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river_workshop.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# River workshop"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dictionaries are great"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Taxi ride durations in New York City.\n",
"\n",
"The goal is to predict the duration of taxi rides in New York City.\n",
"\n",
" Name Taxis \n",
" Task Regression \n",
" Samples 1,458,644 \n",
" Features 8 \n",
" Sparse False \n",
" Path /Users/max/river_data/Taxis/train.csv \n",
" URL https://maxhalford.github.io/files/datasets/nyc_taxis.zip\n",
" Size 186.23 MB \n",
"Downloaded True "
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from river import datasets\n",
"\n",
"dataset = datasets.Taxis()\n",
"dataset\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">{</span>\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'vendor_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'2'</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'pickup_datetime'</span>: <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2016</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17</span><span style=\"font-weight: bold\">)</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'passenger_count'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'pickup_longitude'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-73.98174285888672</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'pickup_latitude'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40.71915817260742</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'dropoff_longitude'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-73.93882751464845</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'dropoff_latitude'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40.82918167114258</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'store_and_fwd_flag'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'N'</span>\n",
"<span style=\"font-weight: bold\">}</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1m{\u001b[0m\n",
" \u001b[32m'vendor_id'\u001b[0m: \u001b[32m'2'\u001b[0m,\n",
" \u001b[32m'pickup_datetime'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2016\u001b[0m, \u001b[1;36m1\u001b[0m, \u001b[1;36m1\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m17\u001b[0m\u001b[1m)\u001b[0m,\n",
" \u001b[32m'passenger_count'\u001b[0m: \u001b[1;36m5\u001b[0m,\n",
" \u001b[32m'pickup_longitude'\u001b[0m: \u001b[1;36m-73.98174285888672\u001b[0m,\n",
" \u001b[32m'pickup_latitude'\u001b[0m: \u001b[1;36m40.71915817260742\u001b[0m,\n",
" \u001b[32m'dropoff_longitude'\u001b[0m: \u001b[1;36m-73.93882751464845\u001b[0m,\n",
" \u001b[32m'dropoff_latitude'\u001b[0m: \u001b[1;36m40.82918167114258\u001b[0m,\n",
" \u001b[32m'store_and_fwd_flag'\u001b[0m: \u001b[32m'N'\u001b[0m\n",
"\u001b[1m}\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"first_sample = next(iter(dataset))\n",
"\n",
"x, y = first_sample\n",
"pprint(x)\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">{</span>\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'vendor_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'str'</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'pickup_datetime'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'datetime'</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'passenger_count'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'int'</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'pickup_longitude'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'float'</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'pickup_latitude'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'float'</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'dropoff_longitude'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'float'</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'dropoff_latitude'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'float'</span>,\n",
" <span style=\"color: #008000; text-decoration-color: #008000\">'store_and_fwd_flag'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'str'</span>\n",
"<span style=\"font-weight: bold\">}</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1m{\u001b[0m\n",
" \u001b[32m'vendor_id'\u001b[0m: \u001b[32m'str'\u001b[0m,\n",
" \u001b[32m'pickup_datetime'\u001b[0m: \u001b[32m'datetime'\u001b[0m,\n",
" \u001b[32m'passenger_count'\u001b[0m: \u001b[32m'int'\u001b[0m,\n",
" \u001b[32m'pickup_longitude'\u001b[0m: \u001b[32m'float'\u001b[0m,\n",
" \u001b[32m'pickup_latitude'\u001b[0m: \u001b[32m'float'\u001b[0m,\n",
" \u001b[32m'dropoff_longitude'\u001b[0m: \u001b[32m'float'\u001b[0m,\n",
" \u001b[32m'dropoff_latitude'\u001b[0m: \u001b[32m'float'\u001b[0m,\n",
" \u001b[32m'store_and_fwd_flag'\u001b[0m: \u001b[32m'str'\u001b[0m\n",
"\u001b[1m}\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pprint({\n",
" key: value.__class__.__name__\n",
" for key, value in x.items()\n",
"})\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{\n",
" \"vendor_id\": \"2\",\n",
" \"pickup_datetime\": \"2016-01-01 00:00:17\",\n",
" \"passenger_count\": 5,\n",
" \"pickup_longitude\": -73.98174285888672,\n",
" \"pickup_latitude\": 40.71915817260742,\n",
" \"dropoff_longitude\": -73.93882751464845,\n",
" \"dropoff_latitude\": 40.82918167114258,\n",
" \"store_and_fwd_flag\": \"N\"\n",
"}\n"
]
}
],
"source": [
"import json\n",
"\n",
"print(json.dumps(x, indent=4, default=str))\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"collections.defaultdict"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import collections\n",
"\n",
"collections.Counter\n",
"collections.ChainMap\n",
"collections.defaultdict\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Manual progressive validation"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAE: 541.162842"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from river import compose\n",
"from river import linear_model\n",
"from river import metrics\n",
"from river import preprocessing\n",
"\n",
"def distances(x):\n",
" return {\n",
" 'L1': (\n",
" abs(x['pickup_latitude'] - x['dropoff_latitude']) +\n",
" abs(x['pickup_longitude'] - x['dropoff_longitude'])\n",
" ),\n",
" 'L2': (\n",
" (x['pickup_latitude'] - x['dropoff_latitude']) ** 2 +\n",
" (x['pickup_longitude'] - x['dropoff_longitude']) ** 2\n",
" ) ** 0.5\n",
