The Bay Area Fact with Geodata

bayarea.ipynb

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   "source": [
    "\"The Bay Area\" Fact - Data on Maps\n",
    "===================\n",
    "Fact:\n",
    "-----\n",
    " * statistics (population, age, house price,...)\n",
    " * from different perspective (city, county, school district, zip code, ...)\n",
    "\n",
    "Map:\n",
    "----\n",
    " * city, county, roads, costalines, ...\n"
   ]
  },
  {
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    "slideshow": {
     "slide_type": "skip"
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   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 32)\n",
    "#d.set_option('display.max_columns', 50)\n",
    "\n",
    "pd.set_option('display.max_row', 500)\n",
    "pd.set_option('display.width', 200)"
   ]
  },
  {
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   "execution_count": null,
   "metadata": {
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   "source": [
    "# http://en.wikipedia.org/wiki/San_Francisco_Bay_Area\n",
    "# http://en.wikipedia.org/wiki/List_of_cities_and_towns_in_the_San_Francisco_Bay_Area\n",
    "\n",
    "df = pd.read_csv(\"bayarea.data/BayArea_City_List.csv\")\n",
    "df.columns = ['Name', 'Type', 'County', 'Population', 'Land area(mi^2)', 'Land area(km^2)', 'Incorporated']\n",
    "df.drop(0, inplace=True)\n",
    "df[\"Population\"] = df[\"Population\"].apply(lambda x: x.replace(\",\", \"\"))\n",
    "df[\"Population\"] = df[\"Population\"].astype(int)\n",
    "df[[\"LandArea\", \"Land area(km^2)\"]] = df[[\"Land area(mi^2)\", \"Land area(km^2)\"]].astype(float)\n",
    "\n",
    "df = df[[\"Name\", \"County\", \"Population\", \"LandArea\"]]\n",
    "df.set_index([\"Name\"], inplace=True)\n",
    "df.to_csv(\"bayarea.data/city_wikipedia.csv)\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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   "outputs": [
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     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>County</th>\n",
       "      <th>Population</th>\n",
       "      <th>LandArea</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alameda</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>73812</td>\n",
       "      <td>10.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albany</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>18539</td>\n",
       "      <td>1.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American Canyon</th>\n",
       "      <td>Napa</td>\n",
       "      <td>19454</td>\n",
       "      <td>4.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antioch</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>102372</td>\n",
       "      <td>28.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atherton</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>6914</td>\n",
       "      <td>5.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belmont</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>25835</td>\n",
       "      <td>4.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belvedere</th>\n",
       "      <td>Marin</td>\n",
       "      <td>2068</td>\n",
       "      <td>0.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Benicia</th>\n",
       "      <td>Solano</td>\n",
       "      <td>26997</td>\n",
       "      <td>12.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berkeley</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>112580</td>\n",
       "      <td>10.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brentwood</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>51481</td>\n",
       "      <td>14.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brisbane</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>4282</td>\n",
       "      <td>3.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burlingame</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>28806</td>\n",
       "      <td>4.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calistoga</th>\n",
       "      <td>Napa</td>\n",
       "      <td>5155</td>\n",
       "      <td>2.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Campbell</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>39349</td>\n",
       "      <td>5.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clayton</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>10897</td>\n",
       "      <td>3.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cloverdale</th>\n",
       "      <td>Sonoma</td>\n",
       "      <td>8618</td>\n",
       "      <td>2.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colma</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>1792</td>\n",
       "      <td>1.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Concord</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>122067</td>\n",
       "      <td>30.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corte Madera</th>\n",
       "      <td>Marin</td>\n",
       "      <td>9253</td>\n",
       "      <td>3.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cotati</th>\n",
       "      <td>Sonoma</td>\n",
       "      <td>7265</td>\n",
       "      <td>1.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cupertino</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>58302</td>\n",
