0_exploration_1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initial Data Processing\n",
    "\n",
    "`gps_20161201` has a lot of redundant information that makes it very large uncompressed. Let's make it more concise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Header:  ['driver_id', 'order_id', 'timestamp', 'longitude', 'latitude\\n']\n",
      "Unique orders:  111541\n"
     ]
    }
   ],
   "source": [
    "# process datafile into nicer, more concise format\n",
    "with open('gps_20161201') as f:\n",
    "    i = 0\n",
    "    order_ids = {}\n",
    "    data = {}\n",
    "    print('Header: ', f.readline().split(',')) # skip header row\n",
    "    \n",
    "    l = f.readline()\n",
    "    while l:\n",
    "        l = l.split(',')\n",
    "        \n",
    "        # encode long order_ids as shorter indices\n",
    "        if l[1] not in order_ids:\n",
    "            order_ids[l[1]] = i\n",
    "            i += 1\n",
    "        \n",
    "        row = {\n",
    "                't': int(l[2]),\n",
    "                'lon': float(l[3]),\n",
    "                'lat': float(l[4])\n",
    "        }\n",
    "        \n",
    "        if order_ids[l[1]] not in data:\n",
    "            data[order_ids[l[1]]] = [row]\n",
    "        else:\n",
    "            data[order_ids[l[1]]].append(row)\n",
    "        l = f.readline()\n",
    "\n",
    "del order_ids\n",
    "print('Unique orders: ', len(data))\n",
    "\n",
    "# save processed data to file\n",
    "with open('gps_20161201_mod.json', 'w') as f:\n",
    "    f.write(json.dumps(data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# skip constructing the file again\n",
    "with open('gps_20161201_mod.json', 'r') as f:\n",
    "    data = json.load(f)\n",
    "data = {int(k):v for k,v in data.items()}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Checking Timestamp and Lat/Long distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts = []\n",
    "lat_range = [data[0][0]['lat'], data[0][0]['lat']]\n",
    "lon_range = [data[0][0]['lon'], data[0][0]['lon']]\n",
    "\n",
    "for _,order in data.items():\n",
    "    for p in order:\n",
    "        \n",
    "        # track ts for histogram making\n",
    "        ts.append(p['t'])\n",
    "        \n",
    "        if p['lat'] < lat_range[0]:\n",
    "            lat_range[0] = p['lat']\n",
    "        if p['lat'] > lat_range[1]:\n",
    "            lat_range[1] = p['lat']\n",
    "        \n",
    "        if p['lon'] < lon_range[0]:\n",
    "            lon_range[0] = p['lon']\n",
    "        if p['lon'] > lon_range[1]:\n",
    "            lon_range[1] = p['lon']\n",
    "\n",
    "print(lat_range)\n",
    "print(lon_range)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Latitude and longitude range looks reasonable. What about timestamps?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "print(datetime.utcfromtimestamp(min(ts)).astimezone(datetime.tzinfo.utcoffset(8)))\n",
    "print(datetime.utcfromtimestamp(max(ts)).astimezone(datetime.tzinfo.utcoffset(8)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interesting. The data's from 11/30 4 PM to 12/1 4 PM UTC which maps to 12/1 12 AM to 12/2 12 AM in the local timezone (UTC+8)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.hist(ts,bins=48)\n",
    "del ts\n",
    "plt.gcf().autofmt_xdate()\n",
    "plt.title('Time vs. # of data points')\n",
    "plt.xlabel('4 PM to 4 PM')\n",
    "plt.savefig('dist.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Geospatial distribution\n",
    "\n",
    "Let's check where all of our points land."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyproj import Proj, transform\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "i = 0\n",
    "for _,order in data.items():\n",
    "    for pt in order:\n",
    "        i += 1\n",
    "        if i % 10_000 == 0:\n",
    "            cr = transform(Proj(init='epsg:4326'), Proj(init='epsg:3857'), pt['lon'], pt['lat'])\n",
    "            ax.plot(cr[0], cr[1], marker='o', markersize='.1', color='red')\n",
    "\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1004\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1004\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1004\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1004' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.1.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.1.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.1.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.1.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.1.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.1.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.1.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1004\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1004\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"1004\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1004' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.1.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.1.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.1.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.1.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.1.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.1.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.1.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1004\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "34.23762 108.92338\n",
      "(12125295.197082235, 4060753.388753356)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"85e4e1b0-4d78-4420-9b1e-4d049cf3c701\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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tiles by <a href=\\\"https://stamen.com\\\">Stamen Design</a>, under <a href=\\\"https://creativecommons.org/licenses/by/3.0\\\">CC BY 3.0</a>. 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       "  var render_items = [{\"docid\":\"31f18fff-c1c1-42d1-b2f0-d9d73b2e32e8\",\"roots\":{\"1005\":\"85e4e1b0-4d78-4420-9b1e-4d049cf3c701\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1005"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import figure, show\n",
    "from bokeh.tile_providers import CARTODBPOSITRON, STAMEN_TERRAIN, STAMEN_TONER_BACKGROUND\n",
    "from bokeh.models import ColumnDataSource\n",
    "from bokeh.io import output_notebook\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "# find lat/long edges of given data\n",
    "bl = transform(Proj(init='epsg:4326'), Proj(init='epsg:3857'), lon_range[0], lat_range[0])\n",
    "ur = transform(Proj(init='epsg:4326'), Proj(init='epsg:3857'), lon_range[1], lat_range[1])\n",
    "\n",
    "# range bounds supplied in web mercator coordinates\n",
    "p = figure(x_range = (bl[0], ur[0]),\n",
    "           y_range = (bl[1], ur[1]),\n",
    "           x_axis_type=\"mercator\",\n",
    "           y_axis_type=\"mercator\")\n",
    "p.add_tile(STAMEN_TONER_BACKGROUND)\n",
    "\n",
    "# build points\n",
    "pts = {\n",
    "    'y': [],\n",
    "    'x': []\n",
    "}\n",
    "i = 0\n",
    "for _,order in data.items():\n",
    "    for pt in order:\n",
    "        i += 1\n",
    "        if i % 1_000 == 0:\n",
    "            cr = transform(Proj(init='epsg:4326'), Proj(init='epsg:3857'), pt['lon'], pt['lat'])\n",
    "            pts['y'].append(cr[1])\n",
    "            pts['x'].append(cr[0])\n",
    "        if i == 10_000:\n",
    "            print(pt['lat'], pt['lon'])\n",
    "            print(cr)\n",
    "\n",
    "# plot points\n",
    "p.circle(x=\"x\", y=\"y\", size=1, fill_color=\"red\", fill_alpha=1, line_width=0, source=ColumnDataSource(data=pts))\n",
    "\n",
    "\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not sure but I think the basemap is slightly off (as opposed to the points)."
   ]
  }
 ],
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