" }\n",
"\n",
"model = compose.Pipeline(\n",
" distances,\n",
" preprocessing.StandardScaler(),\n",
" linear_model.LinearRegression()\n",
")\n",
"\n",
"metric = metrics.MAE()\n",
"\n",
"for x, y in dataset.take(10_000):\n",
" y_pred = model.predict_one(x)\n",
" metric.update(y, y_pred)\n",
" model.learn_one(x, y)\n",
"\n",
"metric\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0:09:01.162842\n"
]
}
],
"source": [
"import datetime as dt\n",
"\n",
"print(dt.timedelta(seconds=metric.get()))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Progressive validation one-liner"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1,000] MAE: 488.670795\n",
"[2,000] MAE: 590.143499\n",
"[3,000] MAE: 510.149582\n",
"[4,000] MAE: 501.422914\n",
"[5,000] MAE: 579.632231\n",
"[6,000] MAE: 592.055439\n",
"[7,000] MAE: 613.247012\n",
"[8,000] MAE: 579.196832\n",
"[9,000] MAE: 561.097898\n",
"[10,000] MAE: 541.162842\n"
]
}
],
"source": [
"from river import evaluate\n",
"\n",
"_ = evaluate.progressive_val_score(\n",
" dataset=dataset.take(10_000),\n",
" model=model.clone(),\n",
" metric=metric.clone(),\n",
" print_every=1000\n",
")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Delayed progressive validation"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2016-01-01 00:00:17 - trip #0 departs\n",
"2016-01-01 00:00:53 - trip #1 departs\n",
"2016-01-01 00:01:01 - trip #2 departs\n",
"2016-01-01 00:01:14 - trip #3 departs\n",
"2016-01-01 00:01:20 - trip #4 departs\n",
"2016-01-01 00:01:33 - trip #5 departs\n",
"2016-01-01 00:01:37 - trip #6 departs\n",
"2016-01-01 00:01:47 - trip #7 departs\n",
"2016-01-01 00:02:06 - trip #8 departs\n",
"2016-01-01 00:02:45 - trip #9 departs\n",
"2016-01-01 00:03:02 - trip #10 departs\n",
"2016-01-01 00:03:31 - trip #6 arrives after 114 seconds\n",
"2016-01-01 00:03:31 - trip #11 departs\n",
"2016-01-01 00:03:35 - trip #12 departs\n",
"2016-01-01 00:04:42 - trip #13 departs\n",
"2016-01-01 00:04:57 - trip #14 departs\n",
"2016-01-01 00:05:07 - trip #15 departs\n",
"2016-01-01 00:05:08 - trip #16 departs\n",
"2016-01-01 00:05:18 - trip #17 departs\n",
"2016-01-01 00:05:35 - trip #18 departs\n",
"2016-01-01 00:05:39 - trip #19 departs\n",
"2016-01-01 00:05:54 - trip #3 arrives after 280 seconds\n",
"2016-01-01 00:06:04 - trip #20 departs\n",
"2016-01-01 00:06:12 - trip #21 departs\n",
"2016-01-01 00:06:22 - trip #22 departs\n",
"2016-01-01 00:06:24 - trip #23 departs\n",
"2016-01-01 00:06:47 - trip #24 departs\n",
"2016-01-01 00:06:56 - trip #25 departs\n",
"2016-01-01 00:06:59 - trip #26 departs\n",
"2016-01-01 00:07:04 - trip #27 departs\n",
"2016-01-01 00:07:06 - trip #28 departs\n",
"2016-01-01 00:07:07 - trip #29 departs\n",
"2016-01-01 00:07:13 - trip #21 arrives after 61 seconds\n",
"2016-01-01 00:07:22 - trip #30 departs\n",
"2016-01-01 00:07:25 - trip #10 arrives after 263 seconds\n",
"2016-01-01 00:07:27 - trip #31 departs\n",
"2016-01-01 00:07:29 - trip #32 departs\n",
"2016-01-01 00:07:34 - trip #33 departs\n",
"2016-01-01 00:07:46 - trip #34 departs\n",
"2016-01-01 00:07:47 - trip #35 departs\n"
]
}
],
"source": [
"import itertools\n",
"from river import stream\n",
"\n",
"dataset_with_delays = stream.simulate_qa(\n",
" dataset=dataset,\n",
" moment='pickup_datetime',\n",
" delay=lambda _, y: dt.timedelta(seconds=y)\n",
")\n",
"\n",
"for i, x, y in itertools.islice(dataset_with_delays, 40):\n",
" if y is None:\n",
" print(f'{x[\"pickup_datetime\"]} - trip #{i} departs')\n",
" else:\n",
" arrival_date = x['pickup_datetime'] + dt.timedelta(seconds=y)\n",
" print(f'{arrival_date} - trip #{i} arrives after {y} seconds')\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAE: 457.783569"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"evaluate.progressive_val_score(\n",
" dataset=dataset.take(10_000),\n",
" model=model.clone(),\n",
" metric=metric.clone(),\n",
" # Same parameters as stream.simulate_qa\n",
" moment='pickup_datetime',\n",
" delay=lambda _, y: dt.timedelta(seconds=y)\n",
")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Feature engineering"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Window aggregates"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAE: 448.031811"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from river import feature_extraction\n",
"from river import stats\n",
"\n",
"def munge(x):\n",
" return {\n",
" **x,\n",
" 'weekday': x['pickup_datetime'].weekday()\n",
" }\n",
"\n",
"model = compose.Pipeline(\n",
" munge,\n",
" [\n",
" distances,\n",
" feature_extraction.TargetAgg(by='weekday', how=stats.Mean())\n",
" ],\n",
" preprocessing.StandardScaler(),\n",
" linear_model.LinearRegression()\n",
")\n",
"\n",
"evaluate.progressive_val_score(\n",
" dataset=dataset.take(10_000),\n",
" model=model,\n",
" metric=metric.clone(),\n",
" moment='pickup_datetime',\n",
" delay=lambda _, y: dt.timedelta(seconds=y)\n",
")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Geographical aggregates"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"import statistics\n",
"\n",
"min_lat = statistics.quantiles((x['pickup_latitude'] for x, _ in dataset.take(10_000)), n=100)[0]\n",
"max_lat = statistics.quantiles((x['pickup_latitude'] for x, _ in dataset.take(10_000)), n=100)[-1]\n",
"min_lon = statistics.quantiles((x['pickup_longitude'] for x, _ in dataset.take(10_000)), n=100)[0]\n",
"max_lon = statistics.quantiles((x['pickup_longitude'] for x, _ in dataset.take(10_000)), n=100)[-1]\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"grid_size = 20\n",
"lat_cuts = [min_lat + i * (max_lat - min_lat) / grid_size for i in range(grid_size)]\n",
"lon_cuts = [min_lon + i * (max_lon - min_lon) / grid_size for i in range(grid_size)]\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
"&lt;html&gt;\n",
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" \n",
" &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
" \n",
" &lt;script&gt;\n",
" L_NO_TOUCH = false;\n",
" L_DISABLE_3D = false;\n",
" &lt;/script&gt;\n",
" \n",
" &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
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" &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/leaflet.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/[email protected]/css/all.min.css&quot;/&gt;\n",
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" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