       "      <td>11.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daly City</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>101123</td>\n",
       "      <td>7.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Danville</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>42039</td>\n",
       "      <td>18.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dixon</th>\n",
       "      <td>Solano</td>\n",
       "      <td>18351</td>\n",
       "      <td>7.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dublin</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>46036</td>\n",
       "      <td>14.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Palo Alto</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>28155</td>\n",
       "      <td>2.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>El Cerrito</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>23549</td>\n",
       "      <td>3.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Emeryville</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>10080</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairfax</th>\n",
       "      <td>Marin</td>\n",
       "      <td>7441</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairfield</th>\n",
       "      <td>Solano</td>\n",
       "      <td>105321</td>\n",
       "      <td>37.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foster City</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>30567</td>\n",
       "      <td>3.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fremont</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>214089</td>\n",
       "      <td>77.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gilroy</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>48821</td>\n",
       "      <td>16.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Half Moon Bay</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>11324</td>\n",
       "      <td>6.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hayward</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>144186</td>\n",
       "      <td>45.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Healdsburg</th>\n",
       "      <td>Sonoma</td>\n",
       "      <td>11254</td>\n",
       "      <td>4.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hercules</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>24060</td>\n",
       "      <td>6.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hillsborough</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>10825</td>\n",
       "      <td>6.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lafayette</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>23893</td>\n",
       "      <td>15.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Larkspur</th>\n",
       "      <td>Marin</td>\n",
       "      <td>11926</td>\n",
       "      <td>3.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Livermore</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>80968</td>\n",
       "      <td>25.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Los Altos</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>28976</td>\n",
       "      <td>6.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Los Altos Hills</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>7922</td>\n",
       "      <td>8.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Los Gatos</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>29413</td>\n",
       "      <td>11.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Martinez</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>35824</td>\n",
       "      <td>12.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Menlo Park</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>32026</td>\n",
       "      <td>9.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mill Valley</th>\n",
       "      <td>Marin</td>\n",
       "      <td>13903</td>\n",
       "      <td>4.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Millbrae</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>21532</td>\n",
       "      <td>3.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Milpitas</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>66790</td>\n",
       "      <td>13.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Monte Sereno</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>3341</td>\n",
       "      <td>1.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moraga</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>16016</td>\n",
       "      <td>9.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Morgan Hill</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>37882</td>\n",
       "      <td>12.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mountain View</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>74066</td>\n",
       "      <td>12.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Napa</th>\n",
       "      <td>Napa</td>\n",
       "      <td>76915</td>\n",
       "      <td>17.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Newark</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>42573</td>\n",
       "      <td>13.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Novato</th>\n",
       "      <td>Marin</td>\n",
       "      <td>51904</td>\n",
