Practical Pandas 03 - EDA.ipynb

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     "source": [
      "Welcome back. As a reminder:\n",
      "\n",
      "- In [part 1](http://tomaugspurger.github.io/blog/2014/08/26/practical-pandas-part-1-reading-the-data/) we got dataset with my cycling data from last year merged and stored in an HDF5 store\n",
      "- In [part 2](http://tomaugspurger.github.io/blog/2014/09/04/practical-pandas-part-2-more-tidying-more-data-and-merging/) we did some cleaning and augmented the cycling data with data from http://forecast.io. \n",
      "\n",
      "Today we'll use pandas, seaborn, and\n",
      "matplotlib to do some exploratory data analysis.\n",
      "For fun, we'll make some maps at the end using [folium](https://folium.readthedocs.org/en/latest/)."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "\n",
      "import os\n",
      "import datetime\n",
      "\n",
      "import pandas as pd\n",
      "import seaborn as sns\n",
      "import matplotlib.pyplot as plt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df = pd.read_hdf(os.path.join('data', 'cycle_store.h5'), key='with_weather')\n",
      "df.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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        "<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>time</th>\n",
        "      <th>ride_time_secs</th>\n",
        "      <th>stopped_time_secs</th>\n",
        "      <th>latitude</th>\n",
        "      <th>longitude</th>\n",
        "      <th>elevation_feet</th>\n",
        "      <th>distance_miles</th>\n",
        "      <th>speed_mph</th>\n",
        "      <th>pace_secs</th>\n",
        "      <th>average_speed_mph</th>\n",
        "      <th>average_pace_secs</th>\n",
        "      <th>ascent_feet</th>\n",
        "      <th>descent_feet</th>\n",
        "      <th>calories</th>\n",
        "      <th>ride_id</th>\n",
        "      <th>time_adj</th>\n",
        "      <th>apparentTemperature</th>\n",
        "      <th>cloudCover</th>\n",
        "      <th>dewPoint</th>\n",
        "      <th>humidity</th>\n",
        "      <th>icon</th>\n",
        "      <th>precipIntensity</th>\n",
        "      <th>precipProbability</th>\n",
        "      <th>precipType</th>\n",
        "      <th>pressure</th>\n",
        "      <th>summary</th>\n",
        "      <th>temperature</th>\n",
        "      <th>visibility</th>\n",
        "      <th>windBearing</th>\n",
        "      <th>windSpeed</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2013-08-01 12:07:10</td>\n",
        "      <td>  1.1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 41.703753</td>\n",
        "      <td>-91.609892</td>\n",
        "      <td> 963</td>\n",
        "      <td> 0.00</td>\n",
        "      <td> 2.88</td>\n",
        "      <td> 1251</td>\n",
        "      <td> 0.00</td>\n",
        "      <td>    0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>2013-08-01 07:07:10</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 0</td>\n",
        "      <td> 58.66</td>\n",
        "      <td> 0.9</td>\n",
        "      <td> clear-day</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 1017.62</td>\n",
        "      <td> Clear</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 8.89</td>\n",
        "      <td> 282</td>\n",
        "      <td> 2.77</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2013-08-01 12:07:17</td>\n",
        "      <td>  8.2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 41.703825</td>\n",
        "      <td>-91.609835</td>\n",
        "      <td> 852</td>\n",
        "      <td> 0.01</td>\n",
        "      <td> 2.88</td>\n",
        "      <td> 1251</td>\n",
        "      <td> 2.56</td>\n",
        "      <td> 1407</td>\n",
        "      <td> 0</td>\n",
        "      <td> 129</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>2013-08-01 07:07:17</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 0</td>\n",
        "      <td> 58.66</td>\n",
        "      <td> 0.9</td>\n",
        "      <td> clear-day</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 1017.62</td>\n",
        "      <td> Clear</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 8.89</td>\n",
        "      <td> 282</td>\n",
        "      <td> 2.77</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2013-08-01 12:07:22</td>\n",
        "      <td> 13.2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 41.703858</td>\n",
        "      <td>-91.609814</td>\n",
        "      <td> 789</td>\n",
        "      <td> 0.01</td>\n",
        "      <td> 2.88</td>\n",
        "      <td> 1251</td>\n",
        "      <td> 2.27</td>\n",
        "      <td> 1587</td>\n",
        "      <td> 0</td>\n",
        "      <td> 173</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>2013-08-01 07:07:22</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 0</td>\n",
        "      <td> 58.66</td>\n",
        "      <td> 0.9</td>\n",
        "      <td> clear-day</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 1017.62</td>\n",
        "      <td> Clear</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 8.89</td>\n",
        "      <td> 282</td>\n",
        "      <td> 2.77</td>\n",
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        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>2013-08-01 12:07:27</td>\n",
        "      <td> 18.2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 41.703943</td>\n",
        "      <td>-91.610090</td>\n",
        "      <td> 787</td>\n",
        "      <td> 0.02</td>\n",
        "      <td> 6.60</td>\n",
        "      <td>  546</td>\n",
        "      <td> 4.70</td>\n",
        "      <td>  767</td>\n",
        "      <td> 0</td>\n",
        "      <td> 173</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>2013-08-01 07:07:27</td>\n",
        "      <td> 61.62</td>\n",
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        "      <td> 58.66</td>\n",
        "      <td> 0.9</td>\n",
        "      <td> clear-day</td>\n",
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        "      <td> 1017.62</td>\n",
        "      <td> Clear</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 8.89</td>\n",
        "      <td> 282</td>\n",
        "      <td> 2.77</td>\n",
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        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>2013-08-01 12:07:40</td>\n",
        "      <td> 31.2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 41.704381</td>\n",
        "      <td>-91.610258</td>\n",
        "      <td> 788</td>\n",
        "      <td> 0.06</td>\n",
        "      <td> 9.50</td>\n",
        "      <td>  379</td>\n",
        "      <td> 6.37</td>\n",
        "      <td>  566</td>\n",
        "      <td> 0</td>\n",
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        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td>2013-08-01 07:07:40</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 0</td>\n",
        "      <td> 58.66</td>\n",
        "      <td> 0.9</td>\n",
        "      <td> clear-day</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 1017.62</td>\n",
        "      <td> Clear</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 8.89</td>\n",
        "      <td> 282</td>\n",
        "      <td> 2.77</td>\n",
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        "                 time  ride_time_secs  stopped_time_secs   latitude  \\\n",
        "0 2013-08-01 12:07:10             1.1                  0  41.703753   \n",
        "1 2013-08-01 12:07:17             8.2                  0  41.703825   \n",