" \n",
" &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
" initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
" &lt;style&gt;\n",
" #map_75a09e82f3e585f35ce63623251317d1 {\n",
" position: relative;\n",
" width: 100.0%;\n",
" height: 100.0%;\n",
" left: 0.0%;\n",
" top: 0.0%;\n",
" }\n",
" .leaflet-container { font-size: 1rem; }\n",
" &lt;/style&gt;\n",
" \n",
"&lt;/head&gt;\n",
"&lt;body&gt;\n",
" \n",
" \n",
" &lt;div class=&quot;folium-map&quot; id=&quot;map_75a09e82f3e585f35ce63623251317d1&quot; &gt;&lt;/div&gt;\n",
" \n",
"&lt;/body&gt;\n",
"&lt;script&gt;\n",
" \n",
" \n",
" var map_75a09e82f3e585f35ce63623251317d1 = L.map(\n",
" &quot;map_75a09e82f3e585f35ce63623251317d1&quot;,\n",
" {\n",
" center: [40.73295534133911, -73.89804077148438],\n",
" crs: L.CRS.EPSG3857,\n",
" zoom: 11,\n",
" zoomControl: true,\n",
" preferCanvas: false,\n",
" }\n",
" );\n",
"\n",
" \n",
"\n",
" \n",
" \n",
" var tile_layer_4d254844a43e5abe0e28125e881b9e21 = L.tileLayer(\n",
" &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
" {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
" ).addTo(map_75a09e82f3e585f35ce63623251317d1);\n",
" \n",
" \n",
"\n",
" function geo_json_1842d1d99c2e6d99a0c14691d71dc570_onEachFeature(feature, layer) {\n",
" layer.on({\n",
" });\n",
" };\n",
" var geo_json_1842d1d99c2e6d99a0c14691d71dc570 = L.geoJson(null, {\n",
" onEachFeature: geo_json_1842d1d99c2e6d99a0c14691d71dc570_onEachFeature,\n",
" \n",
" });\n",
"\n",
" function geo_json_1842d1d99c2e6d99a0c14691d71dc570_add (data) {\n",
" geo_json_1842d1d99c2e6d99a0c14691d71dc570\n",
" .addData(data)\n",
" .addTo(map_75a09e82f3e585f35ce63623251317d1);\n",
" }\n",
" geo_json_1842d1d99c2e6d99a0c14691d71dc570_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.812317159652714], [-74.0142211151123, 40.812317159652714], [-74.0142211151123, 40.64477554321289], [-73.79347846221924, 40.64477554321289]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-0&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.64477554321289], [-74.0142211151123, 40.64477554321289], [-74.0142211151123, 40.653593523025506], [-73.79347846221924, 40.653593523025506]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-1&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.653593523025506], [-74.0142211151123, 40.653593523025506], [-74.0142211151123, 40.66241150283813], [-73.79347846221924, 40.66241150283813]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-2&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.66241150283813], [-74.0142211151123, 40.66241150283813], [-74.0142211151123, 40.67122948265075], [-73.79347846221924, 40.67122948265075]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-3&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.67122948265075], [-74.0142211151123, 40.67122948265075], [-74.0142211151123, 40.68004746246338], [-73.79347846221924, 40.68004746246338]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-4&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.68004746246338], [-74.0142211151123, 40.68004746246338], [-74.0142211151123, 40.688865442276], [-73.79347846221924, 40.688865442276]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-5&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.688865442276], [-74.0142211151123, 40.688865442276], [-74.0142211151123, 40.69768342208862], [-73.79347846221924, 40.69768342208862]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-6&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.69768342208862], [-74.0142211151123, 40.69768342208862], [-74.0142211151123, 40.70650140190124], [-73.79347846221924, 40.70650140190124]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-7&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.70650140190124], [-74.0142211151123, 40.70650140190124], [-74.0142211151123, 40.71531938171387], [-73.79347846221924, 40.71531938171387]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-8&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.71531938171387], [-74.0142211151123, 40.71531938171387], [-74.0142211151123, 40.72413736152649], [-73.79347846221924, 40.72413736152649]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.72413736152649], [-74.0142211151123, 40.72413736152649], [-74.0142211151123, 40.73295534133911], [-73.79347846221924, 40.73295534133911]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-10&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.73295534133911], [-74.0142211151123, 40.73295534133911], [-74.0142211151123, 40.74177332115173], [-73.79347846221924, 40.74177332115173]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-11&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.74177332115173], [-74.0142211151123, 40.74177332115173], [-74.0142211151123, 40.75059130096435], [-73.79347846221924, 40.75059130096435]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-12&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.75059130096435], [-74.0142211151123, 40.75059130096435], [-74.0142211151123, 40.75940928077698], [-73.79347846221924, 40.75940928077698]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-13&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.75940928077698], [-74.0142211151123, 40.75940928077698], [-74.0142211151123, 40.7682272605896], [-73.79347846221924, 40.7682272605896]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-14&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.7682272605896], [-74.0142211151123, 40.7682272605896], [-74.0142211151123, 40.777045240402224], [-73.79347846221924, 40.777045240402224]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-15&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.777045240402224], 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{&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.80349917984009], [-74.0142211151123, 40.80349917984009], [-74.0142211151123, 40.812317159652714], [-73.79347846221924, 40.812317159652714]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 0-19&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-74.0142211151123, 40.812317159652714], [-74.00260308074951, 40.812317159652714], [-74.00260308074951, 40.64477554321289], [-74.0142211151123, 40.64477554321289]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 1-0&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-74.0142211151123, 40.64477554321289], [-74.00260308074951, 40.64477554321289], [-74.00260308074951, 