       "      <td>27.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oakland</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>390724</td>\n",
       "      <td>55.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oakley</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>35432</td>\n",
       "      <td>15.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Orinda</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>17643</td>\n",
       "      <td>12.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pacifica</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>37234</td>\n",
       "      <td>12.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Palo Alto</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>64403</td>\n",
       "      <td>23.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petaluma</th>\n",
       "      <td>Sonoma</td>\n",
       "      <td>57941</td>\n",
       "      <td>14.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Piedmont</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>10667</td>\n",
       "      <td>1.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pinole</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>18390</td>\n",
       "      <td>5.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pittsburg</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>63264</td>\n",
       "      <td>17.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pleasant Hill</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>33152</td>\n",
       "      <td>7.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pleasanton</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>70285</td>\n",
       "      <td>24.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portola Valley</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>4353</td>\n",
       "      <td>9.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Redwood City</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>76815</td>\n",
       "      <td>19.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Richmond</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>103701</td>\n",
       "      <td>30.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rio Vista</th>\n",
       "      <td>Solano</td>\n",
       "      <td>7360</td>\n",
       "      <td>6.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rohnert Park</th>\n",
       "      <td>Sonoma</td>\n",
       "      <td>40971</td>\n",
       "      <td>7.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ross</th>\n",
       "      <td>Marin</td>\n",
       "      <td>2415</td>\n",
       "      <td>1.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Anselmo</th>\n",
       "      <td>Marin</td>\n",
       "      <td>12336</td>\n",
       "      <td>2.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Bruno</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>41114</td>\n",
       "      <td>5.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Carlos</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>28406</td>\n",
       "      <td>5.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Francisco</th>\n",
       "      <td>San Francisco</td>\n",
       "      <td>805235</td>\n",
       "      <td>46.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Jose</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>945942</td>\n",
       "      <td>176.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Leandro</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>84950</td>\n",
       "      <td>13.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Mateo</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>97207</td>\n",
       "      <td>12.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Pablo</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>29139</td>\n",
       "      <td>2.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Rafael</th>\n",
       "      <td>Marin</td>\n",
       "      <td>57713</td>\n",
       "      <td>16.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Ramon</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>72148</td>\n",
       "      <td>18.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Santa Clara</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>116468</td>\n",
       "      <td>18.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Santa Rosa</th>\n",
       "      <td>Sonoma</td>\n",
       "      <td>167815</td>\n",
       "      <td>41.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saratoga</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>29926</td>\n",
       "      <td>12.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sausalito</th>\n",
       "      <td>Marin</td>\n",
       "      <td>7061</td>\n",
       "      <td>1.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sebastopol</th>\n",
       "      <td>Sonoma</td>\n",
       "      <td>7379</td>\n",
       "      <td>1.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sonoma</th>\n",
       "      <td>Sonoma</td>\n",
       "      <td>10648</td>\n",
       "      <td>2.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South San Francisco</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>63632</td>\n",
       "      <td>9.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St. Helena</th>\n",
