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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "initial_id",
"metadata": {
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"start_time": "2023-11-07T23:05:34.039783Z"
},
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import folium\n",
"import utils"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "73b780e762c9de37",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:05:35.194166Z",
"start_time": "2023-11-07T23:05:35.181233Z"
}
},
"outputs": [],
"source": [
"# Load the data\n",
"ListA = pd.read_csv('List A.csv')\n",
"ListB = pd.read_csv('List B.csv')\n",
"ListC = pd.read_csv('List C.csv')\n",
"ListD = pd.read_csv('List D.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "be4c8c1d77842ef7",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:05:35.195314Z",
"start_time": "2023-11-07T23:05:35.193156Z"
}
},
"outputs": [],
"source": [
"# Create two centroids, one in the North End and one in the Seaport District\n",
"centroids = [[42.365, -71.054], [42.351, -71.045]]\n",
"\n",
"northeastern_coordinate = \"-71.09033,42.33976\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ffe4025e97a6c6b9",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:05:35.201800Z",
"start_time": "2023-11-07T23:05:35.197747Z"
}
},
"outputs": [],
"source": [
"# Combine the two lists and add a column to indicate the list\n",
"ListA['list'] = 'A'\n",
"ListB['list'] = 'B'\n",
"ListC['list'] = 'C'\n",
"ListD['list'] = 'D'\n",
"\n",
"TotalList = pd.concat([ListA, ListB, ListC, ListD])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "72657779b4484aae",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:05:35.215762Z",
"start_time": "2023-11-07T23:05:35.200811Z"
}
},
"outputs": [],
"source": [
"# Remove all columns but name and gps\n",
"TotalList = TotalList[['name', 'gps', 'list']]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a157ffaec020a29a",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:05:35.215916Z",
"start_time": "2023-11-07T23:05:35.204173Z"
}
},
"outputs": [],
"source": [
"# Convert the gps column to a list of lists for k-means\n",
"TotalList['gps'] = TotalList['gps'].apply(lambda x: x.strip('[]').split(','))\n",
"TotalList['gps'] = TotalList['gps'].apply(lambda x: [float(i) for i in x])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a03ebde91b87fa3b",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:05:35.216384Z",
"start_time": "2023-11-07T23:05:35.206794Z"
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"outputs": [
{
"data": {
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" <tr style=\"text-align: right;\">\n",
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" <th>name</th>\n",
" <th>gps</th>\n",
" <th>list</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>521 Commercial Street #525</td>\n",
" <td>[42.3688272, -71.0553792]</td>\n",
" <td>A</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Acorn St</td>\n",
" <td>[42.3576234, -71.0688746]</td>\n",
" <td>A</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Arlington's Great Meadows</td>\n",
" <td>[42.4299758, -71.2038948]</td>\n",
" <td>A</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Arthur Fiedler Statue</td>\n",
" <td>[42.3565057, -71.0754527]</td>\n",
" <td>A</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>BU Beach</td>\n",
" <td>[42.3511927, -71.1060828]</td>\n",
" <td>A</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>The Quiet Few</td>\n",
" <td>[42.3670906, -71.0359889]</td>\n",
" <td>D</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>The Tall Ship Boston</td>\n",
" <td>[42.3649544, -71.0414523]</td>\n",
" <td>D</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Toasted Flats</td>\n",
" <td>[42.3711266, -71.0371343]</td>\n",
" <td>D</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Vega Market</td>\n",
" <td>[42.3891835, -71.033703]</td>\n",
" <td>D</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Winthrop High School</td>\n",
" <td>[42.3803348, -70.9799864]</td>\n",
" <td>D</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>169 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" name gps list\n",
"0 521 Commercial Street #525 [42.3688272, -71.0553792] A\n",
"1 Acorn St [42.3576234, -71.0688746] A\n",
"2 Arlington's Great Meadows [42.4299758, -71.2038948] A\n",
"3 Arthur Fiedler Statue [42.3565057, -71.0754527] A\n",
"4 BU Beach [42.3511927, -71.1060828] A\n",
".. ... ... ...\n",
"33 The Quiet Few [42.3670906, -71.0359889] D\n",
"34 The Tall Ship Boston [42.3649544, -71.0414523] D\n",
"35 Toasted Flats [42.3711266, -71.0371343] D\n",
"36 Vega Market [42.3891835, -71.033703] D\n",
"37 Winthrop High School [42.3803348, -70.9799864] D\n",
"\n",
"[169 rows x 3 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(TotalList)"
]
},
{
"cell_type": "markdown",
"id": "4bd41be9aca5094b",
"metadata": {},
"source": [
"# 2 Routes"
]
},
{
"cell_type": "markdown",
"id": "90d1d2f1a931597f",
"metadata": {},
"source": [
"## Cluster and Minimize"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ee9b3c1ecb360976",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:06:04.963804Z",
"start_time": "2023-11-07T23:05:35.213646Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/garrinshieh/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
" super()._check_params_vs_input(X, default_n_init=10)\n",
"/Users/garrinshieh/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:1412: RuntimeWarning: Explicit initial center position passed: performing only one init in KMeans instead of n_init=10.\n",
" super()._check_params_vs_input(X, default_n_init=10)\n"
]
}
],
"source": [
"# Cluster and minimize the data\n",
"_, routes = utils.cluster_and_optimize(TotalList, centroids, northeastern_coordinate,\n",
" time_diff=0.25, max_time=24)\n",
"\n",
"route_1_coordinates = routes[0]\n",
"route_2_coordinates = routes[1]"
]
},
{
"cell_type": "markdown",
"id": "c85b8ef869e35006",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T17:33:02.697755Z",
"start_time": "2023-11-07T17:33:02.687460Z"
}
},
"source": [
"## Create JSON"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "aa618161182b5b07",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:06:04.981278Z",
"start_time": "2023-11-07T23:06:04.967948Z"
}
},
"outputs": [],
"source": [
"# Create a JSON request for the API\n",
"# This is the data we want to get from the API\n",
"route_1 = utils.list_to_string(route_1_coordinates)\n",
"route_2 = utils.list_to_string(route_2_coordinates)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "32c485788eedd94",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:06:07.185941Z",
"start_time": "2023-11-07T23:06:04.976840Z"
}
},
"outputs": [],
"source": [
"# Create a dataframe from the JSON\n",
"df1 = utils.create_json_df(route_1, utils.list_to_string([centroids[0]]), northeastern_coordinate)\n",
"df2 = utils.create_json_df(route_2, utils.list_to_string([centroids[1]]), northeastern_coordinate)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "49dba1f17ca8337e",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:06:07.206851Z",
"start_time": "2023-11-07T23:06:07.193514Z"
}
},
"outputs": [],
"source": [
"# Add columns for the route number\n",
"df1['route'] = 1\n",
"df2['route'] = 2\n",
"\n",
"# Concatenate the two dataframes\n",
"df = pd.concat([df1, df2], ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "f231d9a35358988c",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:06:07.219423Z",
"start_time": "2023-11-07T23:06:07.214064Z"
}
},
"outputs": [
{
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" <th></th>\n",
" <th>waypoint_index</th>\n",
" <th>trips_index</th>\n",
" <th>hint</th>\n",
" <th>distance</th>\n",
" <th>name</th>\n",
" <th>location</th>\n",
" <th>lat</th>\n",
" <th>lon</th>\n",
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1IwsgDuNLIBFAAAAWgEAAA8AAAAAAAAAFQP1QGa9GUI7qN...</td>\n",
" <td>8.262982</td>\n",
" <td></td>\n",
" <td>[-71.053931, 42.365054]</td>\n",
" <td>-71.053931</td>\n",
" <td>42.365054</td>\n",
" <td>1</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>G4gsgDiILICSAwAA5gAAAOkAAAAAAAAAQljLQnyXy0Fhy8...</td>\n",
" <td>2.602121</td>\n",
" <td></td>\n",
" <td>[-71.056164, 42.366918]</td>\n",
" <td>-71.056164</td>\n",
" <td>42.366918</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>gIosgLaKLIDOAAAArgAAAFwBAAAAAAAAp3O3QafxmUEQiR...</td>\n",
" <td>15.458439</td>\n",
" <td></td>\n",
" <td>[-71.055561, 42.368861]</td>\n",
" <td>-71.055561</td>\n",