        "2 2013-08-01 12:07:22            13.2                  0  41.703858   \n",
        "3 2013-08-01 12:07:27            18.2                  0  41.703943   \n",
        "4 2013-08-01 12:07:40            31.2                  0  41.704381   \n",
        "\n",
        "   longitude  elevation_feet  distance_miles  speed_mph  pace_secs  \\\n",
        "0 -91.609892             963            0.00       2.88       1251   \n",
        "1 -91.609835             852            0.01       2.88       1251   \n",
        "2 -91.609814             789            0.01       2.88       1251   \n",
        "3 -91.610090             787            0.02       6.60        546   \n",
        "4 -91.610258             788            0.06       9.50        379   \n",
        "\n",
        "   average_speed_mph  average_pace_secs  ascent_feet  descent_feet  calories  \\\n",
        "0               0.00                  0            0             0         0   \n",
        "1               2.56               1407            0           129         0   \n",
        "2               2.27               1587            0           173         0   \n",
        "3               4.70                767            0           173         1   \n",
        "4               6.37                566            0           173         2   \n",
        "\n",
        "   ride_id            time_adj  apparentTemperature  cloudCover  dewPoint  \\\n",
        "0        0 2013-08-01 07:07:10                61.62           0     58.66   \n",
        "1        0 2013-08-01 07:07:17                61.62           0     58.66   \n",
        "2        0 2013-08-01 07:07:22                61.62           0     58.66   \n",
        "3        0 2013-08-01 07:07:27                61.62           0     58.66   \n",
        "4        0 2013-08-01 07:07:40                61.62           0     58.66   \n",
        "\n",
        "   humidity       icon  precipIntensity  precipProbability precipType  \\\n",
        "0       0.9  clear-day                0                  0        NaN   \n",
        "1       0.9  clear-day                0                  0        NaN   \n",
        "2       0.9  clear-day                0                  0        NaN   \n",
        "3       0.9  clear-day                0                  0        NaN   \n",
        "4       0.9  clear-day                0                  0        NaN   \n",
        "\n",
        "   pressure summary  temperature  visibility  windBearing  windSpeed  \n",
        "0   1017.62   Clear        61.62        8.89          282       2.77  \n",
        "1   1017.62   Clear        61.62        8.89          282       2.77  \n",
        "2   1017.62   Clear        61.62        8.89          282       2.77  \n",
        "3   1017.62   Clear        61.62        8.89          282       2.77  \n",
        "4   1017.62   Clear        61.62        8.89          282       2.77  "
       ]
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    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Upon further inspection, it looks like some of our rows are duplicated."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.duplicated().sum()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "2"
       ]
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     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The problem is actually a bit more severe than that. The app I used to collect the data sometimes records multiple observations per second, but only reports the results at the second frequency."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.time.duplicated().sum()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "114"
       ]
      }
     ],
     "prompt_number": 4
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    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "What to do here? We could drop change the frequency to micro- or nano-second resolution, and add, say, a half-second onto the duplicated observations.\n",
      "\n",
      "Since this is just for fun though, I'm going to do the easy thing and throw out the duplicates (in real life you'll want to make sure this doesn't affect your analysis).\n",
      "Then we can set the `time` column to be our index, which will make our later analysis a bit simpler."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df = df.drop_duplicates(subset=['time']).set_index('time')\n",
      "df.index.is_unique"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "True"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Because of a [bug](https://github.com/pydata/pandas/issues/8189) in pandas, we lost our timzone information when we filled in our missing values. Until that's fixed we'll have to manually add back the timezone info and convert. The actual values stored were UTC (which is good practice whenever you have timezone-aware timestamps), it just doesn't *know* that it's UTC."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df = df.tz_localize('UTC').tz_convert('US/Central')\n",
      "df.head()"
     ],
     "language": "python",
     "metadata": {},
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        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
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        "  <thead>\n",
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        "      <th></th>\n",
        "      <th>ride_time_secs</th>\n",
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        "      <th>time_adj</th>\n",
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        "      <th>dewPoint</th>\n",
        "      <th>humidity</th>\n",
        "      <th>icon</th>\n",
        "      <th>precipIntensity</th>\n",
        "      <th>precipProbability</th>\n",
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        "      <th>time</th>\n",
        "      <th></th>\n",
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        "      <th></th>\n",
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        "      <th>2013-08-01 07:07:10-05:00</th>\n",
        "      <td>  1.1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 41.703753</td>\n",
        "      <td>-91.609892</td>\n",
        "      <td> 963</td>\n",
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        "      <td>2013-08-01 07:07:10</td>\n",
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        "      <td> 8.89</td>\n",
        "      <td> 282</td>\n",
        "      <td> 2.77</td>\n",
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        "    <tr>\n",
        "      <th>2013-08-01 07:07:17-05:00</th>\n",
        "      <td>  8.2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 41.703825</td>\n",
        "      <td>-91.609835</td>\n",
        "      <td> 852</td>\n",
        "      <td> 0.01</td>\n",
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        "      <th>2013-08-01 07:07:22-05:00</th>\n",
        "      <td> 13.2</td>\n",
        "      <td> 0</td>\n",
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        "      <td>-91.609814</td>\n",
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        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>2013-08-01 07:07:22</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 0</td>\n",
        "      <td> 58.66</td>\n",
        "      <td> 0.9</td>\n",
        "      <td> clear-day</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 1017.62</td>\n",
        "      <td> Clear</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 8.89</td>\n",
        "      <td> 282</td>\n",