       "      <td>Napa</td>\n",
       "      <td>5814</td>\n",
       "      <td>4.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Suisun City</th>\n",
       "      <td>Solano</td>\n",
       "      <td>28111</td>\n",
       "      <td>4.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sunnyvale</th>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>140081</td>\n",
       "      <td>21.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tiburon</th>\n",
       "      <td>Marin</td>\n",
       "      <td>8962</td>\n",
       "      <td>4.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Union City</th>\n",
       "      <td>Alameda</td>\n",
       "      <td>69516</td>\n",
       "      <td>19.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vacaville</th>\n",
       "      <td>Solano</td>\n",
       "      <td>92428</td>\n",
       "      <td>28.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vallejo</th>\n",
       "      <td>Solano</td>\n",
       "      <td>115942</td>\n",
       "      <td>30.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Walnut Creek</th>\n",
       "      <td>Contra Costa</td>\n",
       "      <td>64173</td>\n",
       "      <td>19.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Windsor</th>\n",
       "      <td>Sonoma</td>\n",
       "      <td>26801</td>\n",
       "      <td>7.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Woodside</th>\n",
       "      <td>San Mateo</td>\n",
       "      <td>5287</td>\n",
       "      <td>11.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yountville</th>\n",
       "      <td>Napa</td>\n",
       "      <td>2933</td>\n",
       "      <td>1.53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            County  Population  LandArea\n",
       "Name                                                    \n",
       "Alameda                    Alameda       73812     10.61\n",
       "Albany                     Alameda       18539      1.79\n",
       "American Canyon               Napa       19454      4.84\n",
       "Antioch               Contra Costa      102372     28.35\n",
       "Atherton                 San Mateo        6914      5.02\n",
       "Belmont                  San Mateo       25835      4.62\n",
       "Belvedere                    Marin        2068      0.52\n",
       "Benicia                     Solano       26997     12.93\n",
       "Berkeley                   Alameda      112580     10.47\n",
       "Brentwood             Contra Costa       51481     14.79\n",
       "Brisbane                 San Mateo        4282      3.10\n",
       "Burlingame               San Mateo       28806      4.41\n",
       "Calistoga                     Napa        5155      2.60\n",
       "Campbell               Santa Clara       39349      5.80\n",
       "Clayton               Contra Costa       10897      3.84\n",
       "Cloverdale                  Sonoma        8618      2.65\n",
       "Colma                    San Mateo        1792      1.91\n",
       "Concord               Contra Costa      122067     30.55\n",
       "Corte Madera                 Marin        9253      3.16\n",
       "Cotati                      Sonoma        7265      1.88\n",
       "Cupertino              Santa Clara       58302     11.26\n",
       "Daly City                San Mateo      101123      7.66\n",
       "Danville              Contra Costa       42039     18.03\n",
       "Dixon                       Solano       18351      7.00\n",
       "Dublin                     Alameda       46036     14.91\n",
       "East Palo Alto           San Mateo       28155      2.51\n",
       "El Cerrito            Contra Costa       23549      3.69\n",
       "Emeryville                 Alameda       10080      1.25\n",
       "Fairfax                      Marin        7441      2.20\n",
       "Fairfield                   Solano      105321     37.39\n",
       "Foster City              San Mateo       30567      3.76\n",
       "Fremont                    Alameda      214089     77.46\n",
       "Gilroy                 Santa Clara       48821     16.15\n",
       "Half Moon Bay            San Mateo       11324      6.42\n",
       "Hayward                    Alameda      144186     45.32\n",
       "Healdsburg                  Sonoma       11254      4.46\n",
       "Hercules              Contra Costa       24060      6.21\n",
       "Hillsborough             San Mateo       10825      6.19\n",
       "Lafayette             Contra Costa       23893     15.22\n",
       "Larkspur                     Marin       11926      3.03\n",
       "Livermore                  Alameda       80968     25.17\n",
       "Los Altos              Santa Clara       28976      6.49\n",
       "Los Altos Hills        Santa Clara        7922      8.80\n",
       "Los Gatos              Santa Clara       29413     11.08\n",
       "Martinez              Contra Costa       35824     12.13\n",
       "Menlo Park               San Mateo       32026      9.79\n",
       "Mill Valley                  Marin       13903      4.76\n",
       "Millbrae                 San Mateo       21532      3.25\n",
       "Milpitas               Santa Clara       66790     13.59\n",
       "Monte Sereno           Santa Clara        3341      1.62\n",
       "Moraga                Contra Costa       16016      9.43\n",
