Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('QuebecProv.csv', sep=';',encoding='ANSI')\n",
    "df['Population estimée'].replace(' ', '', inplace=True, regex=True)\n",
    "df['Population estimée'] = df['Population estimée'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dms_to_latlon(x):\n",
    "    if 'N' in x:\n",
    "        x = x.replace('°', '').replace(\"'\", \"\").replace('\"', '').replace('N', '').replace('O', '').strip().split(' ')\n",
    "        x = int(x[0]) + int(x[1])/60 + int(x[2])/3600\n",
    "        return x\n",
    "    elif 'O' in x:\n",
    "        x = x.replace('°', '').replace(\"'\", \"\").replace('\"', '').replace('N', '').replace('O', '').strip().split(' ')\n",
    "        x = int(x[0]) + int(x[1])/60 + int(x[2])/3600\n",
    "        return -x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['lat'] = df.Latitude.apply(dms_to_latlon)\n",
    "df['lon'] = df.Longitude.apply(dms_to_latlon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x3600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = df[:500].plot.scatter('lon', 'lat', c='xkcd:pale green',  s=df['Population estimée']/40, alpha = 0.5, figsize = (50,50))\n",
    "ax = plt.gca()\n",
    "ax.set_aspect('equal', adjustable='box')\n",
    "ax.set_facecolor('xkcd:black')\n",
    "ax.axes.get_yaxis().set_visible(False)\n",
    "ax.axes.get_xaxis().set_visible(False)\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.sort_values(['Population estimée'], ascending=False, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "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>Code géographique 1991</th>\n",
       "      <th>Nom de la municipalité</th>\n",
       "      <th>Population estimée</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>66023</td>\n",
       "      <td>Montréal</td>\n",
       "      <td>1782844</td>\n",
       "      <td>45° 30' 32\" N</td>\n",
       "      <td>73° 33' 15\" O</td>\n",
       "      <td>45.508889</td>\n",
       "      <td>-73.554167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>23027</td>\n",
       "      <td>Québec</td>\n",
       "      <td>542706</td>\n",
       "      <td>46° 48' 50\" N</td>\n",
       "      <td>71° 12' 29\" O</td>\n",
       "      <td>46.813889</td>\n",
       "      <td>-71.208056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>65005</td>\n",
       "      <td>Laval</td>\n",
       "      <td>432858</td>\n",
       "      <td>45° 33' 06\" N</td>\n",
       "      <td>73° 44' 43\" O</td>\n",
       "      <td>45.551667</td>\n",
       "      <td>-73.745278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>81017</td>\n",
       "      <td>Gatineau</td>\n",
       "      <td>282596</td>\n",
       "      <td>45° 25' 40\" N</td>\n",
       "      <td>75° 42' 40\" O</td>\n",
       "      <td>45.427778</td>\n",
       "      <td>-75.711111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>58227</td>\n",
       "      <td>Longueuil</td>\n",
       "      <td>243778</td>\n",
       "      <td>45° 30' 50\" N</td>\n",
       "      <td>73° 25' 53\" O</td>\n",
       "      <td>45.513889</td>\n",
       "      <td>-73.431389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>43027</td>\n",
       "      <td>Sherbrooke</td>\n",
       "      <td>166863</td>\n",
       "      <td>45° 24' 15\" N</td>\n",
       "      <td>71° 53' 35\" O</td>\n",
       "      <td>45.404167</td>\n",
       "      <td>-71.893056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>94068</td>\n",
       "      <td>Saguenay</td>\n",
       "      <td>146519</td>\n",
       "      <td>48° 25' 40\" N</td>\n",
       "      <td>71° 03' 46\" O</td>\n",
       "      <td>48.427778</td>\n",
       "      <td>-71.062778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>25213</td>\n",
       "      <td>Lévis</td>\n",
       "      <td>146080</td>\n",
       "      <td>46° 45' 29\" N</td>\n",
       "      <td>71° 14' 27\" O</td>\n",
       "      <td>46.758056</td>\n",
       "      <td>-71.240833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>37067</td>\n",
       "      <td>Trois-Rivières</td>\n",
       "      <td>136857</td>\n",
       "      <td>46° 20' 35\" N</td>\n",
       "      <td>72° 32' 36\" O</td>\n",
       "      <td>46.343056</td>\n",
       "      <td>-72.543333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>64008</td>\n",
       "      <td>Terrebonne</td>\n",
       "      <td>115622</td>\n",
       "      <td>45° 41' 30\" N</td>\n",
