept on page reload, but cleared when the browser is closed. PERSISTENCE_TYPE = 'session' -# This is a universally unique ID that allows for a full refresh of the page. -RELOAD_ID = 'reload-loc' - # The temporary directory is used to store files that are uploaded. TMP_DIR = Path(tempfile.gettempdir()) / 'indizio' TMP_DIR.mkdir(parents=True, exist_ok=True) @@ -35,7 +32,6 @@ ID_NETWORK_FORM_NODE_METADATA_SIZE_FILE = 'network-form-node-metadata-size-file' ID_NETWORK_FORM_NODE_METADATA_SIZE_COLUMN = 'network-form-node-metadata-size-column' - ID_NETWORK_PARAM_EDGE_WEIGHTS = 'network-parameters-edge-weights' ID_NETWORK_PARAM_METRIC_SELECT = 'network-parameters-metric-select' From 396391938b4084d4c67d7a70ea7ce98c556eb165 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 20 Jun 2024 14:39:55 +1000 Subject: [PATCH 56/81] disable navigation based on required files --- indizio/components/layout/navbar.py | 112 +++++++++++++----- .../components/network/filtering_applied.py | 14 --- indizio/components/upload/btn_upload.py | 4 +- indizio/store/matrix/dm_files.py | 3 + indizio/store/presence_absence.py | 3 + 5 files changed, 93 insertions(+), 43 deletions(-) diff --git a/indizio/components/layout/navbar.py b/indizio/components/layout/navbar.py index fa863d3..b27b5ab 100644 --- a/indizio/components/layout/navbar.py +++ b/indizio/components/layout/navbar.py @@ -2,7 +2,8 @@ from dash import Output, Input, callback from indizio import __version__ -from indizio.store.matrix.dm_files import DistanceMatrixStore +from indizio.store.matrix.dm_files import DistanceMatrixStore, DistanceMatrixStoreModel +from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel class NavBar(dbc.NavbarSimple): @@ -11,29 +12,73 @@ class NavBar(dbc.NavbarSimple): """ ID = 'navbar-container' + ID_MATRIX = f'{ID}-matrix' - ID_VIZ = f'{ID}-viz' - ID_STATS = f'{ID}-stats' + ID_NETWORK = f'{ID}-network' + ID_CLUSTERGRAM = f'{ID}-clustergram' ID_DEBUG = f'{ID}-debug' + ID_MATRIX_CONTAINER = f'{ID_MATRIX}-container' + ID_NETWORK_CONTAINER = f'{ID_NETWORK}-container' + ID_CLUSTERGRAM_CONTAINER = f'{ID_CLUSTERGRAM}-container' + + ID_MATRIX_TOOLTIP = f'{ID_MATRIX}-tooltip' + ID_NETWORK_TOOLTIP = f'{ID_NETWORK}-tooltip' + ID_CLUSTERGRAM_TOOLTIP = f'{ID_CLUSTERGRAM}-tooltip' + def __init__(self, debug: bool): children = [ - dbc.NavItem(dbc.NavLink( - "Matrices", - href="/matrix", - disabled=False, - id=self.ID_MATRIX - )), - dbc.NavItem(dbc.NavLink( - "Network Visualization", - href="/network", - id=self.ID_VIZ - )), - dbc.NavItem(dbc.NavLink( - "Clustergram", - href="/clustergram", - id=self.ID_STATS - )) + dbc.NavItem( + id=self.ID_MATRIX_CONTAINER, + children=[ + dbc.NavLink( + "Matrices", + href="/matrix", + disabled=False, + id=self.ID_MATRIX + ), + dbc.Tooltip( + "A presence/absence, or distance matrix is required.", + id=self.ID_MATRIX_TOOLTIP, + target=self.ID_MATRIX_CONTAINER, + placement='bottom', + ) + ] + ), + dbc.NavItem( + id=self.ID_NETWORK_CONTAINER, + children=[ + dbc.NavLink( + "Network Visualization", + href="/network", + disabled=False, + id=self.ID_NETWORK + ), + dbc.Tooltip( + "A presence/absence, or distance matrix is required.", + id=self.ID_NETWORK_TOOLTIP, + target=self.ID_NETWORK_CONTAINER, + placement='bottom', + ) + ] + ), + dbc.NavItem( + id=self.ID_CLUSTERGRAM_CONTAINER, + children=[ + dbc.NavLink( + "Clustergram", + href="/clustergram", + disabled=False, + id=self.ID_CLUSTERGRAM + ), + dbc.Tooltip( + "A presence/absence matrix is required.", + id=self.ID_CLUSTERGRAM_TOOLTIP, + target=self.ID_CLUSTERGRAM_CONTAINER, + placement='bottom', + ) + ] + ) ] if debug: children.append( @@ -64,18 +109,31 @@ def __init__(self, debug: bool): @callback( output=dict( - matrix=Output(self.ID_MATRIX, 'disabled'), - viz=Output(self.ID_VIZ, 'disabled'), - stats=Output(self.ID_STATS, 'disabled') + matricies=Output(self.ID_MATRIX, 'disabled'), + matricies_tip_style=Output(self.ID_MATRIX_TOOLTIP, 'style'), + network=Output(self.ID_NETWORK, 'disabled'), + network_tip_style=Output(self.ID_NETWORK_TOOLTIP, 'style'), + clustergram=Output(self.ID_CLUSTERGRAM, 'disabled'), + clustergram_tip_style=Output(self.ID_CLUSTERGRAM_TOOLTIP, 'style'), ), inputs=dict( state_dm=Input(DistanceMatrixStore.ID, 'data'), + state_pa=Input(PresenceAbsenceStore.ID, 'data'), ), ) - def toggle_nav_disabled(state_dm): - disabled = not state_dm + def toggle_nav_disabled(state_dm, state_pa): + state_dm = DistanceMatrixStoreModel(**state_dm) + state_pa = PresenceAbsenceStoreModel(**state_pa) + + disabled_style = {'visibility': 'hidden'} + + no_dist_matrix = state_dm.n_files() == 0 + no_pa_matrix = state_pa.n_files() == 0 return dict( - matrix=disabled, - viz=disabled, - stats=disabled + matricies=no_dist_matrix, + matricies_tip_style={} if no_dist_matrix and no_pa_matrix else disabled_style, + network=no_dist_matrix, + network_tip_style={} if no_dist_matrix and no_pa_matrix else disabled_style, + clustergram=no_pa_matrix, + clustergram_tip_style={} if no_pa_matrix else disabled_style, ) diff --git a/indizio/components/network/filtering_applied.py b/indizio/components/network/filtering_applied.py index fbbcf72..de0bfe1 100644 --- a/indizio/components/network/filtering_applied.py +++ b/indizio/components/network/filtering_applied.py @@ -32,22 +32,8 @@ def __init__(self): dbc.Tooltip( "Based on the selected parameters, not all nodes and/or edges are visible.", id=self.ID_TOOLTIP, - is_open=False, target=self.ID, ) ] ) - @callback( - output=dict( - is_open=Output(self.ID_TOOLTIP, 'is_open'), - ), - inputs=dict( - n=Input(self.ID, "n_clicks"), - is_open=State(self.ID_TOOLTIP, "is_open"), - ), - ) - def open_tooltip(n, is_open): - if n: - return dict(is_open=not is_open) - return dict(is_open=is_open) diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index edaa729..b322566 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -216,8 +216,8 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, # Create the clustergram parameters cg_params = ClustergramParametersStoreModel( - metric=first_matrix.file_name, - tree=tree_store.get_files()[0].file_name if len(tree_store.get_files()) > 0 else None + metric=first_matrix.file_id, + tree=tree_store.get_files()[0].file_id if len(tree_store.get_files()) > 0 else None ) # Now that we've calculated everything, we need to serialize the content diff --git a/indizio/store/matrix/dm_files.py b/indizio/store/matrix/dm_files.py index 0849420..5296e4c 100644 --- a/indizio/store/matrix/dm_files.py +++ b/indizio/store/matrix/dm_files.py @@ -13,6 +13,9 @@ class DistanceMatrixStoreModel(BaseModel): """ data: Dict[str, DistanceMatrixFile] = dict() + def n_files(self) -> int: + return len(self.data) + def add_item(self, item: DistanceMatrixFile): self.data[item.file_id] = item diff --git a/indizio/store/presence_absence.py b/indizio/store/presence_absence.py index b5ae557..9ce6697 100644 --- a/indizio/store/presence_absence.py +++ b/indizio/store/presence_absence.py @@ -14,6 +14,9 @@ class PresenceAbsenceStoreModel(BaseModel): """ data: Dict[str, PresenceAbsenceFile] = dict() + def n_files(self) -> int: + return len(self.data) + def add_item(self, item: PresenceAbsenceFile): """ Add an item to the store. From 5f5dae4d81ded68e296fde4d2e4fe84bbc1885af Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 20 Jun 2024 15:17:39 +1000 Subject: [PATCH 57/81] clustergram not showing correctly --- .../clustergram/clustergram_plot.py | 1 + .../components/clustergram/parameters/tree.py | 11 ++++++--- .../clustergram/parameters/update_button.py | 24 ------------------- indizio/components/upload/btn_example.py | 10 ++++---- indizio/components/upload/btn_upload.py | 10 ++++---- .../upload/pending/file_upload_form.py | 2 +- indizio/models/presence_absence/pa_file.py | 2 +- indizio/models/upload/upload_file.py | 2 +- 8 files changed, 22 insertions(+), 40 deletions(-) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index ca6dba0..77b303b 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -171,6 +171,7 @@ def generate_clustergram( feature_df = feature_df.filter(items=common_taxa, axis=0) # Order the Y axis values of the feature dataframe to match the tree + tree_taxa_ordered = [x.taxon.label for x in tree.leaf_node_iter()] feature_df = feature_df.loc[tree_taxa_ordered] # Compute the clustergram diff --git a/indizio/components/clustergram/parameters/tree.py b/indizio/components/clustergram/parameters/tree.py index 41195eb..2646bd6 100644 --- a/indizio/components/clustergram/parameters/tree.py +++ b/indizio/components/clustergram/parameters/tree.py @@ -59,14 +59,19 @@ def update_values_on_dm_load(ts, state, ts_param, state_param): value=None ) + # De-serialize the state + state = TreeFileStoreModel(**state) + if not state.data: + return dict( + options = list(), + value = None + ) + value = None if state_param is not None: state_param = ClustergramParametersStoreModel(**state_param) value = state_param.tree - # De-serialize the state - state = TreeFileStoreModel(**state) - # No need to de-serialize as the key values are the file names options = state.as_options() default = options[0]['value'] if value is None else value diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index 268a996..9994eb3 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -63,27 +63,3 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, ).model_dump(mode='json') ) - @callback( - output=dict( - disabled=Output(self.ID, "disabled"), - ), - inputs=dict( - metric=Input(ClustergramParamsMetric.ID, "value"), - tree=Input(ClustergramParamsTree.ID, 'value'), - cluster_on=Input(ClustergramParamsClusterOn.ID, 'value'), - optimal_leaf_ordering=Input(ClustergramParamsOptimalLeafOrder.ID, 'value'), - ) - ) - def toggle_disabled(metric, tree, cluster_on, optimal_leaf_ordering): - disabled = False - if metric is None: - disabled = True - if tree is None: - disabled = True - if cluster_on is None: - disabled = True - if optimal_leaf_ordering is None: - disabled = True - return dict( - disabled=disabled - ) diff --git a/indizio/components/upload/btn_example.py b/indizio/components/upload/btn_example.py index b5b927b..09a6d8c 100644 --- a/indizio/components/upload/btn_example.py +++ b/indizio/components/upload/btn_example.py @@ -83,7 +83,7 @@ def load_example(n_clicks): pa_file = PresenceAbsenceFile.from_upload_data( UploadFormItem( - file_name='pa.tsv', + file_name='Presence / Absence (Example)', name='Presence / Absence (Example)', path=example_dir / 'pa.tsv', hash='28eef894f240bbaa1ea88a64475811c8' @@ -91,7 +91,7 @@ def load_example(n_clicks): ) dm_file = DistanceMatrixFile.from_upload_data( UploadFormItem( - file_name='matrix.tsv', + file_name='Matrix (Example)', name='Matrix (Example)', path=example_dir / 'matrix.tsv', hash='95272f912a12aeca182875cedc714341' @@ -99,7 +99,7 @@ def load_example(n_clicks): ) tree_file = TreeFile.from_upload_data( UploadFormItem( - file_name='tree.nwk', + file_name='Tree (Example)', name='Tree (Example)', path=example_dir / 'tree.nwk', hash='422bd885e40e8cae0f5aded841573a98' @@ -107,7 +107,7 @@ def load_example(n_clicks): ) meta_file_pa = MetadataFile.from_upload_data( UploadFormItem( - file_name='metadata_pa.tsv', + file_name='PA Metadata (Example)', name='PA Metadata (Example)', path=example_dir / 'metadata_pa.tsv', hash='549f0e1e5a6cf1f6212994ce0ad91fbc' @@ -115,7 +115,7 @@ def load_example(n_clicks): ) meta_file_graph = MetadataFile.from_upload_data( UploadFormItem( - file_name='metadata_graph.tsv', + file_name='Graph Metadata (Example)', name='Graph Metadata (Example)', path=example_dir / 'metadata_graph.tsv', hash='462381af92bb1d76167f78d3a15b505b' diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index b322566..561657d 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -96,10 +96,10 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, # Load the existing state of the stores (if present) try: - pa_store = PresenceAbsenceStoreModel(**state_pa) if state_pa else PresenceAbsenceStoreModel() - dm_store = DistanceMatrixStoreModel(**state_dm) if state_dm else DistanceMatrixStoreModel() - meta_store = MetadataFileStoreModel(**state_meta) if state_meta else MetadataFileStoreModel() - tree_store = TreeFileStoreModel(**state_tree) if state_tree else TreeFileStoreModel() + pa_store = PresenceAbsenceStoreModel(**state_pa) + dm_store = DistanceMatrixStoreModel(**state_dm) + meta_store = MetadataFileStoreModel(**state_meta) + tree_store = TreeFileStoreModel(**state_tree) upload_store = UploadFormData(**state_upload) except Exception as e: return notify_user('Unable to load previous data, restart the application and close your current tab', @@ -216,7 +216,7 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, # Create the clustergram parameters cg_params = ClustergramParametersStoreModel( - metric=first_matrix.file_id, + metric=pa_store.get_files()[0].file_id if pa_store.n_files() > 0 else None, tree=tree_store.get_files()[0].file_id if len(tree_store.get_files()) > 0 else None ) diff --git a/indizio/components/upload/pending/file_upload_form.py b/indizio/components/upload/pending/file_upload_form.py index b6771a9..06e8651 100644 --- a/indizio/components/upload/pending/file_upload_form.py +++ b/indizio/components/upload/pending/file_upload_form.py @@ -101,7 +101,7 @@ def store_upload(list_of_contents, list_of_names, list_of_dates, state): path = to_file(data=data_decoded, name=md5) # Store this file in the output - item = UploadFormItem(path=path, file_name=n, hash=md5) + item = UploadFormItem(path=path, file_name=n, name=n, hash=md5) output.add_item(item) return dict( diff --git a/indizio/models/presence_absence/pa_file.py b/indizio/models/presence_absence/pa_file.py index 2e59b53..21f7f65 100644 --- a/indizio/models/presence_absence/pa_file.py +++ b/indizio/models/presence_absence/pa_file.py @@ -60,7 +60,7 @@ def as_distance_matrix(self) -> DistanceMatrixFile: # Create the distance matrix return DistanceMatrixFile( - file_name=self.file_name, + file_name=f'{self.file_id if self.file_id else self.file_name} (Pearson Corr.)', file_id=f'{self.file_id if self.file_id else self.file_name} (Pearson Corr.)', path=path, hash=md5, diff --git a/indizio/models/upload/upload_file.py b/indizio/models/upload/upload_file.py index fe4cc27..1f04d66 100644 --- a/indizio/models/upload/upload_file.py +++ b/indizio/models/upload/upload_file.py @@ -9,6 +9,6 @@ class UploadFormItem(BaseModel): This class represents the data that is stored in the upload form store. """ file_name: str - name: Optional[str] = None + name: str path: Path hash: str From 76194437c32b7ea522617c6bc98fc9b28229e8a2 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 25 Jun 2024 15:20:24 +1000 Subject: [PATCH 58/81] Add deselection button. --- indizio/components/network/__init__.py | 2 + indizio/components/network/btn_deselect.py | 48 +++++++++++++++++++ .../components/network/filtering_applied.py | 3 +- indizio/store/network/interaction.py | 3 ++ 4 files changed, 54 insertions(+), 2 deletions(-) create mode 100644 indizio/components/network/btn_deselect.py diff --git a/indizio/components/network/__init__.py b/indizio/components/network/__init__.py index 2ef3428..2b70e8d 100644 --- a/indizio/components/network/__init__.py +++ b/indizio/components/network/__init__.py @@ -1,6 +1,7 @@ import dash_bootstrap_components as dbc from dash import html +from indizio.components.network.btn_deselect import NetworkBtnDeselect from indizio.components.network.btn_dl_graphml import DownloadGraphMlButton from indizio.components.network.filtering_applied import NetworkVizFilteringApplied from indizio.components.network.network_graph import NetworkVizGraph @@ -34,6 +35,7 @@ def __init__(self): children=[ NetworkFormParameters(), NetworkVizResetView(), + NetworkBtnDeselect(), DownloadGraphMlButton(), ] ), diff --git a/indizio/components/network/btn_deselect.py b/indizio/components/network/btn_deselect.py new file mode 100644 index 0000000..a771dd6 --- /dev/null +++ b/indizio/components/network/btn_deselect.py @@ -0,0 +1,48 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, html, State +from dash.exceptions import PreventUpdate + +from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel + + +class NetworkBtnDeselect(html.Div): + """ + This component is the "Download as GraphML" button. + """ + + ID = "network-deselect-button" + + def __init__(self): + super().