        "      <td> 2.77</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2013-08-01 07:07:27-05:00</th>\n",
        "      <td> 18.2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 41.703943</td>\n",
        "      <td>-91.610090</td>\n",
        "      <td> 787</td>\n",
        "      <td> 0.02</td>\n",
        "      <td> 6.60</td>\n",
        "      <td>  546</td>\n",
        "      <td> 4.70</td>\n",
        "      <td>  767</td>\n",
        "      <td> 0</td>\n",
        "      <td> 173</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>2013-08-01 07:07:27</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 0</td>\n",
        "      <td> 58.66</td>\n",
        "      <td> 0.9</td>\n",
        "      <td> clear-day</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 1017.62</td>\n",
        "      <td> Clear</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 8.89</td>\n",
        "      <td> 282</td>\n",
        "      <td> 2.77</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2013-08-01 07:07:40-05:00</th>\n",
        "      <td> 31.2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 41.704381</td>\n",
        "      <td>-91.610258</td>\n",
        "      <td> 788</td>\n",
        "      <td> 0.06</td>\n",
        "      <td> 9.50</td>\n",
        "      <td>  379</td>\n",
        "      <td> 6.37</td>\n",
        "      <td>  566</td>\n",
        "      <td> 0</td>\n",
        "      <td> 173</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td>2013-08-01 07:07:40</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 0</td>\n",
        "      <td> 58.66</td>\n",
        "      <td> 0.9</td>\n",
        "      <td> clear-day</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 1017.62</td>\n",
        "      <td> Clear</td>\n",
        "      <td> 61.62</td>\n",
        "      <td> 8.89</td>\n",
        "      <td> 282</td>\n",
        "      <td> 2.77</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "                           ride_time_secs  stopped_time_secs   latitude  \\\n",
        "time                                                                      \n",
        "2013-08-01 07:07:10-05:00             1.1                  0  41.703753   \n",
        "2013-08-01 07:07:17-05:00             8.2                  0  41.703825   \n",
        "2013-08-01 07:07:22-05:00            13.2                  0  41.703858   \n",
        "2013-08-01 07:07:27-05:00            18.2                  0  41.703943   \n",
        "2013-08-01 07:07:40-05:00            31.2                  0  41.704381   \n",
        "\n",
        "                           longitude  elevation_feet  distance_miles  \\\n",
        "time                                                                   \n",
        "2013-08-01 07:07:10-05:00 -91.609892             963            0.00   \n",
        "2013-08-01 07:07:17-05:00 -91.609835             852            0.01   \n",
        "2013-08-01 07:07:22-05:00 -91.609814             789            0.01   \n",
        "2013-08-01 07:07:27-05:00 -91.610090             787            0.02   \n",
        "2013-08-01 07:07:40-05:00 -91.610258             788            0.06   \n",
        "\n",
        "                           speed_mph  pace_secs  average_speed_mph  \\\n",
        "time                                                                 \n",
        "2013-08-01 07:07:10-05:00       2.88       1251               0.00   \n",
        "2013-08-01 07:07:17-05:00       2.88       1251               2.56   \n",
        "2013-08-01 07:07:22-05:00       2.88       1251               2.27   \n",
        "2013-08-01 07:07:27-05:00       6.60        546               4.70   \n",
        "2013-08-01 07:07:40-05:00       9.50        379               6.37   \n",
        "\n",
        "                           average_pace_secs  ascent_feet  descent_feet  \\\n",
        "time                                                                      \n",
        "2013-08-01 07:07:10-05:00                  0            0             0   \n",
        "2013-08-01 07:07:17-05:00               1407            0           129   \n",
        "2013-08-01 07:07:22-05:00               1587            0           173   \n",
        "2013-08-01 07:07:27-05:00                767            0           173   \n",
        "2013-08-01 07:07:40-05:00                566            0           173   \n",
        "\n",
        "                           calories  ride_id            time_adj  \\\n",
        "time                                                               \n",
        "2013-08-01 07:07:10-05:00         0        0 2013-08-01 07:07:10   \n",
        "2013-08-01 07:07:17-05:00         0        0 2013-08-01 07:07:17   \n",
        "2013-08-01 07:07:22-05:00         0        0 2013-08-01 07:07:22   \n",
        "2013-08-01 07:07:27-05:00         1        0 2013-08-01 07:07:27   \n",
        "2013-08-01 07:07:40-05:00         2        0 2013-08-01 07:07:40   \n",
        "\n",
        "                           apparentTemperature  cloudCover  dewPoint  \\\n",
        "time                                                                   \n",
        "2013-08-01 07:07:10-05:00                61.62           0     58.66   \n",
        "2013-08-01 07:07:17-05:00                61.62           0     58.66   \n",
        "2013-08-01 07:07:22-05:00                61.62           0     58.66   \n",
        "2013-08-01 07:07:27-05:00                61.62           0     58.66   \n",
        "2013-08-01 07:07:40-05:00                61.62           0     58.66   \n",
        "\n",
        "                           humidity       icon  precipIntensity  \\\n",
        "time                                                              \n",
        "2013-08-01 07:07:10-05:00       0.9  clear-day                0   \n",
        "2013-08-01 07:07:17-05:00       0.9  clear-day                0   \n",
        "2013-08-01 07:07:22-05:00       0.9  clear-day                0   \n",
        "2013-08-01 07:07:27-05:00       0.9  clear-day                0   \n",
        "2013-08-01 07:07:40-05:00       0.9  clear-day                0   \n",
        "\n",
        "                           precipProbability precipType  pressure summary  \\\n",
        "time                                                                        \n",
        "2013-08-01 07:07:10-05:00                  0        NaN   1017.62   Clear   \n",
        "2013-08-01 07:07:17-05:00                  0        NaN   1017.62   Clear   \n",
        "2013-08-01 07:07:22-05:00                  0        NaN   1017.62   Clear   \n",
        "2013-08-01 07:07:27-05:00                  0        NaN   1017.62   Clear   \n",
        "2013-08-01 07:07:40-05:00                  0        NaN   1017.62   Clear   \n",
        "\n",
        "                           temperature  visibility  windBearing  windSpeed  \n",
        "time                                                                        \n",
        "2013-08-01 07:07:10-05:00        61.62        8.89          282       2.77  \n",
        "2013-08-01 07:07:17-05:00        61.62        8.89          282       2.77  \n",
        "2013-08-01 07:07:22-05:00        61.62        8.89          282       2.77  \n",
        "2013-08-01 07:07:27-05:00        61.62        8.89          282       2.77  \n",
        "2013-08-01 07:07:40-05:00        61.62        8.89          282       2.77  "