       "      <td>73° 38' 04\" O</td>\n",
       "      <td>45.691667</td>\n",
       "      <td>-73.634444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>56083</td>\n",
       "      <td>Saint-Jean-sur-Richelieu</td>\n",
       "      <td>96605</td>\n",
       "      <td>45° 18' 20\" N</td>\n",
       "      <td>73° 15' 13\" O</td>\n",
       "      <td>45.305556</td>\n",
       "      <td>-73.253611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>58007</td>\n",
       "      <td>Brossard</td>\n",
       "      <td>87317</td>\n",
       "      <td>45° 27' 19\" N</td>\n",
       "      <td>73° 28' 02\" O</td>\n",
       "      <td>45.455278</td>\n",
       "      <td>-73.467222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>60013</td>\n",
       "      <td>Repentigny</td>\n",
       "      <td>84922</td>\n",
       "      <td>45° 44' 31\" N</td>\n",
       "      <td>73° 27' 05\" O</td>\n",
       "      <td>45.741944</td>\n",
       "      <td>-73.451389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>49058</td>\n",
       "      <td>Drummondville</td>\n",
       "      <td>77661</td>\n",
       "      <td>45° 52' 50\" N</td>\n",
       "      <td>72° 29' 03\" O</td>\n",
       "      <td>45.880556</td>\n",
       "      <td>-72.484167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>75017</td>\n",
       "      <td>Saint-Jérôme</td>\n",
       "      <td>77476</td>\n",
       "      <td>45° 46' 31\" N</td>\n",
       "      <td>74° 00' 13\" O</td>\n",
       "      <td>45.775278</td>\n",
       "      <td>-74.003611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>47017</td>\n",
       "      <td>Granby</td>\n",
       "      <td>67733</td>\n",
       "      <td>45° 23' 56\" N</td>\n",
       "      <td>72° 43' 16\" O</td>\n",
       "      <td>45.398889</td>\n",
       "      <td>-72.721111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>73015</td>\n",
       "      <td>Blainville</td>\n",
       "      <td>59756</td>\n",
       "      <td>45° 40' 46\" N</td>\n",
       "      <td>73° 52' 26\" O</td>\n",
       "      <td>45.679444</td>\n",
       "      <td>-73.873889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>54048</td>\n",
       "      <td>Saint-Hyacinthe</td>\n",
       "      <td>56307</td>\n",
       "      <td>45° 37' 34\" N</td>\n",
       "      <td>72° 56' 47\" O</td>\n",
       "      <td>45.626111</td>\n",
       "      <td>-72.946389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>74005</td>\n",
       "      <td>Mirabel</td>\n",
       "      <td>55189</td>\n",
       "      <td>45° 39' 51\" N</td>\n",
       "      <td>74° 00' 07\" O</td>\n",
       "      <td>45.664167</td>\n",
       "      <td>-74.001944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>66142</td>\n",
       "      <td>Dollard-Des Ormeaux</td>\n",
       "      <td>50376</td>\n",
       "      <td>45° 29' 01\" N</td>\n",
       "      <td>73° 48' 36\" O</td>\n",
       "      <td>45.483611</td>\n",
       "      <td>-73.810000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>36033</td>\n",
       "      <td>Shawinigan</td>\n",
       "      <td>49338</td>\n",
       "      <td>46° 32' 28\" N</td>\n",
       "      <td>72° 44' 43\" O</td>\n",
       "      <td>46.541111</td>\n",
       "      <td>-72.745278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>67050</td>\n",
       "      <td>Châteauguay</td>\n",
       "      <td>49167</td>\n",
       "      <td>45° 21' 39\" N</td>\n",
       "      <td>73° 45' 02\" O</td>\n",
       "      <td>45.360833</td>\n",
       "      <td>-73.750556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>10043</td>\n",
       "      <td>Rimouski</td>\n",
       "      <td>49163</td>\n",
       "      <td>48° 26' 57\" N</td>\n",
       "      <td>68° 31' 30\" O</td>\n",
       "      <td>48.449167</td>\n",
       "      <td>-68.525000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>64015</td>\n",
       "      <td>Mascouche</td>\n",
       "      <td>48313</td>\n",
       "      <td>45° 44' 43\" N</td>\n",
       "      <td>73° 36' 08\" O</td>\n",
       "      <td>45.745278</td>\n",
       "      <td>-73.602222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>39062</td>\n",
       "      <td>Victoriaville</td>\n",
       "      <td>47233</td>\n",
       "      <td>46° 03' 21\" N</td>\n",
       "      <td>71° 57' 38\" O</td>\n",
       "      <td>46.055833</td>\n",