40.653593523025506], [-74.0142211151123, 40.653593523025506]]], &quot;type&quot;: &quot;Polygon&quot;}, 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[[[-73.80509649658202, 40.75059130096435], [-73.79347846221924, 40.75059130096435], [-73.79347846221924, 40.75940928077698], [-73.80509649658202, 40.75940928077698]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 19-13&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.80509649658202, 40.75940928077698], [-73.79347846221924, 40.75940928077698], [-73.79347846221924, 40.7682272605896], [-73.80509649658202, 40.7682272605896]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 19-14&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.80509649658202, 40.7682272605896], [-73.79347846221924, 40.7682272605896], [-73.79347846221924, 40.777045240402224], [-73.80509649658202, 40.777045240402224]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 19-15&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.80509649658202, 40.777045240402224], [-73.79347846221924, 40.777045240402224], [-73.79347846221924, 40.78586322021484], [-73.80509649658202, 40.78586322021484]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 19-16&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.80509649658202, 40.78586322021484], [-73.79347846221924, 40.78586322021484], [-73.79347846221924, 40.79468120002747], [-73.80509649658202, 40.79468120002747]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 19-17&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.80509649658202, 40.79468120002747], [-73.79347846221924, 40.79468120002747], [-73.79347846221924, 40.80349917984009], [-73.80509649658202, 40.80349917984009]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 19-18&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.80509649658202, 40.80349917984009], [-73.79347846221924, 40.80349917984009], [-73.79347846221924, 40.812317159652714], [-73.80509649658202, 40.812317159652714]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;name&quot;: &quot;Cell 19-19&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
"\n",
" \n",
"&lt;/script&gt;\n",
"&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
],
"text/plain": [
"<folium.folium.Map at 0x173b9ecd0>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import folium\n",
"import json\n",
"\n",
"# Your code to calculate max_lon, min_lon, max_lat, min_lat, grid_size, lon_cuts, and lat_cuts here\n",
"\n",
"# Create a Folium map centered at a location of your choice\n",
"m = folium.Map(location=[(min_lat + max_lat) / 2, (min_lon + max_lon) / 2], zoom_start=11)\n",
"\n",
"# Create a list of features for the grid cells\n",
"features = []\n",
"\n",
"# Create grid cells using lon_cuts and lat_cuts\n",
"for i in range(grid_size):\n",
" for j in range(grid_size):\n",
" cell = {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"name\": f\"Cell {i}-{j}\"\n",
" },\n",
" \"geometry\": {\n",
" \"type\": \"Polygon\",\n",
" \"coordinates\": [\n",
" [\n",
" [lon_cuts[i - 1], lat_cuts[j - 1]],\n",
" [lon_cuts[i], lat_cuts[j - 1]],\n",
" [lon_cuts[i], lat_cuts[j]],\n",
" [lon_cuts[i - 1], lat_cuts[j]]\n",
" ]\n",
" ]\n",
" }\n",
" }\n",
" features.append(cell)\n",
"\n",
"# Create a GeoJSON layer with the grid cells\n",
"grid_layer = folium.GeoJson(\n",
" data={\n",
" \"type\": \"FeatureCollection\",\n",
" \"features\": features\n",
" },\n",
" name=\"Grid\"\n",
")\n",
"\n",
"grid_layer.add_to(m)\n",
"m\n"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAE: 469.288426"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import bisect\n",
"\n",
"def munge_bis(x):\n",
" return {\n",
" **x,\n",
" 'weekday': x['pickup_datetime'].weekday(),\n",
" 'grid_cell': (\n",
" bisect.bisect_left(lat_cuts, x['pickup_latitude']),\n",
" bisect.bisect_left(lon_cuts, x['pickup_longitude'])\n",
" )\n",
" }\n",
"\n",
"model = compose.Pipeline(\n",
" munge_bis,\n",
" [\n",
" distances,\n",
" feature_extraction.TargetAgg(by='weekday', how=stats.Mean()),\n",
" feature_extraction.TargetAgg(by='grid_cell', how=stats.Count())\n",
" ],\n",
" preprocessing.StandardScaler(),\n",
" linear_model.LinearRegression()\n",
")\n",
"\n",
"evaluate.progressive_val_score(\n",
" dataset=dataset.take(10_000),\n",
" model=model,\n",
" metric=metric.clone(),\n",
" moment='pickup_datetime',\n",
" delay=lambda _, y: dt.timedelta(seconds=y)\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
"&lt;html&gt;\n",
"&lt;head&gt;\n",
" \n",
" &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
" \n",
" &lt;script&gt;\n",
" L_NO_TOUCH = false;\n",
" L_DISABLE_3D = false;\n",
" &lt;/script&gt;\n",
" \n",
" &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
" &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
" &lt;script src=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
" &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
" &lt;script src=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
" &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/leaflet.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/[email protected]/css/all.min.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
" &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
" \n",
" &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
" initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
" &lt;style&gt;\n",
" #map_911c8777c3877dcc87505e36b0927a39 {\n",
" position: relative;\n",
" width: 100.0%;\n",
" height: 100.0%;\n",
" left: 0.0%;\n",
" top: 0.0%;\n",
" }\n",
" .leaflet-container { font-size: 1rem; }\n",
" &lt;/style&gt;\n",
" \n",
" &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
"&lt;/head&gt;\n",
"&lt;body&gt;\n",
" \n",
" \n",
" &lt;div class=&quot;folium-map&quot; id=&quot;map_911c8777c3877dcc87505e36b0927a39&quot; &gt;&lt;/div&gt;\n",
" \n",
"&lt;/body&gt;\n",
"&lt;script&gt;\n",
" \n",
" \n",
" var map_911c8777c3877dcc87505e36b0927a39 = L.map(\n",
" &quot;map_911c8777c3877dcc87505e36b0927a39&quot;,\n",
" {\n",
" center: [40.73295534133911, -73.89804077148438],\n",
" crs: L.CRS.EPSG3857,\n",
" zoom: 11,\n",
" zoomControl: true,\n",
" preferCanvas: false,\n",
" }\n",
" );\n",
"\n",
" \n",
"\n",
" \n",
" \n",
" var tile_layer_5d5895362e3e11d559957c8739aa0053 = L.tileLayer(\n",
" &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
" {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