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "Timelines"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We'll store the **time** part of the `DatetimeIndex` in a column called `time`."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df['time'] = df.index.time"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "With these, let's plot how far along I was in my ride (`distance_miles`) at the time of day."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ax = df.plot(x='time', y='distance_miles')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x10ebaf710>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "There's a couple problems. First of all, the data are split into morning and afternoon.\n",
      "Let's create a new, boolean, column indicating whether the ride took place in the morning or afternoon."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df['is_morning'] = df.time < datetime.time(12)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ax = df[df.is_morning].plot(x='time', y='distance_miles')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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JckU9hb5r8opPlCz0XUnSzbTWVwAmBwX0ww0SIdI61XQAohq9sMahEM3GmQ6g\nRM8CHw999xXTgRjkmA6gSkUn6RmUMOn4rNfaTnA1cIizNlPDh4ouUhRs47XGcffDL1RSVui7eQuy\namDE3pMnstm647n0ppl8bZ9PsFTUH3o8rSeMsir2JGOXXIzZb+ZbhjH03bDgcLpR1Ovethk5Txe8\nTkGtExdW6NdBp914bpvyhkwNH+q04oZtNzn71t0Pv1Dl6tV5zjMaHk37Rei7Qw7abe0hk1ZdZsjX\nD95kyFKjRqaJvTZfs99858WMr8ngwJWDTMfe8EXBx2opU5LWWj+ptd4syz4F+VrO/bxCoxC5Vbh6\n9bIVlVOa0Hf/23QMFloVmAtcbjqQqlk/mCVegaWTTp9CvTzpTJ24VRXUA221vbhGYREmAZeFvtt3\nV8fWJ2lg35z73Q3MLzIQkVtVbYinVVROafp4jcI0LjUdgAlWJ2nHC4YA03Luvgkwr7hoRF4VzlT2\nrYrKEd3L2v7/NtCXfd+tTtLAwSm2afXPvi1ODP0w2bvtlqqqoH6YtrKPXRL67humgzDB9iSdd1TR\n4MotvVaTrl1NosI2xO0qKqdMe5kOoEJZa9K/LyWKGrA2ScdNHbmEvvtM/G2vtUnXLRFtVVVBoe/e\nXFVZZemTaUfzutV0AKZYm6SJ2pTTWCiZf3nvdRuf9tTlb90u50PfvaOioq6qqJwy9fSK190Kffdd\n0zGYYnOSzjV39C6brdb4tFZJLcGXTAdgsc+aDqBboe/2W//fLFfKR5QWRQ1YmaTjFcF3y7Fr83zT\nvZSkp5oOIKPKzq0eWA38HNMBWO580wGYZGWSBrYHxuTY78Km5z2TpGvW1DGvwnhrvxBE6LvHmI7B\nYuNrdu4XztYk/YUM235w2RT67oMlxGKDtO3ztqhyno6jKiwrj8pGW/agXUPffc50EKZZl6Tjpo5d\ngGeSto39PX78R4vf9cQncOi7f0/eyh4VNj/cV4NaVtJoy0sqiaKGQt/9o+kYbGB8PmnHC8YDhxBN\njLMCsC4wFphOilpS6Lu3OF7wcWBmi1/b/gZO4z3TAWT07wrL2rzCsnIJfXfA8YJOm2S5auwnF5sO\nwBbGkzTRePzmmfX+D7iAzkn6gcFvQt+d0WabIpP0t6h+2PH75GubN2mdqgoKfbftROOWSOyhFPpu\nr/XlL8ohpgOwhdHmDscLNidK0HcDGxFNR7hE6LsTQt99JGH3DQsIYQrwjRTb/Sr03W8XUF4WW4a+\nO6IGiWiYOhzmAAAJ90lEQVQhoe++XUExW1NtuzfADTn2+VnC7/+UJ5Ae0akL3uah786tLBLLGatJ\nxyMK/fjpmaHv3pNl/9B30wz57lSTvjf03S/FsSTNnnZY6sAKEvrunTl2GwvMLjqWlM4Jffd/qigo\n9N3bqyinyf7AS1l2SNFenmZumn5zZei7fzEdhE1M1qQ3J+q18ADZR4xtnXK7Tm+SyWkLMzDa6eQ8\nO4W++1rRgWTQaYWcIu1UUTkLCX335Yy7rJzimP/JGU4vq7xCZDuTSXrwn/E/WdvlMtSk2ibp0HfT\nLghQ2fwTDc7MsY/REYlVta2Gvpun2aFbu2TdQRJwolbNHa+Hvttq/ca+ZiRJO14wluiu9mOYmTjF\nT94EgB0rnH/iA3m6lYW+m3fGwCKcYLDs0oW+e13GXU5Ksc1H88TS4z5iOgAbmapJnwEMA6aU3M+1\n3bFPTLFvEPrujSm2K3p6yfEFH68KP6yonGUqKqdRnvPz+0kbhL5bZVdFGy1Skw5919T9FKsl3jhU\nSg0luku9LvAO8CWt9eN5C3S84CNEK/4CXJT3OCm1eoP9POVgiz1TllHoDGw5R1htWUDRxwFn5dmx\nwqYOE2/irF0gz6zBABsbZW5S6hdpatJ7ACPjVcJPJH1TQTtnA6OAA0LffaHLYyVp9WZJM7veFSnf\naPcX+YY8+aCNc+2XsydI8zFa1YZXT7Hr6G7LTmliReUsJOtqIKHvpmnqqOo1q40cTUp9I02S3hy4\nHkBr/Tei/sy5OF6wMVHzwP8Cv8m4+4fyltsoTa0v9N29Ux6uiL7aH9j046W0dBwOeERNTO20nDA/\n9N0nmn60yJVPRf2i7w99N/fVWxe+mXH7VPOIVPSa2S73oh79Jk0/6aWBxp4Q85RSQ7XWiyQ7xwuW\noX3i3xT4bfz9SVlroKHvvpowvLaV5jLGptinUzJrdF3Ky/zjgR+k2G488GzKshuN7PS70HffA3C8\n4JQO223f4methuUex8J9e7uZx/k/wIdTbpvvEqN7p2fZOPTdc1NstkTOWHrZDqYDsFmamvTrLLyY\naMsEHXsFeLnNV0iU8K8JfffWjHF+NeP2gxpH612Zsh/xt1Iee980G4W+m6ad96mcbdEbDibhFqY2\n/a5de+7+bT4w9296fjhNa0aGvntZujBbWq3pebu+6OeYmi86Y1t7p/nPr284poykizw9+E3ou/08\n8jLRkIGBzhVapdRegKO1Plgp9SngVK31rpVEJ4QQfS5Nc8eVwKeVUnfFz2UoqxBCVCSxJi2EEMIc\n6yb9F0IIsYAkaSGEsJgkaSGEsJgkaSGEsJgNy2e1nB8EeAP4JdEAlCHAAVrrJ5v2uxcY7Pv8hNb6\nUKXUCkn7xfuuANwDbKe1nqmUmghMA+YDM4CvaK0T76q2if10YMV4k9WAv2it92ux7ybAmVrryfHz\ntYBfxL9+lGielHkN248AphLNFrYYcLrWOqwydqXUMKLXdxLRYKHDtdYPJcXQbg6YvLHnjb9h3+b/\nvw3nzQjgQqLXdSbRa5TmNbThvEmKPVcMRZ83OWNvd85Xcs7YUpNunh/kbKKZxH6ttd6aaImrhdbO\nU0otDqC1nhx/HRr/6ged9ov3HUG0huJbDT8+GzhZa70V0Qvu5ozd11p/Pk68ewKvAousWKKUOp7o\nH7xYw4/PAE7UWm8RP3eadvsC8FIc407AeQZi3w2YH8d4CgtGaCbF0G4OmLyx542/3f/f9HlzNtEw\n9NO11lsSnRfN4xHavYamz5s0seeNoejzJk/s7c75Ss4ZW5J0q/lBNgdWUUr9iegffDOAUmq6UmoV\nYD1glFLqBqXUTXGtFKI1E9vtN7haxlnAz4HGUX4baK0HFxO4jtZDpdPGPug04Fyt9QstYniMaB6T\nxjkM9tZa36mUGklUG5zd9DdfyoI1GYeyYCXxqmJfRWsdAP8dbzOBKBG2jaEh9nZl5Y09T/yd/v+m\nz5sNiUbILquUGkI0yvfdhhg6vYamz5s0sWeKocTzJnPsHc75Ss4ZK5o7aDE/CNGsZ69orT+tlDqV\naGL5b2qtDwRQSo0BztJaT1FKrQFcp5RSRC9ip/0OIvpEv1EpdRILkmRjsnyT9FNUtpzbBFgO2JaG\nSXcGY4i/v0IpNaHxQFrr+UqpVYE/E73RHmzeL/4blgIuI/pUNxH7PKXUNKLa6uBkVC1jaHjdW5U1\nrIvYc8Xf4f8/AcPnDdGb+Tqi/+ts4Lam2NvOo2P6vEmKPWsMJZ43uWJvc85PoIJzxpaa9CLzgwDP\nA1fHz0MWnX1vJvGETVrrR4FZwErxY6f9DiYaQXkLsD4wXSk1jqh9aNBSpF/Qtd3cJp8Bfpu2fXWQ\n1voprfUkokuks5t/H9cubgama60viX9ceexa64OI2uguVEqNShFDq7LmdRF73vjb/f9NnzfDiNop\nt9Rarwn8mkWnBW47j47h8yZN7HljKPq8yRU7tDznKzlnbEnSdxFP+q2i+UEeBO5kQdvQ1kQN7I0O\nJn4xlVLjif7Y55L201pvrbXeJm63vJ+osf8F4D6l1OACtzsDaddRbBU7RJcwmebIVUpdHd9UgOgT\ndl7T78cBNwLHa62nNfyqstiVUl+MawUQXSYOvmGSYmhXVt7Yc8Xf4f9vw3kziuiGOUTncvOsjS3/\nXkvOm46xdxFD0edNntjbnfOVnDO2NHe0mh9kLtEn1peJPmn2g6i9B/g6MAW4SCk1+AceEl+SeB32\nO0Vr/cHsW0084Jdxu97DRJdkeWOH6BN3ofmY28TQWNv7HjBNKfUu0Y2GLzXuF8c4BviGUmqwfW/n\nCmP/enzsaUqp24juih+ttZ4bv+6LxNCwX7uy8saeJ/6k/7/p82ZV4DKl1FyingeHNcTQ6TW04bzp\nFHvmGEo8b/K87p3O+dLPGZm7QwghLGZLc4cQQogWJEkLIYTFJEkLIYTFJEkLIYTFJEkLIYTFJEkL\nIYTFbOknLUQu8fQA04AjgAu1LJIseowkaVF3ywDra62fY9HZy4SoPUnSou7OBcYrpa4APqG1Xi2e\nCOdNYAuiIb5HA18kmjnxKq31sfEkPWcRDecdBkzTWv/IxB8gRCfSJi3q7qvAsyw6b/RKWuv1iabH\nvIhoqsn1gcPimdUOAwa01hsCmwB7KKW2QAjLSE1a1N2QFj8bYMEES08BM7TWLwMopV4haiLZHlhP\nKbVtvN1ooknb7yw3XCGykSQtetV7Dd+/3+L3Q4HjtNZXASillmfBTGhCWEOaO0TdvU9U2WisUbeq\nXTe7GfgvpdRwpdSSwB3AJ0uIT4iuSE1a1N3zRE0aU1kw7etAm+9p+Nn5wBrAfUTvgykNSxoJYQ2Z\nqlQIISwmzR1CCGExSdJCCGExSdJCCGExSdJCCGExSdJCCGExSdJCCGExSdJCCGExSdJCCGGx/wfv\n+/RhVI9aTAAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10facf5c0>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Better, but this still isn't quite what we want. When we call `.plot(x=..., y=...)` the data are sorted before being plotted. This means that an observation from one ride gets mixed up with another. So we'll need to group by ride, and *then* plot."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "axes = df[df.is_morning].groupby(df.ride_id).plot(x='time',\n",
      "                                                  y='distance_miles',\n",
      "                                                  color='k',\n",
      "                                                  figsize=(12, 5))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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TsCaRQmOGZjZzGclGxu5/2dq71gQ/F3EhMWJAQXN3Af5oe2HgM3b9OGrjui0a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QoNVnigCZqJbQ7wHuDcArr1a7KbYeNOZSVEETwEuD9h+e9Y+Yvt+xb2/aEomaDoE+NsLGtHlFnE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\nYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x104b399b0>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Much better. Groupby is one of the most powerful operations in pandas, and it pays to understand it well. Here's the same thing for the evening."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "axes = df[~df.is_morning].groupby(df.ride_id).plot(x='time',\n",
      "                                                   y='distance_miles',\n",
      "                                                   color='k',\n",