       "      <td>-71.960556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>72005</td>\n",
       "      <td>Saint-Eustache</td>\n",
       "      <td>44719</td>\n",
       "      <td>45° 33' 27\" N</td>\n",
       "      <td>73° 53' 18\" O</td>\n",
       "      <td>45.557500</td>\n",
       "      <td>-73.888333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>86042</td>\n",
       "      <td>Rouyn-Noranda</td>\n",
       "      <td>42889</td>\n",
       "      <td>48° 14' 15\" N</td>\n",
       "      <td>79° 01' 02\" O</td>\n",
       "      <td>48.237500</td>\n",
       "      <td>-79.017222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>58033</td>\n",
       "      <td>Boucherville</td>\n",
       "      <td>42041</td>\n",
       "      <td>45° 36' 16\" N</td>\n",
       "      <td>73° 27' 09\" O</td>\n",
       "      <td>45.604444</td>\n",
       "      <td>-73.452500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>70052</td>\n",
       "      <td>Salaberry-de-Valleyfield</td>\n",
       "      <td>41697</td>\n",
       "      <td>45° 15' 19\" N</td>\n",
       "      <td>74° 07' 54\" O</td>\n",
       "      <td>45.255278</td>\n",
       "      <td>-74.131667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>71083</td>\n",
       "      <td>Vaudreuil-Dorion</td>\n",
       "      <td>39794</td>\n",
       "      <td>45° 24' 13\" N</td>\n",
       "      <td>74° 02' 12\" O</td>\n",
       "      <td>45.403611</td>\n",
       "      <td>-74.036667</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>9005</td>\n",
       "      <td>La Rédemption</td>\n",
       "      <td>437</td>\n",
       "      <td>48° 26' 40\" N</td>\n",
       "      <td>67° 52' 40\" O</td>\n",
       "      <td>48.444444</td>\n",
       "      <td>-67.877778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>98045</td>\n",
       "      <td>Longue-Pointe-de-Mingan</td>\n",
       "      <td>434</td>\n",
       "      <td>50° 16' 10\" N</td>\n",
       "      <td>64° 08' 34\" O</td>\n",
       "      <td>50.269444</td>\n",
       "      <td>-64.142778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>98014</td>\n",
       "      <td>Gros-Mécatina</td>\n",
       "      <td>432</td>\n",
       "      <td>50° 48' 27\" N</td>\n",
       "      <td>58° 59' 23\" O</td>\n",
       "      <td>50.807500</td>\n",
       "      <td>-58.989722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>98012</td>\n",
       "      <td>Saint-Augustin</td>\n",
       "      <td>431</td>\n",
       "      <td>51° 13' 55\" N</td>\n",
       "      <td>58° 38' 26\" O</td>\n",
       "      <td>51.231944</td>\n",
       "      <td>-58.640556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>80135</td>\n",
       "      <td>Duhamel</td>\n",
       "      <td>431</td>\n",
       "      <td>46° 01' 30\" N</td>\n",
       "      <td>75° 04' 45\" O</td>\n",
       "      <td>46.025000</td>\n",
       "      <td>-75.079167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>7070</td>\n",
       "      <td>Saint-Tharcisius</td>\n",
       "      <td>425</td>\n",
       "      <td>48° 32' 47\" N</td>\n",
       "      <td>67° 20' 26\" O</td>\n",
       "      <td>48.546389</td>\n",
       "      <td>-67.340556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>94230</td>\n",
       "      <td>Sainte-Rose-du-Nord</td>\n",
       "      <td>425</td>\n",
       "      <td>48° 23' 18\" N</td>\n",
       "      <td>70° 35' 06\" O</td>\n",
       "      <td>48.388333</td>\n",
       "      <td>-70.585000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255</th>\n",
       "      <td>99115</td>\n",
       "      <td>Quaqtaq</td>\n",
       "      <td>424</td>\n",
       "      <td>61° 02' 45\" N</td>\n",
       "      <td>69° 37' 06\" O</td>\n",
       "      <td>61.045833</td>\n",
       "      <td>-69.618333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>39165</td>\n",
       "      <td>Maddington Falls</td>\n",
       "      <td>424</td>\n",
       "      <td>46° 13' 03\" N</td>\n",
       "      <td>72° 08' 38\" O</td>\n",
       "      <td>46.217500</td>\n",
       "      <td>-72.143889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>17020</td>\n",
       "      <td>Saint-Marcel</td>\n",
       "      <td>422</td>\n",
       "      <td>46° 53' 53\" N</td>\n",
       "      <td>70° 03' 42\" O</td>\n",
       "      <td>46.898056</td>\n",
       "      <td>-70.061667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>94215</td>\n",