" ).addTo(map_911c8777c3877dcc87505e36b0927a39);\n",
" \n",
" \n",
" function geo_json_7605e56e121ea24c72c015746e2f282e_styler(feature) {\n",
" switch(feature.properties.name) {\n",
" case &quot;Cell 0-0&quot;: case &quot;Cell 0-4&quot;: case &quot;Cell 2-5&quot;: case &quot;Cell 3-3&quot;: case &quot;Cell 5-5&quot;: case &quot;Cell 6-9&quot;: case &quot;Cell 7-6&quot;: case &quot;Cell 8-4&quot;: case &quot;Cell 10-14&quot;: case &quot;Cell 11-6&quot;: case &quot;Cell 11-10&quot;: case &quot;Cell 11-11&quot;: case &quot;Cell 11-13&quot;: case &quot;Cell 12-6&quot;: case &quot;Cell 12-13&quot;: case &quot;Cell 13-12&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fffe00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 4-2&quot;: case &quot;Cell 4-6&quot;: case &quot;Cell 5-7&quot;: case &quot;Cell 6-4&quot;: case &quot;Cell 6-8&quot;: case &quot;Cell 7-2&quot;: case &quot;Cell 8-8&quot;: case &quot;Cell 12-7&quot;: case &quot;Cell 12-10&quot;: case &quot;Cell 13-6&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fffd00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 4-3&quot;: case &quot;Cell 5-3&quot;: case &quot;Cell 5-4&quot;: case &quot;Cell 12-12&quot;: case &quot;Cell 13-8&quot;: case &quot;Cell 15-8&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff900ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 4-4&quot;: case &quot;Cell 6-3&quot;: case &quot;Cell 7-0&quot;: case &quot;Cell 15-9&quot;: case &quot;Cell 17-7&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff600ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 4-5&quot;: case &quot;Cell 5-2&quot;: case &quot;Cell 5-6&quot;: case &quot;Cell 6-5&quot;: case &quot;Cell 7-3&quot;: case &quot;Cell 7-7&quot;: case &quot;Cell 9-7&quot;: case &quot;Cell 12-8&quot;: case &quot;Cell 12-11&quot;: case &quot;Cell 14-1&quot;: case &quot;Cell 14-7&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fffc00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 6-2&quot;: case &quot;Cell 8-3&quot;: case &quot;Cell 13-1&quot;: case &quot;Cell 14-9&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff800ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 6-6&quot;: case &quot;Cell 8-7&quot;: case &quot;Cell 9-0&quot;: case &quot;Cell 9-4&quot;: case &quot;Cell 9-6&quot;: case &quot;Cell 13-7&quot;: case &quot;Cell 13-9&quot;: case &quot;Cell 15-12&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fffb00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 7-1&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffda00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 7-8&quot;: case &quot;Cell 10-6&quot;: case &quot;Cell 19-7&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fffa00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 8-0&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffe100ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 8-1&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffad00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 8-2&quot;: case &quot;Cell 18-7&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff100ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 8-5&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffed00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 8-6&quot;: case &quot;Cell 9-5&quot;: case &quot;Cell 14-8&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff200ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 9-1&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffc300ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 9-2&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff9700ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 9-3&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff8f00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 10-1&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffd400ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 10-2&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff6000ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 10-3&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff4400ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 10-4&quot;: case &quot;Cell 15-14&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffef00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 11-1&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff9e00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 11-2&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff6b00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 11-3&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff3d00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 11-4&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffe000ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 12-1&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffc900ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 12-2&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff1d00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 12-3&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff0500ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 12-4&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff8b00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 12-9&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff700ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 13-2&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff7d00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 13-3&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff1a00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 13-4&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 13-5&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffc000ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 14-2&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffaa00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 14-3&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff3200ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 14-4&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff4800ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 14-5&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff8000ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 14-6&quot;: case &quot;Cell 15-4&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffea00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 