diff --git a/notebooks/8_build_stack_landscape_tcc_smry.ipynb b/notebooks/8_build_stack_landscape_tcc_smry.ipynb deleted file mode 100644 index 31e63b7..0000000 --- a/notebooks/8_build_stack_landscape_tcc_smry.ipynb +++ /dev/null @@ -1,942 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 3, - "id": "ea7bcf9f", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "from maap.maap import MAAP\n", - "maap = MAAP(maap_host='api.maap-project.org')" - ] - }, - { - "cell_type": "markdown", - "id": "2246e42d", - "metadata": {}, - "source": [ - "# Landscape summaries of North American boreal forest tree canopy cover trends (1984-2020)\n", - "\n", - "Paul Montesano, PhD \n", - "paul.m.montesano@nasa.gov\n", - "\n", - "On MAAP: \n", - "Run `build_stack_list` locally for a list of dicts indicating the gridded data you want to summarize" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7041b2b6", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#!pip install contextily" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "5c541eee", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: xmltodict in /opt/conda/envs/pangeo/lib/python3.10/site-packages (0.13.0)\n", - "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", - "\u001b[0m" - ] - } - ], - "source": [ - "import rasterstats\n", - "import os\n", - "import geopandas as gpd\n", - "import pandas as pd\n", - "import glob\n", - "import datetime\n", - "!pip install xmltodict\n", - "import xmltodict\n", - "import sys\n", - "sys.path.append('/projects/code/icesat2_boreal/lib')\n", - "import ExtractUtils\n", - "import build_stack\n", - "import random\n", - "\n", - "from multiprocessing import Pool\n", - "from functools import partial\n", - "\n", - "import contextily as ctx" - ] - }, - { - "cell_type": "markdown", - "id": "a4283ab1", - "metadata": {}, - "source": [ - "#### To run `build_stack.py` across a tiled raster dataset you need arguments that we'll gather into a dictionary\n", - "\n", - "need to have a vector footprint of that dataset" - ] - }, - { - "cell_type": "markdown", - "id": "3df593ad", - "metadata": {}, - "source": [ - "#### Dictionary preparation makes this script very flexible and transferable to another s3 dataset\n", - "\n", - "To run '`build_stack.py` across another dataset, just prepare another dictionary here and everything below should be exactly the same. " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "dfb32b90-9cb4-4f92-afd4-737323bf2ddf", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "INDEX_FN = 'https://maap-ops-workspace.s3.amazonaws.com/shared/montesano/databank/boreal_height_cmip6/hydrobasins_L08_patterns_tte_boreal_tundra_3995.gpkg'\n", - "INDEX_LYR = 'hydrobasins_L08_patterns_tte_boreal_tundra_3995'" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "1147899c", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "TILE_NUM = 7080224740" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "f57e6230", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "OUTDIR = '/projects/my-public-bucket/databank/boreal_height_cmip6/output/build_stack_basin_clips'\n", - "ZONAL_DIR = '/projects/my-public-bucket/databank/boreal_height_cmip6/output/zonal_stats'\n", - "\n", - "VECTOR_DICT = {\n", - " 'INDEX_FN': INDEX_FN,\n", - " 'ID_COL_NAME': 'HYBAS_ID',\n", - " 'TILE_NUM':TILE_NUM,\n", - " 'INDEX_LYR': INDEX_LYR,\n", - "}\n", - "\n", - "BUILD_STACK_DICT_LIST = [\n", - " # tcc slope\n", - " {\n", - " # data is accessed via its