       "      <td>Rivière-Éternité</td>\n",
       "      <td>422</td>\n",
       "      <td>48° 15' 19\" N</td>\n",
       "      <td>70° 24' 50\" O</td>\n",
       "      <td>48.255278</td>\n",
       "      <td>-70.413889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>11055</td>\n",
       "      <td>Saint-Simon</td>\n",
       "      <td>421</td>\n",
       "      <td>48° 12' 07\" N</td>\n",
       "      <td>69° 02' 37\" O</td>\n",
       "      <td>48.201944</td>\n",
       "      <td>-69.043611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>42065</td>\n",
       "      <td>Maricourt</td>\n",
       "      <td>420</td>\n",
       "      <td>45° 33' 53\" N</td>\n",
       "      <td>72° 15' 45\" O</td>\n",
       "      <td>45.564722</td>\n",
       "      <td>-72.262500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>80055</td>\n",
       "      <td>Lochaber</td>\n",
       "      <td>420</td>\n",
       "      <td>45° 37' 47\" N</td>\n",
       "      <td>75° 11' 51\" O</td>\n",
       "      <td>45.629722</td>\n",
       "      <td>-75.197500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>7075</td>\n",
       "      <td>Saint-Vianney</td>\n",
       "      <td>419</td>\n",
       "      <td>48° 37' 03\" N</td>\n",
       "      <td>67° 24' 42\" O</td>\n",
       "      <td>48.617500</td>\n",
       "      <td>-67.411667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>50013</td>\n",
       "      <td>Aston-Jonction</td>\n",
       "      <td>418</td>\n",
       "      <td>46° 10' 09\" N</td>\n",
       "      <td>72° 13' 45\" O</td>\n",
       "      <td>46.169167</td>\n",
       "      <td>-72.229167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>83085</td>\n",
       "      <td>Bois-Franc</td>\n",
       "      <td>417</td>\n",
       "      <td>46° 30' 09\" N</td>\n",
       "      <td>75° 58' 52\" O</td>\n",
       "      <td>46.502500</td>\n",
       "      <td>-75.981111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>42078</td>\n",
       "      <td>Ulverton</td>\n",
       "      <td>416</td>\n",
       "      <td>45° 43' 32\" N</td>\n",
       "      <td>72° 14' 25\" O</td>\n",
       "      <td>45.725556</td>\n",
       "      <td>-72.240278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>27050</td>\n",
       "      <td>Saint-Joseph-des-Érables</td>\n",
       "      <td>411</td>\n",
       "      <td>46° 17' 34\" N</td>\n",
       "      <td>70° 53' 51\" O</td>\n",
       "      <td>46.292778</td>\n",
       "      <td>-70.897500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>7100</td>\n",
       "      <td>Saint-Noël</td>\n",
       "      <td>411</td>\n",
       "      <td>48° 35' 02\" N</td>\n",
       "      <td>67° 50' 05\" O</td>\n",
       "      <td>48.583889</td>\n",
       "      <td>-67.834722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>87015</td>\n",
       "      <td>Roquemaure</td>\n",
       "      <td>405</td>\n",
       "      <td>48° 36' 17\" N</td>\n",
       "      <td>79° 24' 14\" O</td>\n",
       "      <td>48.604722</td>\n",
       "      <td>-79.403889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>39015</td>\n",
       "      <td>Notre-Dame-de-Ham</td>\n",
       "      <td>404</td>\n",
       "      <td>45° 54' 33\" N</td>\n",
       "      <td>71° 44' 11\" O</td>\n",
       "      <td>45.909167</td>\n",
       "      <td>-71.736389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>69050</td>\n",
       "      <td>Elgin</td>\n",
       "      <td>402</td>\n",
       "      <td>45° 01' 17\" N</td>\n",
       "      <td>74° 15' 50\" O</td>\n",
       "      <td>45.021389</td>\n",
       "      <td>-74.263889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>31095</td>\n",
       "      <td>Saint-Adrien-d'Irlande</td>\n",
       "      <td>400</td>\n",
       "      <td>46° 06' 35\" N</td>\n",
       "      <td>71° 27' 04\" O</td>\n",
       "      <td>46.109722</td>\n",
       "      <td>-71.451111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>13020</td>\n",
       "      <td>Saint-Marc-du-Lac-Long</td>\n",
       "      <td>392</td>\n",
       "      <td>47° 23' 19\" N</td>\n",
       "      <td>68° 53' 42\" O</td>\n",
       "      <td>47.388611</td>\n",
       "      <td>-68.895000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>35055</td>\n",
       "      <td>Trois-Rives</td>\n",
       "      <td>392</td>\n",
       "      <td>46° 55' 02\" N</td>\n",
       "      <td>72° 41' 59\" O</td>\n",