15-2&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff400ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 15-3&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff8100ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 15-5&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff7400ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 15-6&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff8300ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 15-13&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffb600ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 16-3&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffb500ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 16-4&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffb200ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 16-5&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffd500ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 16-6&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff7000ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 17-4&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ff9900ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 17-5&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffeb00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 17-6&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffe400ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 18-4&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffd700ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 18-5&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffe700ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 18-6&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff500ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 19-5&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff000ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" case &quot;Cell 19-6&quot;: \n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fff300ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" default:\n",
" return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffff00ff&quot;, &quot;fillOpacity&quot;: 0.4, &quot;weight&quot;: 1};\n",
" }\n",
" }\n",
"\n",
" function geo_json_7605e56e121ea24c72c015746e2f282e_onEachFeature(feature, layer) {\n",
" layer.on({\n",
" });\n",
" };\n",
" var geo_json_7605e56e121ea24c72c015746e2f282e = L.geoJson(null, {\n",
" onEachFeature: geo_json_7605e56e121ea24c72c015746e2f282e_onEachFeature,\n",
" \n",
" style: geo_json_7605e56e121ea24c72c015746e2f282e_styler,\n",
" });\n",
"\n",
" function geo_json_7605e56e121ea24c72c015746e2f282e_add (data) {\n",
" geo_json_7605e56e121ea24c72c015746e2f282e\n",
" .addData(data)\n",
" .addTo(map_911c8777c3877dcc87505e36b0927a39);\n",
" }\n",
" geo_json_7605e56e121ea24c72c015746e2f282e_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.812317159652714], [-74.0142211151123, 40.812317159652714], [-74.0142211151123, 40.64477554321289], [-73.79347846221924, 40.64477554321289]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 4, &quot;name&quot;: &quot;Cell 0-0&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.64477554321289], [-74.0142211151123, 40.64477554321289], [-74.0142211151123, 40.653593523025506], [-73.79347846221924, 40.653593523025506]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-1&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.653593523025506], [-74.0142211151123, 40.653593523025506], [-74.0142211151123, 40.66241150283813], [-73.79347846221924, 40.66241150283813]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-2&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.66241150283813], [-74.0142211151123, 40.66241150283813], [-74.0142211151123, 40.67122948265075], [-73.79347846221924, 40.67122948265075]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-3&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.67122948265075], [-74.0142211151123, 40.67122948265075], [-74.0142211151123, 40.68004746246338], [-73.79347846221924, 40.68004746246338]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 4, &quot;name&quot;: &quot;Cell 0-4&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.68004746246338], [-74.0142211151123, 40.68004746246338], [-74.0142211151123, 40.688865442276], [-73.79347846221924, 40.688865442276]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-5&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.688865442276], [-74.0142211151123, 40.688865442276], [-74.0142211151123, 40.69768342208862], [-73.79347846221924, 40.69768342208862]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-6&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.69768342208862], [-74.0142211151123, 40.69768342208862], [-74.0142211151123, 40.70650140190124], [-73.79347846221924, 40.70650140190124]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 2, &quot;name&quot;: &quot;Cell 0-7&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.70650140190124], [-74.0142211151123, 40.70650140190124], [-74.0142211151123, 40.71531938171387], [-73.79347846221924, 40.71531938171387]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-8&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.71531938171387], [-74.0142211151123, 40.71531938171387], [-74.0142211151123, 40.72413736152649], [-73.79347846221924, 40.72413736152649]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-9&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.72413736152649], [-74.0142211151123, 40.72413736152649], [-74.0142211151123, 40.73295534133911], [-73.79347846221924, 40.73295534133911]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-10&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.73295534133911], [-74.0142211151123, 40.73295534133911], [-74.0142211151123, 40.74177332115173], [-73.79347846221924, 40.74177332115173]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 2, &quot;name&quot;: &quot;Cell 0-11&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.74177332115173], [-74.0142211151123, 40.74177332115173], [-74.0142211151123, 40.75059130096435], [-73.79347846221924, 40.75059130096435]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-12&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.75059130096435], [-74.0142211151123, 40.75059130096435], [-74.0142211151123, 40.75940928077698], [-73.79347846221924, 40.75940928077698]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 1, &quot;name&quot;: &quot;Cell 