" <td>42.368861</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>HpwsgCKcLIAAAAAAEgAAAAAAAAAAAAAAAAAAACg870AAAA...</td>\n",
" <td>39.201677</td>\n",
" <td></td>\n",
" <td>[-71.062507, 42.365968]</td>\n",
" <td>-71.062507</td>\n",
" <td>42.365968</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>qn8sgKt_LIAfAAAAAAAAAAAAAAAAAAAA2ElcQAAAAAAAAA...</td>\n",
" <td>39.331841</td>\n",
" <td></td>\n",
" <td>[-71.064277, 42.358851]</td>\n",
" <td>-71.064277</td>\n",
" <td>42.358851</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>168</th>\n",
" <td>61</td>\n",
" <td>0</td>\n",
" <td>7hAigPYQIoA2AgAAYwEAAAAAAAAAAAAAnsd7Qq9XHUIAAA...</td>\n",
" <td>7.478611</td>\n",
" <td></td>\n",
" <td>[-71.096959, 42.344689]</td>\n",
" <td>-71.096959</td>\n",
" <td>42.344689</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>169</th>\n",
" <td>62</td>\n",
" <td>0</td>\n",
" <td>bwwigH0MIoAFAAAAEAAAAFUAAAArAAAAag0xP3921D-BFx...</td>\n",
" <td>8.340476</td>\n",
" <td></td>\n",
" <td>[-71.095003, 42.342001]</td>\n",
" <td>-71.095003</td>\n",
" <td>42.342001</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>170</th>\n",
" <td>63</td>\n",
" <td>0</td>\n",
" <td>MQwigFwMIoAoAAAANQAAABwAAAB-AAAAoidqQSAYl0GvUh...</td>\n",
" <td>11.504463</td>\n",
" <td></td>\n",
" <td>[-71.094327, 42.341231]</td>\n",
" <td>-71.094327</td>\n",
" <td>42.341231</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>171</th>\n",
" <td>64</td>\n",
" <td>0</td>\n",
" <td>k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e...</td>\n",
" <td>36.240351</td>\n",
" <td></td>\n",
" <td>[-71.093834, 42.339096]</td>\n",
" <td>-71.093834</td>\n",
" <td>42.339096</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>172</th>\n",
" <td>65</td>\n",
" <td>0</td>\n",
" <td>DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...</td>\n",
" <td>0.236958</td>\n",
" <td>Northeastern (Inbound)</td>\n",
" <td>[-71.090331, 42.339762]</td>\n",
" <td>-71.090331</td>\n",
" <td>42.339762</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>173 rows × 9 columns</p>\n",
"</div>"
],
"text/plain": [
" waypoint_index trips_index \\\n",
"0 0 0 \n",
"1 1 0 \n",
"2 2 0 \n",
"3 3 0 \n",
"4 4 0 \n",
".. ... ... \n",
"168 61 0 \n",
"169 62 0 \n",
"170 63 0 \n",
"171 64 0 \n",
"172 65 0 \n",
"\n",
" hint distance \\\n",
"0 1IwsgDuNLIBFAAAAWgEAAA8AAAAAAAAAFQP1QGa9GUI7qN... 8.262982 \n",
"1 G4gsgDiILICSAwAA5gAAAOkAAAAAAAAAQljLQnyXy0Fhy8... 2.602121 \n",
"2 gIosgLaKLIDOAAAArgAAAFwBAAAAAAAAp3O3QafxmUEQiR... 15.458439 \n",
"3 HpwsgCKcLIAAAAAAEgAAAAAAAAAAAAAAAAAAACg870AAAA... 39.201677 \n",
"4 qn8sgKt_LIAfAAAAAAAAAAAAAAAAAAAA2ElcQAAAAAAAAA... 39.331841 \n",
".. ... ... \n",
"168 7hAigPYQIoA2AgAAYwEAAAAAAAAAAAAAnsd7Qq9XHUIAAA... 7.478611 \n",
"169 bwwigH0MIoAFAAAAEAAAAFUAAAArAAAAag0xP3921D-BFx... 8.340476 \n",
"170 MQwigFwMIoAoAAAANQAAABwAAAB-AAAAoidqQSAYl0GvUh... 11.504463 \n",
"171 k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e... 36.240351 \n",
"172 DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA... 0.236958 \n",
"\n",
" name location lat lon \\\n",
"0 [-71.053931, 42.365054] -71.053931 42.365054 \n",
"1 [-71.056164, 42.366918] -71.056164 42.366918 \n",
"2 [-71.055561, 42.368861] -71.055561 42.368861 \n",
"3 [-71.062507, 42.365968] -71.062507 42.365968 \n",
"4 [-71.064277, 42.358851] -71.064277 42.358851 \n",
".. ... ... ... ... \n",
"168 [-71.096959, 42.344689] -71.096959 42.344689 \n",
"169 [-71.095003, 42.342001] -71.095003 42.342001 \n",
"170 [-71.094327, 42.341231] -71.094327 42.341231 \n",
"171 [-71.093834, 42.339096] -71.093834 42.339096 \n",
"172 Northeastern (Inbound) [-71.090331, 42.339762] -71.090331 42.339762 \n",
"\n",
" route \n",
"0 1 \n",
"1 1 \n",
"2 1 \n",
"3 1 \n",
"4 1 \n",
".. ... \n",
"168 2 \n",
"169 2 \n",
"170 2 \n",
"171 2 \n",
"172 2 \n",
"\n",
"[173 rows x 9 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(df)"
]
},
{
"cell_type": "markdown",
"id": "75be92e34a36147f",
"metadata": {},
"source": [
"## Map"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "80fd847da2833913",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:06:07.316817Z",
"start_time": "2023-11-07T23:06:07.221200Z"
}
},
"outputs": [
{
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" var circle_marker_173784dff14a37b2832bf2f7aba550af = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_ff3327e9bc802063feafbe555aed910a = L.circleMarker(\n",
" [42.374119, -71.055588],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_de7074a6ac55570017dc9b0f2862e96b = L.circleMarker(\n",
" [42.369195, -71.061735],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_69731fed4fc5cfb004ed5425e1846f91 = L.circleMarker(\n",
" [42.371832, -71.065634],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_9dca5183b09bf01fcf9a44236eedc76b = L.circleMarker(\n",
" [42.369868, -71.06828],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_56a1512eaf4dd85390914af01fe31fb4 = L.circleMarker(\n",
" [42.364032, -71.055569],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_2632e8bf24a290b88634e00f8e0a3b1c = L.circleMarker(\n",
" [42.365251, -71.055582],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_5f82a04ce1ce0d8f449e17aa83dc5d24 = L.circleMarker(\n",
" [42.360949, -71.051539],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_b6e97e9e6d10b1d1106e89aea40ba9d1 = L.circleMarker(\n",
" [42.359704, -71.054519],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_a0ad028771ae04c03289418ed1c24943 = L.circleMarker(\n",
" [42.361534, -71.056819],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_46a6c11ec02fe0df28c4625a58a08a28 = L.circleMarker(\n",
" [42.361263, -71.056994],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_326f7e550ca721946bb1e4e852992a5b = L.circleMarker(\n",
" [42.36049, -71.056995],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_34599f276326b8904a0e8f0578e4e6fc = L.circleMarker(\n",
" [42.358757, -71.057201],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_0dc8bf6ef1dadc609cc7bfe51abe82ef = L.circleMarker(\n",
" [42.357428, -71.058565],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_5de2ff9311580f3e34ebadb3548bba35 = L.circleMarker(\n",
" [42.359295, -71.059255],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_384799d1485a7de22f94826de3999706 = L.circleMarker(\n",
" [42.358056, -71.062171],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_f1554eb1e4fca200756a6f4a17021c6d = L.circleMarker(\n",
" [42.355298, -71.061249],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_77b4c865d737f2ec775896f39bd0922e = L.circleMarker(\n",
" [42.355519, -71.063037],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_86c71e83074bab85ceba612db783ff4a = L.circleMarker(\n",
" [42.354894, -71.063514],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_db53ce28994b47f5de398b2ba399cf48 = L.circleMarker(\n",
" [42.353717, -71.061676],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_f895527bf9160ed6fe06e60927bc6729 = L.circleMarker(\n",
" [42.350941, -71.059567],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_8b7a71dd0fce4913270ccfc091761ff5 = L.circleMarker(\n",
" [42.352211, -71.051172],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_1d2279ca92fdc4f13be8bff6f3c359c5 = L.circleMarker(\n",
" [42.35199, -71.049726],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_8381f49992bb6ee71e622dc49f2a1924 = L.circleMarker(\n",
" [42.351671, -71.050269],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_a0bbae814488944d789b67060cd44814 = L.circleMarker(\n",
" [42.350902, -71.048805],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_61fc98c972234813198652cd7b9a8767 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_456ebfe6f7197390686b16458ccef75c = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_085288483bad5d5b025a68f95dfb48be = L.circleMarker(\n",
" [42.344315, -71.033918],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_a1c34b2e75438d68b673f90c501fbaf0 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_162fbd56ce3d6409a9ab29b66b40b50a = L.circleMarker(\n",
" [42.34898, -71.03588],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_3911441c2245b9276266500d8d35a04c = L.circleMarker(\n",
" [42.347902, -71.040407],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_e9f5b13d506e93e219f714d81837d694 = L.circleMarker(\n",
" [42.352749, -71.04333],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_334761e6dd95fdac4629fb48b092c39f = L.circleMarker(\n",
" [42.364857, -71.041248],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_bf63da93a4608d0641a0b10791ab352d = L.circleMarker(\n",