       "      <td>46.917222</td>\n",
       "      <td>-72.699722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>14030</td>\n",
       "      <td>Saint-Joseph-de-Kamouraska</td>\n",
       "      <td>391</td>\n",
       "      <td>47° 36' 38\" N</td>\n",
       "      <td>69° 38' 32\" O</td>\n",
       "      <td>47.610556</td>\n",
       "      <td>-69.642222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>39035</td>\n",
       "      <td>Sainte-Hélène-de-Chester</td>\n",
       "      <td>391</td>\n",
       "      <td>46° 01' 54\" N</td>\n",
       "      <td>71° 42' 34\" O</td>\n",
       "      <td>46.031667</td>\n",
       "      <td>-71.709444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252</th>\n",
       "      <td>99100</td>\n",
       "      <td>Tasiujaq</td>\n",
       "      <td>389</td>\n",
       "      <td>58° 40' 46\" N</td>\n",
       "      <td>69° 52' 48\" O</td>\n",
       "      <td>58.679444</td>\n",
       "      <td>-69.880000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>10075</td>\n",
       "      <td>Saint-Eugène-de-Ladrière</td>\n",
       "      <td>389</td>\n",
       "      <td>48° 14' 52\" N</td>\n",
       "      <td>68° 48' 03\" O</td>\n",
       "      <td>48.247778</td>\n",
       "      <td>-68.800833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Code géographique 1991      Nom de la municipalité  Population estimée  \\\n",
       "786                    66023                    Montréal             1782844   \n",
       "276                    23027                      Québec              542706   \n",
       "784                    65005                       Laval              432858   \n",
       "981                    81017                    Gatineau              282596   \n",
       "722                    58227                   Longueuil              243778   \n",
       "...                      ...                         ...                 ...   \n",
       "429                    35055                 Trois-Rives                 392   \n",
       "169                    14030  Saint-Joseph-de-Kamouraska                 391   \n",
       "465                    39035    Sainte-Hélène-de-Chester                 391   \n",
       "1252                   99100                    Tasiujaq                 389   \n",
       "117                    10075    Saint-Eugène-de-Ladrière                 389   \n",
       "\n",
       "           Latitude      Longitude        lat        lon  \n",
       "786   45° 30' 32\" N  73° 33' 15\" O  45.508889 -73.554167  \n",
       "276   46° 48' 50\" N  71° 12' 29\" O  46.813889 -71.208056  \n",
       "784   45° 33' 06\" N  73° 44' 43\" O  45.551667 -73.745278  \n",
       "981   45° 25' 40\" N  75° 42' 40\" O  45.427778 -75.711111  \n",
       "722   45° 30' 50\" N  73° 25' 53\" O  45.513889 -73.431389  \n",
       "...             ...            ...        ...        ...  \n",
       "429   46° 55' 02\" N  72° 41' 59\" O  46.917222 -72.699722  \n",
       "169   47° 36' 38\" N  69° 38' 32\" O  47.610556 -69.642222  \n",
       "465   46° 01' 54\" N  71° 42' 34\" O  46.031667 -71.709444  \n",
       "1252  58° 40' 46\" N  69° 52' 48\" O  58.679444 -69.880000  \n",
       "117   48° 14' 52\" N  68° 48' 03\" O  48.247778 -68.800833  \n",
       "\n",
       "[1000 rows x 7 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[:1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.read_html('canadian_cities.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                      Name  2019 Population Location\n",
       " 0                  Toronto          2600000      Map\n",
       " 1                 Montreal          1600000      Map\n",
       " 2                  Calgary          1019942      Map\n",
       " 3                   Ottawa           812129      Map\n",
       " 4                 Edmonton           712391      Map\n",
       " ..                     ...              ...      ...\n",
       " 395         Drayton Valley             6099      Map\n",
       " 396                Farnham             6061      Map\n",
       " 397                The Pas             6055      Map\n",
       " 398                Bromont             6049      Map\n",
       " 399  Saint-Felix-de-Valois             6029      Map\n",
       " \n",
       " [400 rows x 3 columns]]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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