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Plotting Popular Restaurants and Bars according to Eater
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "532eb64e", | |
"metadata": {}, | |
"source": [ | |
"## Imports" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "1e28a550", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import json\n", | |
"import requests\n", | |
"from bs4 import BeautifulSoup as soup\n", | |
"import pandas as pd\n", | |
"import geopandas as gpd\n", | |
"from shapely.geometry import Point\n", | |
"\n", | |
"\n", | |
"import matplotlib\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "a09d8144", | |
"metadata": {}, | |
"source": [ | |
"## Scrape restaurant locations" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "46047c99", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"r = requests.get('https://montreal.eater.com/2019/6/26/18744528/best-food-bars-restaurants-visitors-tourists-montreal')\n", | |
"staple_links = {i.text:i.attrs['href'] for i in soup(r.content).select('.c-package-subnav .collapsible ul')[0].select('a')}\n", | |
"bar_links = {i.text:i.attrs['href'] for i in soup(r.content).select('.c-package-subnav .collapsible ul')[3].select('a')}\n", | |
"\n", | |
"get_maps = lambda r :json.loads(soup(r.content).select('.c-mapstack')[0].attrs['data-cdata'])\n", | |
"def get_maps_df(link_dict):\n", | |
" all_maps = {}\n", | |
" for name,link in link_dict.items():\n", | |
" print (name)\n", | |
" try: all_maps[name] = get_maps(requests.get(link))\n", | |
" except:print ('failed')\n", | |
"\n", | |
" all_maps_df = pd.DataFrame()\n", | |
" for map_name in [i for i in all_maps.keys() if ' at ' not in i]:\n", | |
" maps_df = pd.DataFrame([i for i in all_maps[map_name]['cards'] if i['type'] == 'point'])\n", | |
" maps_df['page_title'] = map_name\n", | |
" all_maps_df = all_maps_df.append(maps_df)\n", | |
" return all_maps_df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "f21583e4", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"An Eater's Guide to Montreal\n", | |
"failed\n", | |
"The 38 Essential Restaurants in Montreal\n", | |
"25 of Montreal’s Most Iconic Dishes\n", | |
"12 Superb Québécois Restaurants in Montreal\n", | |
"Montreal's Jewish Food Traditions, Mapped\n", | |
"19 Must-Try Montreal Poutines\n", | |
"18 Montreal Brunch Spots Worth Planning Your Weekend Around\n", | |
"10 Places That Do Justice to Montreal Bagels\n", | |
"Where to Get Outstanding Pastries and Baked Goods in Montreal\n", | |
"The Big Map of Brilliant Montreal Coffee Shops\n", | |
"The Best Eats at Atwater Market\n", | |
"Where to Eat at the Jean-Talon Market\n", | |
"21 Must-Try Pizza Places in Montreal\n", | |
"The Top Food Trucks in Montreal for 2019\n", | |
"failed\n", | |
"20 Essential Montreal Cocktail Bars\n", | |
"18 Essential Montreal Microbreweries\n", | |
"21 Exquisite Spots for Drinking Wine in Montreal\n", | |
"Montreal's Best LGBTQ Bars and Hangouts\n", | |
"19 Essential Montreal Late Night Restaurants\n" | |
] | |
} | |
], | |
"source": [ | |
"restaurants_df = get_maps_df(staple_links)\n", | |
"bars_df = get_maps_df(bar_links)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "78b6c2c0", | |
"metadata": {}, | |
"source": [ | |
"## Loading coords of Montreal neighbourhoods and STM stops" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "d712cdbf", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:>" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#Download SHP file from https://donnees.montreal.ca/ville-de-montreal/polygones-arrondissements\n", | |
"montreal_map = gpd.read_file('/Users/vishalgupta/Downloads/limadmin-shp/LIMADMIN.shp')\n", | |
"montreal_map.plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 122, | |
"id": "f284293d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/vishalgupta/opt/anaconda3/lib/python3.9/site-packages/pyproj/crs/crs.py:130: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", | |
" in_crs_string = _prepare_from_proj_string(in_crs_string)\n", | |