__init__( + [ + dbc.Button( + "Deselect nodes", + id=self.ID, + color="primary" + ), + ], + style={'marginLeft': '10px'} + ) + + @callback( + output=dict( + interaction_state=Output(NetworkInteractionStore.ID, "data", allow_duplicate=True), + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + interaction_state=State(NetworkInteractionStore.ID, "data"), + ), + prevent_initial_call=True, + ) + def on_click(n_clicks, interaction_state): + if not n_clicks: + raise PreventUpdate + + # De-serialize the states + state = NetworkInteractionStoreModel(**interaction_state) + state.deselect_nodes() + + # Return the data + return dict( + interaction_state=state.model_dump(mode='json') + ) diff --git a/indizio/components/network/filtering_applied.py b/indizio/components/network/filtering_applied.py index de0bfe1..495fd79 100644 --- a/indizio/components/network/filtering_applied.py +++ b/indizio/components/network/filtering_applied.py @@ -1,5 +1,5 @@ import dash_bootstrap_components as dbc -from dash import html, callback, Output, Input, State +from dash import html from indizio.config import ID_NETWORK_VIZ_FILTERING_APPLIED @@ -36,4 +36,3 @@ def __init__(self): ) ] ) - diff --git a/indizio/store/network/interaction.py b/indizio/store/network/interaction.py index 3589099..c93a552 100644 --- a/indizio/store/network/interaction.py +++ b/indizio/store/network/interaction.py @@ -14,6 +14,9 @@ class NetworkInteractionStoreModel(BaseModel): nodes_selected: Set[str] = set() nodes_visible: Set[str] = set() + def deselect_nodes(self): + self.nodes_selected = set() + def toggle_node(self, node_id: str): # Toggle the node active/inactive From 8af4f822acbb0d580d1ee0dd45d886dbd5ae4e13 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 25 Jun 2024 16:23:25 +1000 Subject: [PATCH 59/81] Fix matrix removing duplicate tick values when value is truncated. --- indizio/components/matrix/matrix_plot.py | 42 ++++++++++++------------ indizio/util/log.py | 11 +++++++ 2 files changed, 32 insertions(+), 21 deletions(-) diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 752e7a6..450a2d8 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -1,3 +1,4 @@ +import time from functools import lru_cache import numpy as np @@ -12,7 +13,7 @@ from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel from indizio.util.cache import freezeargs from indizio.util.graph import format_axis_labels -from indizio.util.log import log_debug +from indizio.util.log import log_debug, pretty_fmt_seconds from indizio.util.plot import get_color @@ -61,6 +62,9 @@ def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params log_debug(f'{self.ID} - No data to update from.') raise PreventUpdate + # Record the duration + start_time = time.time() + # De-serialize the distance matrix store state_dm = DistanceMatrixStoreModel(**state_dm) params = MatrixParametersStoreModel(**state_params) @@ -80,9 +84,6 @@ def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params subset_cols = [x for x in feature_df.columns if x in state_interaction.nodes_selected] feature_df = feature_df.loc[subset_cols, subset_cols] - # empty initially - fig = go.Figure() - # if dataset in meta_dict.keys(): # meta_df = meta_dict[dataset] if len(params.slider) == 0: @@ -103,32 +104,31 @@ def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params else: colorscale = params.color_scale - # Create the hovertext for the heatmap - xy_labels_full = list() - for y in feature_df.index: - cur_vals = list() - for x in feature_df.columns: - cur_vals.append((y, x, feature_df[y][x])) - xy_labels_full.append(cur_vals) - heatmap = go.Heatmap( - x=format_axis_labels(feature_df.columns), - y=format_axis_labels(feature_df.index), + x=feature_df.columns, + y=feature_df.index, z=feature_df, colorscale=colorscale, zmin=slidervals[0], zmax=slidervals[-1], - customdata=xy_labels_full, name="", - hovertemplate='%{customdata[0]}
%{customdata[1]}
%{customdata[2]}' ) - f = go.Figure(heatmap) - for data in f.data: - fig.add_trace(data) + fig = go.Figure(heatmap) + fig.update_xaxes( + tickangle=45, + tickfont=dict(size=GRAPH_AXIS_FONT_SIZE), + tickvals=np.arange(len(feature_df.columns)), + ticktext=format_axis_labels(feature_df.columns) + ) + fig.update_yaxes( + tickfont=dict(size=GRAPH_AXIS_FONT_SIZE), + tickvals=np.arange(len(feature_df.index)), + ticktext=format_axis_labels(feature_df.index) + ) - fig.update_xaxes(tickangle=45, tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) - fig.update_yaxes(tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) + duration_s = time.time() - start_time + log_debug(f'Finished creating distance matrix in {pretty_fmt_seconds(duration_s)}.') return dict( fig=fig diff --git a/indizio/util/log.py b/indizio/util/log.py index 95d51fb..d2a97b2 100644 --- a/indizio/util/log.py +++ b/indizio/util/log.py @@ -51,3 +51,14 @@ def log_err(msg: str): def hide_logs(name: str): logger = logging.getLogger(name) logger.setLevel(logging.WARNING) + + + +def pretty_fmt_seconds(seconds: float) -> str: + """Formats the given number of seconds into a human-readable string.""" + if seconds < 60: + return f'{seconds:.2f} seconds' + elif seconds < 3600: + return f'{seconds / 60:.2f} minutes' + else: + return f'{seconds / 3600:.2f} hours' From 4c99baca69195afdc28f7b94ee51a521f907a8be Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 25 Jun 2024 16:29:19 +1000 Subject: [PATCH 60/81] Increase displayed characters. --- indizio/util/graph.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/indizio/util/graph.py b/indizio/util/graph.py index 3eaeca6..c37dbbe 100644 --- a/indizio/util/graph.py +++ b/indizio/util/graph.py @@ -6,7 +6,7 @@ def format_axis_label(label: str) -> str: """Format the axis label to be more human readable.""" if len(label) > GRAPH_AXIS_MAX_LENGTH: - return ''.join([f'{label[:3]}', '...', f'{label[-3:]}']) + return ''.join([f'{label[:5]}', '...', f'{label[-5:]}']) else: return label From 3626ee77ee79df58140078e42e477ba766586945 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 25 Jun 2024 16:29:37 +1000 Subject: [PATCH 61/81] Bump version. --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index a4ca3f9..abc12a8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.10.0" +version = "0.11.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From f29fce7c47d0a35cdfd46ccbd721ccf0331e7b14 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 15 Jul 2024 15:58:57 +1000 Subject: [PATCH 62/81] Fix filtering by visible nodes not automatically being populated. --- indizio/components/network/network_graph.py | 35 +++++++++++++++++++++ pyproject.toml | 2 +- 2 files changed, 36 insertions(+), 1 deletion(-) diff --git a/indizio/components/network/network_graph.py b/indizio/components/network/network_graph.py index ff44381..b8b9bed 100644 --- a/indizio/components/network/network_graph.py +++ b/indizio/components/network/network_graph.py @@ -154,6 +154,41 @@ def draw_graph(ts_graph, ts_param, state_graph, state_params, state_meta, prev_s stylesheet=stylesheet.export() ) + @callback( + output=dict( + network_interaction=Output(NetworkInteractionStore.ID, 'data', allow_duplicate=True) + ), + inputs=dict( + graph=Input(self.ID_GRAPH, "elements"), + state=State(NetworkInteractionStore.ID, 'data') + ), + prevent_initial_call=True + ) + def update_interaction_on_graph_load(graph, state): + """ + Update the network interaction data based on node selection, or + what is currently visible. + """ + if not graph: + raise PreventUpdate + + # For some reason the graph can either be a dict or list + if isinstance(graph, dict): + nodes_visible = {x['data']['id'] for x in graph['nodes']} + elif isinstance(graph, list): + nodes_visible = {x['data']['id'] for x in graph} + else: + raise PreventUpdate + + # Store this in the network interaction store + network_interaction_store = NetworkInteractionStoreModel(**state) + network_interaction_store.set_visible_nodes(nodes_visible) + + # Export the updated stylesheet with highlighting + return dict( + network_interaction=network_interaction_store.model_dump(mode='json') + ) + @callback( output=dict( network_interaction=Output(NetworkInteractionStore.ID, 'data') diff --git a/pyproject.toml b/pyproject.toml index abc12a8..6ce26b7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.11.0" +version = "0.12.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 92cb1a4cf2988d30e059b3882031ab6e962025d5 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 13 Aug 2024 12:30:32 +1000 Subject: [PATCH 63/81] Fix None state being passed through. --- indizio/components/layout/navbar.py | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/indizio/components/layout/navbar.py b/indizio/components/layout/navbar.py index b27b5ab..a85fcbd 100644 --- a/indizio/components/layout/navbar.py +++ b/indizio/components/layout/navbar.py @@ -122,8 +122,14 @@ def __init__(self, debug: bool): ), ) def toggle_nav_disabled(state_dm, state_pa): - state_dm = DistanceMatrixStoreModel(**state_dm) - state_pa = PresenceAbsenceStoreModel(**state_pa) + if state_dm is None: + state_dm = DistanceMatrixStoreModel() + else: + state_dm = DistanceMatrixStoreModel(**state_dm) + if state_pa is None: + state_pa = PresenceAbsenceStoreModel() + else: + state_pa = PresenceAbsenceStoreModel(**state_pa) disabled_style = {'visibility': 'hidden'} @@ -131,9 +137,9 @@ def toggle_nav_disabled(state_dm, state_pa): no_pa_matrix = state_pa.n_files() == 0 return dict( matricies=no_dist_matrix, - matricies_tip_style={} if no_dist_matrix and no_pa_matrix else disabled_style, + matricies_tip_style=dict() if no_dist_matrix and no_pa_matrix else disabled_style, network=no_dist_matrix, - network_tip_style={} if no_dist_matrix and no_pa_matrix else disabled_style, + network_tip_style=dict() if no_dist_matrix and no_pa_matrix else disabled_style, clustergram=no_pa_matrix, - clustergram_tip_style={} if no_pa_matrix else disabled_style, + clustergram_tip_style=dict() if no_pa_matrix else disabled_style, ) From 77cadcf7f6e18ce7dc474554395547a762ffa4bb Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 15 Aug 2024 13:46:58 +1000 Subject: [PATCH 64/81] Fix incorrect mapping of metadata to the tree. --- .../clustergram/clustergram_plot.py | 30 +++++++++++-------- 1 file changed, 18 insertions(+), 12 deletions(-) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 77b303b..24e2f39 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -64,8 +64,8 @@ def __init__(self): state_interaction=State(NetworkInteractionStore.ID, "data") ) ) - @freezeargs - @lru_cache + # @freezeargs + # @lru_cache def update_options_on_file_upload( ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, state_params, state_dm, state_tree, state_meta, state_interaction @@ -379,25 +379,31 @@ def generate_metadata_heatmap( heat_text = np.zeros(heat_data.shape, dtype=object) # Extract the values for this column - cur_col = df_meta[column_name] + cur_col = df_meta[column_name].to_dict() # Check if this is a numerical or categorical column - all_numeric = all(is_numeric(x, nan_not_numeric=False) for x in cur_col.values) + all_numeric = all(is_numeric(x, nan_not_numeric=False) for x in cur_col.values()) # If this is a numeric column, assign a color gradient to the values if not all_numeric: - d_value_to_idx = {k: i for i, k in enumerate(cur_col.values)} - # Iterate over each value in the current column to assign a value - for row_idx, cur_value in enumerate(cur_col.values): - heat_data[row_idx, 0] = d_value_to_idx[cur_value] - heat_text[row_idx, 0] = cur_value + # Assign a numeric value to each unique category + d_value_to_idx = dict() + for value in cur_col.values(): + if value not in d_value_to_idx: + d_value_to_idx[value] = len(d_value_to_idx) + + # Iterate over each value in the feature dataframe to keep ordering + # consistent. Assign the value to the heatmap + for row_idx, cur_value in enumerate(feature_df.index): + heat_data[row_idx, 0] = d_value_to_idx[cur_col[cur_value]] + heat_text[row_idx, 0] = cur_col[cur_value] else: # Iterate over each value in the current column to assign a value - for row_idx, cur_value in enumerate(cur_col.values): - heat_data[row_idx, 0] = cur_value - heat_text[row_idx, 0] = cur_value + for row_idx, cur_value in enumerate(feature_df.index): + heat_data[row_idx, 0] = cur_col[cur_value] + heat_text[row_idx, 0] = cur_col[cur_value] # Re-order the heatmap to be consistent with the main heatmap clustering heat_data = heat_data[cg_traces['row_ids'], :] From 1bf0142dbe4873f763de25c48d091e88ec36b354 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Thu, 15 Aug 2024 13:47:16 +1000 Subject: [PATCH 65/81] Bump version. --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 6ce26b7..99fbf3c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.12.0" +version = "0.13.