      "                                                   figsize=(12, 5))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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pRmFuWYJFZ39XtP04zPp4nKr+EEeG4EN4IBYhnnq53FoJFeceB36LBfK93WAR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\nKz5fEp34vo6uVt0tIv2qvu5tkzZoJA/vVugN/fISJgd4OogtQ41Gywh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9GTXszYPRVYGDg5JUmw9vR7GhrjDE0SYkn2NwLYHjV0d63X0CXn3GhUyeZL9Pwp2nVVc2zleCLq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\nAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x110a14748>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Fun. The horizontal distance is the length of time it took me to make the ride. The starting point on the horizontal axis conveys the time that I set out.\n",
      "I like this chart because it also conveys the start time of each ride.\n",
      "The plot shows that the morning ride typically took longer, but we can verify that."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ride_time = df.groupby(['ride_id', 'is_morning'])['ride_time_secs'].agg('max')\n",
      "mean_time = ride_time.groupby(level=1).mean().rename(\n",
      "    index={True: 'morning', False: 'evening'})\n",
      "mean_time / 60"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "is_morning\n",
        "evening       30.761667\n",
        "morning       29.362716\n",
        "Name: ride_time_secs, dtype: float64"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "So the morning ride is typically shorter! But I think I know what's going on. We were misleading with our plot earlier since the range of the horizontal axis weren't identical. Always check the axis!\n",
      "\n",
      "At risk of [raising the ire](https://groups.google.com/forum/#!topic/ggplot2/tImExPZg61o) of Hadley Whickham, we'll plot these on the same plot, with a secondary x-axis. (I think its OK in this case since the second is just a transformation \u2013 a 10 hour or so shift \u2013 of the first).\n",
      "\n",
      "We'll plot evening first, use matplotlib's `twinx` method, and plot the morning on the second axes."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, ax = plt.subplots()\n",
      "\n",
      "morning_color = sns.xkcd_rgb['amber']\n",
      "evening_color = sns.xkcd_rgb['dusty purple']\n",
      "\n",
      "_ = df[~df.is_morning].groupby(df.ride_id).plot(x='time', y='distance_miles',\n",
      "    color=evening_color, figsize=(12, 5),\n",
      "    ax=ax, alpha=.9, grid=False)\n",
      "ax2 = ax.twiny()\n",
      "_ = df[df.is_morning].groupby(df.ride_id).plot(x='time', y='distance_miles',\n",
      "    color=morning_color, figsize=(12, 5),\n",
      "    ax=ax2, alpha=.9, grid=False)\n",
      "\n",
      "# Create fake lines for our custom legend.\n",
      "morning_legend = plt.Line2D([0], [0], color=morning_color)\n",
      "evening_legend = plt.Line2D([0], [0], color=evening_color)\n",
      "\n",
      "ax.legend([morning_legend, evening_legend], ['Morning', 'Evening'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "<matplotlib.legend.Legend at 0x11007edd8>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Pv5Xi/NshE6GX8+EpcmO+44AINR4eF6km0JgcarYZibN1hKHI829KfTvWhQk5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\nTcp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voTpXAWCH3QeioqiPKYA203iV3ojSgBdZnkhWVdp5OI+WiHmpAi7PUoZwJGLi56DP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\nPBDFiua07oakyzvQXH1+sSFnW38xeI/J43a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       "text": [
        "<matplotlib.figure.Figure at 0x1102a12e8>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "There's a bit of boilerplate at the end. pandas tries to add a legend element for each ride ID. It doesn't know that we only care whether it's morning or evening. So instead we just fake it, creating two lines thate are invisible, and labeling them appropriately.\n",
      "\n",
      "Anyway, we've accomplished our original goal. The steeper slope on the evening rides show that they typically took me less time. I guess I wasn't too excited to get to school in the morning. The joys of being a grad student.\n",
      "\n",
      "I'm sure I'm not the only one noticing that long evening ride sticking out from the rest. Let's note it's ride ID and follow up. We need the `ride_id` so groupby that. It's the longest ride so take the `max` of the distance. And we want the `ride_id` of the maximum distance, so take the `argmax` of that. These last three sentances can be beautifully chained together into a single line that reads like poetry."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "long_ride_id = df.groupby('ride_id')['distance_miles'].max().argmax()\n",
      "long_ride_id"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 15,
       "text": [
        "22"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "Cartography"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We'll use [Folium](https://github.com/wrobstory/folium) to do a bit of map plotting.\n",
      "If you're using python3 (like I am) you'll need to use [this pull request](https://github.com/wrobstory/folium/pull/21) from [tbicr](https://github.com/tbicr),\n",
      "or just clone the master of [my fork](https://github.com/tomaugspurger/folium), where I've merged the changes.\n",
      "\n",
      "Since this is a practical pandas post, and not an intro to `folium`, I won't delve into the details here. The basics are that we initialize a `Map` with some coordinates and tiles, and then add `line`s to that map. The `line`s will come from the latitude and longitude columns of our DataFrame.\n",
      "\n",
      "Here's a small helper function from [birdage](https://github.com/birdage) to [inline](http://nbviewer.ipython.org/github/birdage/folium/blob/arrow_marker/examples/test_folium_wms.ipynb) the map in the notebook. This allows it to be viewable on nbviewer (which is rendering this blog post)."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def inline_map(map):\n",
      "    \"\"\"\n",
      "    Embeds the HTML source of the map directly into the IPython notebook.\n",
      "    \n",
      "    This method will not work if the map depends on any files (json data). Also this uses\n",
      "    the HTML5 srcdoc attribute, which may not be supported in all browsers.\n",
      "    \"\"\"\n",
      "    from IPython.display import HTML\n",
      "    map._build_map()\n",
      "    return HTML('<iframe srcdoc=\"{srcdoc}\" style=\"width: 100%; height: 510px; border: none\"></iframe>'.format(srcdoc=map.HTML.replace('\"', '&quot;')))\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "I've plotted two rides, a hopefully representative ride (#42) and the long ride from above."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import folium\n",
      "folium.initialize_notebook()\n",
      "\n",
      "lat, lon = df[['latitude', 'longitude']].mean()\n",
      "mp = folium.Map(location=(lat, lon), tiles='OpenStreetMap', zoom_start=13)\n",
      "mp.line(locations=df.loc[df.ride_id == 42, ['latitude', 'longitude']].values)\n",
      "mp.line(locations=df.loc[df.ride_id == long_ride_id, ['latitude', 'longitude']].values,\n",
      "        line_color='#800026')\n",
      "inline_map(mp)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<link rel=\"stylesheet\" href=\"http://cdn.leafletjs.com/leaflet-0.7.2/leaflet.css\" />\n",
        "<style>\n",
        "    .leaflet-popup-content {\n",
        "        color: black !important;\n",
        "    }\n",
        "\n",
        "    .leaflet-control-zoom-in {\n",
        "        text-decoration: none !important;\n",
        "    }\n",
        "\n",
        "    .leaflet-control-zoom-out {\n",
        "        text-decoration: none !important;\n",
        "    }\n",
        "</style>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML object>"