"/Users/vishalgupta/opt/anaconda3/lib/python3.9/site-packages/pyproj/crs/crs.py:130: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", | |
" in_crs_string = _prepare_from_proj_string(in_crs_string)\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
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"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>index</th>\n", | |
" <th>stop_id</th>\n", | |
" <th>stop_code</th>\n", | |
" <th>stop_name</th>\n", | |
" <th>stop_url</th>\n", | |
" <th>wheelchair</th>\n", | |
" <th>route_id</th>\n", | |
" <th>loc_type</th>\n", | |
" <th>service_id</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>0</td>\n", | |
" <td>43-01</td>\n", | |
" <td>10118</td>\n", | |
" <td>Station Angrignon</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.604 45.446)</td>\n", | |
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" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2</td>\n", | |
" <td>42-01</td>\n", | |
" <td>10120</td>\n", | |
" <td>Station Monk - Édicule Nord (B)</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.593 45.451)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>5</td>\n", | |
" <td>41-01</td>\n", | |
" <td>10122</td>\n", | |
" <td>Station Jolicoeur</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.582 45.457)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>7</td>\n", | |
" <td>40-01</td>\n", | |
" <td>10124</td>\n", | |
" <td>Station Verdun - Édicule Nord (A)</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.572 45.459)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>10</td>\n", | |
" <td>39-01</td>\n", | |
" <td>10126</td>\n", | |
" <td>Station De l'Église - Édicule Wellington (A)</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.567 45.462)</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", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>126</th>\n", | |
" <td>193</td>\n", | |
" <td>60-01</td>\n", | |
" <td>10544</td>\n", | |
" <td>Station Parc</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.624 45.530)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>127</th>\n", | |
" <td>195</td>\n", | |
" <td>61-01</td>\n", | |
" <td>10546</td>\n", | |
" <td>Station De Castelnau - Édicule St-Laurent Est (B)</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.620 45.536)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>129</th>\n", | |
" <td>197</td>\n", | |
" <td>62-01</td>\n", | |
" <td>10552</td>\n", | |
" <td>Station Fabre - Édicule Papineau (A)</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.607 45.548)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>131</th>\n", | |
" <td>201</td>\n", | |
" <td>63-01</td>\n", | |
" <td>10554</td>\n", | |
" <td>Station D'Iberville - Édicule Iberville (A)</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.602 45.554)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>133</th>\n", | |
" <td>204</td>\n", | |
" <td>64-01</td>\n", | |
" <td>10556</td>\n", | |
" <td>Station Saint-Michel - Édicule Est (A)</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" <td>22U</td>\n", | |
" <td>POINT (-73.600 45.560)</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>67 rows × 10 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" index stop_id stop_code \\\n", | |
"0 0 43-01 10118 \n", | |
"1 2 42-01 10120 \n", | |
"3 5 41-01 10122 \n", | |
"4 7 40-01 10124 \n", | |
"6 10 39-01 10126 \n", | |
".. ... ... ... \n", | |
"126 193 60-01 10544 \n", | |
"127 195 61-01 10546 \n", | |
"129 197 62-01 10552 \n", | |
"131 201 63-01 10554 \n", | |
"133 204 64-01 10556 \n", | |
"\n", | |
" stop_name stop_url wheelchair \\\n", | |
"0 Station Angrignon None 2 \n", | |
"1 Station Monk - Édicule Nord (B) None 2 \n", | |
"3 Station Jolicoeur None 2 \n", | |
"4 Station Verdun - Édicule Nord (A) None 2 \n", | |
"6 Station De l'Église - Édicule Wellington (A) None 2 \n", | |
".. ... ... ... \n", | |
"126 Station Parc None 2 \n", | |
"127 Station De Castelnau - Édicule St-Laurent Est (B) None 2 \n", | |
"129 Station Fabre - Édicule Papineau (A) None 2 \n", | |