" [42.367158, -71.035936],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_4514c33fda933e249b99b8479807a303 = L.circleMarker(\n",
" [42.365172, -71.035967],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_2c7bca65c5cd1c025cc2bba251eac347 = L.circleMarker(\n",
" [42.363961, -71.033209],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_e186e1fa061699306f2c86095ba79f53 = L.circleMarker(\n",
" [42.369812, -71.037911],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_f1292b19ea9edff03ce1ff78c837adfd = L.circleMarker(\n",
" [42.371161, -71.037188],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_48a0ecd8202ab39a6df730d524778f89 = L.circleMarker(\n",
" [42.37337, -71.033036],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_b6eca0ff070682326762677ad5127cc7 = L.circleMarker(\n",
" [42.380792, -71.034935],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_32e2933594fcb3414f856faae9fd88ea = L.circleMarker(\n",
" [42.377891, -71.028298],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_dd5540b2b37a4b5136fd44bbd665c1d9 = L.circleMarker(\n",
" [42.382756, -71.011693],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_e3486ce0ec324e7e86866e39cfb3db76 = L.circleMarker(\n",
" [42.390256, -71.005456],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_b1f9e638f4d938e3890c861c6e01904a = L.circleMarker(\n",
" [42.390466, -70.997084],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_8074034f2c1acc9cae98fb0b10694a1a = L.circleMarker(\n",
" [42.391786, -70.99031],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_0b00663dee36968f0e292b5e31e1f1d3 = L.circleMarker(\n",
" [42.380215, -70.980137],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_0bd57addfa1ad4eddfd85e0d9b02bd29 = L.circleMarker(\n",
" [42.389507, -70.969384],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_03575d25577804a708cccbd7f48436de = L.circleMarker(\n",
" [42.411181, -70.993747],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_08677e8b119b0d5a451815798f366180 = L.circleMarker(\n",
" [42.420244, -70.985934],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_1b93077808f9072d45bfd22c64c11ae5 = L.circleMarker(\n",
" [42.418321, -70.99748],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_72e27c829b6d99568e1034a561c8b5cb = L.circleMarker(\n",
" [42.411785, -71.01537],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_022d042d82c3b7511e25407e718cf99b = L.circleMarker(\n",
" [42.398247, -71.028327],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_eea80c5f2a0544f69e4e75a18455b083 = L.circleMarker(\n",
" [42.391309, -71.036726],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_1d58035d6aba8a67c91e69bf945cd352 = L.circleMarker(\n",
" [42.390284, -71.038526],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_8a052738b08485621d4a3e2f6bcc3bbe = L.circleMarker(\n",
" [42.385546, -71.039316],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_abc9f510e2fbfd90c54b33030424fbaf = L.circleMarker(\n",
" [42.386461, -71.032794],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_1d24ca3d9f3ebdf007307ffbdaf9ba5b = L.circleMarker(\n",
" [42.389192, -71.033749],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_98624c5b90226f81d1b67a63e8f44b22 = L.circleMarker(\n",
" [42.397588, -71.035674],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_db90352ace1bdc413103fcbd0602c74e = L.circleMarker(\n",
" [42.393843, -71.041015],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_9ff3bd95c30621bbcfeba81668197b1e = L.circleMarker(\n",
" [42.402568, -71.051453],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_e73e27697fea73ad0b2f9daaf8bfd8b0 = L.circleMarker(\n",
" [42.412279, -71.031525],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_610124197cc137aed3beb6ef12572dcd = L.circleMarker(\n",
" [42.421213, -71.027113],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_809408cc5948e4b64da7f783f782bcd9 = L.circleMarker(\n",
" [42.422264, -71.043219],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_9955a2fd7404c5234ef7acd33936d9f2 = L.circleMarker(\n",
" [42.418307, -71.050739],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_cd703acf904bd2b75b48f52e65e32f56 = L.circleMarker(\n",
" [42.42069, -71.055953],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_be5e684720ac090c5331b5d9cd76a659 = L.circleMarker(\n",
" [42.407436, -71.062128],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_6456e888b417760905b07bf1e0813e23 = L.circleMarker(\n",
" [42.403792, -71.058992],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_df88f2de5c3eaf2caf71ec9d4c224520 = L.circleMarker(\n",
" [42.398809, -71.061206],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_77fce936bf6d33530a0d6c669bdb014a = L.circleMarker(\n",
" [42.397236, -71.072007],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_e3ca9de99c5e8ac2db596f0168c2193c = L.circleMarker(\n",
" [42.400829, -71.112241],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_77de7ea4aa25e6f0fbd0df565fbbd698 = L.circleMarker(\n",
" [42.429978, -71.203921],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_e40b4ae59979843814d686cbaa33d52b = L.circleMarker(\n",
" [42.410941, -71.168458],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_0ae8849a6e90bed501bde0f47e772e8d = L.circleMarker(\n",
" [42.388907, -71.133098],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_961d69b4e8567099b9e1ed17814813be = L.circleMarker(\n",
" [42.396589, -71.122704],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_715f39a1922b10b1e5dd75d440f7ac8b = L.circleMarker(\n",
" [42.38859, -71.119303],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_903004e6679c4d4096cbd9eea63c346c = L.circleMarker(\n",
" [42.388412, -71.119219],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_67bd18ae782da446dbaf3f79ef684e62 = L.circleMarker(\n",
" [42.383988, -71.110771],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_7ef7bb6fc3df03c8040a89f67c6fb5aa = L.circleMarker(\n",
" [42.382131, -71.102659],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_02219761f521559a124e8d5e23fdcf65 = L.circleMarker(\n",
" [42.382238, -71.102512],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_8a82cf2b0d9688c0bbaddeb46aabb1db = L.circleMarker(\n",
" [42.380957, -71.097894],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_584ae00e40369bc3944b553070933e7b = L.circleMarker(\n",
" [42.380072, -71.096887],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_252898db6380d8d5b7159ac389ead24b = L.circleMarker(\n",
" [42.381759, -71.093444],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_094555d3d70faaab5dea333f88a7411d = L.circleMarker(\n",
" [42.379731, -71.094916],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_a3b3576cda7bf6e810b066f9867f06f3 = L.circleMarker(\n",
" [42.377355, -71.094764],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_e809ffd50bfbf9ce017182de6649aedc = L.circleMarker(\n",
" [42.383573, -71.112746],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_94053464e8a1644ef0d4feadaa409a32 = L.circleMarker(\n",
" [42.378452, -71.115739],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_6a395268a8e22664d02e98439a6ed1ce = L.circleMarker(\n",
" [42.378275, -71.114496],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_0c5f909167bc29414fb5275ec75029a9 = L.circleMarker(\n",
" [42.376696, -71.115952],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_cff8e49ae402ab3679e79c1952289428 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_fbb87752a7114c0db718458d6e170e62 = L.circleMarker(\n",
" [42.375457, -71.119379],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_2fd13f7eb4782b7cecec88e5a557bfdd = L.circleMarker(\n",
" [42.373491, -71.118959],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_9fa104b97f5e6066692fb8e095e8f925 = L.circleMarker(\n",
" [42.373266, -71.120839],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_045ce274ef37ff338398ced8e4c14196 = L.circleMarker(\n",
" [42.363221, -71.128473],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_98bffec3d7231883780b40019690daf1 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_091473a20fd03013873b0745602782f5 = L.circleMarker(\n",
" [42.36265, -71.10141],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_e3c5b3047bc9064f734d1dbfbdb25547 = L.circleMarker(\n",
" [42.363685, -71.101083],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_ce428c5648d0492a9be12826dd3d714a = L.circleMarker(\n",
" [42.339762, -71.090331],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var poly_line_a665cd7c98e559c5717d87195ac63b64 = L.polyline(\n",