       "Morgan Hill            Santa Clara       37882     12.88\n",
       "Mountain View          Santa Clara       74066     12.00\n",
       "Napa                          Napa       76915     17.84\n",
       "Newark                     Alameda       42573     13.87\n",
       "Novato                       Marin       51904     27.44\n",
       "Oakland                    Alameda      390724     55.79\n",
       "Oakley                Contra Costa       35432     15.85\n",
       "Orinda                Contra Costa       17643     12.68\n",
       "Pacifica                 San Mateo       37234     12.66\n",
       "Palo Alto              Santa Clara       64403     23.88\n",
       "Petaluma                    Sonoma       57941     14.38\n",
       "Piedmont                   Alameda       10667      1.68\n",
       "Pinole                Contra Costa       18390      5.32\n",
       "Pittsburg             Contra Costa       63264     17.22\n",
       "Pleasant Hill         Contra Costa       33152      7.07\n",
       "Pleasanton                 Alameda       70285     24.11\n",
       "Portola Valley           San Mateo        4353      9.09\n",
       "Redwood City             San Mateo       76815     19.42\n",
       "Richmond              Contra Costa      103701     30.07\n",
       "Rio Vista                   Solano        7360      6.69\n",
       "Rohnert Park                Sonoma       40971      7.00\n",
       "Ross                         Marin        2415      1.56\n",
       "San Anselmo                  Marin       12336      2.68\n",
       "San Bruno                San Mateo       41114      5.48\n",
       "San Carlos               San Mateo       28406      5.54\n",
       "San Francisco        San Francisco      805235     46.87\n",
       "San Jose               Santa Clara      945942    176.53\n",
       "San Leandro                Alameda       84950     13.34\n",
       "San Mateo                San Mateo       97207     12.13\n",
       "San Pablo             Contra Costa       29139      2.63\n",
       "San Rafael                   Marin       57713     16.47\n",
       "San Ramon             Contra Costa       72148     18.06\n",
       "Santa Clara            Santa Clara      116468     18.41\n",
       "Santa Rosa                  Sonoma      167815     41.29\n",
       "Saratoga               Santa Clara       29926     12.38\n",
       "Sausalito                    Marin        7061      1.77\n",
       "Sebastopol                  Sonoma        7379      1.85\n",
       "Sonoma                      Sonoma       10648      2.74\n",
       "South San Francisco      San Mateo       63632      9.14\n",
       "St. Helena                    Napa        5814      4.99\n",
       "Suisun City                 Solano       28111      4.11\n",
       "Sunnyvale              Santa Clara      140081     21.99\n",
       "Tiburon                      Marin        8962      4.43\n",
       "Union City                 Alameda       69516     19.47\n",
       "Vacaville                   Solano       92428     28.37\n",
       "Vallejo                     Solano      115942     30.67\n",
       "Walnut Creek          Contra Costa       64173     19.76\n",
       "Windsor                     Sonoma       26801      7.27\n",
       "Woodside                 San Mateo        5287     11.73\n",
       "Yountville                    Napa        2933      1.53"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_city = pd.read_csv(\"bayarea.data/city_wikipedia.csv\")\n",
    "df_city.set_index([\"Name\"], inplace=True)\n",
    "\n",
    "df_city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Population</th>\n",
       "      <th>LandArea</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alameda</th>\n",
       "      <td>1369005</td>\n",
       "      <td>315.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contra Costa</th>\n",
       "      <td>889240</td>\n",
       "      <td>270.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marin</th>\n",
       "      <td>184982</td>\n",
       "      <td>68.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Napa</th>\n",
       "      <td>110271</td>\n",
       "      <td>31.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Francisco</th>\n",
       "      <td>805235</td>\n",
       "      <td>46.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Mateo</th>\n",
       "      <td>657229</td>\n",
       "      <td>143.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Santa Clara</th>\n",
       "      <td>1691682</td>\n",
       "      <td>352.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Solano</th>\n",
       "      <td>394510</td>\n",
       "      <td>127.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sonoma</th>\n",
       "      <td>338692</td>\n",
       "      <td>83.52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Population  LandArea\n",
       "Name                               \n",
       "Alameda           1369005    315.24\n",
       "Contra Costa       889240    270.90\n",
       "Marin              184982     68.02\n",
       "Napa               110271     31.80\n",
       "San Francisco      805235     46.87\n",
       "San Mateo          657229    143.83\n",
       "Santa Clara       1691682    352.86\n",
       "Solano             394510    127.16\n",