       ]
      },
      {
       "html": [
        "<script>\n",
        "\n",
        "  var folium_event = new CustomEvent(\n",
        "    \"folium_libs_loaded\",\n",
        "    {bubbles: true, cancelable: true}\n",
        "  );\n",
        "\n",
        "  var load_folium_charts = function(){\n",
        "    window.dispatchEvent(folium_event);\n",
        "  };\n",
        "\n",
        " var load_folium_libs = function(){\n",
        "    console.log('Loading all Folium libraries...')\n",
        "    $.getScript(\"http://cdn.leafletjs.com/leaflet-0.7.2/leaflet.js\", function(){\n",
        "      $.getScript('https://wrobstory.github.io/leaflet-dvf/leaflet-dvf.markers.min.js', function(){\n",
        "          if (window['vg'] === undefined){\n",
        "            $.getScript(\"http://wrobstory.github.io/vega/vega.v1.3.3.js\", function(){\n",
        "              load_folium_charts();\n",
        "          });\n",
        "        } else {\n",
        "          load_folium_charts();\n",
        "        }\n",
        "      });\n",
        "    });\n",
        "  };\n",
        "\n",
        " if(typeof define === \"function\" && define.amd){\n",
        "      var load_paths = {\n",
        "        paths: {\n",
        "          topojson:'http://d3js.org/topojson.v1.min',\n",
        "          queue: 'http://d3js.org/queue.v1.min',\n",
        "          d3: 'http://d3js.org/d3.v3.min'\n",
        "        }\n",
        "      };\n",
        "      var libs = ['d3', 'queue', 'topojson'];\n",
        "      for (var i=0; i < libs.length; i++){\n",
        "        lib = libs[i]\n",
        "        if (window[lib] !== undefined){\n",
        "          delete load_paths.paths[lib]\n",
        "        };\n",
        "      };\n",
        "      if (Object.keys(load_paths.paths).length != 0){\n",
        "        require.config(load_paths);\n",
        "        require([\"queue\"], function(queue){\n",
        "          window.queue = queue;\n",
        "        });\n",
        "        require([\"d3\"], function(d3){\n",
        "            console.log('Loading from require.js...')\n",
        "            window.d3 = d3;\n",
        "            require([\"topojson\"], function(topojson){\n",
        "                window.topojson = topojson;\n",
        "                load_folium_libs();\n",
        "            });\n",
        "        });\n",
        "      } else {\n",
        "        load_folium_libs();\n",
        "      }\n",
        "\n",
        " }else{\n",
        "      console.log('Require.js not found!');\n",
        "      throw \"Require.js not found!\"\n",
        " };\n",
        "\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML object>"
       ]
      },
      {
       "html": [
        "<iframe srcdoc=\"<!DOCTYPE html>\n",
        "<head>\n",
        "   <meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; />\n",
        "   <link rel=&quot;stylesheet&quot; href=&quot;http://cdn.leafletjs.com/leaflet-0.7.2/leaflet.css&quot; />\n",
        "   <script src=&quot;http://cdn.leafletjs.com/leaflet-0.7.2/leaflet.js&quot;></script>\n",
        "\n",
        "   \n",
        "   \n",
        "   \n",
        "   \n",
        "\n",
        "\n",
        "   <style>\n",
        "\n",
        "      #map {\n",
        "        position:absolute;\n",
        "        top:0;\n",
        "        bottom:0;\n",
        "        right:0;\n",
        "        left:0;\n",
        "      }\n",
        "\n",
        "   </style>\n",
        "</head>\n",
        "\n",
        "<body>\n",
        "\n",
        "   <div class=&quot;folium-map&quot; id=&quot;folium_3a5221db454d4326974593050a71a049&quot; style=&quot;width: 960px; height: 500px&quot;></div>\n",
        "\n",
        "   <script>\n",
        "\n",
        "      \n",
        "\n",
        "      var map = L.map('folium_3a5221db454d4326974593050a71a049').setView([41.6832673402, -91.5761171896], 13);\n",
        "\n",
        "      L.tileLayer('http://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {\n",
        "          maxZoom: 18,\n",
        "          attribution: 'Map data (c) <a href=&quot;http://openstreetmap.org&quot;>OpenStreetMap</a> contributors'\n",
        "      }).addTo(map);\n",
        "\n",
        "      \n",
        "\n",
        "      \n",
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 [41.6614463, -91.5376815],  [41.6616237, -91.5376675],  [41.6616714, -91.5378357],  [41.661905, -91.5378129],  [41.6620745, -91.5378178],  [41.6622994, -91.5378011],  [41.6623941, -91.5378336],  [41.6624435, -91.5376353],  [41.6625119, -91.5376326],  [41.6625031, -91.5373085],  [41.6625778, -91.5372548],  [41.6626179, -91.5370721],  [41.6625967, -91.5370359],  [41.662596, -91.5370717],  [41.6626446, -91.5367287],  [41.6625686, -91.536164],  [41.6625466, -91.5355342],  [41.6626026, -91.5353601],  [41.6626183, -91.5354012],  [41.6625689, -91.5354621],  [41.6625421, -91.5355164],  [41.6625869, -91.5352465],  [41.6625869, -91.5352465], ];\n",
        "var line_1 = L.polyline(latLngs,{\n",
        "\n",
        "\n",
        "\n",
        "});\n",
        "      map.addLayer(line_1);\n",
        "      \n",
        "      var latLngs = [ [41.6623876, -91.5356115],  [41.6624474, -91.5355907],  [41.66254, -91.5355243],  [41.6625843, -91.5355506],  [41.6625489, -91.5355262],  [41.6624778, -91.5355944],  [41.6624935, -91.5357922],  [41.6626208, -91.5355288],  [41.6626187, -91.5364023],  [41.6628475, -91.5363741],  [41.6627157, -91.536091],  [41.6629928, -91.535874],  [41.6629159, -91.5361285],  [41.6629884, -91.5360375],  [41.6630981, -91.5360667],  [41.6630835, -91.5361833],  [41.66356, -91.5364347],  [41.663621, -91.5364408],  [41.6640406, -91.5359486],  [41.6639811, -91.535757],  [41.6639486, -91.5362143],  [41.663798, -91.5368259],  [41.6624207, -91.5379239],  [41.6627171, -91.5378849],  [41.6625764, -91.5379736],  [41.6627221, -91.5373658],  [41.6624901, -91.5379393],  [41.6623318, -91.5376397],  [41.6620682, -91.5382019],  [41.6619732, -91.5378646],  [41.6619988, -91.53764],  [41.6618566, -91.5376646],  [41.6617693, -91.5376017],  [41.6618559, -91.538149],  [41.6618112, -91.5381298],  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-91.5671439],  [41.6704455, -91.5659139],  [41.6706636, -91.5657275],  [41.6712418, -91.5655553],  [41.6719255, -91.5656104],  [41.6725195, -91.5655302],  [41.6729605, -91.5657592],  [41.6728561, -91.5657196],  [41.6734837, -91.5663445],  [41.6739355, -91.5664227],  [41.674067, -91.5668285],  [41.6739521, -91.5674388],  [41.6737724, -91.5682561],  [41.6736844, -91.568472],  [41.6740124, -91.5683537],  [41.6739106, -91.5687202],  [41.6739467, -91.5703841],  [41.6739945, -91.5717298],  [41.673964, -91.5718768],  [41.6739777, -91.572124],  [41.6740846, -91.5725659],  [41.6741315, -91.5729897],  [41.6742923, -91.5731603],  [41.6741199, -91.5737152],  [41.6746686, -91.5742899],  [41.6747043, -91.5755689],  [41.6747841, -91.5764079],  [41.6744575, -91.5761456],  [41.6743423, -91.5762346],  [41.6747373, -91.5771268],  [41.6746932, -91.5777507],  [41.6748148, -91.5783803],  [41.6749135, -91.5784567],  [41.6750249, -91.5783679],  [41.6755387, -91.5786453],  [41.6764737, -91.5790037],  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[41.7048983, -91.6006873],  [41.7049724, -91.6008524],  [41.707815, -91.602025],  [41.7079416, -91.600631],  [41.7080314, -91.5996969],  [41.7077236, -91.6017145],  [41.7076741, -91.6020292],  [41.7077843, -91.6020899],  [41.7077255, -91.6021831],  [41.7081938, -91.6039285],  [41.708438, -91.6048024],  [41.7088159, -91.6056468],  [41.7085359, -91.604853],  [41.7086836, -91.6053514],  [41.7087148, -91.6057667],  [41.7086875, -91.6060176],  [41.7087511, -91.6059411],  [41.7090593, -91.6089832],  [41.7100711, -91.6086843],  [41.7094109, -91.6092009],  [41.7089792, -91.610494],  [41.7089772, -91.6103223],  [41.7075435, -91.6111376],  [41.7072188, -91.6112031],  [41.7079533, -91.6102301],  [41.7080595, -91.6100489],  [41.7075406, -91.6098588],  [41.7070678, -91.6100008],  [41.7057599, -91.6101508],  [41.7056339, -91.6101638],  [41.7055264, -91.6102467],  [41.7054473, -91.6101104],  [41.7053622, -91.6101138],  [41.7051102, -91.6102205],  [41.7045968, -91.6102198],  [41.7043354, -91.6102022],  [41.7041922, -91.6101698],  [41.7041602, -91.6098432],  [41.7041602, -91.6098432], ];\n",