"131 Station D'Iberville - Édicule Iberville (A) None 2 \n", | |
"133 Station Saint-Michel - Édicule Est (A) None 2 \n", | |
"\n", | |
" route_id loc_type service_id geometry \n", | |
"0 None 2 22U POINT (-73.604 45.446) \n", | |
"1 None 2 22U POINT (-73.593 45.451) \n", | |
"3 None 2 22U POINT (-73.582 45.457) \n", | |
"4 None 2 22U POINT (-73.572 45.459) \n", | |
"6 None 2 22U POINT (-73.567 45.462) \n", | |
".. ... ... ... ... \n", | |
"126 None 2 22U POINT (-73.624 45.530) \n", | |
"127 None 2 22U POINT (-73.620 45.536) \n", | |
"129 None 2 22U POINT (-73.607 45.548) \n", | |
"131 None 2 22U POINT (-73.602 45.554) \n", | |
"133 None 2 22U POINT (-73.600 45.560) \n", | |
"\n", | |
"[67 rows x 10 columns]" | |
] | |
}, | |
"execution_count": 122, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"#Loading bus and metro stops\n", | |
"#Download from here : https://www.donneesquebec.ca/recherche/dataset/vmtl-stm-traces-des-lignes-de-bus-et-de-metro#\n", | |
"from shapely.geometry import Point\n", | |
"from functools import partial\n", | |
"import pyproj\n", | |
"from shapely.ops import transform\n", | |
"\n", | |
"stm_map = gpd.read_file('/Users/vishalgupta/Downloads/stm_sig/stm_arrets_sig.shp')\n", | |
"project = partial(pyproj.transform,pyproj.Proj(init='epsg:32188'),pyproj.Proj(init='epsg:4326'))\n", | |
"metro_stops = stm_map[(stm_map.loc_type==2)].copy().reset_index().drop_duplicates('stop_code')\n", | |
"metro_stops.geometry = metro_stops.geometry.apply(lambda x:transform(project, x))\n", | |
"metro_stops" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "91437ef7", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/vishalgupta/opt/anaconda3/lib/python3.9/site-packages/pandas/core/dtypes/cast.py:118: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n", | |
" arr = construct_1d_object_array_from_listlike(values)\n", | |
"/Users/vishalgupta/opt/anaconda3/lib/python3.9/site-packages/pyproj/crs/crs.py:130: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", | |
" in_crs_string = _prepare_from_proj_string(in_crs_string)\n", | |
"/Users/vishalgupta/opt/anaconda3/lib/python3.9/site-packages/pyproj/crs/crs.py:130: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", | |
" in_crs_string = _prepare_from_proj_string(in_crs_string)\n" | |
] | |
} | |
], | |
"source": [ | |
"all_rest_points = restaurants_df.apply(lambda x: Point((x['lon'],x['lat'])),axis=1)\n", | |
"all_bar_points = bars_df.apply(lambda x: Point((x['lon'],x['lat'])),axis=1)\n", | |
"\n", | |
"all_rests_gdf = gpd.GeoDataFrame(restaurants_df,crs={'init':'epsg:4326'}, geometry=all_rest_points)\n", | |
"all_bars_gdf = gpd.GeoDataFrame(bars_df,crs={'init':'epsg:4326'}, geometry=all_bar_points)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "df0d582b", | |
"metadata": {}, | |
"source": [ | |
"### Metro Stations with highest concentration of Bars and Restaurants " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 126, | |
"id": "b486c4ea", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"get_num_nearby = lambda points, stop, thresh : points.apply(lambda x:x.distance(stop)).where(lambda x:x<thresh).count()\n", | |
"metro_stops['num_rests'] = metro_stops.geometry.apply(lambda x:get_num_nearby(all_rest_points, x,0.01)).sort_values()\n", | |
"metro_stops['num_bars'] = metro_stops.geometry.apply(lambda x:get_num_nearby(all_bar_points, x,0.01)).sort_values()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 164, | |
"id": "352efac0", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"get_area_name = lambda stop : ', '.join(montreal_map.loc[montreal_map.apply(lambda x:x.geometry.contains(stop),axis=1).where(lambda x:x).dropna().index]['NOM'])\n", | |
"metro_stops['area'] = metro_stops.geometry.apply(get_area_name)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 165, | |
"id": "d63769c6", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>stop_name</th>\n", | |
" <th>area</th>\n", | |
" <th>num_rests</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>90</th>\n", | |