       "Sonoma             338692     83.52"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_county = df_city.groupby([\"County\"])[[\"Population\",\"LandArea\"]].apply(sum)\n",
    "df_county.index.name = \"Name\"\n",
    "\n",
    "df_county"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# http://www.zillow.com/research/data/\n",
    "## the Zillow house price data...\n",
    "df = pd.read_csv(\"raw/zillow/City/City_MedianSoldPricePerSqft_AllHomes.csv\")\n",
    "df = df[df[\"CountyName\"].isin(df_county.index)]\n",
    "df_zillow = df[df[\"RegionName\"].isin(df_city.index)]\n",
    "df_zillow.to_csv(\"bayarea.data/city_zillow.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RegionName\n",
       "Palo Alto          1196.67\n",
       "Los Altos          1011.24\n",
       "Hillsborough        951.96\n",
       "Tiburon             924.68\n",
       "San Francisco       891.23\n",
       "Portola Valley      883.12\n",
       "Menlo Park          877.92\n",
       "Cupertino           860.44\n",
       "Belmont             832.05\n",
       "Woodside            831.98\n",
       "Atherton            804.26\n",
       "Burlingame          792.90\n",
       "Mountain View       784.88\n",
       "Saratoga            761.01\n",
       "Millbrae            746.44\n",
       "San Carlos          740.44\n",
       "Los Gatos           724.19\n",
       "Sunnyvale           703.35\n",
       "Piedmont            689.87\n",
       "Los Altos Hills     671.85\n",
       "Sausalito           664.76\n",
       "Corte Madera        663.89\n",
       "Redwood City        645.79\n",
       "Campbell            625.83\n",
       "Larkspur            623.50\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Zillow median sale price per sqft ##\n",
    "df = pd.read_csv(\"bayarea.data/city_zillow.csv\")\n",
    "df.set_index(\"RegionName\", inplace=True)\n",
    "index = df[df.columns[4:]]\n",
    "\n",
    "def latest(row):\n",
    "    row = row.dropna()\n",
    "    return row[-1]\n",
    "index = index.apply(latest, axis=1)\n",
    "\n",
    "index.sort(ascending=False)\n",
    "index_zillow = index\n",
    "\n",
    "top = index.head(25) #* 10.76 * 6.145\n",
    "top.apply(lambda x:\"%.2f\" % x)\n",
    "# the position of 'Pleasanton' in the list\n",
    "#index.index.get_loc(\"Pleasanton\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# http://toblerity.org/fiona/manual.html#data-model\n",
    "import fiona\n",
    "\n",
    "# http://www2.census.gov/geo/tiger/TIGER2014/PLACE/\n",
    "source_shapfile = \"raw/tl_2014_06_place/tl_2014_06_place.shp\"\n",
    "sink_shapfile = \"bayarea.map/city.shp\"\n",
    "with fiona.open(source_shapfile) as source:\n",
    "    with fiona.open(sink_shapfile, \"w\", driver=source.driver, schema=source.schema) as sink:\n",
    "        city_names = df_city.index\n",
    "        for r in source:\n",
    "            if r[\"properties\"][\"NAME\"] in df_city.index and \\\n",
    "               \"CDP\" not in r[\"properties\"][\"NAMELSAD\"]:\n",
    "                # \"Mountain View CDP\" and \"El Cerrito CDP\"\n",
    "                sink.write(r)\n",
    "\n",
    "source_shapfile = \"raw/tl_2014_us_county/tl_2014_us_county.shp\"\n",
    "sink_shapfile = \"bayarea.map/county.shp\"\n",
    "with fiona.open(source_shapfile) as source:\n",
    "    with fiona.open(sink_shapfile, \"w\", driver=source.driver, schema=source.schema) as sink:\n",
    "        county_names = df_county.index\n",
    "        for r in source:\n",
    "            if r[\"properties\"][\"NAME\"] in county_names:\n",
    "                sink.write(r)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no data for city 'Monte Sereno'\n",
      "no data for city 'Ross'\n",
      "no data for city 'Belvedere'\n",
      "no data for city 'St. Helena'\n",
      "no data for city 'Yountville'\n"
     ]
    },
    {
     "data": {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e5d44d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://gis.stackexchange.com/questions/61862/simple-thematic-mapping-of-shapefile-using-python\n",
    "\n",
    "import fiona\n",
    "\n",
    "from descartes.patch import PolygonPatch\n",
    "from shapely import geometry\n",
    "from shapely.ops import transform\n",
    "from fiona import crs\n",
    "\n",
    "from matplotlib import cm\n",
    "import matplotlib.colors as colors \n",
    "\n",
    "plt.rcParams['figure.figsize'] = (8, 12)\n",
    "    \n",
    "fig = plt.figure() \n",
    "ax = fig.gca() \n",
    "\n",
    "# backgroud layer\n",
    "# https://s3.amazonaws.com/metro-extracts.mapzen.com/san-francisco-bay_california.water.coastline.zip\n",
    "source_shapefile = \"raw/san-francisco-bay_california.water.coastline/san-francisco-bay_california.water_coast.shp\"\n",
    "with fiona.open(source_shapefile) as source:\n",
    "    for r in source:\n",
    "        edge_color = color = \"aqua\"\n",
    "        alpha = .5  \n",
    "        shape = geometry.shape(r[\"geometry\"])\n",
    "        if isinstance(shape, geometry.Polygon):\n",
    "            poly = shape\n",
    "            ax.add_patch(PolygonPatch(poly, fc=color, ec=edge_color, alpha=alpha, zorder=1 ))\n",
    "        elif isinstance(shape, geometry.MultiPolygon):\n",
    "            for poly in shape:\n",