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" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_1bee88059f9edbc337bd6d3a4547d31d = L.circleMarker(\n",
" [42.351001, -71.045001],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_b0170436f38b7ae2219e491dd6102a1f = L.circleMarker(\n",
" [42.338284, -71.013043],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_8670ee9ca337b6be0a7f30281d2ebe74 = L.circleMarker(\n",
" [42.338284, -71.013043],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_ac89f6314a5e68060110b78a77b13eee = L.circleMarker(\n",
" [42.3359, -71.023658],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_5bd6f2923820c8864b26300f9d923aef = L.circleMarker(\n",
" [42.329187, -71.035189],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_a3feb3c2f86b760919b30e938800a198 = L.circleMarker(\n",
" [42.325624, -71.049204],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_e78d24101f8a956d8a5997c8be48c3bf = L.circleMarker(\n",
" [42.327134, -71.066844],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_fdeb72eab8f6d195f8c50692019d0691 = L.circleMarker(\n",
" [42.324934, -71.06221],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_267a074d13b7ccab1798cd951a1c7c80 = L.circleMarker(\n",
" [42.316288, -71.037188],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_e600559f4a822c4f55d3467053418c04 = L.circleMarker(\n",
" [42.315966, -71.034107],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_d6ccdb0f2abe4811d38aa4929462e56c = L.circleMarker(\n",
" [42.316292, -71.045242],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_b2593e6c2b5e10b1c6024cea46309a0d = L.circleMarker(\n",
" [42.274385, -71.024029],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_6f9473d2678b79a67e656deef3b04797 = L.circleMarker(\n",
" [42.27938, -71.014026],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_313081dea3a65ad12f5f18b999652485 = L.circleMarker(\n",
" [42.276371, -71.009534],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_f87fd58f7652e19b20377fd4c411ae0b = L.circleMarker(\n",
" [42.245312, -71.000444],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_8ce011d4ba2c609f0202f81dfe3eef52 = L.circleMarker(\n",
" [42.207533, -71.001295],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_749338e086455e6d15524b09113f022f = L.circleMarker(\n",
" [42.23913, -71.003762],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_7b5cbeeca012a1fe6b6172b28247ea11 = L.circleMarker(\n",
" [42.25784, -71.02898],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_ec86ab24b545485dbdc3bed8bff66ff8 = L.circleMarker(\n",
" [42.285832, -71.063084],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_1446737ff39e5babfd6b82959090047a = L.circleMarker(\n",
" [42.284476, -71.063921],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_fcd90559064bb4154755c5184e3a668e = L.circleMarker(\n",
" [42.296172, -71.087449],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_5519b5bba508ed835bc80511105631c3 = L.circleMarker(\n",
" [42.331874, -71.125847],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_9e130e608014899fe4cfc311fe3be3e3 = L.circleMarker(\n",
" [42.33162, -71.155413],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
" var circle_marker_8b03a0b12dfa341d188385c5e8844b7c = L.circleMarker(\n",
" [42.324682, -71.16198],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_5a1967516626ecbf1f03b634f55bb869);\n",
" \n",
" \n",
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},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Create a map\n",
"m = folium.Map(location=[df['lon'].mean(), df['lat'].mean()], zoom_start=11)\n",
"\n",
"# Add the points and lines for the two routes with different colors\n",
"colors = ['red', 'blue']\n",
"\n",
"for route in df['route'].unique():\n",
" df_route = df[df['route'] == route]\n",
" folium.PolyLine(df_route[['lon', 'lat']].values.tolist(), color=colors[route - 1]).add_to(m)\n",
" for i in range(len(df_route)):\n",
" folium.CircleMarker(df_route[['lon', 'lat']].iloc[i].values.tolist(), radius=3, color=colors[route - 1]).add_to(\n",
" m)\n",
"\n",
"# Display the map\n",
"m"
]
},
{
"cell_type": "markdown",
"id": "a7b562f75f7e0813",
"metadata": {},
"source": [
"## Results"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "f53c97acec1c2fc4",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:06:07.318988Z",
"start_time": "2023-11-07T23:06:07.297230Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Route 1 has 105 waypoints\n",
"Route 2 has 64 waypoints\n"
]
}
],
"source": [
"# Get the number of waypoints for each route\n",
"route_1_waypoints = len(route_1_coordinates)\n",
"route_2_waypoints = len(route_2_coordinates)\n",
"print(\"Route 1 has {} waypoints\".format(route_1_waypoints))\n",
"print(\"Route 2 has {} waypoints\".format(route_2_waypoints))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "a3ec09dfb5cbb5b3",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:06:09.735945Z",
"start_time": "2023-11-07T23:06:07.299647Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The trip will take 13.1925 hours\n",
"The trip will take 13.017777777777777 hours\n"
]
}
],
"source": [
"trip_hrs_1 = utils.get_trip_time(route_1, route_1_waypoints, utils.list_to_string([centroids[0]]),\n",
" northeastern_coordinate)\n",
"print(\"The trip will take {} hours\".format(trip_hrs_1))\n",
"trip_hrs_2 = utils.get_trip_time(route_2, route_2_waypoints, utils.list_to_string([centroids[1]]),\n",
" northeastern_coordinate)\n",
"print(\"The trip will take {} hours\".format(trip_hrs_2))"
]
},
{
"cell_type": "markdown",
"id": "de7b5856172d213c",
"metadata": {},
"source": [
"# 3 Routes"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "bb6e00857e8175c0",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:07:36.195528Z",
"start_time": "2023-11-07T23:06:09.732162Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/garrinshieh/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
" super()._check_params_vs_input(X, default_n_init=10)\n",
"/Users/garrinshieh/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:1412: RuntimeWarning: Explicit initial center position passed: performing only one init in KMeans instead of n_init=10.\n",
" super()._check_params_vs_input(X, default_n_init=10)\n"
]
}
],
"source": [
"# Cluster and minimize the data\n",
"# Add a third centroid in the Financial District\n",
"centroids.append([42.356, -71.055])\n",
"_, routes = utils.cluster_and_optimize(TotalList, centroids, northeastern_coordinate, time_diff=0.3, max_time=24)\n",
"\n",
"route_1_coordinates = routes[0]\n",
"route_2_coordinates = routes[1]\n",
"route_3_coordinates = routes[2]"
]
},
{
"cell_type": "markdown",
"id": "19afb4f687b37383",
"metadata": {},
"source": [
"## Create JSON"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e886e061f86a2118",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:07:36.198703Z",
"start_time": "2023-11-07T23:07:36.194798Z"
}
},
"outputs": [],
"source": [
"# Create a JSON request for the API\n",
"# This is the data we want to get from the API\n",
"route_1 = utils.list_to_string(route_1_coordinates)\n",
"route_2 = utils.list_to_string(route_2_coordinates)\n",
"route_3 = utils.list_to_string(route_3_coordinates)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "23e4682fe9e30631",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:07:38.315154Z",
"start_time": "2023-11-07T23:07:36.199174Z"
}
},
"outputs": [],
"source": [
"# Create a dataframe from the JSON\n",
"df1 = utils.create_json_df(route_1, utils.list_to_string([centroids[0]]), northeastern_coordinate)\n",
"df2 = utils.create_json_df(route_2, utils.list_to_string([centroids[1]]), northeastern_coordinate)\n",
"df3 = utils.create_json_df(route_3, utils.list_to_string([centroids[2]]), northeastern_coordinate)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "c3a5c5d6f3ac46c0",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:07:38.325567Z",
"start_time": "2023-11-07T23:07:38.320173Z"
}
},
"outputs": [],
"source": [
"# Add columns for the route number\n",
"df1['route'] = 1\n",
"df2['route'] = 2\n",
"df3['route'] = 3\n",
"\n",
"# Concatenate the three dataframes\n",
"df = pd.concat([df1, df2, df3], ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "17a8cc8fed5450a6",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:07:38.333653Z",
"start_time": "2023-11-07T23:07:38.322616Z"
}
},
"outputs": [
{
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" waypoint_index trips_index \\\n",
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"\n",