" <td>Station Mont-Royal</td>\n", | |
" <td>Le Plateau-Mont-Royal</td>\n", | |
" <td>41</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>93</th>\n", | |
" <td>Station Rosemont</td>\n", | |
" <td>Rosemont-La Petite-Patrie</td>\n", | |
" <td>32</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>91</th>\n", | |
" <td>Station Laurier - Édicule St-Joseph/Gilford (A)</td>\n", | |
" <td>Le Plateau-Mont-Royal</td>\n", | |
" <td>29</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>94</th>\n", | |
" <td>Station Beaubien</td>\n", | |
" <td>Rosemont-La Petite-Patrie</td>\n", | |
" <td>24</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>29</th>\n", | |
" <td>Station Saint-Laurent</td>\n", | |
" <td>Ville-Marie</td>\n", | |
" <td>24</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>95</th>\n", | |
" <td>Station Jean-Talon - Édicule Nord (B)</td>\n", | |
" <td>Villeray-Saint-Michel-Parc-Extension</td>\n", | |
" <td>23</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>88</th>\n", | |
" <td>Station Sherbrooke - Édicule Berri Est</td>\n", | |
" <td>Le Plateau-Mont-Royal</td>\n", | |
" <td>23</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>85</th>\n", | |
" <td>Station Place-d'Armes - Édicule St-Urbain</td>\n", | |
" <td>Ville-Marie</td>\n", | |
" <td>22</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>81</th>\n", | |
" <td>Station Square-Victoria-OACI - Édicule Belmont...</td>\n", | |
" <td>Ville-Marie</td>\n", | |
" <td>21</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>87</th>\n", | |
" <td>Station Champ-de-Mars</td>\n", | |
" <td>Ville-Marie</td>\n", | |
" <td>20</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" stop_name \\\n", | |
"90 Station Mont-Royal \n", | |
"93 Station Rosemont \n", | |
"91 Station Laurier - Édicule St-Joseph/Gilford (A) \n", | |
"94 Station Beaubien \n", | |
"29 Station Saint-Laurent \n", | |
"95 Station Jean-Talon - Édicule Nord (B) \n", | |
"88 Station Sherbrooke - Édicule Berri Est \n", | |
"85 Station Place-d'Armes - Édicule St-Urbain \n", | |
"81 Station Square-Victoria-OACI - Édicule Belmont... \n", | |
"87 Station Champ-de-Mars \n", | |
"\n", | |
" area num_rests \n", | |
"90 Le Plateau-Mont-Royal 41 \n", | |
"93 Rosemont-La Petite-Patrie 32 \n", | |
"91 Le Plateau-Mont-Royal 29 \n", | |
"94 Rosemont-La Petite-Patrie 24 \n", | |
"29 Ville-Marie 24 \n", | |
"95 Villeray-Saint-Michel-Parc-Extension 23 \n", | |
"88 Le Plateau-Mont-Royal 23 \n", | |
"85 Ville-Marie 22 \n", | |
"81 Ville-Marie 21 \n", | |
"87 Ville-Marie 20 " | |
] | |
}, | |
"execution_count": 165, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"metro_stops.sort_values('num_rests',ascending=False)[['stop_name','area','num_rests']].head(10)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 166, | |
"id": "f0f1325b", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>stop_name</th>\n", | |
" <th>area</th>\n", | |
" <th>num_bars</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>127</th>\n", | |
" <td>Station De Castelnau - Édicule St-Laurent Est (B)</td>\n", | |
" <td>Villeray-Saint-Michel-Parc-Extension</td>\n", | |
" <td>12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>87</th>\n", | |
" <td>Station Champ-de-Mars</td>\n", | |
" <td>Ville-Marie</td>\n", | |
" <td>12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>30</th>\n", | |
" <td>Station Berri-UQAM - Édicule Ste-Catherine (B)</td>\n", | |
" <td>Ville-Marie</td>\n", | |
" <td>11</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>94</th>\n", | |
" <td>Station Beaubien</td>\n", | |
" <td>Rosemont-La Petite-Patrie</td>\n", | |
" <td>11</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>95</th>\n", | |
" <td>Station Jean-Talon - Édicule Nord (B)</td>\n", | |
" <td>Villeray-Saint-Michel-Parc-Extension</td>\n", | |
" <td>10</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>93</th>\n", | |
" <td>Station Rosemont</td>\n", | |
" <td>Rosemont-La Petite-Patrie</td>\n", | |
" <td>10</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>35</th>\n", | |