    "                ax.add_patch(PolygonPatch(poly, fc=color, ec=edge_color, alpha=alpha, zorder=1 ))\n",
    "\n",
    "#county boundary\n",
    "source_shapefile = \"bayarea.map/county_land.shp\"\n",
    "with fiona.open(source_shapefile) as source:\n",
    "    for r in source:\n",
    "        edge_color = '#6699cc'\n",
    "        color = \"moccasin\"\n",
    "        shape = geometry.shape(r[\"geometry\"])\n",
    "        if isinstance(shape, geometry.Polygon):\n",
    "            poly = shape\n",
    "            ax.add_patch(PolygonPatch(poly, fc=color, ec=edge_color, alpha=alpha, zorder=2 ))\n",
    "        elif isinstance(shape, geometry.MultiPolygon):\n",
    "            for poly in shape:\n",
    "                ax.add_patch(PolygonPatch(poly, fc=color, ec=edge_color, alpha=alpha, zorder=2 ))\n",
    "\n",
    "#primary roads\n",
    "source_shapefile = \"bayarea.map/prisecroads.shp\"\n",
    "with fiona.open(source_shapefile) as source:\n",
    "    alpha = .1\n",
    "    color = \"gold\"\n",
    "    for r in source:\n",
    "        shape = geometry.shape(r[\"geometry\"])\n",
    "        if isinstance(shape, geometry.LineString):\n",
    "            ax.plot(*shape.xy, color=color, alpha=alpha, linewidth=1, zorder=5)\n",
    "        elif isinstance(shape, geometry.MultiLineString):\n",
    "            for line in shape:\n",
    "                ax.plot(*line.xy, color=color, alpha=alpha, linewidth=1, zorder=5)\n",
    "        \n",
    "# city layer\n",
    "_max, _min = max(index), min(index)\n",
    "norm = colors.Normalize(vmin=_min, vmax=_max)\n",
    "#sm = cm.ScalarMappable(norm, cmap=cm.Reds)\n",
    "sm = cm.ScalarMappable(norm, cmap=cm.coolwarm)\n",
    "source_shapefile = \"bayarea.map/city_land.shp\"\n",
    "with fiona.open(source_shapefile) as source:\n",
    "    for r in source:\n",
    "        city = r[\"properties\"][\"NAME\"]\n",
    "        try:\n",
    "            color = sm.to_rgba(index.loc[city])\n",
    "            alpha = .9\n",
    "            edge_color = '#6699cc'\n",
    "\n",
    "            shape = geometry.shape(r[\"geometry\"])\n",
    "            if isinstance(shape, geometry.Polygon):\n",
    "                poly = shape\n",
    "                ax.add_patch(PolygonPatch(poly, fc=color, ec=edge_color, alpha=alpha, zorder=4 ))\n",
    "            elif isinstance(shape, geometry.MultiPolygon):\n",
    "                for poly in shape:\n",
    "                    ax.add_patch(PolygonPatch(poly, fc=color, ec=edge_color, alpha=alpha, zorder=4 ))\n",
    "        except KeyError:\n",
    "            print(\"no data for city '%s'\" % city)\n",
    "            \n",
    "ax.axis('scaled')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Maps & Data\n",
    "===========\n",
    "https://www.census.gov/geo/maps-data/\n",
    "\n",
    "* TIGER/Line Shapefile\n",
    "http://www2.census.gov/geo/tiger/TIGER2014/\n",
    "\n",
    "2014_TL_Shapefiles_File_Name_Definitions.pdf\n",
    "tl_2014_06_cousub.zip - County Subdivisiond\n",
    "tl_2014_06_elsd.zip - Elementary School District\n",
    "tl_2014_06_place.zip - Place\n",
    "tl_2014_06_scsd.zip - Secondary School Districts\n",
    "\n",
    "* American Community Survey (ACS)\n",
    "http://www.census.gov/acs/www/data_documentation/data_via_ftp/\n",
    "acs2013_5yr_B19113_16000US0670280.zip\n",
    "\n",
    "http://factfinder.census.gov/faces/nav/jsf/pages/searchresults.xhtml?refresh=t\n",
    "\n",
    "* the 2013 ZIP Code Tabulation Areas (ZCTAs) Boundary File\n",
    "Cartographic Boundary Shapefiles - ZIP Code Tabulation Areas (ZCTAs)\n",
    "cb_2013_us_zcta510_500k.zip\n",
    "\n",
    "* http://coastalgeospatial.noaa.gov/data_gis.html\n",
    "\n",
    "* http://www.zillow.com/research/data/\n",
    "\n",
    "GEO Libraries\n",
    "=======\n",
    "* https://pypi.python.org/pypi/Fiona\n",
    "* https://pypi.python.org/pypi/descartes\n",
    "* https://pypi.python.org/pypi/Shapely\n",
    "\n",
    "* ---\n",
    "* https://github.com/GeospatialPython/pyshp\n",
    "\n",
    "Reference\n",
    "=====\n",
    "* https://gis.stackexchange.com/questions/61862/simple-thematic-mapping-of-shapefile-using-python\n",
    "\n",
    "* http://www.esri.com/library/whitepapers/pdfs/shapefile.pdf\n",
    "* http://toblerity.org/fiona/manual.html#data-model\n",
    "* http://www.geophysique.be/tutorials/\n",
    "* http://basemaptutorial.readthedocs.org/en/latest/shapefile.html\n",
    "* http://nbviewer.ipython.org/github/mqlaql/geospatial-data/blob/master/Geospatial-Data-with-Python.ipynb\n",
    "* http://nbviewer.ipython.org/github/rjtavares/numbers_arent_people/blob/master/experiments/Plotting%20with%20Basemap%20and%20Shapefiles.ipynb\n",
    "* http://sensitivecities.com/so-youd-like-to-make-a-map-using-python-EN.html#.VRodn5NEW0c\n",
    "* http://www.macwright.org/2012/10/31/gis-with-python-shapely-fiona.html\n",
    "* http://stackoverflow.com/questions/9128320/algorithm-buffer-effect-on-lines-other-geometric-shapes\n",
    "\n",
    "Web\n",
    "==\n",
    "* http://censusreporter.org/profiles/05000US06085-santa-clara-county-ca/\n",
    "* http://www.city-data.com/county/Santa_Clara_County-CA.html\n",
    "* http://www.socialexplorer.com/data/metadata\n",
    "* https://mapzen.com/metro-extracts\n"
   ]
  }
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