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From aafd9fb9c17e0907f3dd59eec564253c7f8ca101 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 26 Aug 2024 13:23:20 +1000 Subject: [PATCH 66/81] add clustergram legend make plotly color palette modular --- indizio/components/clustergram/__init__.py | 5 + .../clustergram/clustergram_plot.py | 74 +++++++++++---- .../components/clustergram/legend/__init__.py | 78 +++++++++++++++ .../clustergram/legend/btn_update.py | 78 +++++++++++++++ .../clustergram/legend/container.py | 68 +++++++++++++ .../clustergram/legend/group_continuous.py | 63 ++++++++++++ .../clustergram/legend/group_discrete.py | 59 ++++++++++++ .../clustergram/parameters/update_button.py | 95 +++++++++++++++++-- indizio/components/common/__init__.py | 0 .../components/common/plotly_color_scale.py | 65 +++++++++++++ .../matrix/parameters/color_scale.py | 20 ++-- indizio/components/upload/btn_example.py | 24 ++++- indizio/models/clustergram/legend.py | 38 ++++++++ indizio/store/active_stores.py | 2 + indizio/store/clustergram/legend.py | 40 ++++++++ indizio/store/clustergram/parameters.py | 2 +- indizio/util/data.py | 7 ++ 17 files changed, 685 insertions(+), 33 deletions(-) create mode 100644 indizio/components/clustergram/legend/__init__.py create mode 100644 indizio/components/clustergram/legend/btn_update.py create mode 100644 indizio/components/clustergram/legend/container.py create mode 100644 indizio/components/clustergram/legend/group_continuous.py create mode 100644 indizio/components/clustergram/legend/group_discrete.py create mode 100644 indizio/components/common/__init__.py create mode 100644 indizio/components/common/plotly_color_scale.py create mode 100644 indizio/models/clustergram/legend.py create mode 100644 indizio/store/clustergram/legend.py diff --git a/indizio/components/clustergram/__init__.py b/indizio/components/clustergram/__init__.py index b6eb81a..5e524d2 100644 --- a/indizio/components/clustergram/__init__.py +++ b/indizio/components/clustergram/__init__.py @@ -2,6 +2,7 @@ from dash import html from indizio.components.clustergram.clustergram_plot import ClustergramPlot +from indizio.components.clustergram.legend import ClustergramLegendCanvas from indizio.components.clustergram.parameters import ClustergramParametersCanvas @@ -26,6 +27,10 @@ def __init__(self): className='d-flex', style={'marginLeft': 'auto', 'marginRight': '0px'}, children=[ + html.Div( + ClustergramLegendCanvas(), + style={'marginRight': '10px'} + ), ClustergramParametersCanvas(), ] ), diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 24e2f39..d30ff65 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -1,4 +1,3 @@ -from functools import lru_cache from typing import Optional import dash_bio @@ -11,15 +10,16 @@ from indizio.config import GRAPH_AXIS_FONT_SIZE from indizio.models.common.boolean import BooleanYesNo from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel -from indizio.util.cache import freezeargs -from indizio.util.data import is_numeric +from indizio.util.data import normalize from indizio.util.graph import format_axis_labels from indizio.util.log import log_debug +from indizio.util.plot import get_color from indizio.util.trees import create_dendrogram_plot @@ -57,18 +57,21 @@ def __init__(self): ts_tree=Input(TreeFileStore.ID, "modified_timestamp"), ts_meta=Input(MetadataFileStore.ID, "modified_timestamp"), ts_interaction=Input(NetworkInteractionStore.ID, "modified_timestamp"), + ts_legend=Input(ClustergramLegendStore.ID, "modified_timestamp"), state_params=State(ClustergramParametersStore.ID, "data"), state_dm=State(PresenceAbsenceStore.ID, "data"), state_tree=State(TreeFileStore.ID, "data"), state_meta=State(MetadataFileStore.ID, "data"), - state_interaction=State(NetworkInteractionStore.ID, "data") - ) + state_interaction=State(NetworkInteractionStore.ID, "data"), + state_legend=State(ClustergramLegendStore.ID, "data"), + ), ) # @freezeargs # @lru_cache def update_options_on_file_upload( - ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, state_params, state_dm, - state_tree, state_meta, state_interaction + ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, ts_legend, + state_params, state_dm, state_tree, state_meta, state_interaction, + state_legend ): log_debug(f'{self.ID_GRAPH} - Updating clustergram figure.') @@ -78,6 +81,7 @@ def update_options_on_file_upload( state_tree = TreeFileStoreModel(**state_tree) state_meta = MetadataFileStoreModel(**state_meta) state_interaction = NetworkInteractionStoreModel(**state_interaction) + state_legend = ClustergramLegendStoreModel(**state_legend) # Load the distance matrix based on what was used to generate the graph @@ -124,7 +128,7 @@ def update_options_on_file_upload( # Using the DashBio data, create our own Clustergram figure # as the DashBio doesn't allow for multiple colour grouping (meta) - fig = generate_annotation_heatmap(feature_df, cg_traces, df_meta, params, dendro_traces) + fig = generate_annotation_heatmap(feature_df, cg_traces, df_meta, params, dendro_traces, state_legend) fig.update_xaxes(tickangle=45, tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) fig.update_yaxes(tickfont=dict(size=GRAPH_AXIS_FONT_SIZE)) @@ -207,7 +211,8 @@ def generate_clustergram( def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Optional[MetadataFileStoreModel], - params: ClustergramParametersStoreModel, dendro_traces): + params: ClustergramParametersStoreModel, dendro_traces, + state_legend: ClustergramLegendStoreModel): """ Creates the main clustergram figure """ @@ -318,7 +323,8 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op cg_traces, main_heatmap, df_meta, - meta_col_value + meta_col_value, + state_legend ) fig.add_trace(left_meta, row=row_meta_left, col=meta_col_idx) fig.update_xaxes( @@ -372,20 +378,23 @@ def generate_metadata_heatmap( cg_traces, main_heatmap, df_meta: pd.DataFrame, - column_name: str + column_name: str, + state_legend: ClustergramLegendStoreModel ): # Create the data matrix heat_data = np.zeros((feature_df.shape[0], 1), dtype=float) heat_text = np.zeros(heat_data.shape, dtype=object) + # Load the data for this legend group + target_group = state_legend.groups[column_name] + # Extract the values for this column cur_col = df_meta[column_name].to_dict() - # Check if this is a numerical or categorical column - all_numeric = all(is_numeric(x, nan_not_numeric=False) for x in cur_col.values()) + # Check group type + if target_group.is_discrete(): - # If this is a numeric column, assign a color gradient to the values - if not all_numeric: + d_key_to_hex = target_group.get_discrete_key_to_hex() # Assign a numeric value to each unique category d_value_to_idx = dict() @@ -399,12 +408,45 @@ def generate_metadata_heatmap( heat_data[row_idx, 0] = d_value_to_idx[cur_col[cur_value]] heat_text[row_idx, 0] = cur_col[cur_value] + # Create the custom colorscale to use the defined hex colours + lst_values = list() + lst_keys = list() + for key, value in d_value_to_idx.items(): + lst_values.append(value) + lst_keys.append(key) + + if len(lst_values) == 0: + colorscale = list() + elif len(lst_values) == 1: + colorscale=[(0, d_key_to_hex[lst_keys[0]]), (1, d_key_to_hex[lst_keys[0]])] + else: + lst_values_normed = normalize(lst_values) + + colorscale = list() + for cur_key, cur_normed in zip(lst_keys, lst_values_normed): + cur_hex = d_key_to_hex[cur_key] + colorscale.append([cur_normed, cur_hex]) + else: # Iterate over each value in the current column to assign a value for row_idx, cur_value in enumerate(feature_df.index): heat_data[row_idx, 0] = cur_col[cur_value] heat_text[row_idx, 0] = cur_col[cur_value] + colorscale = target_group.continuous_colorscale + cont_bins = target_group.continuous_bins + + # Greater than two, so interpolate between those values + if len(cont_bins) > 2: + colorscale = [] + colors = get_color(target_group.continuous_colorscale, np.linspace(0, 1, len(cont_bins) - 1)) + minval = min(cont_bins) + maxval = max(cont_bins) + normed_vals = [(x - minval) / (maxval - minval) for x in cont_bins] + for i, _ in enumerate(normed_vals[:-1]): + colorscale.append([normed_vals[i], colors[i]]) + colorscale.append([normed_vals[i + 1], colors[i]]) + # Re-order the heatmap to be consistent with the main heatmap clustering heat_data = heat_data[cg_traces['row_ids'], :] heat_text = heat_text[cg_traces['row_ids'], :] @@ -414,7 +456,7 @@ def generate_metadata_heatmap( x=list(range(heat_data.shape[1])), y=main_heatmap.y, z=heat_data, - colorscale='agsunset', + colorscale=colorscale, showscale=False, name='', customdata=heat_text, diff --git a/indizio/components/clustergram/legend/__init__.py b/indizio/components/clustergram/legend/__init__.py new file mode 100644 index 0000000..fe45053 --- /dev/null +++ b/indizio/components/clustergram/legend/__init__.py @@ -0,0 +1,78 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, State, html, callback + +from indizio.components.clustergram.legend.container import ClustergramLegendContainer +from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel + + +class ClustergramLegendCanvas(html.Div): + """ + This is the main card that wraps the Clustergram legend. + """ + ID = "clustergram-legend-canvas" + ID_TOGGLE_BTN = f'{ID}-toggle-btn' + ID_CANVAS = f'{ID}-canvas' + + def __init__(self): + super().__init__( + children=[ + dbc.Button( + "Legend", + id=self.ID_TOGGLE_BTN, + n_clicks=0, + ), + dbc.Offcanvas( + id=self.ID_CANVAS, + className="network-properties-container", + style={ + "minWidth": "800px" + }, + scrollable=True, + title="Clustergram Legend", + is_open=False, + children=[ + ClustergramLegendContainer() + ] + ), + ] + ) + + @callback( + output=dict( + is_open=Output(self.ID_CANVAS, "is_open"), + ), + inputs=dict( + n1=Input(self.ID_TOGGLE_BTN, "n_clicks"), + is_open=State(self.ID_CANVAS, "is_open"), + ), + ) + def toggle_network_form(n1, is_open): + open_form = False + if n1: + open_form = not is_open + return dict( + is_open=open_form + ) + + + + @callback( + output=dict( + disabled=Output(self.ID_TOGGLE_BTN, "disabled"), + ), + inputs=dict( + ts_legend=Input(ClustergramLegendStore.ID, "modified_timestamp"), + state_legend=State(ClustergramLegendStore.ID, "data"), + ), + ) + def toggle_network_form(ts_legend, state_legend): + disabled = True + + # If we have a state then check if a legend would exist + if state_legend is not None: + legend = ClustergramLegendStoreModel(**state_legend) + disabled=legend.is_empty() + + return dict( + disabled=disabled + ) diff --git a/indizio/components/clustergram/legend/btn_update.py b/indizio/components/clustergram/legend/btn_update.py new file mode 100644 index 0000000..4f85bac --- /dev/null +++ b/indizio/components/clustergram/legend/btn_update.py @@ -0,0 +1,78 @@ +from typing import List + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, ALL, ctx +from dash import html +from dash.exceptions import PreventUpdate + +from indizio.components.clustergram.legend.group_continuous import ClustergramLegendGroupContinuous +from indizio.components.clustergram.legend.group_discrete import ClustergramLegendGroupDiscrete +from indizio.models.clustergram.legend import LegendItem +from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel +from indizio.store.network.parameters import NetworkFormStoreModel, NetworkFormStore + + +class ClustergramLegendUpdateButton(dbc.Button): + ID = 'clustergram-legend-update-button' + + def __init__(self): + + super().__init__( + "Update Legend", + id=self.ID, + color="success", + n_clicks=0, + ) + + @callback( + output=dict( + legend=Output(ClustergramLegendStore.ID, 'data', allow_duplicate=True), + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + state_legend=State(ClustergramLegendStore.ID, "data"), + discrete_colors=State({'type': ClustergramLegendGroupDiscrete.ID_COLOR_PICKER, 'group': ALL, 'key': ALL}, 'value'), + continuous_bins=State({'type': ClustergramLegendGroupContinuous.ID_BINS, 'group': ALL}, 'value'), + continuous_colors=State({'type': ClustergramLegendGroupContinuous.ID_COLOR_SCALE, 'group': ALL}, 'value'), + ), + prevent_initial_call=True + ) + def update_on_store_refresh(n_clicks, state_legend, discrete_colors, continuous_bins, continuous_colors): + """ + Updates the degree filter item when the store is refreshed. + """ + if not n_clicks or state_legend is None: + raise PreventUpdate + + # Load the state + legend = ClustergramLegendStoreModel(**state_legend) + + # Extract the hex colours for each discrete group + for color_group in ctx.args_grouping['discrete_colors']: + group_name = color_group['id']['group'] + key_name = color_group['id']['key'] + hex_code = color_group['value'] + legend.set_discrete_group_hex(group_name, key_name, hex_code) + + # Extract the continuous color info + for bin_group in ctx.args_grouping['continuous_bins']: + group_name = bin_group['id']['group'] + bins = bin_group['value'] + + # Convert the bins to a list of floats + new_bins = list() + for bin_str in bins.split(','): + new_bins.append(float(bin_str)) + new_bins.sort() + + + legend.set_continuous_group_bins(group_name, new_bins) + + for color_group in ctx.args_grouping['continuous_colors']: + group_name = color_group['id']['group'] + colorscale = color_group['value'] + legend.set_continuous_group_colorscale(group_name, colorscale) + + return dict( + legend=legend.model_dump(mode='json'), + ) diff --git a/indizio/components/clustergram/legend/container.py b/indizio/components/clustergram/legend/container.py new file mode 100644 index 0000000..82cd369 --- /dev/null +++ b/indizio/components/clustergram/legend/container.py @@ -0,0 +1,68 @@ +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State, html + +from indizio.components.clustergram.legend.btn_update import ClustergramLegendUpdateButton +from indizio.components.clustergram.legend.group_continuous import ClustergramLegendGroupContinuous +from indizio.components.clustergram.legend.group_discrete import ClustergramLegendGroupDiscrete +from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel + + +class ClustergramLegendContainer(html.Div): + ID = 'clustergram-legend-container' + ID_DISCRETE = f'{ID}-discrete' + ID_CONTINUOUS = f'{ID}-continuous' + + def __init__(self): + super().