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"\n",
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(df)"
]
},
{
"cell_type": "markdown",
"id": "b20a57aa09792c39",
"metadata": {},
"source": [
"## Map"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "702adaec008a6ec8",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:07:38.444061Z",
"start_time": "2023-11-07T23:07:38.336503Z"
}
},
"outputs": [
{
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" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_3afbdf7e08af99aefe95069a82cf7bf8 = L.circleMarker(\n",
" [42.365054, -71.053931],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_b58c34aefa2694e3f4575375b27eac64 = L.circleMarker(\n",
" [42.366918, -71.056164],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_d566748fe331496ffab71b4ea0177d04 = L.circleMarker(\n",
" [42.368861, -71.055561],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_71fb8cdd72481e716865ad2fe6e78263 = L.circleMarker(\n",
" [42.365968, -71.062507],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_1cb1626d5653ead2232473596abcdc5f = L.circleMarker(\n",
" [42.369195, -71.061735],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_99aab25ce7113a77faf314c5d1eccc42 = L.circleMarker(\n",
" [42.369473, -71.075628],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_c8908c26625ede564690369398beaa34 = L.circleMarker(\n",
" [42.369868, -71.06828],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_daab32da03ee23f20e76e6cbd2af301c = L.circleMarker(\n",
" [42.371832, -71.065634],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_1b15cb8874f14292a267a224a418b16e = L.circleMarker(\n",
" [42.374119, -71.055588],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_7c80483d96c837da0f1056de7d22d9fa = L.circleMarker(\n",
" [42.376391, -71.060753],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_e2b0adc9f189acd77b1738bb741394cd = L.circleMarker(\n",
" [42.376178, -71.060933],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_689e116e81dbfafc595b6fd2b22883bd = L.circleMarker(\n",
" [42.374142, -71.063105],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_8e8fd80c83d38b975c6cb9c1f42d83bf = L.circleMarker(\n",
" [42.380436, -71.060948],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_678e545c0a0988e82ae8d32f68e1e582 = L.circleMarker(\n",
" [42.398809, -71.061206],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_9aef10d0d7983108b74a8aa8ccd44370 = L.circleMarker(\n",
" [42.403792, -71.058992],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_6c1300f54c00e80167ab95a6265bdbc2 = L.circleMarker(\n",
" [42.389192, -71.033749],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_7dc43cce9ca65aaaba20f97b3ddc7201 = L.circleMarker(\n",
" [42.386461, -71.032794],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_e8ded7aedee4a8158ffb1c7499e181e2 = L.circleMarker(\n",
" [42.385546, -71.039316],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_b2e30ea77b22750e81335d391b6fa0d6 = L.circleMarker(\n",
" [42.380792, -71.034935],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_5a297b105f4cd2afb7484f4160629125 = L.circleMarker(\n",
" [42.371161, -71.037188],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_cc7e8a0bd1277035e16b0e29586a4ea5 = L.circleMarker(\n",
" [42.369812, -71.037911],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_4153a3733a95d2b5d38690f94724c49e = L.circleMarker(\n",
" [42.367158, -71.035936],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_7547d71774c5e8f44675e90ba7daad01 = L.circleMarker(\n",
" [42.37337, -71.033036],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_f6ff57038fa54b289f293a383ea6626c = L.circleMarker(\n",
" [42.377891, -71.028298],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_56aaceb6dad1d1a720bfd056c38c0818 = L.circleMarker(\n",
" [42.382756, -71.011693],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_3c2069cb6e1d332634410799a70b46b7 = L.circleMarker(\n",
" [42.390256, -71.005456],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_8cc1083be7aab39a45bfefd6b63b9862 = L.circleMarker(\n",
" [42.390466, -70.997084],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_607c882fcf3f70c645a83dce2e45547e = L.circleMarker(\n",
" [42.391786, -70.99031],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_9eabc932fcd278928ae75b22d6cd3bce = L.circleMarker(\n",
" [42.380215, -70.980137],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_bd60e6a70f01826a4df8df0ad644ce8e = L.circleMarker(\n",
" [42.389507, -70.969384],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_81ba354a0ca1a16e1be0ee8b93754391 = L.circleMarker(\n",
" [42.411181, -70.993747],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_4ddb73c2b5a974624921f9eb75b4bf09 = L.circleMarker(\n",
" [42.420244, -70.985934],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_1ea4413aac9a0115b29c7e449ef3288c = L.circleMarker(\n",
" [42.418321, -70.99748],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_7bcec87d676fd711d862b58d25be1fd1 = L.circleMarker(\n",
" [42.421213, -71.027113],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_eeb58ed7613fa7d9582eed51372bbeb2 = L.circleMarker(\n",
" [42.412279, -71.031525],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_9d50c52b8caaa873d7977ef3a64b04dc = L.circleMarker(\n",
" [42.411785, -71.01537],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_ea281b803d9f45df3163c5fa474446d3 = L.circleMarker(\n",
" [42.398247, -71.028327],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_dbe1411e7f9f729bbde2070072021368 = L.circleMarker(\n",
" [42.397588, -71.035674],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_a3b71deaaeab188feb785bbf983b35a2 = L.circleMarker(\n",
" [42.391309, -71.036726],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_76318b7fef45d2a025119904987c3768 = L.circleMarker(\n",
" [42.390284, -71.038526],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_bea3aa254a091494aefa96fc503f2c00 = L.circleMarker(\n",
" [42.393843, -71.041015],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_a081e0f9e549c3ce46e68bf5e5c9d005 = L.circleMarker(\n",
" [42.402568, -71.051453],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_f4525d4992cab60566b960c2e3c8f7ae = L.circleMarker(\n",
" [42.422264, -71.043219],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_669aa3410fac5fd75b2d99d8c3ca5c0b = L.circleMarker(\n",
" [42.418307, -71.050739],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_1ac364eb32086183111d3fe814d7bf91 = L.circleMarker(\n",
" [42.42069, -71.055953],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_b4e2a8b52800e218e2d18e9c0402f715 = L.circleMarker(\n",
" [42.407436, -71.062128],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_ffbb00cd0f93b28623d4152ed5f84661 = L.circleMarker(\n",
" [42.397236, -71.072007],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_376bb2bdf38154527e255b85fb46627b = L.circleMarker(\n",
" [42.400829, -71.112241],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_333507e24b13a23eaab10a252e67b66d = L.circleMarker(\n",
" [42.429978, -71.203921],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_589c11a5f823b8268387c13c89498136 = L.circleMarker(\n",
" [42.410941, -71.168458],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_b5928b461b83dfcc943eabd4646e2560 = L.circleMarker(\n",
" [42.396589, -71.122704],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_56c5a06974c8e4d12fe2f8e2e6fbfb34 = L.circleMarker(\n",
" [42.38859, -71.119303],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_353cc8d239cc180c6c808859e3158466 = L.circleMarker(\n",
" [42.388412, -71.119219],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_457376130881b80bd097935b4ace49eb = L.circleMarker(\n",
" [42.383573, -71.112746],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_315a33af674310870a6f41fb83a743d2 = L.circleMarker(\n",
" [42.383988, -71.110771],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_3fb983d5583e3177bef41e8979dc7dfb = L.circleMarker(\n",
" [42.382131, -71.102659],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_32b21ca38e9b5aaf1fb8a9d17f8942e2 = L.circleMarker(\n",
" [42.382238, -71.102512],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_03844f171b77c446ae1b6f1e6d4caee5 = L.circleMarker(\n",
" [42.380957, -71.097894],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_01747e509f4eeef8b2782b660b8637c4 = L.circleMarker(\n",
" [42.380072, -71.096887],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_98bf862f812fd658fbdc5834d4532dd5 = L.circleMarker(\n",