" <td>Station Beaudry</td>\n", | |
" <td>Ville-Marie</td>\n", | |
" <td>10</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>90</th>\n", | |
" <td>Station Mont-Royal</td>\n", | |
" <td>Le Plateau-Mont-Royal</td>\n", | |
" <td>9</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>36</th>\n", | |
" <td>Station Papineau</td>\n", | |
" <td>Ville-Marie</td>\n", | |
" <td>9</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>29</th>\n", | |
" <td>Station Saint-Laurent</td>\n", | |
" <td>Ville-Marie</td>\n", | |
" <td>8</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" stop_name \\\n", | |
"127 Station De Castelnau - Édicule St-Laurent Est (B) \n", | |
"87 Station Champ-de-Mars \n", | |
"30 Station Berri-UQAM - Édicule Ste-Catherine (B) \n", | |
"94 Station Beaubien \n", | |
"95 Station Jean-Talon - Édicule Nord (B) \n", | |
"93 Station Rosemont \n", | |
"35 Station Beaudry \n", | |
"90 Station Mont-Royal \n", | |
"36 Station Papineau \n", | |
"29 Station Saint-Laurent \n", | |
"\n", | |
" area num_bars \n", | |
"127 Villeray-Saint-Michel-Parc-Extension 12 \n", | |
"87 Ville-Marie 12 \n", | |
"30 Ville-Marie 11 \n", | |
"94 Rosemont-La Petite-Patrie 11 \n", | |
"95 Villeray-Saint-Michel-Parc-Extension 10 \n", | |
"93 Rosemont-La Petite-Patrie 10 \n", | |
"35 Ville-Marie 10 \n", | |
"90 Le Plateau-Mont-Royal 9 \n", | |
"36 Ville-Marie 9 \n", | |
"29 Ville-Marie 8 " | |
] | |
}, | |
"execution_count": 166, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"metro_stops.sort_values('num_bars',ascending=False)[['stop_name','area','num_bars']].head(10)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "cd7c6123", | |
"metadata": {}, | |
"source": [ | |
"## Plotting bars, restaurants and metro stops" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 173, | |
"id": "9efb5412", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7f98828deb50>" | |
] | |
}, | |
"execution_count": 173, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x1440 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize = (20,20))\n", | |
"montreal_map.apply(lambda x: ax.annotate(text=x['NOM'], xy=x.geometry.centroid.coords[0], ha='center'), axis=1);\n", | |
"montreal_map.plot(ax=ax)\n", | |
"\n", | |
"page_titles = [i for i in all_rests_gdf['page_title'].drop_duplicates().to_list() if 'a' in i]\n", | |
"for i,page_title in enumerate(page_titles):\n", | |
" all_rests_gdf[all_rests_gdf['page_title']==page_title].plot(marker='o', color = plt.cm.get_cmap('hsv', len(page_titles)+1)(i), ax = ax, label = page_title, alpha = .8, markersize = 30)\n", | |
"\n", | |
"metro_stops.plot(marker='x', color = '#ccc', ax = ax, label = 'Metro Stops', alpha = .8, markersize = 30)\n", | |
"\n", | |
"plt.title('Restaurants', size = 30)\n", | |
"plt.legend(loc=2, prop={'size': 15})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 174, | |
"id": "d217ac5d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7f9882a496a0>" | |
] | |
}, | |
"execution_count": 174, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x1440 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize = (20,20))\n", | |
"montreal_map.apply(lambda x: ax.annotate(text=x['NOM'], xy=x.geometry.centroid.coords[0], ha='center'), axis=1);\n", | |
"montreal_map.plot(ax=ax)\n", | |
"\n", | |
"page_titles = [i for i in all_bars_gdf['page_title'].drop_duplicates().to_list() if 'a' in i]\n", | |
"for i,page_title in enumerate(page_titles):\n", | |
" all_bars_gdf[all_bars_gdf['page_title']==page_title].plot(marker='o', color = plt.cm.get_cmap('hsv', len(page_titles)+1)(i), ax = ax, label = page_title, alpha = .8, markersize = 30)\n", | |
"\n", | |
"metro_stops.plot(marker='x', color = '#ccc', ax = ax, label = 'Metro Stops', alpha = .8, markersize = 30)\n", | |
"\n", | |
"plt.title('Bars', size = 30)\n", | |
"plt.legend(loc=2, prop={'size': 15})" | |
] | |
} | |
], | |
"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": "3.9.7" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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