__init__( + [ + dbc.Row(id=self.ID_DISCRETE), + dbc.Row(id=self.ID_CONTINUOUS), + dbc.Row( + className='mt-2', + children=[ClustergramLegendUpdateButton()] + ) + ] + ) + + @callback( + output=dict( + discrete=Output(self.ID_DISCRETE, "children"), + continuous=Output(self.ID_CONTINUOUS, "children"), + ), + inputs=dict( + ts_legend=Input(ClustergramLegendStore.ID, "modified_timestamp"), + state_legend=State(ClustergramLegendStore.ID, "data"), + ), + ) + def populate(ts_legend, state_legend): + + # Load the legend + legend = ClustergramLegendStoreModel(**state_legend) + + # Process each group + discrete, continuous = list(), list() + for group in legend.groups.values(): + + # If the group is discrete, create the items + if group.is_discrete(): + discrete.append( + ClustergramLegendGroupDiscrete( + group_name=group.name, + bins=group.discrete_bins + ) + ) + + # If the group is continuous, create the items + if group.is_continuous(): + continuous.append( + ClustergramLegendGroupContinuous( + group_name=group.name, + bins=group.continuous_bins, + color_scale=group.continuous_colorscale + ) + ) + + return dict( + discrete=discrete, + continuous=continuous + ) diff --git a/indizio/components/clustergram/legend/group_continuous.py b/indizio/components/clustergram/legend/group_continuous.py new file mode 100644 index 0000000..2c9d873 --- /dev/null +++ b/indizio/components/clustergram/legend/group_continuous.py @@ -0,0 +1,63 @@ +from typing import List + +import dash_bootstrap_components as dbc +from dash import html + +from indizio.components.common.plotly_color_scale import CommonColorScale + + +class ClustergramLegendGroupContinuous(dbc.Card): + ID = 'clustergram-legend-group-continuous' + ID_COLOR_SCALE = f'{ID}-color-scale' + ID_BINS = f'{ID}-bins' + + def __init__(self, group_name: str, bins: List[float], color_scale: str): + # Create the rows for the table + + self.obj_color_scale = CommonColorScale( + identifier={ + 'type': self.ID_COLOR_SCALE, + 'group': group_name, + }, + default_color=color_scale + ) + + super().__init__( + [dbc.CardHeader([ + html.B(group_name), + ], + className='d-flex' + ), + dbc.CardBody( + dbc.Table( + children=[ + html.Thead(html.Tr([ + html.Th("Bins"), + html.Th("Colour scale"), + ])), + html.Tbody( + children=[ + html.Tr([ + html.Td( + dbc.Input( + id={ + 'type': self.ID_BINS, + 'group': group_name, + }, + value=', '.join(map(str, bins)), + ) + ), + html.Td( + self.obj_color_scale + ) + ]) + ] + ), + ], + hover=True, + size='sm', + className='mb-0' + ) + ) + ], + ) diff --git a/indizio/components/clustergram/legend/group_discrete.py b/indizio/components/clustergram/legend/group_discrete.py new file mode 100644 index 0000000..5b0470f --- /dev/null +++ b/indizio/components/clustergram/legend/group_discrete.py @@ -0,0 +1,59 @@ +from typing import Dict + +import dash_bootstrap_components as dbc +from dash import html + +from indizio.models.clustergram.legend import LegendItem + + +class ClustergramLegendGroupDiscrete(dbc.Card): + ID = 'clustergram-legend-group-discrete' + ID_COLOR_PICKER = f'{ID}-color-picker' + + def __init__(self, group_name: str, bins: Dict[str, LegendItem]): + # Create the rows for the table + rows = list() + for current_bin in bins.values(): + rows.append( + html.Tr([ + html.Td(current_bin.text), + dbc.Input( + type="color", + id={ + 'type': self.ID_COLOR_PICKER, + 'group': group_name, + 'key': current_bin.text, + }, + value=current_bin.hex_code, + style={"width": 50, "height": 25}, + ), + ]) + ) + + super().__init__( + className='mt-3', + + children=[ + dbc.CardHeader([ + html.B(group_name), + ], + + ), + dbc.CardBody( + dbc.Table( + children=[ + html.Thead(html.Tr([ + html.Th("Value"), + html.Th("Colour"), + ])), + html.Tbody( + children=rows + ), + ], + hover=True, + size='sm', + className='mb-0' + ) + ) + ], + ) diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index 9994eb3..c42490a 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -1,16 +1,24 @@ import logging +from typing import List import dash_bootstrap_components as dbc -from dash import Output, Input, callback, ctx +from dash import Output, Input, callback, ctx, State from dash.exceptions import PreventUpdate - +import pandas as pd +import math +import plotly.express as px from indizio.components.clustergram.parameters import ClustergramParamsMetric, ClustergramParamsTree, \ ClustergramParamsMetadata, ClustergramParamsClusterOn, ClustergramParamsOptimalLeafOrder, \ ClustergramParamsSyncWithNetwork +from indizio.models.clustergram.legend import LegendItem, LegendGroup from indizio.models.common.boolean import BooleanYesNo from indizio.models.clustergram.cluster_on import ClusterOn from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel +from indizio.store.metadata_file import MetadataFileStoreModel, MetadataFileStore +from indizio.util.data import is_numeric, normalize +from indizio.util.plot import numerical_colorscale class ClustergramParamsUpdateButton(dbc.Button): @@ -31,6 +39,7 @@ def __init__(self): @callback( output=dict( params=Output(ClustergramParametersStore.ID, "data"), + legend=Output(ClustergramLegendStore.ID, "data", allow_duplicate=True), ), inputs=dict( n_clicks=Input(self.ID, "n_clicks"), @@ -40,10 +49,13 @@ def __init__(self): cluster_on=Input(ClustergramParamsClusterOn.ID, 'value'), optimal_leaf_ordering=Input(ClustergramParamsOptimalLeafOrder.ID, 'value'), metadata_cols=Input(ClustergramParamsMetadata.ID_COLS, 'value'), - sync_with_network=Input(ClustergramParamsSyncWithNetwork.ID, 'value') - ) + sync_with_network=Input(ClustergramParamsSyncWithNetwork.ID, 'value'), + state_legend=State(ClustergramLegendStore.ID, 'data'), + state_meta=State(MetadataFileStore.ID, "data"), + ), + prevent_initial_call=True ) - def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering, metadata_cols, sync_with_network): + def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering, metadata_cols, sync_with_network, state_legend, state_meta): log = logging.getLogger() log.debug(f'{self.ID} - Updating clustergram visualization parameters.') @@ -51,6 +63,23 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, log.debug(f'{self.ID} - No data to update from.') raise PreventUpdate + # De-serialise the legend data + state_legend = ClustergramLegendStoreModel(**state_legend) + state_meta = MetadataFileStoreModel(**state_meta) + + # For some reason putting this legend-updating code in the main + # clustergram method throws an error, so it's here instead. + + # If there are metadata columns, read the metadata file and assign + # colours to each value + if metadata and metadata_cols: + + # Read the metadata file + df_meta = state_meta.get_file(metadata).read() + + # Generate the new legend and set it to be current + state_legend = set_legend(df_meta, metadata_cols, state_legend) + return dict( params=ClustergramParametersStoreModel( metric=metric, @@ -60,6 +89,60 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_order=BooleanYesNo(optimal_leaf_ordering), metadata_cols=metadata_cols if metadata_cols else list(), sync_with_network=SyncWithNetwork(sync_with_network) - ).model_dump(mode='json') + ).model_dump(mode='json'), + legend=state_legend.model_dump(mode='json') ) + + +def set_legend(df_meta: pd.DataFrame, columns: List[str], old_legend: ClustergramLegendStoreModel) -> ClustergramLegendStoreModel: + """ + This method generates the legend store based on the metadata & columns. + """ + + # Create a new legend + legend = ClustergramLegendStoreModel() + + # Process each metadata column + for col in columns: + + # Convert the values in the column to a dictionary + cur_col = df_meta[col].to_dict() + + cur_group = LegendGroup(name=col) + + # Check if this is a numerical or categorical column + all_numeric = all(is_numeric(x, nan_not_numeric=False) for x in cur_col.values()) + + # Discrete values + if not all_numeric: + + unique_values = sorted(set(cur_col.values())) + + # Generate a list of hex codes to sample from + hex_colours = tuple(px.colors.qualitative.Light24) + hex_colours_len = len(hex_colours) + + # Assign an index and colour to each value + for idx, name in enumerate(unique_values): + cur_colour = hex_colours[idx % hex_colours_len] + new_item = LegendItem( + text=name, + hex_code=cur_colour + ) + cur_group.discrete_bins[name] = new_item + + # Continuous values + else: + # Normalise the values between what has been allocated + cur_col_min = min(cur_col.values()) + cur_col_max = max(cur_col.values()) + + # Simply save this + cur_group.continuous_bins = [cur_col_min, cur_col_max] + cur_group.continuous_colorscale = 'agsunset' + + # Save the current group to the legend store + legend.groups[col] = cur_group + + return legend \ No newline at end of file diff --git a/indizio/components/common/__init__.py b/indizio/components/common/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/indizio/components/common/plotly_color_scale.py b/indizio/components/common/plotly_color_scale.py new file mode 100644 index 0000000..be8d4df --- /dev/null +++ b/indizio/components/common/plotly_color_scale.py @@ -0,0 +1,65 @@ +import plotly.express as px +from dash import dcc, html + + +class CommonColorScale(dcc.Dropdown): + """ + This component contains the color scale dropdown. + """ + + def __init__(self, identifier, default_color: str): + self.ID = identifier + super().__init__( + id=self.ID, + options=get_options_for_colorscale(), + value=default_color, + className="bg-light text-dark", + clearable=False + ) + + +def get_options_for_colorscale(): + out = list() + for colorscale_name in px.colors.named_colorscales(): + colorscale = px.colors.get_colorscale(colorscale_name) + + # Convert the colorscale into RGB values for the gradient + gradient_stops = list() + for color_stop_prop, color in colorscale: + color_stop_pct = color_stop_prop * 100 + gradient_stops.append(f'{color} {color_stop_pct}%') + gradient_stops_str = ', '.join(gradient_stops) + + out.append(dict( + label=html.Div( + style=dict( + display='flex', + ), + children=[ + html.Div( + children=[ + colorscale_name + ], + style=dict( + display='flex' + ) + ), + html.Div( + style=dict( + height='20px', + marginLeft='20px', + marginRight='20px', + marginTop='auto', + marginBottom='auto', + width='100%', + minWidth='100px', + display='flex', + borderRadius='5px', + background=f'linear-gradient(90deg, {gradient_stops_str})', + ) + ) + ] + ), + value=colorscale_name + )) + return out diff --git a/indizio/components/matrix/parameters/color_scale.py b/indizio/components/matrix/parameters/color_scale.py index 772ff0a..436899f 100644 --- a/indizio/components/matrix/parameters/color_scale.py +++ b/indizio/components/matrix/parameters/color_scale.py @@ -6,8 +6,9 @@ from dash import dcc, State from dash.exceptions import PreventUpdate -from indizio.store.matrix.parameters import MatrixParametersStoreModel +from indizio.components.common.plotly_color_scale import CommonColorScale from indizio.store.matrix.parameters import MatrixParametersStore +from indizio.store.matrix.parameters import MatrixParametersStoreModel class MatrixParamsColorScale(dbc.Row): @@ -17,6 +18,12 @@ class MatrixParamsColorScale(dbc.Row): ID = "matrix-params-color-scale" + # Create the colour scale + color_scale = CommonColorScale( + identifier=ID, + default_color=MatrixParametersStoreModel().color_scale + ) + def __init__(self): super().__init__( [ @@ -29,14 +36,9 @@ def __init__(self): width=3, ), dbc.Col( - dcc.Dropdown( - id=self.ID, - options=px.colors.named_colorscales(), - value=MatrixParametersStoreModel().color_scale, - className="bg-light text-dark", - clearable=False - ) - ) + self.color_scale + ), + ] ) diff --git a/indizio/components/upload/btn_example.py b/indizio/components/upload/btn_example.py index 09a6d8c..1373f70 100644 --- a/indizio/components/upload/btn_example.py +++ b/indizio/components/upload/btn_example.py @@ -5,6 +5,7 @@ from dash.exceptions import PreventUpdate from indizio.components.layout.reload import LayoutReload +from indizio.models.clustergram.legend import LegendGroup, LegendItem from indizio.models.common.boolean import BooleanYesNo from indizio.models.clustergram.cluster_on import ClusterOn from indizio.models.distance_matrix.dm_file import DistanceMatrixFile @@ -14,6 +15,7 @@ from indizio.models.presence_absence.pa_file import PresenceAbsenceFile from indizio.models.tree.tree_file import TreeFile from indizio.models.upload.upload_file import UploadFormItem +from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel from indizio.store.matrix.dm_files import DistanceMatrixStore, DistanceMatrixStoreModel from indizio.store.matrix.parameters import MatrixParametersStore, MatrixParametersStoreModel @@ -59,6 +61,7 @@ def __init__(self): presence_absence_store=Output(PresenceAbsenceStore.ID, "data", allow_duplicate=True), tree_store=Output(TreeFileStore.ID, "data", allow_duplicate=True), reload=Output(LayoutReload.ID, "href", allow_duplicate=True), + clustergram_legend=Output(ClustergramLegendStore.ID, "data", allow_duplicate=True), ), inputs=dict( n_clicks=Input(self.ID, "n_clicks"), @@ -171,6 +174,24 @@ def load_example(n_clicks): ) ) + clustergram_legend = ClustergramLegendStoreModel() + clustergram_legend.groups['Genus'] = LegendGroup( + name='Genus', + discrete_bins={ + 'Campylobacter': LegendItem(text='Campylobacter', hex_code='#8df900'), + 'Haemophilus': LegendItem(text='Haemophilus', hex_code='#005392'), + 'Helicobacter': LegendItem(text='Helicobacter', hex_code='#ff7d78'), + 'Mycobacterium': LegendItem(text='Mycobacterium', hex_code='#009192'), + 'Staphylococcus': LegendItem(text='Staphylococcus', hex_code='#FF0000'), + 'Streptococcus': LegendItem(text='Streptococcus', hex_code='#eaeaea'), + } + ) + clustergram_legend.groups['Factor'] = LegendGroup( + name='Factor', + continuous_bins=[0.0, 150.2], + continuous_colorscale='agsunset' + ) + return dict( network_store=network_store.model_dump(mode='json'), upload_store=True, @@ -182,5 +203,6 @@ def load_example(n_clicks): clustergram_params=clustergram_params.model_dump(mode='json'), matrix_param_store=matrix_params.model_dump(mode='json'), network_interaction=NetworkInteractionStoreModel().model_dump(mode='json'), - reload="/" + reload="/", + clustergram_legend=clustergram_legend.model_dump(mode='json'), ) diff --git a/indizio/models/clustergram/legend.py b/indizio/models/clustergram/legend.py new file mode 100644 index 0000000..e32f583 --- /dev/null +++ b/indizio/models/clustergram/legend.py @@ -0,0 +1,38 @@ +from typing import List, Optional, Dict + +from pydantic import BaseModel + + +class LegendItem(BaseModel): + """ + This class is used to store the data for a key in a legend group. + """ + text: Optional[str] = None # only for discrete + hex_code: str + + +class LegendGroup(BaseModel): + name: str # i.e. a column name in the metadata file + + discrete_bins: Dict[str, LegendItem] = dict() + + continuous_bins: List[float] = list() + continuous_colorscale: Optional[str] = None + + def is_discrete(self) -> bool: + return len(self.discrete_bins) > 0 + + def is_continuous(self) -> bool: + return len(self.continuous_bins) > 0 + + def set_discrete_group_hex(self, name: str, color: str): + self.discrete_bins[name].hex_code = color + + def set_continuous_group_bins(self, bins: List[float]): + self.continuous_bins = bins + + def set_continuous_group_colorscale(self, colorscale: str): + self.continuous_colorscale = colorscale + + def get_discrete_key_to_hex(self) -> Dict[str, str]: + return {key: value.hex_code for key, value in self.discrete_bins.items()} \ No newline at end of file diff --git a/indizio/store/active_stores.py b/indizio/store/active_stores.py index 95bf3ef..119a744 100644 --- a/indizio/store/active_stores.py +++ b/indizio/store/active_stores.py @@ -1,3 +1,4 @@ +from indizio.store.clustergram.legend import ClustergramLegendStore from indizio.store.clustergram.parameters import ClustergramParametersStore from indizio.store.matrix.dm_files import DistanceMatrixStore from indizio.store.matrix.parameters import MatrixParametersStore @@ -10,6 +11,7 @@ from indizio.store.upload_form_store import UploadFormStore ACTIVE_STORES = [ + ClustergramLegendStore(), ClustergramParametersStore(), DistanceMatrixStore(), DistanceMatrixGraphStore(), diff --git a/indizio/store/clustergram/legend.py b/indizio/store/clustergram/legend.py new file mode 100644 index 0000000..1e76f85 --- /dev/null +++ b/indizio/store/clustergram/legend.py @@ -0,0 +1,40 @@ +from typing import Dict + +from dash import dcc +from pydantic import BaseModel + +from indizio.config import PERSISTENCE_TYPE +from indizio.models.clustergram.legend import LegendGroup + + +class ClustergramLegendStoreModel(BaseModel): + """ + This class is the actual model for the data in the clustergram parameters. + """ + groups: Dict[str, LegendGroup] = dict() + + def set_discrete_group_hex(self, group_name: str, key: str, color: str): + self.groups[group_name].set_discrete_group_hex(key, color) + + def set_continuous_group_bins(self, group_name: str, bins: list): + self.groups[group_name].set_continuous_group_bins(bins) + + def set_continuous_group_colorscale(self, group_name: str, colorscale: str): + self.groups[group_name].set_continuous_group_colorscale(colorscale) + + def is_empty(self) -> bool: + return len(self.groups) == 0 + +class ClustergramLegendStore(dcc.Store): + """ + This class is used to represent the store for the clustergram parameters. + """ + + ID = 'clustergram-legend-store' + + def __init__(self): + super().__init__( + id=self.ID, + storage_type=PERSISTENCE_TYPE, + data=ClustergramLegendStoreModel().model_dump(mode='json') + ) diff --git a/indizio/store/clustergram/parameters.py b/indizio/store/clustergram/parameters.py index bc9d5fe..10cba8f 100644 --- a/indizio/store/clustergram/parameters.py +++ b/indizio/store/clustergram/parameters.py @@ -16,7 +16,7 @@ class ClustergramParametersStoreModel(BaseModel): metric: Optional[str] = None tree: Optional[str] = None metadata: Optional[str] = None - cluster_on: ClusterOn = ClusterOn.IDS + cluster_on: ClusterOn = ClusterOn.BOTH optimal_leaf_order: BooleanYesNo = BooleanYesNo.NO metadata_cols: List[str] = list() sync_with_network: SyncWithNetwork = SyncWithNetwork.DISABLED diff --git a/indizio/util/data.py b/indizio/util/data.py index 3e5fb60..7f08987 100644 --- a/indizio/util/data.py +++ b/indizio/util/data.py @@ -13,3 +13,10 @@ def is_numeric(value, nan_not_numeric=True) -> bool: return True except ValueError: return False + + +def normalize(values, min_value=0, max_value=1): + """Normalize a list of values to be within a specified range.""" + min_val = min(values) + max_val = max(values) + return [(max_value - min_value) * (val - min_val) / (max_val - min_val) + min_value for val in values] From dafd4c50e948cf4a8f1b190a47a610ac11c888cb Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 26 Aug 2024 14:12:37 +1000 Subject: [PATCH 67/81] Add reset button for network parameters --- .../components/clustergram/legend/__init__.py | 4 +- .../components/network/parameters/__init__.py | 12 ++- .../network/parameters/btn_reset.py | 74 +++++++++++++++++++ 3 files changed, 86 insertions(+), 4 deletions(-) create mode 100644 indizio/components/network/parameters/btn_reset.py diff --git a/indizio/components/clustergram/legend/__init__.py b/indizio/components/clustergram/legend/__init__.py index fe45053..14f4bd6 100644 --- a/indizio/components/clustergram/legend/__init__.py +++ b/indizio/components/clustergram/legend/__init__.py @@ -54,8 +54,6 @@ def toggle_network_form(n1, is_open): is_open=open_form ) - - @callback( output=dict( disabled=Output(self.ID_TOGGLE_BTN, "disabled"), @@ -71,7 +69,7 @@ def toggle_network_form(ts_legend, state_legend): # If we have a state then check if a legend would exist if state_legend is not None: legend = ClustergramLegendStoreModel(**state_legend) - disabled=legend.is_empty() + disabled = legend.is_empty() return dict( disabled=disabled diff --git a/indizio/components/network/parameters/__init__.py b/indizio/components/network/parameters/__init__.py index e748b8f..253e1f9 100644 --- a/indizio/components/network/parameters/__init__.py +++ b/indizio/components/network/parameters/__init__.py @@ -1,6 +1,7 @@ import dash_bootstrap_components as dbc from dash import Output, Input, State, html, callback +from indizio.components.network.parameters.btn_reset import NetworkFormBtnReset from indizio.components.network.parameters.btn_update import NetworkFormBtnUpdate from indizio.components.network.parameters.degree import NetworkFormDegree from indizio.components.network.parameters.display_properties import NetworkParamsDisplayProperties @@ -75,7 +76,16 @@ def __init__(self): html.Div( className='mt-3', children=[ - NetworkFormBtnUpdate(), + dbc.Row( + [ + dbc.Col( + NetworkFormBtnReset(), + ), + dbc.Col( + NetworkFormBtnUpdate(), + ) + ] + ), ] ) diff --git a/indizio/components/network/parameters/btn_reset.py b/indizio/components/network/parameters/btn_reset.py new file mode 100644 index 0000000..b5be5b6 --- /dev/null +++ b/indizio/components/network/parameters/btn_reset.py @@ -0,0 +1,74 @@ +import logging + +import dash_bootstrap_components as dbc +from dash import Output, Input, callback, State +from dash.exceptions import PreventUpdate + +from indizio.models.network.parameters import NetworkParamThreshold +from indizio.store.matrix.dm_files import DistanceMatrixStore, DistanceMatrixStoreModel +from indizio.store.network.graph import DistanceMatrixGraphStore, DistanceMatrixGraphStoreModel +from indizio.store.network.parameters import NetworkFormStore, NetworkFormStoreModel + + +class NetworkFormBtnReset(dbc.Button): + """ + This component will reset the parameters of the network. + """ + + ID = "network-form-reset-button" + + def __init__(self): + super().__init__( + "Reset Parameters", + id=self.ID, + color="danger", + className='w-100' + ) + + # When the update button is pressed, then update the network parameters + @callback( + output=dict( + network_store=Output(NetworkFormStore.ID, "data", allow_duplicate=True), + ), + inputs=dict( + n_clicks=Input(self.ID, "n_clicks"), + state_dm=State(DistanceMatrixStore.ID, 'data'), + state_graph=State(DistanceMatrixGraphStore.ID, 'data'), + ), + prevent_initial_call=True + ) + def on_submit(n_clicks, state_dm, state_graph): + log = logging.getLogger() + log.debug(f'{self.ID} - Reset network parameters.') + if n_clicks is None: + raise PreventUpdate + + # Load the states used to compute the original values + dm_store = DistanceMatrixStoreModel(**state_dm) + graph_store = DistanceMatrixGraphStoreModel(**state_graph) + + graph = graph_store.read() + graph_nodes = frozenset(graph.nodes) + graph_max_degree = max(d for _, d in graph.degree) + + # Reset it to the original state + network_params = NetworkFormStoreModel() + network_thresholds = dict() + for cur_dm in dm_store.get_files(): + if cur_dm.file_id in network_params: + network_thresholds[cur_dm.file_id] = network_params[cur_dm.file_id] + else: + network_thresholds[cur_dm.file_id] = NetworkParamThreshold( + file_id=cur_dm.file_id, + left_value=cur_dm.min_value if len(graph_nodes) < 100 else round(cur_dm.max_value * 0.9, 2), + right_value=cur_dm.max_value, + ) + network_params.thresholds = network_thresholds + network_params.node_of_interest = list() + network_params.degree.min_value = 0 + network_params.degree.max_value = graph_max_degree + + # Serialize and return the data + return dict( + network_store=network_params.model_dump(mode='json') + ) From aba2c8ccb853badb0f7856d1a247f94892e20f08 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 26 Aug 2024 14:16:42 +1000 Subject: [PATCH 68/81] fix color picker --- .../clustergram/legend/group_discrete.py | 22 ++++++++++--------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/indizio/components/clustergram/legend/group_discrete.py b/indizio/components/clustergram/legend/group_discrete.py index 5b0470f..83fe3b6 100644 --- a/indizio/components/clustergram/legend/group_discrete.py +++ b/indizio/components/clustergram/legend/group_discrete.py @@ -17,16 +17,18 @@ def __init__(self, group_name: str, bins: Dict[str, LegendItem]): rows.append( html.Tr([ html.Td(current_bin.text), - dbc.Input( - type="color", - id={ - 'type': self.ID_COLOR_PICKER, - 'group': group_name, - 'key': current_bin.text, - }, - value=current_bin.hex_code, - style={"width": 50, "height": 25}, - ), + html.Td( + dbc.Input( + type="color", + id={ + 'type': self.ID_COLOR_PICKER, + 'group': group_name, + 'key': current_bin.text, + }, + value=current_bin.hex_code, + # style={"width": 50, "height": 25}, + ), + ) ]) ) From e6a1cbafaa53f77d653fb6164246e238f86f27ef Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 26 Aug 2024 14:17:24 +1000 Subject: [PATCH 69/81] bump version --- indizio/components/clustergram/clustergram_plot.py | 6 ++++-- pyproject.toml | 2 +- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index d30ff65..43b3052 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -1,3 +1,4 @@ +from functools import lru_cache from typing import Optional import dash_bio @@ -16,6 +17,7 @@ from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel +from indizio.util.cache import freezeargs from indizio.util.data import normalize from indizio.util.graph import format_axis_labels from indizio.util.log import log_debug @@ -66,8 +68,8 @@ def __init__(self): state_legend=State(ClustergramLegendStore.ID, "data"), ), ) - # @freezeargs - # @lru_cache + @freezeargs + @lru_cache def update_options_on_file_upload( ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, ts_legend, state_params, state_dm, state_tree, state_meta, state_interaction, diff --git a/pyproject.toml b/pyproject.toml index 99fbf3c..1580ca2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.13.0" +version = "0.14.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 1af36eafb6dc64463b368b30d9b457f74117c63b Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 27 Aug 2024 10:25:19 +1000 Subject: [PATCH 70/81] re-word degree parameter --- indizio/components/network/parameters/degree.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/indizio/components/network/parameters/degree.py b/indizio/components/network/parameters/degree.py index b7d0880..3e647a1 100644 --- a/indizio/components/network/parameters/degree.py +++ b/indizio/components/network/parameters/degree.py @@ -23,7 +23,7 @@ def __init__(self): className='p-0', children=[ dbc.CardHeader([ - html.B("Degree (depth of neighborhood)"), + html.B("Degree"), ], className='d-flex' ), From 71e29b2e935fd4d1ddcfe8045fc51f4070a47cd7 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 27 Aug 2024 11:19:48 +1000 Subject: [PATCH 71/81] dynamic resizing of clustergram based on visible components --- .../clustergram/clustergram_plot.py | 92 +++++++++++-------- 1 file changed, 54 insertions(+), 38 deletions(-) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 43b3052..1a97069 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -1,4 +1,3 @@ -from functools import lru_cache from typing import Optional import dash_bio @@ -17,7 +16,6 @@ from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel -from indizio.util.cache import freezeargs from indizio.util.data import normalize from indizio.util.graph import format_axis_labels from indizio.util.log import log_debug @@ -68,8 +66,8 @@ def __init__(self): state_legend=State(ClustergramLegendStore.ID, "data"), ), ) - @freezeargs - @lru_cache + # @freezeargs + # @lru_cache def update_options_on_file_upload( ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, ts_legend, state_params, state_dm, state_tree, state_meta, state_interaction, @@ -221,27 +219,45 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op has_metadata = df_meta is not None and params.metadata is not None and len(params.metadata_cols) > 0 n_meta_cols = len(params.metadata_cols) if has_metadata else 0 + has_tree = dendro_traces is not None and len(dendro_traces) > 0 + has_cluster = params.cluster_on.is_features() + # As the ordering of indices may have changed in the main heatmap, get the # names of the rows and columns in the correct order idx_to_row_label = [feature_df.index[x] for x in cg_traces['row_ids']] idx_to_col_label = [feature_df.columns[x] for x in cg_traces['column_ids']] - # Set