" [42.381759, -71.093444],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_15db680219f0bcbc345d2437ab37a5b6 = L.circleMarker(\n",
" [42.379731, -71.094916],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_6f14c9c8237db8fc6da42ec6114fb72c = L.circleMarker(\n",
" [42.377355, -71.094764],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_606f6d3b31b0c535ac13a696f27e35aa = L.circleMarker(\n",
" [42.339762, -71.090331],\n",
" {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var poly_line_f2b5242141ca3cb1bb7ae431fa31ef62 = L.polyline(\n",
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" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_4c1d665014b78cff08c92306d94cd420 = L.circleMarker(\n",
" [42.351001, -71.045001],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_8dc8ef88bc9d3ba327f785a338db7de2 = L.circleMarker(\n",
" [42.351052, -71.044959],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_a7938031dd1f44cde2f55ab862109cac = L.circleMarker(\n",
" [42.347902, -71.040407],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_937892678b9d1c504970b230e1f3f906 = L.circleMarker(\n",
" [42.34898, -71.03588],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_06ffc722fa9759eb4ad266f76623c30e = L.circleMarker(\n",
" [42.347795, -71.035964],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_1a17fa89ed3cf04e82a147e4d54f6e90 = L.circleMarker(\n",
" [42.344315, -71.033918],\n",
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" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_39519a8f477a4902b0a400c941faa96d = L.circleMarker(\n",
" [42.338284, -71.013043],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_3e220ee8a8fd63d048ac41f177572320 = L.circleMarker(\n",
" [42.338284, -71.013043],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_e62f57627abe788bcc0e42d0e78a3cf7 = L.circleMarker(\n",
" [42.3359, -71.023658],\n",
" {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_0f95b100b8e3f51c9cc2f855eec349c4);\n",
" \n",
" \n",
" var circle_marker_f8d705e4cef756f8b2f450877f8de1bf = L.circleMarker(\n",
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" \n",
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" var circle_marker_45200742c9feb338f92f7de3bb9e568e = L.circleMarker(\n",
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" \n",
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"text/plain": [
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]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Create a map\n",
"m = folium.Map(location=[df['lon'].mean(), df['lat'].mean()], zoom_start=11)\n",
"\n",
"# Add the points and lines for the three routes with different colors\n",
"colors = ['red', 'blue', 'green']\n",
"\n",
"for route in df['route'].unique():\n",
" df_route = df[df['route'] == route]\n",
" folium.PolyLine(df_route[['lon', 'lat']].values.tolist(), color=colors[route - 1]).add_to(m)\n",
" for i in range(len(df_route)):\n",
" folium.CircleMarker(df_route[['lon', 'lat']].iloc[i].values.tolist(), radius=3, color=colors[route - 1]).add_to(\n",
" m)\n",
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"m"
]
},
{
"cell_type": "markdown",
"id": "a947e49e27c734e9",
"metadata": {},
"source": [
"## Results"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "4106acf2adad01d7",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:07:38.445284Z",
"start_time": "2023-11-07T23:07:38.401884Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Route 1 has 61 waypoints\n",
"Route 2 has 56 waypoints\n",
"Route 3 has 52 waypoints\n"
]
}
],
"source": [
"# Get the number of waypoints for each route\n",
"route_1_waypoints = len(route_1_coordinates)\n",
"route_2_waypoints = len(route_2_coordinates)\n",
"route_3_waypoints = len(route_3_coordinates)\n",
"print(\"Route 1 has {} waypoints\".format(route_1_waypoints))\n",
"print(\"Route 2 has {} waypoints\".format(route_2_waypoints))\n",
"print(\"Route 3 has {} waypoints\".format(route_3_waypoints))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "c58106faf0fc7f4e",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:07:40.521741Z",
"start_time": "2023-11-07T23:07:38.405889Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The trip will take 9.394444444444444 hours\n",
"The trip will take 8.852777777777778 hours\n",
"The trip will take 9.325555555555555 hours\n"
]
}
],
"source": [
"# Get the trip time for each route\n",
"trip_hrs_1 = utils.get_trip_time(route_1, route_1_waypoints, utils.list_to_string([centroids[0]]),\n",
" northeastern_coordinate)\n",
"print(\"The trip will take {} hours\".format(trip_hrs_1))\n",
"trip_hrs_2 = utils.get_trip_time(route_2, route_2_waypoints, utils.list_to_string([centroids[1]]),\n",
" northeastern_coordinate)\n",
"print(\"The trip will take {} hours\".format(trip_hrs_2))\n",
"trip_hrs_3 = utils.get_trip_time(route_3, route_3_waypoints, utils.list_to_string([centroids[2]]),\n",
" northeastern_coordinate)\n",
"print(\"The trip will take {} hours\".format(trip_hrs_3))"
]
},
{
"cell_type": "markdown",
"id": "4068a0b6460f19ab",
"metadata": {},
"source": [
"# 10 ROUTES (because I can)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "5995d6556f940e67",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:09:18.376367Z",
"start_time": "2023-11-07T23:07:40.529888Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/garrinshieh/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
" super()._check_params_vs_input(X, default_n_init=10)\n",
"/Users/garrinshieh/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:1412: RuntimeWarning: Explicit initial center position passed: performing only one init in KMeans instead of n_init=10.\n",
" super()._check_params_vs_input(X, default_n_init=10)\n"
]
}
],
"source": [
"# Cluster and minimize the data\n",
"# Add seven more centroids around Boston with different latitudes and longitudes\n",
"for i in range(7):\n",
" centroids.append([42.365 + i * 0.01, -71.054 + i * 0.01])\n",
"\n",
"_, routes = utils.cluster_and_optimize(TotalList, centroids, northeastern_coordinate, time_diff=0.5, max_time=24)"
]
},
{
"cell_type": "markdown",
"id": "8c6f5aeb5e6c2832",
"metadata": {},
"source": [
"## Create JSON"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "375b090921cab03e",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:09:18.395941Z",
"start_time": "2023-11-07T23:09:18.378652Z"
}
},
"outputs": [],
"source": [
"# Create a JSON request for the API\n",
"# This is the data we want to get from the API\n",
"route_strings = []\n",
"for route in routes:\n",
" route_strings.append(utils.list_to_string(route))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "74f619c6df3bd6c4",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:09:21.149586Z",
"start_time": "2023-11-07T23:09:18.384347Z"
}
},
"outputs": [],
"source": [
"# Create a dataframe from the JSON\n",
"dfs = []\n",
"for i in range(len(routes)):\n",
" dfs.append(utils.create_json_df(route_strings[i], utils.list_to_string([centroids[i]]), northeastern_coordinate))\n",
" \n",
"# Concatenate the dataframes\n",
"df = pd.concat(dfs, ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "488924ebe78c61aa",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:10:17.312994Z",
"start_time": "2023-11-07T23:10:17.307208Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/8b/9mzlkxlx3zx9nmpy8prjpmm80000gn/T/ipykernel_42497/2886398449.py:3: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df['route'].iloc[i * len(routes[i]):(i + 1) * len(routes[i])] = i + 1\n"
]
}
],
"source": [
"# Add columns for the route number\n",
"for i in range(len(routes)):\n",
" df['route'].iloc[i * len(routes[i]):(i + 1) * len(routes[i])] = i + 1"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "8e436ba5d3949420",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:10:19.393773Z",
"start_time": "2023-11-07T23:10:19.390813Z"
}
},
"outputs": [
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" <td>1IwsgDuNLIBFAAAAWgEAAA8AAAAAAAAAFQP1QGa9GUI7qN...</td>\n",
" <td>8.262982</td>\n",
" <td></td>\n",
" <td>[-71.053931, 42.365054]</td>\n",
" <td>-71.053931</td>\n",
" <td>42.365054</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>LRUugHAVLoA1AAAA7wEAAKAAAADqAAAAYZa9QBEBXEIOWo...</td>\n",
" <td>1.865658</td>\n",
" <td></td>\n",
" <td>[-71.061735, 42.369195]</td>\n",
" <td>-71.061735</td>\n",
" <td>42.369195</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>lM4AgM3LAIAEAAAAHAAAAJEAAAC_AgAAyLv6PxJ7NEGyPn...</td>\n",
" <td>2.242639</td>\n",
" <td>Miller's River Littoral Way</td>\n",