0-13&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.75940928077698], [-74.0142211151123, 40.75940928077698], [-74.0142211151123, 40.7682272605896], [-73.79347846221924, 40.7682272605896]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-14&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.7682272605896], [-74.0142211151123, 40.7682272605896], [-74.0142211151123, 40.777045240402224], [-73.79347846221924, 40.777045240402224]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-15&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.777045240402224], [-74.0142211151123, 40.777045240402224], [-74.0142211151123, 40.78586322021484], [-73.79347846221924, 40.78586322021484]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-16&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.78586322021484], [-74.0142211151123, 40.78586322021484], [-74.0142211151123, 40.79468120002747], [-73.79347846221924, 40.79468120002747]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-17&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.79468120002747], [-74.0142211151123, 40.79468120002747], [-74.0142211151123, 40.80349917984009], [-73.79347846221924, 40.80349917984009]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-18&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-73.79347846221924, 40.80349917984009], [-74.0142211151123, 40.80349917984009], [-74.0142211151123, 40.812317159652714], [-73.79347846221924, 40.812317159652714]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 0-19&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-74.0142211151123, 40.812317159652714], [-74.00260308074951, 40.812317159652714], [-74.00260308074951, 40.64477554321289], [-74.0142211151123, 40.64477554321289]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 2, &quot;name&quot;: &quot;Cell 1-0&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-74.0142211151123, 40.64477554321289], [-74.00260308074951, 40.64477554321289], [-74.00260308074951, 40.653593523025506], [-74.0142211151123, 40.653593523025506]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 0, &quot;name&quot;: &quot;Cell 1-1&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-74.0142211151123, 40.653593523025506], [-74.00260308074951, 40.653593523025506], [-74.00260308074951, 40.66241150283813], [-74.0142211151123, 40.66241150283813]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 1, &quot;name&quot;: &quot;Cell 1-2&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-74.0142211151123, 40.66241150283813], [-74.00260308074951, 40.66241150283813], [-74.00260308074951, 40.67122948265075], [-74.0142211151123, 40.67122948265075]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 1, &quot;name&quot;: &quot;Cell 1-3&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-74.0142211151123, 40.67122948265075], [-74.00260308074951, 40.67122948265075], [-74.00260308074951, 40.68004746246338], [-74.0142211151123, 40.68004746246338]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;properties&quot;: {&quot;count&quot;: 1, &quot;name&quot;: &quot;Cell 1-4&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-74.0142211151123, 40.68004746246338], [-74.00260308074951, 40.68004746246338], [-74.00260308074951, 40.688865442276], [-74.0142211151123, 40.688865442276]]], &quot;type&quot;: &quot;Polygon&quot;}, 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"\n",
" \n",
" \n",
" var color_map_80e32527754534692026c86a8b9c7f2b = {};\n",
"\n",
" \n",
" color_map_80e32527754534692026c86a8b9c7f2b.color = d3.scale.threshold()\n",
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" \n",
"\n",
" color_map_80e32527754534692026c86a8b9c7f2b.x = d3.scale.linear()\n",
" .domain([0.0, 515.0])\n",
" .range([0, 450 - 50]);\n",
"\n",
" color_map_80e32527754534692026c86a8b9c7f2b.legend = L.control({position: &#x27;topright&#x27;});\n",
" color_map_80e32527754534692026c86a8b9c7f2b.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
" color_map_80e32527754534692026c86a8b9c7f2b.legend.addTo(map_911c8777c3877dcc87505e36b0927a39);\n",
"\n",
" color_map_80e32527754534692026c86a8b9c7f2b.xAxis = d3.svg.axis()\n",
" .scale(color_map_80e32527754534692026c86a8b9c7f2b.x)\n",
" .orient(&quot;top&quot;)\n",
" .tickSize(1)\n",
" .tickValues([0.0, 515.0]);\n",
"\n",
" color_map_80e32527754534692026c86a8b9c7f2b.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
" .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
" .attr(&quot;width&quot;, 450)\n",
" .attr(&quot;height&quot;, 40);\n",
"\n",
" color_map_80e32527754534692026c86a8b9c7f2b.g = color_map_80e32527754534692026c86a8b9c7f2b.svg.append(&quot;g&quot;)\n",
" .attr(&quot;class&quot;, &quot;key&quot;)\n",
" .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
"\n",
" color_map_80e32527754534692026c86a8b9c7f2b.g.selectAll(&quot;rect&quot;)\n",
" .data(color_map_80e32527754534692026c86a8b9c7f2b.color.range().map(function(d, i) {\n",
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" z: d\n",
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" }))\n",
" .enter().append(&quot;rect&quot;)\n",
" .attr(&quot;height&quot;, 40 - 30)\n",
" .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
" .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
" .style(&quot;fill&quot;, function(d) { return d.z; });\n",
"\n",
" color_map_80e32527754534692026c86a8b9c7f2b.g.call(color_map_80e32527754534692026c86a8b9c7f2b.xAxis).append(&quot;text&quot;)\n",
" .attr(&quot;class&quot;, &quot;caption&quot;)\n",
" .attr(&quot;y&quot;, 21)\n",
" .text(&quot;&quot;);\n",
"&lt;/script&gt;\n",
"&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
],
"text/plain": [
"<folium.folium.Map at 0x175f99b90>"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from branca.colormap import LinearColormap\n",
"\n",
"# Create a Folium map centered at a location of your choice\n",
"m = folium.Map(location=[(min_lat + max_lat) / 2, (min_lon + max_lon) / 2], zoom_start=11)\n",
"\n",
"# Create a list of features for the grid cells\n",
"features = []\n",
"\n",
"# Create a colormap to map counts to colors\n",
"cell_counts = {\n",
" (i, j): count.get()\n",
" for ((i, j),), count in model[1][-1]._groups.items()\n",
"}\n",
"colormap = LinearColormap(['yellow', 'red'], vmin=0, vmax=max(cell_counts.values()))\n",
"\n",
"# Create grid cells using lon_cuts and lat_cuts, and color them based on counts\n",
"for i in range(grid_size):\n",