footprint, with a 's3_path' col identifying the s3 locations of each tile\n", - " 'RASTER_NAME': 'terrapulse_tcc_slope',\n", - " 'COVAR_TILE_FN': 'https://maap-ops-workspace.s3.amazonaws.com/shared/montesano/databank/footprints/footprints_terrapulse-pub-data_tcc_slope-s3.gpkg',\n", - " 'IN_COVAR_S3_COL': 's3_path',\n", - " 'OUTDIR': OUTDIR,\n", - " 'NODATA_VAL': 255,\n", - " 'OUTPUT_CLIP_COG_FN':'',\n", - " 'CREDENTIALS_FN': None\n", - " },\n", - " # tcc pvalue\n", - " {\n", - " # data is accessed via its footprint, with a 's3_path' col identifying the s3 locations of each tile\n", - " 'RASTER_NAME': 'terrapulse_tcc_pvalue',\n", - " 'COVAR_TILE_FN': 'https://maap-ops-workspace.s3.amazonaws.com/shared/montesano/databank/footprints/footprints_terrapulse-pub-data_tcc_pvalue-s3.gpkg',\n", - " 'IN_COVAR_S3_COL': 's3_path',\n", - " 'OUTDIR': OUTDIR,\n", - " 'NODATA_VAL': 255,\n", - " 'OUTPUT_CLIP_COG_FN':'',\n", - " 'CREDENTIALS_FN': None\n", - " }\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "b1a50ff9-688b-4a79-8897-76bd25bf8f4c", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "17052" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "HYBAS_ID_LIST = gpd.read_file(INDEX_FN).HYBAS_ID.to_list()\n", - "len(HYBAS_ID_LIST)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "2f476337-497f-46b2-95cd-ee9dbb819643", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "import importlib\n", - "importlib.reload(build_stack)\n", - "\n", - "def run_build_stack(HYBAS_ID):\n", - " VECTOR_DICT['TILE_NUM'] = HYBAS_ID\n", - " try:\n", - " build_stack.build_stack_list(\n", - " covar_dict_list=BUILD_STACK_DICT_LIST, \n", - " vector_dict=VECTOR_DICT, \n", - " tile_buffer_m=0, \n", - " res=30, clip=True,\n", - " output_dir='/projects/my-public-bucket/databank/boreal_height_cmip6/output/build_stack_basin_clips',\n", - " height=None, width=None,\n", - " MAKE_DF=False\n", - " )\n", - " except Exception as e: \n", - " print(e)\n", - " print('Moving on...')\n", - " \n", - "def rename_columns(GDF, bandname, stats_list):\n", - " if stats_list is not None:\n", - " \n", - " names_list = ['val_'+ bandname + '_' + s for s in stats_list]\n", - " rename_dict = dict(zip(stats_list, names_list)) \n", - " GDF = GDF.rename(columns = rename_dict)\n", - " \n", - " return GDF\n", - "\n", - "def extract_zonal_gdf_poly(HYBAS_ID, bandnames: list, GDF_fn, \n", - " DATA_DIR = '/projects/my-public-bucket/databank/boreal_height_cmip6/output/build_stack_basin_clips',\n", - " OUTDIR = '/projects/my-public-bucket/databank/boreal_height_cmip6/output/zonal_stats',\n", - " ndval_list=[255,-9999], \n", - " stats_list = ['max','min','median','mean','percentile_02','percentile_25','percentile_75','percentile_98','count']):\n", - " \n", - " r_fn = glob.glob(f'{DATA_DIR}/*{HYBAS_ID}*.tif')[0]\n", - " GDF = gpd.read_file(GDF_fn)\n", - " GDF = GDF[GDF.HYBAS_ID == HYBAS_ID]\n", - " \n", - " from rasterstats import zonal_stats\n", - " import numpy as np\n", - " import rasterio\n", - " \n", - " gdf_list = []\n", - " \n", - " try:\n", - " with rasterio.open(r_fn) as r_src:\n", - " print(\"\\tExtracting raster values from: \", r_fn)\n", - " df_list = []\n", - " for i, bandname in enumerate(bandnames):\n", - "\n", - " bnum = i + 1\n", - " #print(bnum)\n", - "\n", - " # Get array\n", - " array = r_src.read(bnum)\n", - " array = array.astype('float64')\n", - "\n", - " for ndval in ndval_list: array[array==ndval] = np.nan\n", - "\n", - " df = pd.DataFrame(\n", - " zonal_stats(\n", - " vectors=GDF.to_crs(r_src.crs), \n", - " raster= array,#r_src.read(bnum, masked=True),\n", - " affine= r_src.transform,\n", - " stats=stats_list,\n", - " nodata=np.nan\n", - " )\n", - " )\n", - "\n", - " # Rename cols\n", - " df = rename_columns(df, bandname, stats_list)\n", - " df_list.append(df)\n", - "\n", - "\n", - " df_final = pd.concat(df_list, axis=1)\n", - " final_gdf = GDF.reset_index().join(df_final.reset_index(drop=True), how='left')\n", - "\n", - " gdf_list.append(final_gdf)\n", - "\n", - " # Write the table of zonal stats on each band for current HYBAS_ID \n", - " hybas_id_gdf = pd.concat(gdf_list)\n", - " hybas_id_gdf.to_file(os.path.join(OUTDIR, os.path.basename(r_fn).split('.tif')[0] + '_zonalstats.gpkg'), driver = 'GPKG')\n", - "\n", - " return pd.concat(gdf_list)\n", - " \n", - " except Exception as e: \n", - " print(e)\n", - " print('Removing raster...')\n", - " !rm r_fn\n" - ] - }, - { - "cell_type": "markdown", - "id": "345423c7-da21-4fb9-8144-8b589248ef71", - "metadata": { - "tags": [] - }, - "source": [ - "## Show final result of processing below: landscape trends in tree canopy cover\n", - "Using hydrobasins classified according to forest gradient \n", - "Montesano et al. 2020 | https://iopscience.iop.org/article/10.1088/1748-9326/abb2c7" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "8b580a6d-3b65-45e9-9488-505e88e60905", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(12734, 24)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hydrobasins_fn = '/projects/my-public-bucket/databank/boreal_height_cmip6/output/hydrobasins_L08_patterns_tte_boreal_tundra_tcc_trends.gpkg'\n", - "hydrobasins = gpd.read_file(hydrobasins_fn)\n", - "hydrobasins.dropna().shape" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "8139e992-fff4-40da-81a6-7be9fd27dfc2", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = hydrobasins.to_crs(4326).plot(column='val_terrapulse_tcc_slope_median', cmap='BrBG', legend=True, vmin=-0.5, vmax=0.5, figsize=(12,3))\n", - "ax = ctx.add_basemap(ax=ax, crs=4326, source = ctx.providers.Esri.WorldGrayCanvas)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "37b09f45-20a6-434f-8d14-637534b7d2ca", - "metadata": {}, - "outputs": [], - "source": [ - "LIST_GPKG_DONE = hydrobasins.HYBAS_ID.to_list()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "75540e4c-f890-4adf-8956-8626e6543593", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "15366 basin clip cogs that have been processed.\n", - "1686 basin clip cogs still missing\n", - "26638 zonal GPKGs that have been processed.\n", - "21 zonal GPKGs available to process \n" - ] - } - ], - "source": [ - "# Get missing\n", - "LIST_HYBAS_ID_COG_FINISHED= [int(os.path.basename(f).split('_')[2]) for f in glob.glob(OUTDIR + '/*cog.tif' )]\n", - "print(f'{len(LIST_HYBAS_ID_COG_FINISHED)} basin clip cogs that have been processed.')\n", - "\n", - "LIST_HYBAS_ID_COG_MISSING = [id for id in HYBAS_ID_LIST if id not in LIST_HYBAS_ID_COG_FINISHED]\n", - "print(f'{len(LIST_HYBAS_ID_COG_MISSING)} basin clip cogs still missing')\n", - "\n", - "LIST_HYBAS_ID_GPKG_FINISHED= [int(os.path.basename(f).split('_')[2]) for f in glob.glob(ZONAL_DIR + '/*cog_zonalstats.gpkg' )] + LIST_GPKG_DONE\n", - " \n", - "print(f'{len(LIST_HYBAS_ID_GPKG_FINISHED)} zonal GPKGs that have been processed.')