the dimensions/identifiers for the plot (variable columns) - row_meta_left = 2 - row_dend_left, col_dend_left = 2, 1 - row_dend_top, col_dend_top = 1, 2 + n_meta_cols - row_heat_main, col_heat_main = 2, 2 + n_meta_cols - - # The remaining space will be used by the metadata columns (if present) - col_left_dendro_width = 20 - col_main_heatmap_width = 70 if n_meta_cols > 0 else 80 - if n_meta_cols > 0: - col_meta_each = (100 - (col_main_heatmap_width + col_left_dendro_width)) / n_meta_cols - column_widths = [col_left_dendro_width] - [column_widths.append(col_meta_each) for _ in range(n_meta_cols)] - column_widths.append(col_main_heatmap_width) - else: - column_widths = [col_left_dendro_width, col_main_heatmap_width] + # Set the dimensions/identifiers for the plot (variable columns & rows) + """ + Set the indices for the subplots as follows (1 indexed): + [empty] [empty] ... [empty_n] [cluster] + [tree] [meta_1] ... [meta_n] [heatmap] + """ + row_tree, col_tree = 2, 1 + row_meta, col_meta = 2, 2 + row_heat, col_heat = 2, 2 + n_meta_cols + row_clst, col_clst = 1, 2 + n_meta_cols + + # Set the default widths (pct) of the columns (if everything was enabled) + width_tree, width_meta, width_heat = (15, 15, 70) + height_clst, height_heat = (20, 80) + + # Alter the heights based on what is visible + if not has_cluster: + height_clst = 0 + height_heat = 100 + row_heights = [height_clst, height_heat] + + # Alter the widths based on what is visible + if not has_tree: + width_meta += width_tree / 2 + width_heat += width_tree / 2 + width_tree = 0 + + col_widths = [width_tree] + for _ in range(n_meta_cols): + col_widths.append(width_meta / n_meta_cols) + col_widths.append(width_heat) """ Create subplots equal to the following: @@ -255,8 +271,8 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op horizontal_spacing=0, shared_xaxes=True, shared_yaxes=True, - column_widths=column_widths, - row_heights=[20, 80], + column_widths=col_widths, + row_heights=row_heights, ) """ @@ -283,20 +299,20 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op name='', ) - fig.add_trace(main_heatmap, row=row_heat_main, col=col_heat_main) + fig.add_trace(main_heatmap, row=row_heat, col=col_heat) # Add the tick labls fig.update_xaxes( ticktext=format_axis_labels(idx_to_col_label), tickvals=main_heatmap.x, - row=row_heat_main, - col=col_heat_main + row=row_heat, + col=col_heat ) fig.update_yaxes( ticktext=format_axis_labels(idx_to_row_label), tickvals=main_heatmap.y, - row=row_heat_main, - col=col_heat_main + row=row_heat, + col=col_heat ) """ @@ -304,14 +320,14 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op """ if dendro_traces is not None: for dendro_trace in dendro_traces: - fig.add_trace(dendro_trace, row=row_dend_left, col=col_dend_left) + fig.add_trace(dendro_trace, row=row_tree, col=col_tree) # for trace in cg_traces['dendro_traces']['row']: # dendro_row = go.Scatter(trace, hoverinfo='skip') # fig.add_trace(dendro_row, row=row_dend_left, col=col_dend_left) for trace in cg_traces['dendro_traces']['col']: dendro_col = go.Scatter(trace, hoverinfo='skip') - fig.add_trace(dendro_col, row=row_dend_top, col=col_dend_top) + fig.add_trace(dendro_col, row=row_clst, col=col_clst) """ Add the metadata grouping @@ -328,14 +344,14 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op meta_col_value, state_legend ) - fig.add_trace(left_meta, row=row_meta_left, col=meta_col_idx) + fig.add_trace(left_meta, row=row_meta, col=meta_col_idx) fig.update_xaxes( ticktext=[meta_col_value], tickvals=left_meta.x, - row=row_meta_left, col=meta_col_idx, tickangle=-60 + row=row_meta, col=meta_col_idx, tickangle=-60 ) fig.update_yaxes( ticktext=left_meta_y_ticks, tickvals=left_meta.y, - row=row_meta_left, col=meta_col_idx + row=row_meta, col=meta_col_idx ) """ @@ -356,21 +372,21 @@ def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Op fig.update_yaxes(showticklabels=False, showgrid=False, zerolinecolor='rgba(0,0,0,0)') # Show axis labels for select subplots - fig.update_xaxes(showticklabels=True, row=row_heat_main, col=col_heat_main) - fig.update_yaxes(showticklabels=True, row=row_heat_main, col=col_heat_main) + fig.update_xaxes(showticklabels=True, row=row_heat, col=col_heat) + fig.update_yaxes(showticklabels=True, row=row_heat, col=col_heat) # Change the location of the axes for select subplots - fig.update_yaxes(side="right", row=row_heat_main, col=col_heat_main) + fig.update_yaxes(side="right", row=row_heat, col=col_heat) # Update the metadata axes for meta_col_idx in range(n_meta_cols): meta_col_idx += 2 # Show axis labels for select subplots - fig.update_xaxes(showticklabels=True, row=row_meta_left, col=meta_col_idx) + fig.update_xaxes(showticklabels=True, row=row_meta, col=meta_col_idx) # Prevent zooming for certain axes - fig.update_xaxes(fixedrange=True, row=row_meta_left, col=meta_col_idx) + fig.update_xaxes(fixedrange=True, row=row_meta, col=meta_col_idx) return fig @@ -420,7 +436,7 @@ def generate_metadata_heatmap( if len(lst_values) == 0: colorscale = list() elif len(lst_values) == 1: - colorscale=[(0, d_key_to_hex[lst_keys[0]]), (1, d_key_to_hex[lst_keys[0]])] + colorscale = [(0, d_key_to_hex[lst_keys[0]]), (1, d_key_to_hex[lst_keys[0]])] else: lst_values_normed = normalize(lst_values) From 24e24b6510e195d58432e55a26c6134e7879c9a3 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 27 Aug 2024 11:22:02 +1000 Subject: [PATCH 72/81] rename optimal leaf ordering --- indizio/components/clustergram/parameters/optimal_leaf_order.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/indizio/components/clustergram/parameters/optimal_leaf_order.py b/indizio/components/clustergram/parameters/optimal_leaf_order.py index a533f05..9e29f06 100644 --- a/indizio/components/clustergram/parameters/optimal_leaf_order.py +++ b/indizio/components/clustergram/parameters/optimal_leaf_order.py @@ -17,7 +17,7 @@ def __init__(self): [ dbc.Col( dbc.Label( - "Optimal leaf ordering", + "Optimal feature ordering", html_for=self.ID, style={'fontWeight': 'bold'} ), From 259475e8b33c84c4d7dc1bb9c85dca52d249eeaa Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 27 Aug 2024 13:07:34 +1000 Subject: [PATCH 73/81] update colour picker for discrete colours legend --- .../clustergram/legend/btn_update.py | 16 +-- .../clustergram/legend/container.py | 68 ++++++++++- .../clustergram/legend/group_continuous.py | 14 +-- .../clustergram/legend/group_discrete.py | 22 +++- .../common/plotly_color_scale_discrete.py | 106 ++++++++++++++++++ indizio/util/plot.py | 10 +- 6 files changed, 209 insertions(+), 27 deletions(-) create mode 100644 indizio/components/common/plotly_color_scale_discrete.py diff --git a/indizio/components/clustergram/legend/btn_update.py b/indizio/components/clustergram/legend/btn_update.py index 4f85bac..fdcc813 100644 --- a/indizio/components/clustergram/legend/btn_update.py +++ b/indizio/components/clustergram/legend/btn_update.py @@ -1,15 +1,10 @@ -from typing import List - import dash_bootstrap_components as dbc from dash import Output, Input, callback, State, ALL, ctx -from dash import html from dash.exceptions import PreventUpdate from indizio.components.clustergram.legend.group_continuous import ClustergramLegendGroupContinuous from indizio.components.clustergram.legend.group_discrete import ClustergramLegendGroupDiscrete -from indizio.models.clustergram.legend import LegendItem from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel -from indizio.store.network.parameters import NetworkFormStoreModel, NetworkFormStore class ClustergramLegendUpdateButton(dbc.Button): @@ -18,7 +13,7 @@ class ClustergramLegendUpdateButton(dbc.Button): def __init__(self): super().__init__( - "Update Legend", + "Update Legend", id=self.ID, color="success", n_clicks=0, @@ -31,13 +26,15 @@ def __init__(self): inputs=dict( n_clicks=Input(self.ID, "n_clicks"), state_legend=State(ClustergramLegendStore.ID, "data"), - discrete_colors=State({'type': ClustergramLegendGroupDiscrete.ID_COLOR_PICKER, 'group': ALL, 'key': ALL}, 'value'), + discrete_colors=State( + {'type': ClustergramLegendGroupDiscrete.ID_COLOR_PICKER, 'group': ALL, 'key': ALL}, 'value'), continuous_bins=State({'type': ClustergramLegendGroupContinuous.ID_BINS, 'group': ALL}, 'value'), - continuous_colors=State({'type': ClustergramLegendGroupContinuous.ID_COLOR_SCALE, 'group': ALL}, 'value'), + continuous_colors=State({'type': ClustergramLegendGroupContinuous.ID_COLOR_SCALE, 'group': ALL}, + 'value'), ), prevent_initial_call=True ) - def update_on_store_refresh(n_clicks, state_legend, discrete_colors, continuous_bins, continuous_colors): + def update_on_button_press(n_clicks, state_legend, discrete_colors, continuous_bins, continuous_colors): """ Updates the degree filter item when the store is refreshed. """ @@ -65,7 +62,6 @@ def update_on_store_refresh(n_clicks, state_legend, discrete_colors, continuous_ new_bins.append(float(bin_str)) new_bins.sort() - legend.set_continuous_group_bins(group_name, new_bins) for color_group in ctx.args_grouping['continuous_colors']: diff --git a/indizio/components/clustergram/legend/container.py b/indizio/components/clustergram/legend/container.py index 82cd369..7c9206f 100644 --- a/indizio/components/clustergram/legend/container.py +++ b/indizio/components/clustergram/legend/container.py @@ -1,9 +1,11 @@ import dash_bootstrap_components as dbc -from dash import Output, Input, callback, State, html +from dash import Output, Input, callback, State, html, ALL, ctx +from dash.exceptions import PreventUpdate from indizio.components.clustergram.legend.btn_update import ClustergramLegendUpdateButton from indizio.components.clustergram.legend.group_continuous import ClustergramLegendGroupContinuous from indizio.components.clustergram.legend.group_discrete import ClustergramLegendGroupDiscrete +from indizio.components.common.plotly_color_scale_discrete import get_name_to_colors, CommonColorScaleDiscrete from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel @@ -15,10 +17,9 @@ class ClustergramLegendContainer(html.Div): def __init__(self): super().__init__( [ - dbc.Row(id=self.ID_DISCRETE), - dbc.Row(id=self.ID_CONTINUOUS), + html.Div(id=self.ID_DISCRETE), + html.Div(id=self.ID_CONTINUOUS), dbc.Row( - className='mt-2', children=[ClustergramLegendUpdateButton()] ) ] @@ -66,3 +67,62 @@ def populate(ts_legend, state_legend): discrete=discrete, continuous=continuous ) + + + + @callback( + output=dict( + colors=Output({'type': ClustergramLegendGroupDiscrete.ID_COLOR_PICKER, 'group': ALL, 'key': ALL}, 'value'), + ), + inputs=dict( + dropdown=Input({'type': ClustergramLegendGroupDiscrete.ID_COLOR_SCALE, 'group': ALL}, 'value'), + prev_colors=State({'type': ClustergramLegendGroupDiscrete.ID_COLOR_PICKER, 'group': ALL, 'key': ALL}, 'value') + ), + prevent_initial_call=True + ) + def update_on_select_change(dropdown, prev_colors): + """ + Updates the degree filter item when the store is refreshed. + """ + target_colour, target_group, target_type = None, None, None + for group in ctx.args_grouping['dropdown']: + if group['triggered']: + target_colour = group['value'] + target_group = group['id']['group'] + target_type = group['id']['type'] + + # Skip if we didn't find a trigger + if target_colour is None or target_group is None or target_type is None: + raise PreventUpdate + + # Skip if there is no change required + if target_colour == CommonColorScaleDiscrete.VALUE_NO_CHANGE: + raise PreventUpdate + + # Get the previous values for all groups and keys + d_prev_id_to_hex = dict() + for prev_color in ctx.args_grouping['prev_colors']: + str_id = f"{prev_color['id']['group']}-{prev_color['id']['key']}" + d_prev_id_to_hex[str_id] = prev_color['value'] + + # Load the colourscales + d_colourscales = get_name_to_colors() + avail_colours = d_colourscales[target_colour] + next_colour_idx = 0 + + # Match the output to be the correct group + output = list() + for out_group in ctx.outputs_grouping['colors']: + id_out_group = out_group['id']['group'] + str_id = f"{id_out_group}-{out_group['id']['key']}" + prev_color = d_prev_id_to_hex[str_id] + + if id_out_group == target_group: + output.append(avail_colours[next_colour_idx % len(avail_colours)]) + next_colour_idx += 1 + else: + output.append(prev_color) + + return dict( + colors=output + ) diff --git a/indizio/components/clustergram/legend/group_continuous.py b/indizio/components/clustergram/legend/group_continuous.py index 2c9d873..e9414b8 100644 --- a/indizio/components/clustergram/legend/group_continuous.py +++ b/indizio/components/clustergram/legend/group_continuous.py @@ -23,17 +23,17 @@ def __init__(self, group_name: str, bins: List[float], color_scale: str): ) super().__init__( - [dbc.CardHeader([ - html.B(group_name), - ], - className='d-flex' - ), + className='mb-3', + children=[ + dbc.CardHeader( + html.B(group_name) + ), dbc.CardBody( dbc.Table( children=[ html.Thead(html.Tr([ - html.Th("Bins"), - html.Th("Colour scale"), + html.Th("Bins", style={'width': '65%'}), + html.Th("Colour scale", style={'width': '35%'}), ])), html.Tbody( children=[ diff --git a/indizio/components/clustergram/legend/group_discrete.py b/indizio/components/clustergram/legend/group_discrete.py index 83fe3b6..d7789e0 100644 --- a/indizio/components/clustergram/legend/group_discrete.py +++ b/indizio/components/clustergram/legend/group_discrete.py @@ -3,12 +3,14 @@ import dash_bootstrap_components as dbc from dash import html +from indizio.components.common.plotly_color_scale_discrete import CommonColorScaleDiscrete from indizio.models.clustergram.legend import LegendItem class ClustergramLegendGroupDiscrete(dbc.Card): ID = 'clustergram-legend-group-discrete' ID_COLOR_PICKER = f'{ID}-color-picker' + ID_COLOR_SCALE = f'{ID}-color-scale' def __init__(self, group_name: str, bins: Dict[str, LegendItem]): # Create the rows for the table @@ -26,14 +28,24 @@ def __init__(self, group_name: str, bins: Dict[str, LegendItem]): 'key': current_bin.text, }, value=current_bin.hex_code, - # style={"width": 50, "height": 25}, ), ) ]) ) + rows.append( + html.Tr([ + html.Td(html.B('Replace all:')), + html.Td( + CommonColorScaleDiscrete( + {'type': self.ID_COLOR_SCALE, 'group': group_name}, + 'NO_CHANGE' + ) + ) + ]) + ) super().