" <td>[-71.065634, 42.371832]</td>\n",
" <td>-71.065634</td>\n",
" <td>42.371832</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>ZQ0fgPINH4AgAAAAEQAAAFEAAAAqAAAArYRYQRHu20BfWQ...</td>\n",
" <td>48.627645</td>\n",
" <td></td>\n",
" <td>[-71.06828, 42.369868]</td>\n",
" <td>-71.068280</td>\n",
" <td>42.369868</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>HR8ugIJiBICVAQAARwAAAAAAAACLAAAAQ1M0Qu3l-EAAAA...</td>\n",
" <td>0.645763</td>\n",
" <td></td>\n",
" <td>[-71.094764, 42.377355]</td>\n",
" <td>-71.094764</td>\n",
" <td>42.377355</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184</th>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" <td>-2EugABiLoCcAQAAigAAAAAAAAAAAAAAMQI3QqZ0dUEAAA...</td>\n",
" <td>7.363621</td>\n",
" <td></td>\n",
" <td>[-71.102659, 42.382131]</td>\n",
" <td>-71.102659</td>\n",
" <td>42.382131</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" <td>VSIfgAYjH4AUAAAAAAAAACUBAADDAAAAaIcPQAAAAADYBw...</td>\n",
" <td>18.888832</td>\n",
" <td></td>\n",
" <td>[-71.110851, 42.374259]</td>\n",
" <td>-71.110851</td>\n",
" <td>42.374259</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>186</th>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>0OEhgPvhIYADAAAABgAAAA8AAAA0AAAA2lq-PipQFD-Y-N...</td>\n",
" <td>2.009578</td>\n",
" <td></td>\n",
" <td>[-71.085166, 42.349997]</td>\n",
" <td>-71.085166</td>\n",
" <td>42.349997</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>187</th>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>C-AhgGbgIYBZAAAAMQAAAAAAAABqAAAAj5QfQS1zq0AAAA...</td>\n",
" <td>4.887502</td>\n",
" <td></td>\n",
" <td>[-71.091358, 42.348977]</td>\n",
" <td>-71.091358</td>\n",
" <td>42.348977</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>188</th>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...</td>\n",
" <td>0.236958</td>\n",
" <td>Northeastern (Inbound)</td>\n",
" <td>[-71.090331, 42.339762]</td>\n",
" <td>-71.090331</td>\n",
" <td>42.339762</td>\n",
" <td>6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>189 rows × 9 columns</p>\n",
"</div>"
],
"text/plain": [
" waypoint_index trips_index \\\n",
"0 0 0 \n",
"1 1 0 \n",
"2 2 0 \n",
"3 3 0 \n",
"4 4 0 \n",
".. ... ... \n",
"184 11 0 \n",
"185 12 0 \n",
"186 13 0 \n",
"187 14 0 \n",
"188 15 0 \n",
"\n",
" hint distance \\\n",
"0 1IwsgDuNLIBFAAAAWgEAAA8AAAAAAAAAFQP1QGa9GUI7qN... 8.262982 \n",
"1 LRUugHAVLoA1AAAA7wEAAKAAAADqAAAAYZa9QBEBXEIOWo... 1.865658 \n",
"2 lM4AgM3LAIAEAAAAHAAAAJEAAAC_AgAAyLv6PxJ7NEGyPn... 2.242639 \n",
"3 ZQ0fgPINH4AgAAAAEQAAAFEAAAAqAAAArYRYQRHu20BfWQ... 48.627645 \n",
"4 HR8ugIJiBICVAQAARwAAAAAAAACLAAAAQ1M0Qu3l-EAAAA... 0.645763 \n",
".. ... ... \n",
"184 -2EugABiLoCcAQAAigAAAAAAAAAAAAAAMQI3QqZ0dUEAAA... 7.363621 \n",
"185 VSIfgAYjH4AUAAAAAAAAACUBAADDAAAAaIcPQAAAAADYBw... 18.888832 \n",
"186 0OEhgPvhIYADAAAABgAAAA8AAAA0AAAA2lq-PipQFD-Y-N... 2.009578 \n",
"187 C-AhgGbgIYBZAAAAMQAAAAAAAABqAAAAj5QfQS1zq0AAAA... 4.887502 \n",
"188 DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA... 0.236958 \n",
"\n",
" name location lat \\\n",
"0 [-71.053931, 42.365054] -71.053931 \n",
"1 [-71.061735, 42.369195] -71.061735 \n",
"2 Miller's River Littoral Way [-71.065634, 42.371832] -71.065634 \n",
"3 [-71.06828, 42.369868] -71.068280 \n",
"4 [-71.094764, 42.377355] -71.094764 \n",
".. ... ... ... \n",
"184 [-71.102659, 42.382131] -71.102659 \n",
"185 [-71.110851, 42.374259] -71.110851 \n",
"186 [-71.085166, 42.349997] -71.085166 \n",
"187 [-71.091358, 42.348977] -71.091358 \n",
"188 Northeastern (Inbound) [-71.090331, 42.339762] -71.090331 \n",
"\n",
" lon route \n",
"0 42.365054 1 \n",
"1 42.369195 1 \n",
"2 42.371832 1 \n",
"3 42.369868 4 \n",
"4 42.377355 1 \n",
".. ... ... \n",
"184 42.382131 10 \n",
"185 42.374259 6 \n",
"186 42.349997 6 \n",
"187 42.348977 6 \n",
"188 42.339762 6 \n",
"\n",
"[189 rows x 9 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Display the dataframe\n",
"display(df)"
]
},
{
"cell_type": "markdown",
"id": "1552586cb84a48c5",
"metadata": {},
"source": [
"## Map"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "4305c6981e48e87f",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:13:22.619199Z",
"start_time": "2023-11-07T23:13:22.527566Z"
}
},
"outputs": [
{
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" \n",
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" var circle_marker_bf495203cf485d08fad2d8b120807a5c = L.circleMarker(\n",
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" var circle_marker_de626ef67ba02716379e54d25c7cf679 = L.circleMarker(\n",
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" var circle_marker_0958995d7f3c31cbe69439011eeeeed0 = L.circleMarker(\n",
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" var circle_marker_bf50afa56b3aac045cfe6136655246df = L.circleMarker(\n",
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" var circle_marker_d748c8826dc05e3f2e0d4d729d09b329 = L.circleMarker(\n",
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" \n",
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" var circle_marker_a00b670eb1d237aa192976b68eceaf54 = L.circleMarker(\n",
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" var poly_line_632f43e12cdc5571525f1706a898de12 = L.polyline(\n",
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" \n",
" \n",
" var circle_marker_666edc2773939e5a361fe6a127e3de6c = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_5054358427bb7697cc475dc527f650d3 = L.circleMarker(\n",
" [42.325354, -71.09454],\n",
" {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_77c100592b634c467202a6e694b04906 = L.circleMarker(\n",
" [42.33047, -71.099348],\n",
" {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_8695a3c84dd99962b3eb75b56dd444b6 = L.circleMarker(\n",
" [42.338007, -71.099284],\n",
" {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_e13c3953871f7b40444a9b4524323147 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_c55a1099121edadcbcd2d38980871163 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_fbf1b1b12bfc833279cc1c0f4f611bdd = L.circleMarker(\n",
" [42.38859, -71.119303],\n",
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" \n",
" \n",
" var circle_marker_640738148ae4a9eedd754d540f9fd32c = L.circleMarker(\n",
" [42.400829, -71.112241],\n",
" {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_0c9d49b05068cccea50ca353f1728494 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var poly_line_33bc9aa71c0d9031255915ab151e9512 = L.polyline(\n",
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" \n",
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" var circle_marker_6a0e2e948ec4d6f64be982621ebac568 = L.circleMarker(\n",
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" \n",
" \n",
" var circle_marker_3b4edc9eb3f4acef3ddbe8bcc3e61e49 = L.circleMarker(\n",
" [42.341231, -71.094327],\n",
" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_e0ea70d1c18004e6587306ebf392db97 = L.circleMarker(\n",
" [42.339096, -71.093834],\n",
" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_7cc4368df1c92e0c9f96fa83c592a3ac = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_d0b4ebed3784d900521124fe38745977 = L.circleMarker(\n",
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" \n",
" \n",
" var circle_marker_393870d2d335dfc6f051948371d141cd = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_778b55ab31d8c67977319d0315b7627e = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_886d74be796379bb8d3bd0505f1b17e5 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_384fad0ef244aed214a3a1bb80b3cc54 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_a141ed9ba989a70a35c2fc3d940843b9 = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_9442c32f49d1fb04622f02c503adffaf = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_119ab58de0f81c58ad5424df01591b7e = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_a59d2244011f824c301eeb92e4a23cfa = L.circleMarker(\n",
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" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_47e253b140590030d2fc81c2421c1c9c = L.circleMarker(\n",
" [42.373491, -71.118959],\n",
" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var circle_marker_6799b06a6c35ea4389290ceccff93102 = L.circleMarker(\n",
" [42.373266, -71.120839],\n",
" {"bubblingMouseEvents": true, "color": "purple", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "purple", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
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" var poly_line_e38b81b69209095ee318f780be7be9dd = L.polyline(\n",