" for j in range(grid_size):\n",
" cell_count = cell_counts.get((i, j), 0) # Retrieve the count from the dictionary\n",
" color = colormap(cell_count)\n",
" cell = {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"name\": f\"Cell {i}-{j}\",\n",
" \"count\": cell_count\n",
" },\n",
" \"geometry\": {\n",
" \"type\": \"Polygon\",\n",
" \"coordinates\": [\n",
" [\n",
" [lon_cuts[i - 1], lat_cuts[j - 1]],\n",
" [lon_cuts[i], lat_cuts[j - 1]],\n",
" [lon_cuts[i], lat_cuts[j]],\n",
" [lon_cuts[i - 1], lat_cuts[j]]\n",
" ]\n",
" ]\n",
" }\n",
" }\n",
" features.append(cell)\n",
"\n",
"# Create a GeoJSON layer with the grid cells and add to map\n",
"grid_layer = folium.GeoJson(\n",
" data={\n",
" \"type\": \"FeatureCollection\",\n",
" \"features\": features\n",
" },\n",
" style_function=lambda x: {\n",
" 'fillColor': colormap(x['properties']['count']),\n",
" 'color': 'black',\n",
" 'weight': 1,\n",
" 'fillOpacity': 0.4\n",
" },\n",
" name=\"Grid\"\n",
")\n",
"\n",
"grid_layer.add_to(m)\n",
"\n",
"# Add the colormap to the map\n",
"colormap.add_to(m)\n",
"m\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Progressive validation for batch models"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAE: 557.213129"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import preprocessing as sk_preprocessing\n",
"from sklearn import pipeline as sk_pipeline\n",
"from sklearn import linear_model as sk_linear_model\n",
"from sklearn import exceptions as sk_exceptions\n",
"\n",
"sk_model = sk_pipeline.make_pipeline(\n",
" sk_preprocessing.StandardScaler(),\n",
" sk_linear_model.LinearRegression()\n",
")\n",
"\n",
"metric = metrics.MAE()\n",
"\n",
"X = []\n",
"Y = []\n",
"\n",
"for i, (x, y) in enumerate(dataset.take(10_000)):\n",
" x_arr = list(distances(x).values())\n",
" X.append(x_arr)\n",
" Y.append(y)\n",
"\n",
" if i % 1_000 == 0 and i > 0:\n",
" sk_model.fit(pd.DataFrame(X), Y)\n",
"\n",
" try:\n",
" y_pred = sk_model.predict([x_arr])[0]\n",
" except sk_exceptions.NotFittedError:\n",
" y_pred = 0\n",
" metric.update(y, y_pred)\n",
"\n",
"metric\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mondrian forests are a strong baseline"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAE: 430.469101"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from river import forest\n",
"\n",
"model = compose.Pipeline(\n",
" distances,\n",
" forest.AMFRegressor(seed=42)\n",
")\n",
"\n",
"evaluate.progressive_val_score(\n",
" dataset=dataset.take(10_000),\n",
" model=model,\n",
" metric=metric.clone(),\n",
" moment='pickup_datetime',\n",
" delay=lambda _, y: dt.timedelta(seconds=y)\n",
")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unsupervised updates during inference"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Without..."
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAE: 541.162842"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = compose.Pipeline(\n",
" distances,\n",
" preprocessing.StandardScaler(),\n",
" linear_model.LinearRegression()\n",
")\n",
"\n",
"evaluate.progressive_val_score(\n",
" dataset=dataset.take(10_000),\n",
" model=model,\n",
" metric=metric.clone()\n",
")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With..."
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAE: 540.87705"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with compose.learn_during_predict():\n",
" metric = evaluate.progressive_val_score(\n",
" dataset=dataset.take(10_000),\n",
" model=model.clone(),\n",
" metric=metric.clone()\n",
" )\n",
"metric\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Grid expansion"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SGD MAE: 7,851.383381\n",
"SGD MAE: 541.162842\n",
"SGD MAE: 528.255267\n",
"Adam MAE: 614.078932\n",
"Adam MAE: 649.885257\n",
"Adam MAE: 659.615598\n"
]
}
],
"source": [
"from river import optim\n",
"from river import utils\n",
"\n",
"model = compose.Pipeline(\n",
" distances,\n",
" preprocessing.StandardScaler(),\n",
" linear_model.LinearRegression()\n",
")\n",
"\n",
"grid = {\n",
" 'LinearRegression': {\n",
" 'optimizer': [\n",
" (optim.SGD, {'lr': [.05, .01, .001]}),\n",
" (optim.Adam, {'lr': [.05, .01, .001]})\n",
" ]\n",
" }\n",
"}\n",
"\n",
"candidates = utils.expand_param_grid(model, grid)\n",
"\n",
"for candidate in candidates:\n",
" metric = evaluate.progressive_val_score(\n",
" dataset=dataset.take(10_000),\n",
" model=candidate,\n",
" metric=metric.clone()\n",
" )\n",
" print(candidate['LinearRegression'].optimizer, metric)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Model selection using bandits"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAE: 546.430121"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from river import bandit\n",
"from river import model_selection\n",
"\n",
"meta_model = model_selection.BanditRegressor(\n",
" models=utils.expand_param_grid(model, grid),\n",
" metric=metrics.MAE(),\n",
" policy=bandit.EpsilonGreedy(epsilon=0.4, decay=0.05, seed=42),\n",
")\n",
"\n",
"evaluate.progressive_val_score(\n",
" dataset=dataset.take(10_000),\n",
" model=meta_model,\n",
" metric=metric.clone()\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Arm ID Reward Pulls Share \n",
" 5 MAE: 0. 0 0.00% \n",
" 3 MAE: 422.985028 3 0.03% \n",
" 0 MAE: 464.725473 86 0.86% \n",
" 2 MAE: 466.373717 90 0.90% \n",
" 4 MAE: 467.464257 160 1.60% \n",
" 1 MAE: 549.309871 9,661 96.61% "
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"meta_model.policy\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## VectorDict"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"22.2 µs ± 184 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
]
}
],
"source": [
"import random\n",
"\n",
"x = {i: random.random() for i in range(300)}\n",
"y = {i: random.random() for i in range(300)}\n",
"%timeit {x[i] * y[i] for i in range(300)}\n"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"8.39 µs ± 7.93 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
]
}
],
"source": [
"x_vec = utils.VectorDict(x)\n",
"y_vec = utils.VectorDict(y)\n",
"%timeit x_vec @ y_vec\n"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"import math\n",
"\n",
"assert math.isclose(x_vec @ y_vec, sum(x[i] * y[i] for i in range(300)))\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": "3.11.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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