__init__( - className='mt-3', + className='mb-3', children=[ dbc.CardHeader([ @@ -45,8 +57,8 @@ def __init__(self, group_name: str, bins: Dict[str, LegendItem]): dbc.Table( children=[ html.Thead(html.Tr([ - html.Th("Value"), - html.Th("Colour"), + html.Th("Value", style={'width': '65%'}), + html.Th("Colour", style={'width': '35%'}), ])), html.Tbody( children=rows @@ -56,6 +68,6 @@ def __init__(self, group_name: str, bins: Dict[str, LegendItem]): size='sm', className='mb-0' ) - ) + ), ], ) diff --git a/indizio/components/common/plotly_color_scale_discrete.py b/indizio/components/common/plotly_color_scale_discrete.py new file mode 100644 index 0000000..4218cab --- /dev/null +++ b/indizio/components/common/plotly_color_scale_discrete.py @@ -0,0 +1,106 @@ +import inspect +import re +import plotly.express as px +from dash import dcc, html + +from indizio.util.plot import rgb_tuple_to_hex + +RE_RGB = re.compile(r'rgba?\(([\d.]+), ?([\d.]+), ?([\d.]+)(?:, ?([\d.])+)?\)') + +class CommonColorScaleDiscrete(dcc.Dropdown): + """ + This component contains the color scale dropdown. + """ + + VALUE_NO_CHANGE = 'NO_CHANGE' + + def __init__(self, identifier, default_color: str, show_none: bool=True): + self.ID = identifier + super().__init__( + id=self.ID, + options=get_options_for_colorscale(show_none), + value=default_color, + className="bg-light text-dark", + clearable=False + ) + + +def get_name_to_colors(): + # Get the module names from the qualitative colours + colorscales = dict() + for name, obj in inspect.getmembers(px.colors.qualitative): + if not name.startswith('__') and isinstance(obj, list) and len(obj) > 3: + cur_colors = list() + # Convert any non-hex colours to hex + for cur_color in obj: + if cur_color.startswith('#'): + cur_colors.append(cur_color) + elif cur_color.startswith('rgb'): + match = RE_RGB.match(cur_color) + rgb = float(match.group(1)), float(match.group(2)), float(match.group(3)) + cur_colors.append(rgb_tuple_to_hex(rgb)) + colorscales[name] = cur_colors + return colorscales + + +def get_options_for_colorscale(show_none: bool): + out = list() + if show_none: + out.append(dict( + label='No change', + value=CommonColorScaleDiscrete.VALUE_NO_CHANGE + )) + + colorscales = get_name_to_colors() + + for colorscale_name, colors in colorscales.items(): + stop_spacing = 100 / len(colors) + stop_margin = stop_spacing * 0.01 + + # Convert the colorscale into RGB values for the gradient + gradient_stops = list() + for color_i in range(1, len(colors)): + prev_color = colors[color_i - 1] + cur_color = colors[color_i] + + cur_stop = stop_spacing * color_i + + gradient_stops.append(f'{prev_color} {cur_stop}%') + gradient_stops.append(f'{cur_color} {cur_stop + stop_margin}%') + + gradient_stops_str = ', '.join(gradient_stops) + + out.append(dict( + label=html.Div( + style=dict( + display='flex', + ), + children=[ + html.Div( + children=[ + colorscale_name + ], + style=dict( + display='flex' + ) + ), + html.Div( + style=dict( + height='20px', + marginLeft='20px', + marginRight='20px', + marginTop='auto', + marginBottom='auto', + width='100%', + minWidth='100px', + display='flex', + borderRadius='5px', + background=f'linear-gradient(90deg, {gradient_stops_str})', + ) + ) + ] + ), + value=colorscale_name + )) + + return out diff --git a/indizio/util/plot.py b/indizio/util/plot.py index 565eeee..359befb 100644 --- a/indizio/util/plot.py +++ b/indizio/util/plot.py @@ -109,4 +109,12 @@ def categorical_colorscale(values, colorscale=px.colors.qualitative.Dark24): def rgb_tuple_to_hex(rgb: Tuple[int, int, int]) -> str: - return '#{:02x}{:02x}{:02x}'.format(int(rgb[0] * 255), int(rgb[1] * 255), int(rgb[2] * 255)) + if any(x > 1 for x in rgb): + red = min(int(rgb[0]), 255) + green = min(int(rgb[1]), 255) + blue = min(int(rgb[2]), 255) + else: + red = min(int(rgb[0] * 255), 255) + green = min(int(rgb[1] * 255), 255) + blue = min(int(rgb[2] * 255), 255) + return '#{:02x}{:02x}{:02x}'.format(red, green, blue) From 268f33cc78108b295ae0bf6b37855dce43e563a0 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 27 Aug 2024 13:07:54 +1000 Subject: [PATCH 74/81] bump version --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 1580ca2..9f0507f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.14.0" +version = "0.15.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From dcf576f51c6f5e4ef0f780cf06cd4ed7d1ae75e1 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Tue, 27 Aug 2024 13:17:16 +1000 Subject: [PATCH 75/81] add caching --- indizio/components/clustergram/clustergram_plot.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 1a97069..511eb74 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -1,3 +1,4 @@ +from functools import lru_cache from typing import Optional import dash_bio @@ -16,6 +17,7 @@ from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel +from indizio.util.cache import freezeargs from indizio.util.data import normalize from indizio.util.graph import format_axis_labels from indizio.util.log import log_debug @@ -66,8 +68,8 @@ def __init__(self): state_legend=State(ClustergramLegendStore.ID, "data"), ), ) - # @freezeargs - # @lru_cache + @freezeargs + @lru_cache def update_options_on_file_upload( ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, ts_legend, state_params, state_dm, state_tree, state_meta, state_interaction, From cd18d6af04621066978afd736b17a734ca1adb82 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 28 Aug 2024 10:45:17 +1000 Subject: [PATCH 76/81] update metadata parsing --- .../clustergram/clustergram_plot.py | 39 ++++---- .../clustergram/parameters/update_button.py | 49 +++++----- indizio/models/metadata/metadata_column.py | 95 +++++++++++++++++++ indizio/util/data.py | 12 +++ pyproject.toml | 2 +- 5 files changed, 153 insertions(+), 44 deletions(-) create mode 100644 indizio/models/metadata/metadata_column.py diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 511eb74..34ba460 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -1,4 +1,3 @@ -from functools import lru_cache from typing import Optional import dash_bio @@ -11,13 +10,13 @@ from indizio.config import GRAPH_AXIS_FONT_SIZE from indizio.models.common.boolean import BooleanYesNo from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.models.metadata.metadata_column import MetadataColumn from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel from indizio.store.metadata_file import MetadataFileStore, MetadataFileStoreModel from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel -from indizio.util.cache import freezeargs from indizio.util.data import normalize from indizio.util.graph import format_axis_labels from indizio.util.log import log_debug @@ -68,8 +67,8 @@ def __init__(self): state_legend=State(ClustergramLegendStore.ID, "data"), ), ) - @freezeargs - @lru_cache + # @freezeargs + # @lru_cache def update_options_on_file_upload( ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, ts_legend, state_params, state_dm, state_tree, state_meta, state_interaction, @@ -212,9 +211,14 @@ def generate_clustergram( return feature_df, traces, dendro_traces -def generate_annotation_heatmap(feature_df: pd.DataFrame, cg_traces, df_meta: Optional[MetadataFileStoreModel], - params: ClustergramParametersStoreModel, dendro_traces, - state_legend: ClustergramLegendStoreModel): +def generate_annotation_heatmap( + feature_df: pd.DataFrame, + cg_traces, + df_meta: Optional[MetadataFileStoreModel], + params: ClustergramParametersStoreModel, + dendro_traces, + state_legend: ClustergramLegendStoreModel +): """ Creates the main clustergram figure """ @@ -409,7 +413,7 @@ def generate_metadata_heatmap( target_group = state_legend.groups[column_name] # Extract the values for this column - cur_col = df_meta[column_name].to_dict() + cur_col = MetadataColumn(df_meta[column_name]) # Check group type if target_group.is_discrete(): @@ -417,16 +421,14 @@ def generate_metadata_heatmap( d_key_to_hex = target_group.get_discrete_key_to_hex() # Assign a numeric value to each unique category - d_value_to_idx = dict() - for value in cur_col.values(): - if value not in d_value_to_idx: - d_value_to_idx[value] = len(d_value_to_idx) + d_value_to_idx = cur_col.get_value_to_idx() # Iterate over each value in the feature dataframe to keep ordering # consistent. Assign the value to the heatmap - for row_idx, cur_value in enumerate(feature_df.index): - heat_data[row_idx, 0] = d_value_to_idx[cur_col[cur_value]] - heat_text[row_idx, 0] = cur_col[cur_value] + for row_idx, cur_index in enumerate(feature_df.index): + cur_value = cur_col.get_discrete_value(cur_index) + heat_data[row_idx, 0] = d_value_to_idx[cur_value] + heat_text[row_idx, 0] = cur_value # Create the custom colorscale to use the defined hex colours lst_values = list() @@ -449,9 +451,10 @@ def generate_metadata_heatmap( else: # Iterate over each value in the current column to assign a value - for row_idx, cur_value in enumerate(feature_df.index): - heat_data[row_idx, 0] = cur_col[cur_value] - heat_text[row_idx, 0] = cur_col[cur_value] + for row_idx, cur_index in enumerate(feature_df.index): + cur_value = cur_col.get_continuous_value(cur_index) + heat_data[row_idx, 0] = cur_value + heat_text[row_idx, 0] = cur_value colorscale = target_group.continuous_colorscale cont_bins = target_group.continuous_bins diff --git a/indizio/components/clustergram/parameters/update_button.py b/indizio/components/clustergram/parameters/update_button.py index c42490a..3a0db7c 100644 --- a/indizio/components/clustergram/parameters/update_button.py +++ b/indizio/components/clustergram/parameters/update_button.py @@ -2,23 +2,22 @@ from typing import List import dash_bootstrap_components as dbc -from dash import Output, Input, callback, ctx, State -from dash.exceptions import PreventUpdate import pandas as pd -import math import plotly.express as px +from dash import Output, Input, callback, ctx, State +from dash.exceptions import PreventUpdate + from indizio.components.clustergram.parameters import ClustergramParamsMetric, ClustergramParamsTree, \ ClustergramParamsMetadata, ClustergramParamsClusterOn, ClustergramParamsOptimalLeafOrder, \ ClustergramParamsSyncWithNetwork +from indizio.models.clustergram.cluster_on import ClusterOn from indizio.models.clustergram.legend import LegendItem, LegendGroup from indizio.models.common.boolean import BooleanYesNo -from indizio.models.clustergram.cluster_on import ClusterOn from indizio.models.common.sync_with_network import SyncWithNetwork +from indizio.models.metadata.metadata_column import MetadataColumn from indizio.store.clustergram.legend import ClustergramLegendStore, ClustergramLegendStoreModel from indizio.store.clustergram.parameters import ClustergramParametersStore, ClustergramParametersStoreModel from indizio.store.metadata_file import MetadataFileStoreModel, MetadataFileStore -from indizio.util.data import is_numeric, normalize -from indizio.util.plot import numerical_colorscale class ClustergramParamsUpdateButton(dbc.Button): @@ -55,7 +54,8 @@ def __init__(self): ), prevent_initial_call=True ) - def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering, metadata_cols, sync_with_network, state_legend, state_meta): + def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, optimal_leaf_ordering, + metadata_cols, sync_with_network, state_legend, state_meta): log = logging.getLogger() log.debug(f'{self.ID} - Updating clustergram visualization parameters.') @@ -73,7 +73,6 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, # If there are metadata columns, read the metadata file and assign # colours to each value if metadata and metadata_cols: - # Read the metadata file df_meta = state_meta.get_file(metadata).read() @@ -94,8 +93,8 @@ def update_options_on_file_upload(n_clicks, metric, tree, metadata, cluster_on, ) - -def set_legend(df_meta: pd.DataFrame, columns: List[str], old_legend: ClustergramLegendStoreModel) -> ClustergramLegendStoreModel: +def set_legend(df_meta: pd.DataFrame, columns: List[str], + old_legend: ClustergramLegendStoreModel) -> ClustergramLegendStoreModel: """ This method generates the legend store based on the metadata & columns. """ @@ -107,36 +106,36 @@ def set_legend(df_meta: pd.DataFrame, columns: List[str], old_legend: Clustergra for col in columns: # Convert the values in the column to a dictionary - cur_col = df_meta[col].to_dict() - + cur_col = MetadataColumn(df_meta[col]) cur_group = LegendGroup(name=col) - # Check if this is a numerical or categorical column - all_numeric = all(is_numeric(x, nan_not_numeric=False) for x in cur_col.values()) - - # Discrete values - if not all_numeric: + # Check if this is a continuous or discrete column + if cur_col.is_discrete(): - unique_values = sorted(set(cur_col.values())) + unique_values = cur_col.unique_values() # Generate a list of hex codes to sample from hex_colours = tuple(px.colors.qualitative.Light24) hex_colours_len = len(hex_colours) + hex_next_idx = 0 # Assign an index and colour to each value - for idx, name in enumerate(unique_values): - cur_colour = hex_colours[idx % hex_colours_len] + for value in sorted(unique_values): + if value == MetadataColumn.MISSING_VALUE_DISCRETE: + cur_colour = MetadataColumn.MISSING_HEX + else: + cur_colour = hex_colours[hex_next_idx % hex_colours_len] + hex_next_idx += 1 new_item = LegendItem( - text=name, + text=value, hex_code=cur_colour ) - cur_group.discrete_bins[name] = new_item + cur_group.discrete_bins[value] = new_item # Continuous values else: # Normalise the values between what has been allocated - cur_col_min = min(cur_col.values()) - cur_col_max = max(cur_col.values()) + cur_col_min, cur_col_max = cur_col.get_min_max() # Simply save this cur_group.continuous_bins = [cur_col_min, cur_col_max] @@ -145,4 +144,4 @@ def set_legend(df_meta: pd.DataFrame, columns: List[str], old_legend: Clustergra # Save the current group to the legend store legend.groups[col] = cur_group - return legend \ No newline at end of file + return legend diff --git a/indizio/models/metadata/metadata_column.py b/indizio/models/metadata/metadata_column.py new file mode 100644 index 0000000..268f77e --- /dev/null +++ b/indizio/models/metadata/metadata_column.py @@ -0,0 +1,95 @@ +from typing import Dict, Tuple, Set + +import numpy as np +import pandas as pd + +from indizio.util.data import is_numeric, to_numeric + + +class MetadataColumn: + MISSING_VALUE_DISCRETE = 'N/A' + MISSING_VALUE_CONTINUOUS = np.nan + MISSING_HEX = '#FFFFFF' + + def __init__(self, column: pd.Series): + self.column = column + + def iter_discrete_values(self): + for index, value in self.column.items(): + if pd.isna(value): + yield self.MISSING_VALUE_DISCRETE + else: + yield str(value) + + def get_discrete_value(self, index: str): + value = self.column[index] + if pd.isna(value): + return self.MISSING_VALUE_DISCRETE + return str(value) + + def get_continuous_value(self, index: str): + value = self.column[index] + if pd.isna(value): + return self.MISSING_VALUE_CONTINUOUS + value_parsed = to_numeric(value) + if value_parsed is None: + return self.MISSING_VALUE_CONTINUOUS + return value_parsed + + def unique_values(self) -> Set[str]: + """ + Get the unique values, this is only used for discrete columns. + nans are replaced with the string 'N/A' + """ + out = set() + for key, value in self.column.items(): + if pd.isna(value): + out.add(self.MISSING_VALUE_DISCRETE) + else: + out.add(str(value)) + return out + + def get_value_to_idx(self) -> Dict[str, int]: + """ + Return a dictionary mapping unique values to an index. Only for discrete values. + """ + out = dict() + for value in self.column.values: + if pd.isna(value): + parsed_value = self.MISSING_VALUE_DISCRETE + else: + parsed_value = str(value) + if parsed_value not in out: + out[parsed_value] = len(out) + return out + + def is_discrete(self) -> bool: + n_missing = 0 + n_discrete = 0 + n_continuous = 0 + for key, value in self.column.items(): + if pd.isna(value): + n_missing += 1 + elif is_numeric(value): + n_continuous += 1 + else: + n_discrete += 1 + return n_discrete > n_continuous + + def get_min_max(self) -> Tuple[float, float]: + min_value, max_value = None, None + for value in self.column.values: + if pd.isna(value): + continue + value_as_float = to_numeric(value) + if value_as_float is not None: + try: + if min_value is None or value_as_float < min_value: + min_value = value_as_float + if max_value is None or value_as_float > max_value: + max_value = value_as_float + except ValueError: + pass + if min_value is None or max_value is None: + raise ValueError('No valid continuous values found in column.') + return min_value, max_value diff --git a/indizio/util/data.py b/indizio/util/data.py index 7f08987..35d34c2 100644 --- a/indizio/util/data.py +++ b/indizio/util/data.py @@ -1,3 +1,5 @@ +from typing import Any, Optional + import numpy as np @@ -20,3 +22,13 @@ def normalize(values, min_value=0, max_value=1): min_val = min(values) max_val = max(values) return [(max_value - min_value) * (val - min_val) / (max_val - min_val) + min_value for val in values] + + +def to_numeric(value: Any) -> Optional[float]: + """ + Convert the value to a numeric type if possible. + """ + try: + return float(value) + except ValueError: + return None diff --git a/pyproject.toml b/pyproject.toml index 9f0507f..56e72c6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.15.0" +version = "0.16.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 4df94134db90df48f0bc14984e77846be8906d25 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 28 Aug 2024 11:45:03 +1000 Subject: [PATCH 77/81] update typos --- indizio/components/help/modal_dm.py | 6 +++--- indizio/components/layout/navbar.py | 4 ++-- indizio/components/matrix/matrix_plot.py | 2 +- indizio/components/network/parameters/layout.py | 2 +- indizio/components/network/parameters/node_metadata.py | 2 +- indizio/components/network/parameters/node_of_interest.py | 2 +- indizio/components/upload/btn_upload.py | 4 ++-- indizio/models/common/file_type.py | 2 +- pyproject.toml | 2 +- 9 files changed, 13 insertions(+), 13 deletions(-) diff --git a/indizio/components/help/modal_dm.py b/indizio/components/help/modal_dm.py index ff6f1bb..0318a9f 100644 --- a/indizio/components/help/modal_dm.py +++ b/indizio/components/help/modal_dm.py @@ -15,7 +15,7 @@ def __init__(self): dbc.Button( id=self.ID_BUTTON, size='sm', - children='distance matrix', + children='matrix', color='link', style={ 'paddingLeft': '3px', @@ -26,11 +26,11 @@ def __init__(self): id=self.ID_MODAL, size="lg", children=[ - dbc.ModalHeader(dbc.ModalTitle("Distance Matrix")), + dbc.ModalHeader(dbc.ModalTitle("Matrix")), dbc.ModalBody( children=[ html.P( - "A distance matrix should be either a tab-delimited text file or a CSV file containing numerical values."), + "A matrix should be either a tab-delimited text file or a CSV file containing numerical values."), html.P( "An example table has been included below, with the corresponding text format below that."), dbc.Table( diff --git a/indizio/components/layout/navbar.py b/indizio/components/layout/navbar.py index a85fcbd..a864c45 100644 --- a/indizio/components/layout/navbar.py +++ b/indizio/components/layout/navbar.py @@ -38,7 +38,7 @@ def __init__(self, debug: bool): id=self.ID_MATRIX ), dbc.Tooltip( - "A presence/absence, or distance matrix is required.", + "A presence/absence, or matrix is required.", id=self.ID_MATRIX_TOOLTIP, target=self.ID_MATRIX_CONTAINER, placement='bottom', @@ -55,7 +55,7 @@ def __init__(self, debug: bool): id=self.ID_NETWORK ), dbc.Tooltip( - "A presence/absence, or distance matrix is required.", + "A presence/absence, or matrix is required.", id=self.ID_NETWORK_TOOLTIP, target=self.ID_NETWORK_CONTAINER, placement='bottom', diff --git a/indizio/components/matrix/matrix_plot.py b/indizio/components/matrix/matrix_plot.py index 450a2d8..332cf16 100644 --- a/indizio/components/matrix/matrix_plot.py +++ b/indizio/components/matrix/matrix_plot.py @@ -128,7 +128,7 @@ def update_options_on_file_upload(ts_params, ts_dm, ts_interaction, state_params ) duration_s = time.time() - start_time - log_debug(f'Finished creating distance matrix in {pretty_fmt_seconds(duration_s)}.') + log_debug(f'Finished creating matrix in {pretty_fmt_seconds(duration_s)}.') return dict( fig=fig diff --git a/indizio/components/network/parameters/layout.py b/indizio/components/network/parameters/layout.py index 88436e2..a7777f3 100644 --- a/indizio/components/network/parameters/layout.py +++ b/indizio/components/network/parameters/layout.py @@ -19,7 +19,7 @@ def __init__(self): [ dbc.InputGroup( children=[ - dbc.InputGroupText(html.B("Network layout")), + dbc.InputGroupText(html.B("Network Layout")), dbc.Select( id=self.ID, options=NetworkFormLayoutOption.to_options(), diff --git a/indizio/components/network/parameters/node_metadata.py b/indizio/components/network/parameters/node_metadata.py index 1f4f548..f5d01ef 100644 --- a/indizio/components/network/parameters/node_metadata.py +++ b/indizio/components/network/parameters/node_metadata.py @@ -40,7 +40,7 @@ def __init__(self): html.Tbody([ html.Tr([ html.Td( - 'Node color' + 'Node colour' ), html.Td( dcc.Dropdown( diff --git a/indizio/components/network/parameters/node_of_interest.py b/indizio/components/network/parameters/node_of_interest.py index 12b561c..cc6f80b 100644 --- a/indizio/components/network/parameters/node_of_interest.py +++ b/indizio/components/network/parameters/node_of_interest.py @@ -18,7 +18,7 @@ class NetworkFormNodeOfInterest(dbc.Card): def __init__(self): super().__init__( [ - dbc.CardHeader(html.B("Nodes of interest")), + dbc.CardHeader(html.B("Nodes of Interest")), dbc.CardBody([ dcc.Dropdown( id=self.ID, diff --git a/indizio/components/upload/btn_upload.py b/indizio/components/upload/btn_upload.py index 561657d..2753832 100644 --- a/indizio/components/upload/btn_upload.py +++ b/indizio/components/upload/btn_upload.py @@ -144,7 +144,7 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, try: dm_store.add_item(DistanceMatrixFile.from_upload_data(file_obj)) except Exception as e: - return notify_user('Unable to parse the Distance Matrix file, check your formatting!', e) + return notify_user('Unable to parse the Matrix file, check your formatting!', e) elif file_type is UserFileType.META: try: meta_store.add_item(MetadataFile.from_upload_data(file_obj)) @@ -171,7 +171,7 @@ def upload_content(n_clicks, values, names, state_upload, state_pa, state_dm, try: dm_store.add_item(pa_file.as_distance_matrix()) except Exception as e: - return notify_user(f'Unable to convert {pa_file.file_name} to a Distance Matrix.', e) + return notify_user(f'Unable to convert {pa_file.file_name} to a Matrix.', e) # Create the matrix parameters default values first_matrix = dm_store.get_files()[0] diff --git a/indizio/models/common/file_type.py b/indizio/models/common/file_type.py index 8461122..1814ddf 100644 --- a/indizio/models/common/file_type.py +++ b/indizio/models/common/file_type.py @@ -7,6 +7,6 @@ class UserFileType(HtmlOption): """ PA = 'Presence/Absence' - DM = 'Distance Matrix' + DM = 'Matrix' META = 'Metadata' TREE = 'Tree' diff --git a/pyproject.toml b/pyproject.toml index 56e72c6..cecca0f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.16.0" +version = "0.17.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0", From 378b9479a510296fc5f910cf33266ffe2758c192 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 28 Aug 2024 11:48:54 +1000 Subject: [PATCH 78/81] update typos --- .github/workflows/pypi-publish.yml | 52 ++++++++++++++++++++++++++++++ 1 file changed, 52 insertions(+) create mode 100644 .github/workflows/pypi-publish.yml diff --git a/.github/workflows/pypi-publish.yml b/.github/workflows/pypi-publish.yml new file mode 100644 index 0000000..b46f28f --- /dev/null +++ b/.github/workflows/pypi-publish.yml @@ -0,0 +1,52 @@ +name: Publish to PyPI + +on: + release: + types: [ released ] + +jobs: + + build: + name: Python build *.tar.gz + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + + - name: Setup Python + uses: actions/setup-python@v4 + with: + python-version: 3.9 + + - name: Build + run: | + python -m pip install -U pip + python -m pip install -U build setuptools wheel + python -m build --sdist --wheel + + - name: Upload artifacts + uses: actions/upload-artifact@v4 + with: + name: indizio-build + path: dist + retention-days: 1 + + publish: + name: Publish to test PyPI + needs: + - build + runs-on: ubuntu-latest + environment: + name: pypi + url: https://pypi.org/p/indizio + permissions: + id-token: write + + steps: + - name: Download artifacts + uses: actions/download-artifact@v4 + with: + name: indizio-build + path: dist/ + + - name: Publish + uses: pypa/gh-action-pypi-publish@release/v1 From 991e57b8004b8fdfdcb215036a4881dba167e148 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Wed, 28 Aug 2024 11:51:37 +1000 Subject: [PATCH 79/81] add caching --- indizio/components/clustergram/clustergram_plot.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/indizio/components/clustergram/clustergram_plot.py b/indizio/components/clustergram/clustergram_plot.py index 34ba460..dd952d2 100644 --- a/indizio/components/clustergram/clustergram_plot.py +++ b/indizio/components/clustergram/clustergram_plot.py @@ -1,3 +1,4 @@ +from functools import lru_cache from typing import Optional import dash_bio @@ -17,6 +18,7 @@ from indizio.store.network.interaction import NetworkInteractionStore, NetworkInteractionStoreModel from indizio.store.presence_absence import PresenceAbsenceStore, PresenceAbsenceStoreModel from indizio.store.tree_file import TreeFileStore, TreeFileStoreModel +from indizio.util.cache import freezeargs from indizio.util.data import normalize from indizio.util.graph import format_axis_labels from indizio.util.log import log_debug @@ -67,8 +69,8 @@ def __init__(self): state_legend=State(ClustergramLegendStore.ID, "data"), ), ) - # @freezeargs - # @lru_cache + @freezeargs + @lru_cache def update_options_on_file_upload( ts_params, ts_dm, ts_tree, ts_meta, ts_interaction, ts_legend, state_params, state_dm, state_tree, state_meta, state_interaction, From b4b78bca2d435d581bd0639b9a32a797ebac63b5 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 16 Sep 2024 12:24:38 +1000 Subject: [PATCH 80/81] add caching --- .github/workflows/pypi-test.yml | 54 --------------------------------- indizio/__main__.py | 1 - indizio/util/cache.py | 3 -- 3 files changed, 58 deletions(-) delete mode 100644 .github/workflows/pypi-test.yml diff --git a/.github/workflows/pypi-test.yml b/.github/workflows/pypi-test.yml deleted file mode 100644 index 96de31f..0000000 --- a/.github/workflows/pypi-test.yml +++ /dev/null @@ -1,54 +0,0 @@ -name: Publish to test PyPI - -on: - release: - types: [ prereleased ] - -jobs: - - build: - name: Python build *.tar.gz - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v4 - - - name: Setup Python - uses: actions/setup-python@v4 - with: - python-version: 3.9 - - - name: Build - run: | - python -m pip install -U pip - python -m pip install -U build setuptools wheel - python -m build --sdist --wheel - - - name: Upload artifacts - uses: actions/upload-artifact@v4 - with: - name: indizio-build - path: dist - retention-days: 1 - - publish: - name: Publish to test PyPI - needs: - - build - runs-on: ubuntu-latest - environment: - name: pypi - url: https://test.pypi.org/project/indizio/ - permissions: - id-token: write - - steps: - - name: Download artifacts - uses: actions/download-artifact@v4 - with: - name: indizio-build - path: dist/ - - - name: Publish - uses: pypa/gh-action-pypi-publish@release/v1 - with: - repository-url: https://test.pypi.org/legacy/ diff --git a/indizio/__main__.py b/indizio/__main__.py index acd0c8e..3157767 100644 --- a/indizio/__main__.py +++ b/indizio/__main__.py @@ -7,7 +7,6 @@ import dash_bootstrap_components as dbc import dash_cytoscape as cyto import typer -from dash import dcc from rich.progress import Progress, SpinnerColumn, TextColumn from indizio import __version__ diff --git a/indizio/util/cache.py b/indizio/util/cache.py index b0ffdbe..6e05d89 100644 --- a/indizio/util/cache.py +++ b/indizio/util/cache.py @@ -1,7 +1,4 @@ import functools -import os -import tempfile -from pathlib import Path from frozendict import frozendict From d4aa7a754209795eb6dc29ea99bcc3ae432730c8 Mon Sep 17 00:00:00 2001 From: Aaron Mussig Date: Mon, 16 Sep 2024 12:25:17 +1000 Subject: [PATCH 81/81] bump version --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index cecca0f..6be59b4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ build-backend = "setuptools.build_meta" [project] name = "indizio" -version = "0.17.0" +version = "1.0.0" dependencies = [ "dash ~= 2.16.1", "dash-bootstrap-components ~= 1.5.0",