\n", - "\n", - "LIST_HYBAS_ID_GPKG_MISSING = [id for id in LIST_HYBAS_ID_COG_FINISHED if id not in LIST_HYBAS_ID_GPKG_FINISHED]\n", - "print(f'{len(LIST_HYBAS_ID_GPKG_MISSING)} zonal GPKGs available to process ')" - ] - }, - { - "cell_type": "markdown", - "id": "612f81d1-0916-48df-8479-b20b27bbd084", - "metadata": {}, - "source": [ - "## Process the landscape (hydrobasin) trends in tree canopy cover\n", - "Accessible from: \n", - "s3://terrapulse-pub-data/boreal-forest-data\n", - "\n", - "Using boreal calibrated tree canopy cover from: \n", - "Feng et al. 2022 | https://doi.org/10.3334/ORNLDAAC/2012\n" - ] - }, - { - "cell_type": "markdown", - "id": "33c61ffe-c7c7-4564-a7a6-83ecc4e65e58", - "metadata": {}, - "source": [ - "### Step [1]: build stack of tcc_slope and tcc_pvalue for basins" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c9fd8fc5-21a6-4f17-a5f4-a3e8bddf418f", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#%%capture captured_output_text\n", - "with Pool(processes=25) as pool:\n", - " pool.map(partial(run_build_stack), list(reversed(LIST_HYBAS_ID_COG_MISSING)) )" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "790689f7-5411-4537-9cd2-8b836bce1e1b", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[7080106402,\n", - " 7080133791,\n", - " 7080137251,\n", - " 7080149580,\n", - " 7080159602,\n", - " 7080161581,\n", - " 7080169902,\n", - " 7080223022,\n", - " 7080245462,\n", - " 7080256461,\n", - " 8080019662,\n", - " 8080091580,\n", - " 8080118180,\n", - " 8080122730,\n", - " 8080155920,\n", - " 8080191441,\n", - " 8080199310,\n", - " 8080245802,\n", - " 8080258171]" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "LIST_HYBAS_ID_GPKG_MISSING" - ] - }, - { - "cell_type": "markdown", - "id": "8c945496-f542-4e4e-a0b5-d3a34b58bcb7", - "metadata": {}, - "source": [ - "### Step [2]: get zonal stats of stack for basin" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "794800e5-77a4-469a-afc4-112ecd302e76", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\tExtracting raster values from: /projects/my-public-bucket/databank/boreal_height_cmip6/output/build_stack_basin_clips/build_stack_7080224740_cog.tif\n" - ] - } - ], - "source": [ - "# Test\n", - "if True:\n", - " TEST_LIST_HYBAS = [7080224740]\n", - " [extract_zonal_gdf_poly(HYBAS_ID, bandnames = [d['RASTER_NAME'] for d in BUILD_STACK_DICT_LIST], GDF_fn = INDEX_FN ) for HYBAS_ID in TEST_LIST_HYBAS]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "16b25b36-7771-4afe-a23b-da7638d54970", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#%%capture captured_output_text\n", - "if True:\n", - " [extract_zonal_gdf_poly(HYBAS_ID, bandnames = [d['RASTER_NAME'] for d in BUILD_STACK_DICT_LIST], GDF_fn = INDEX_FN ) for HYBAS_ID in LIST_HYBAS_ID_GPKG_MISSING]\n", - "else:\n", - " with Pool(processes=25) as pool:\n", - " returned_stuff = pool.map(partial(extract_zonal_gdf_poly, \n", - " bandnames = [d['RASTER_NAME'] for d in BUILD_STACK_DICT_LIST], \n", - " GDF_fn = INDEX_FN ), \n", - " list(reversed(LIST_HYBAS_ID_GPKG_MISSING))\n", - " )" - ] - }, - { - "cell_type": "markdown", - "id": "ed29a8c9-a440-40e0-8177-981145542111", - "metadata": {}, - "source": [ - "## Check landscape (hydrobasin) summaries of trend in tree canopy cover" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "35a8c8a9-0088-447e-9576-65957110736c", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "hydrobasins = gpd.read_file('/projects/my-public-bucket/databank/boreal_height_cmip6/output/hydrobasins_L08_patterns_tte_boreal_tundra_tcc_trends.gpkg')\n", - "float_cols = hydrobasins.filter(like='val_', axis=1).columns\n", - "hydrobasins[float_cols] = hydrobasins[float_cols].apply(pd.to_numeric)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "750a8d9b-ecd0-4c0b-bdc9-c0981035effc", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 15317 entries, 0 to 15316\n", - "Data columns (total 24 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 level_0 15317 non-null int64 \n", - " 1 index 15317 non-null int64 \n", - " 2 HYBAS_ID 15317 non-null int64 \n", - " 3 pattern_class 15317 non-null object \n", - " 4 val_terrapulse_tcc_slope_max 12734 non-null float64 \n", - " 5 val_terrapulse_tcc_slope_min 12734 non-null float64 \n", - " 6 val_terrapulse_tcc_slope_median 12734 non-null float64 \n", - " 7 val_terrapulse_tcc_slope_mean 12734 non-null float64 \n", - " 8 val_terrapulse_tcc_slope_percentile_02 12734 non-null float64 \n", - " 9 val_terrapulse_tcc_slope_percentile_25 12734 non-null float64 \n", - " 10 val_terrapulse_tcc_slope_percentile_75 12734 non-null float64 \n", - " 11 val_terrapulse_tcc_slope_percentile_98 12734 non-null float64 \n", - " 12 val_terrapulse_tcc_slope_count 15317 non-null int64 \n", - " 13 val_terrapulse_tcc_pvalue_max 12734 non-null float64 \n", - " 14 val_terrapulse_tcc_pvalue_min 12734 non-null float64 \n", - " 15 val_terrapulse_tcc_pvalue_median 12734 non-null float64 \n", - " 16 val_terrapulse_tcc_pvalue_mean 12734 non-null float64 \n", - " 17 val_terrapulse_tcc_pvalue_percentile_02 12734 non-null float64 \n", - " 18 val_terrapulse_tcc_pvalue_percentile_25 12734 non-null float64 \n", - " 19 val_terrapulse_tcc_pvalue_percentile_75 12734 non-null float64 \n", - " 20 val_terrapulse_tcc_pvalue_percentile_98 12734 non-null float64 \n", - " 21 val_terrapulse_tcc_pvalue_count 15317 non-null int64 \n", - " 22 area_sqkm 15317 non-null float64 \n", - " 23 geometry 15317 non-null geometry\n", - "dtypes: float64(17), geometry(1), int64(5), object(1)\n", - "memory usage: 2.8+ MB\n" - ] - } - ], - "source": [ - "hydrobasins.info()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "0672b6ae-cf4a-4a3a-b7c9-f4dc48adad80", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['level_0', 'index', 'HYBAS_ID', 'pattern_class',\n", - " 'val_terrapulse_tcc_slope_max', 'val_terrapulse_tcc_slope_min',\n", - " 'val_terrapulse_tcc_slope_median', 'val_terrapulse_tcc_slope_mean',\n", - " 'val_terrapulse_tcc_slope_percentile_02',\n", - " 'val_terrapulse_tcc_slope_percentile_25',\n", - " 'val_terrapulse_tcc_slope_percentile_75',\n", - " 'val_terrapulse_tcc_slope_percentile_98',\n", - " 'val_terrapulse_tcc_slope_count', 'val_terrapulse_tcc_pvalue_max',\n", - " 'val_terrapulse_tcc_pvalue_min', 'val_terrapulse_tcc_pvalue_median',\n", - " 'val_terrapulse_tcc_pvalue_mean',\n", - " 'val_terrapulse_tcc_pvalue_percentile_02',\n", - " 'val_terrapulse_tcc_pvalue_percentile_25',\n", - " 'val_terrapulse_tcc_pvalue_percentile_75',\n", - " 'val_terrapulse_tcc_pvalue_percentile_98',\n", - " 'val_terrapulse_tcc_pvalue_count', 'area_sqkm', 'geometry'],\n", - " dtype='object')" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hydrobasins.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "7952acf6-7f04-4b41-a232-d93dfecedc7a", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "import plotnine\n", - "from plotnine import *" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bf0527ca-2129-49fb-bdb7-ac6ffe07d97a", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "id": "2657a160-ba35-4ade-ac09-d0b353b06428", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "p_val_crit = 0.1" - ] - }, - { - "cell_type": "code", - "execution_count": 137, - "id": "6bc3a336-2d00-4880-892c-cffba112e940", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