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" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_7467828b1d899c11b8313e7a19737762 = L.circleMarker(\n",
" [42.410941, -71.168458],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_48c58abd980fe77f8888f2da65c06233 = L.circleMarker(\n",
" [42.429978, -71.203921],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_331c7629591e016b62299b9ecaaa4800 = L.circleMarker(\n",
" [42.361942, -71.18542],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_0bc9bd3bfeee2d319421e7d320c01999 = L.circleMarker(\n",
" [42.339762, -71.090331],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_27427395b2f16bc33aec20027fae1dc7 = L.circleMarker(\n",
" [42.386576, -71.033567],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_c3aaba254d06402c5f2b77f84ed5dd1d = L.circleMarker(\n",
" [42.367158, -71.035936],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_02300404a188a04dbd413095acb97e1e = L.circleMarker(\n",
" [42.365172, -71.035967],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_8a090b9326ebb9dacf8b510607226166 = L.circleMarker(\n",
" [42.363961, -71.033209],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_b562d9e52599f914a5ecb240204862a1 = L.circleMarker(\n",
" [42.352749, -71.04333],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_5bbc202f6d3225251970d5dc68e0d461 = L.circleMarker(\n",
" [42.351052, -71.044959],\n",
" {"bubblingMouseEvents": true, "color": "brown", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "brown", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var poly_line_0ced75586135d37abc910e14b9868345 = L.polyline(\n",
" [[42.358757, -71.057201], [42.353717, -71.061676], [42.351671, -71.050269], [42.35199, -71.049726]],\n",
" {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_6c324173c5b1d04684fdb3ab6d0ae540 = L.circleMarker(\n",
" [42.358757, -71.057201],\n",
" {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_1854188d417ec0904eea7542eb98f10c = L.circleMarker(\n",
" [42.353717, -71.061676],\n",
" {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_7adfba3449899db9ae1f53bbeb52f4eb = L.circleMarker(\n",
" [42.351671, -71.050269],\n",
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" \n",
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" [42.354894, -71.063514],\n",
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" \n",
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" [42.353792, -71.068086],\n",
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" \n",
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" [42.352314, -71.067311],\n",
" {"bubblingMouseEvents": true, "color": "gray", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "gray", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_c5872d5e094b03b4a0abf8a877c64874 = L.circleMarker(\n",
" [42.352445, -71.066839],\n",
" {"bubblingMouseEvents": true, "color": "gray", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "gray", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" [42.349993, -71.067854],\n",
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" \n",
" \n",
" var circle_marker_d418018faa1049adeee2ec5b295a6e60 = L.circleMarker(\n",
" [42.348915, -71.072038],\n",
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" \n",
" \n",
" var circle_marker_0b2f211f5412575ec76bcf4e7507238e = L.circleMarker(\n",
" [42.339762, -71.090331],\n",
" {"bubblingMouseEvents": true, "color": "gray", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "gray", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_367e140d034426a7153d9c2b16e657a8 = L.circleMarker(\n",
" [42.395119, -71.02396],\n",
" {"bubblingMouseEvents": true, "color": "gray", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "gray", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" var circle_marker_00d5bc50f9ce315a65cae609f408ce4f = L.circleMarker(\n",
" [42.382756, -71.011693],\n",
" {"bubblingMouseEvents": true, "color": "gray", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "gray", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_c0b5d73df6020b5135bb92d05716275c = L.circleMarker(\n",
" [42.377891, -71.028298],\n",
" {"bubblingMouseEvents": true, "color": "gray", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "gray", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
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" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_7868085521b7cabecf8c77de840e4d9a = L.circleMarker(\n",
" [42.374259, -71.110851],\n",
" {"bubblingMouseEvents": true, "color": "pink", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "pink", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_8e16b0c6fc7737f334d4f62b8b36366c = L.circleMarker(\n",
" [42.349997, -71.085166],\n",
" {"bubblingMouseEvents": true, "color": "pink", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "pink", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
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" \n",
" \n",
" var circle_marker_2c479012ccb2801b531aa3ff631273ac = L.circleMarker(\n",
" [42.348977, -71.091358],\n",
" {"bubblingMouseEvents": true, "color": "pink", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "pink", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
" \n",
" var circle_marker_7420b950d65683c90665c63dea50ca80 = L.circleMarker(\n",
" [42.339762, -71.090331],\n",
" {"bubblingMouseEvents": true, "color": "pink", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "pink", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 3, "stroke": true, "weight": 3}\n",
" ).addTo(map_a113ca2999b944715e9a3600543bd417);\n",
" \n",
"</script>\n",
"</html>\" 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 0x16c5df950>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Create a map\n",
"m = folium.Map(location=[df['lon'].mean(), df['lat'].mean()], zoom_start=11)\n",
"\n",
"# Add the points and lines for the three routes with different colors\n",
"colors = ['red', 'blue', 'green', 'orange', 'purple', 'pink', 'black', 'gray', 'brown', 'yellow']\n",
"\n",
"for route in df['route'].unique():\n",
" df_route = df[df['route'] == route]\n",
" folium.PolyLine(df_route[['lon', 'lat']].values.tolist(), color=colors[route - 1]).add_to(m)\n",
" for i in range(len(df_route)):\n",
" folium.CircleMarker(df_route[['lon', 'lat']].iloc[i].values.tolist(), radius=3, color=colors[route - 1]).add_to(\n",
" m)\n",
" \n",
"# Display the map\n",
"m"
]
},
{
"cell_type": "markdown",
"id": "4723f2f26efe49d3",
"metadata": {},
"source": [
"## Results"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "5887f93dd890bc77",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:12:32.990935Z",
"start_time": "2023-11-07T23:12:32.987254Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Route 1 has 20 waypoints\n",
"Route 2 has 10 waypoints\n",
"Route 3 has 28 waypoints\n",
"Route 4 has 1 waypoints\n",
"Route 5 has 15 waypoints\n",
"Route 6 has 37 waypoints\n",
"Route 7 has 18 waypoints\n",
"Route 8 has 16 waypoints\n",
"Route 9 has 10 waypoints\n",
"Route 10 has 14 waypoints\n"
]
}
],
"source": [
"# Get the number of waypoints for each route\n",
"route_waypoints = []\n",
"for route in routes:\n",
" route_waypoints.append(len(route))\n",
"for i in range(len(route_waypoints)):\n",
" print(\"Route {} has {} waypoints\".format(i + 1, route_waypoints[i]))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "3a4b529fc3f2b336",
"metadata": {
"ExecuteTime": {
"end_time": "2023-11-07T23:11:11.477373Z",
"start_time": "2023-11-07T23:11:08.172393Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The trip will take 3.1816666666666666 hours\n",
"The trip will take 3.8113888888888887 hours\n",
"The trip will take 3.9852777777777777 hours\n",
"The trip will take 3.8975 hours\n",
"The trip will take 4.088611111111111 hours\n",
"The trip will take 4.039444444444444 hours\n",
"The trip will take 3.17 hours\n",
"The trip will take 3.209722222222222 hours\n",
"The trip will take 4.1275 hours\n",
"The trip will take 3.2069444444444444 hours\n"
]
}
],
"source": [
"# Get the trip time for each route\n",
"trip_hrs = []\n",
"for i in range(len(routes)):\n",
" trip_hrs.append(utils.get_trip_time(route_strings[i], route_waypoints[i], utils.list_to_string([centroids[i]]),\n",
" northeastern_coordinate))\n",
"for i in range(len(trip_hrs)):\n",
" print(\"The trip will take {} hours\".format(trip_hrs[i]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a4cf5509f890423a",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|