significancepattern_classcount_class
0p<0.1Boreal Forest (taiga)4406
1p<0.1Non-forest (tundra)5
2p<0.1TTE (abrupt edge)39
3p<0.1TTE (abrupt)191
4p<0.1TTE (diffuse)4056
5p<0.1TTE (uniform)254
6p>=0.1Boreal Forest (taiga)3537
7p>=0.1Non-forest (tundra)283
8p>=0.1TTE (abrupt edge)876
9p>=0.1TTE (abrupt)571
10p>=0.1TTE (diffuse)1050
11p>=0.1TTE (uniform)49
\n", - "
" - ], - "text/plain": [ - " significance pattern_class count_class\n", - "0 p<0.1 Boreal Forest (taiga) 4406\n", - "1 p<0.1 Non-forest (tundra) 5\n", - "2 p<0.1 TTE (abrupt edge) 39\n", - "3 p<0.1 TTE (abrupt) 191\n", - "4 p<0.1 TTE (diffuse) 4056\n", - "5 p<0.1 TTE (uniform) 254\n", - "6 p>=0.1 Boreal Forest (taiga) 3537\n", - "7 p>=0.1 Non-forest (tundra) 283\n", - "8 p>=0.1 TTE (abrupt edge) 876\n", - "9 p>=0.1 TTE (abrupt) 571\n", - "10 p>=0.1 TTE (diffuse) 1050\n", - "11 p>=0.1 TTE (uniform) 49" - ] - }, - "execution_count": 137, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Calc proportion of basins with pvals below critical level\n", - "condition_1 = hydrobasins['val_terrapulse_tcc_pvalue_median'].lt(p_val_crit)\n", - "hydrobasins['significance'] = np.where(condition_1, f'p<{p_val_crit}',f'p>={p_val_crit}')\n", - "\n", - "hydrobasins_smry = hydrobasins.groupby(['significance', 'pattern_class']).aggregate(count_class=('pattern_class', 'count')).reset_index()\n", - "hydrobasins_smry" - ] - }, - { - "cell_type": "code", - "execution_count": 138, - "id": "eca867d1-9f91-452b-99ba-29b05d900149", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 200, - "width": 600 - } - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 138, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(\n", - " ggplot(hydrobasins_smry)\n", - " + geom_bar(aes(y='count_class', x='pattern_class', fill='significance'), stat='identity')\n", - " + scale_fill_brewer(palette='Reds')\n", - " + theme_bw()\n", - " + theme(figure_size=(6,2))\n", - " + labs(x='', y='count')\n", - " + coord_flip()\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "id": "7c036f1a-e2f0-4c27-af3a-7470e29540ef", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/plotnine/layer.py:284: PlotnineWarning: stat_bin_2d : Removed 2583 rows containing non-finite values.\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 480, - "width": 640 - } - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(\n", - " ggplot(data = hydrobasins) \n", - " + geom_bin2d(mapping=aes(x='val_terrapulse_tcc_slope_median', y='val_terrapulse_tcc_pvalue_median'))\n", - " + geom_vline(xintercept=0, linetype='dashed', color='red', size=1.0)\n", - " + geom_hline(yintercept=p_val_crit, linetype='dashed', color='red', size=1.0)\n", - " + geom_label(x=-2, y=p_val_crit, label=f'p-value = {p_val_crit}', size=7)\n", - " #+ geom_hline(yintercept=0.01, linetype='dashed', color='red', size=1.5)\n", - "\n", - " #+ geom_point(mapping=aes(x='val_terrapulse_tcc_slope_median', y='val_terrapulse_tcc_pvalue_median'), alpha=0.1)\n", - " + theme_bw()\n", - " + labs(x = 'Landscape median trend in tree canopy cover [%]',\n", - " y = 'Landscape median p-value of tree canopy cover trend'\n", - " )\n", - " + facet_wrap('~pattern_class')\n", - ")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}