        "var line_2 = L.polyline(latLngs,{\n",
        "color: '#800026',\n",
        "\n",
        "\n",
        "});\n",
        "      map.addLayer(line_2);\n",
        "      \n",
        "\n",
        "      \n",
        "\n",
        "      \n",
        "\n",
        "   </script>\n",
        "\n",
        "</body>\" style=\"width: 100%; height: 510px; border: none\"></iframe>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "<IPython.core.display.HTML object>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "So you pan around a bit, it looks like the GPS receiver on my phone was just going crazy.\n",
      "But without visualizing the data (as a map), there'd be no way to know that."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "For fun, we can plot all the rides."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "mp = folium.Map(location=(lat, lon), tiles='OpenStreetMap', zoom_start=13)\n",
      "\n",
      "for ride_id in df.ride_id.unique():\n",
      "    mp.line(locations=df.loc[df.ride_id == ride_id, ['latitude', 'longitude']].values,\n",
      "            line_weight=1, line_color='#111', line_opacity=.3)\n",
      "\n",
      "inline_map(mp)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<iframe srcdoc=\"<!DOCTYPE html>\n",
        "<head>\n",
        "   <meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; />\n",
        "   <link rel=&quot;stylesheet&quot; href=&quot;http://cdn.leafletjs.com/leaflet-0.7.2/leaflet.css&quot; />\n",
        "   <script src=&quot;http://cdn.leafletjs.com/leaflet-0.7.2/leaflet.js&quot;></script>\n",
        "\n",
        "   \n",
        "   \n",
        "   \n",
        "   \n",
        "\n",
        "\n",
        "   <style>\n",
        "\n",
        "      #map {\n",
        "        position:absolute;\n",
        "        top:0;\n",
        "        bottom:0;\n",
        "        right:0;\n",
        "        left:0;\n",
        "      }\n",
        "\n",
        "   </style>\n",
        "</head>\n",
        "\n",
        "<body>\n",
        "\n",
        "   <div class=&quot;folium-map&quot; id=&quot;folium_206cf317452c411fb55f384ed6fdf467&quot; style=&quot;width: 960px; height: 500px&quot;></div>\n",
        "\n",
        "   <script>\n",
        "\n",
        "      \n",
        "\n",
        "      var map = L.map('folium_206cf317452c411fb55f384ed6fdf467').setView([41.6832673402, -91.5761171896], 13);\n",
        "\n",
        "      L.tileLayer('http://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {\n",
        "          maxZoom: 18,\n",
        "          attribution: 'Map data (c) <a href=&quot;http://openstreetmap.org&quot;>OpenStreetMap</a> contributors'\n",
        "      }).addTo(map);\n",
        "\n",
        "      \n",
        "\n",
        "      \n",
        "      var latLngs = [ [41.703753, -91.6098923],  [41.7038251, -91.6098346],  [41.7038578, -91.609814],  [41.7039434, -91.6100896],  [41.7043809, -91.6102577],  [41.704459, -91.6102856],  [41.704936, -91.6103164],  [41.705232, -91.6103162],  [41.7053368, -91.6102481],  [41.7057974, -91.6102698],  [41.7062798, -91.6101873],  [41.706742, -91.6101308],  [41.7072075, -91.6101479],  [41.707687, -91.610108],  [41.7081371, -91.6101125],  [41.7082872, -91.610094],  [41.7083684, -91.6099481],  [41.7084533, -91.6093233],  [41.708503, -91.6087069],  [41.7085107, -91.6083976],  [41.708425, -91.6077685],  [41.7084386, -91.6071023],  [41.7084399, -91.6064329],  [41.7084391, -91.6058214],  [41.7084403, -91.6052201],  [41.7085148, -91.6045688],  [41.7086624, -91.6039355],  [41.7087852, -91.6033528],  [41.7088572, -91.6029606],  [41.7083931, -91.6028005],  [41.7079405, -91.6026203],  [41.7074744, -91.6023732],  [41.707199, -91.602183],  [41.7071578, -91.6021295],  [41.7071007, -91.6014266],  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[41.6625272, -91.5354017],  [41.6625272, -91.5354017], ];\n",
        "var line_1 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_1);\n",
        "      \n",
        "      var latLngs = [ [41.6618719, -91.5340052],  [41.6623564, -91.5350519],  [41.6623564, -91.5350519],  [41.6624279, -91.5351582],  [41.6625365, -91.5350649],  [41.6623077, -91.535037],  [41.6624398, -91.5350142],  [41.6625544, -91.5352289],  [41.6625604, -91.5358579],  [41.6626118, -91.5361448],  [41.6630881, -91.5361887],  [41.6635452, -91.5362696],  [41.6635878, -91.5362933],  [41.6634997, -91.5370018],  [41.6635082, -91.5374557],  [41.6634247, -91.5376561],  [41.6632767, -91.5376957],  [41.6628821, -91.5375294],  [41.6627515, -91.5375528],  [41.6623186, -91.5375402],  [41.661826, -91.5375805],  [41.6614835, -91.5375858],  [41.661419, -91.5376184],  [41.661318, -91.53784],  [41.6612773, -91.5384756],  [41.6612899, -91.5390816],  [41.6612882, -91.5397158],  [41.6612905, -91.5403691],  [41.6612794, -91.5410265],  [41.6612724, -91.5416405],  [41.6612674, -91.542003],  [41.6612465, -91.5419995],  [41.6612658, -91.5426309],  [41.661384, -91.5432164],  [41.6616077, 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        "var line_2 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_2);\n",
        "      \n",
        "      var latLngs = [ [41.6957181, -91.5932751],  [41.695751, -91.5932776],  [41.6956561, -91.5932152],  [41.6956671, -91.5930298],  [41.6960455, -91.5925431],  [41.6962729, -91.5921531],  [41.6963162, -91.59146],  [41.6963104, -91.5908415],  [41.6963236, -91.5901929],  [41.696306, -91.5895734],  [41.6961992, -91.5889442],  [41.6960572, -91.5883095],  [41.6959336, -91.5877097],  [41.6957309, -91.5871703],  [41.6954527, -91.5866723],  [41.6951183, -91.5862323],  [41.6948434, -91.5857028],  [41.6946829, -91.5850541],  [41.6946527, -91.5844199],  [41.6947601, -91.5837922],  [41.6948515, -91.5831984],  [41.6948731, -91.5829573],  [41.6944117, -91.582821],  [41.6939507, -91.582737],  [41.6934304, -91.5826565],  [41.6929107, -91.5826313],  [41.6924588, -91.5826265],  [41.6919452, -91.5825748],  [41.691474, -91.582587],  [41.691037, -91.5824332],  [41.6905493, -91.5822386],  [41.6901068, -91.5820457],  [41.6896224, -91.5819796],  [41.6891437, -91.5819636],  [41.6886722, -91.581942],  [41.6881871, -91.5819155],  [41.687722, -91.5818996],  [41.6872021, -91.5817582],  [41.6867575, -91.5816311],  [41.6862677, -91.5814173],  [41.6858039, -91.5812447],  [41.6853071, -91.5811757],  [41.6848108, -91.5811531],  [41.6843586, -91.5811105],  [41.6838244, -91.5810838],  [41.6833696, -91.5810386],  [41.6829166, -91.5809931],  [41.6824614, -91.5809147],  [41.6820184, -91.5806239],  [41.6817575, -91.5804149],  [41.6814988, -91.5800423],  [41.6810974, -91.5796564],  [41.6809274, -91.5793189],  [41.680833, -91.5786525],  [41.680792, -91.5783105],  [41.6806657, -91.5781257],  [41.6801754, -91.5781755],  [41.6796928, -91.5782177],  [41.6792168, -91.5782297],  [41.6787669, -91.5782489],  [41.6782928, -91.5782545],  [41.6778383, -91.5782398],  [41.6773704, -91.5782839],  [41.6768838, -91.5782838],  [41.6764249, -91.5783098],  [41.6759341, -91.5783053],  [41.6754574, -91.5783409],  [41.6750022, -91.5783293],  [41.6748501, -91.5782992],  [41.6747416, -91.5781511],  [41.6746353, -91.5775356],  [41.6745627, -91.5769365],  [41.6745019, -91.5763079],  [41.6744629, -91.5756634],  [41.6744055, -91.5750351],  [41.6743555, -91.5744074],  [41.6742866, -91.5738047],  [41.6742192, -91.573185],  [41.6742013, -91.5729009],  [41.6741328, -91.572716],  [41.6740868, -91.572055],  [41.6740653, -91.5714348],  [41.6739978, -91.5708292],  [41.6739022, -91.5702039],  [41.6738491, -91.5694979],  [41.6737852, -91.5688581],  [41.6737156, -91.5681888],  [41.6736617, -91.5675017],  [41.6735815, -91.5668399],  [41.673532, -91.5664819],  [41.6734469, -91.5658536],  [41.6734266, -91.5657911],  [41.6729283, -91.5656834],  [41.6724695, -91.5656672],  [41.6719946, -91.5656776],  [41.6714931, -91.5656664],  [41.6710292, -91.5656605],  [41.6705384, -91.5656636],  [41.6700727, -91.5656671],  [41.6695726, -91.565703],  [41.6693046, -91.5658389],  [41.6692904, -91.5659304],  [41.6689647, -91.5661363],  [41.6687822, -91.5655777],  [41.6685296, -91.5649871],  [41.6682763, -91.5644265],  [41.6680563, -91.5638232],  [41.6678306, -91.5632717],  [41.6675746, -91.562696],  [41.6673692, -91.5621241],  [41.667141, -91.5615307],  [41.6669203, -91.5609905],  [41.6666856, -91.5604254],  [41.6664565, -91.5599061],  [41.6662144, -91.5593584],  [41.6659788, -91.5588213],  [41.6658431, -91.5581829],  [41.6656755, -91.5575984],  [41.6655346, -91.5569662],  [41.6654526, -91.5565853],  [41.6652874, -91.5559598],  [41.6651471, -91.5553209],  [41.6650497, -91.5550657],  [41.6647971, -91.554687],  [41.6646736, -91.554695],  [41.6644972, -91.5544944],  [41.66443, -91.5544484],  [41.6642789, -91.5538759],  [41.6640043, -91.5533535],  [41.6637755, -91.5528119],  [41.6636664, -91.5521706],  [41.6635761, -91.551559],  [41.6634789, -91.5509408],  [41.6633315, -91.5502856],  [41.6630787, -91.5499084],  [41.6626397, -91.5494961],  [41.6625313, -91.5493085],  [41.6624915, -91.5490799],  [41.6625964, -91.5484649],  [41.6628213, -91.5478981],  [41.6630124, -91.5473233],  [41.6631727, -91.5467607],  [41.6632698, -91.5461335],  [41.6633041, -91.5455219],  [41.663317, -91.5451988],  [41.6634065, -91.5446063],  [41.6633459, -91.5438696],  [41.6632483, -91.54371],  [41.6632441, -91.5435777],  [41.6628045, -91.5437903],  [41.6623075, -91.5438919],  [41.6621277, -91.5439247],  [41.6619899, -91.5440314],  [41.6617097, -91.5440256],  [41.6616248, -91.543995],  [41.6614889, -91.5438527],  [41.6612437, -91.5432878],  [41.6611387, -91.5426889],  [41.6611885, -91.5426197],  [41.6611639, -91.5419616],  [41.6611887, -91.5412905],  [41.661214, -91.5406197],  [41.6612519, -91.5399961],  [41.661233, -91.5392929],  [41.6612272, -91.5386062],  [41.6612502, -91.5379791],  [41.6612928, -91.5378147],  [41.6617724, -91.5377678],  [41.6622379, -91.5377629],  [41.6624139, -91.537717],  [41.6625325, -91.5371081],  [41.6625635, -91.5364982],  [41.6626021, -91.5358886],  [41.6625879, -91.5352709],  [41.6625705, -91.5351654],  [41.6626367, -91.535091],  [41.6626367, -91.535091], ];\n",
        "var line_3 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_3);\n",
        "      \n",
        "      var latLngs = [ [41.7040151, -91.6096464],  [41.7040313, -91.609658],  [41.704082, -91.6099126],  [41.7040345, -91.6099355],  [41.7040735, -91.609933],  [41.7040926, -91.6100682],  [41.7041598, -91.6100835],  [41.7041556, -91.6101219],  [41.7046189, -91.6101216],  [41.7050151, -91.6100202],  [41.7055075, -91.610037],  [41.7059737, -91.6100193],  [41.7064598, -91.610018],  [41.7069156, -91.6099968],  [41.7074192, -91.6099812],  [41.7078848, -91.6099463],  [41.7083259, -91.6099471],  [41.7084155, -91.6097427],  [41.7084519, -91.6090661],  [41.7084568, -91.6084573],  [41.7084001, -91.607855],  [41.7083577, -91.6071836],  [41.7083297, -91.6065761],  [41.7083042, -91.6059712],  [41.7082957, -91.6052989],  [41.7083883, -91.6046737],  [41.7085518, -91.6040791],  [41.7087329, -91.6034386],  [41.7088504, -91.6029178],  [41.7088429, -91.6028663],  [41.708358, -91.6028187],  [41.7079047, -91.6026696],  [41.7074781, -91.6024662],  [41.7071778, -91.6022581],  [41.7070877, 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[41.6626237, -91.5494632],  [41.6625326, -91.5492546],  [41.6624954, -91.5490159],  [41.6626592, -91.5483578],  [41.6628679, -91.5477548],  [41.6630789, -91.5471574],  [41.663253, -91.5465264],  [41.6633036, -91.5459137],  [41.6633046, -91.5452653],  [41.6633341, -91.5451187],  [41.663246, -91.5447404],  [41.6633432, -91.5440997],  [41.6632387, -91.5437255],  [41.6632502, -91.54368],  [41.6627797, -91.5437245],  [41.6623112, -91.5437636],  [41.6618434, -91.5438644],  [41.6616815, -91.5438993],  [41.6614502, -91.5437591],  [41.6611806, -91.543306],  [41.6611168, -91.5429229],  [41.6611428, -91.5422125],  [41.6611617, -91.5415897],  [41.6611906, -91.5409378],  [41.6612311, -91.5402507],  [41.661229, -91.5395601],  [41.6612361, -91.538903],  [41.6612517, -91.5382237],  [41.6612447, -91.5378391],  [41.6613052, -91.5376815],  [41.6614299, -91.5376119],  [41.6619016, -91.5376006],  [41.6623711, -91.5375965],  [41.6625054, -91.5374818],  [41.6625402, -91.5368828],  [41.6625152, -91.5362531],  [41.6626063, -91.5356161],  [41.6625947, -91.5352016],  [41.6625947, -91.5352016], ];\n",
        "var line_4 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_4);\n",
        "      \n",
        "      var latLngs = [ [41.6627826, -91.5350182],  [41.6627742, -91.5351068],  [41.6627229, -91.5357062],  [41.6627101, -91.5360432],  [41.6631701, -91.5361735],  [41.6635104, -91.5361978],  [41.6636028, -91.5363251],  [41.6635946, -91.5369436],  [41.6636061, -91.5373099],  [41.6634908, -91.5377714],  [41.6633776, -91.5377998],  [41.6628864, -91.5377432],  [41.6623665, -91.5376966],  [41.6618692, -91.537631],  [41.6615139, -91.537628],  [41.6613816, -91.537718],  [41.6613198, -91.5379035],  [41.6613135, -91.5385574],  [41.661293, -91.5391618],  [41.6612806, -91.5398514],  [41.661281, -91.5405421],  [41.6612483, -91.5412087],  [41.6612678, -91.5418148],  [41.661289, -91.5420523],  [41.6612588, -91.5420132],  [41.661265, -91.5425725],  [41.6612553, -91.5431847],  [41.6615546, -91.5435735],  [41.661995, -91.5437537],  [41.6624882, -91.5437456],  [41.6629774, -91.5437948],  [41.6631704, -91.5438537],  [41.6632364, -91.5440629],  [41.6631521, -91.5446996],  [41.6631126, 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        "var line_5 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_5);\n",
        "      \n",
        "      var latLngs = [ [41.7088237, -91.6027578],  [41.7089036, -91.6025837],  [41.7089336, -91.6024121],  [41.7089899, -91.6023885],  [41.7089468, -91.602583],  [41.70899, -91.6025773],  [41.7089733, -91.6025665],  [41.7089882, -91.6025116],  [41.7084474, -91.6026008],  [41.7083499, -91.6026016],  [41.7082012, -91.6025776],  [41.7081255, -91.6025122],  [41.7080811, -91.6025114],  [41.7078179, -91.6023497],  [41.7076729, -91.6023792],  [41.7073032, -91.6022042],  [41.7072177, -91.6020973],  [41.7071192, -91.6017552],  [41.7071484, -91.6012499],  [41.7071364, -91.6008642],  [41.7071167, -91.6007803],  [41.7070597, -91.600692],  [41.7070014, -91.6004341],  [41.706916, -91.6000762],  [41.7069192, -91.5998595],  [41.7069422, -91.59976],  [41.7069353, -91.5996272],  [41.7068143, -91.5993118],  [41.7068808, -91.5988797],  [41.7068753, -91.598769],  [41.7068359, -91.5986675],  [41.7068315, -91.5985435],  [41.7067787, -91.5979176],  [41.7066542, -91.5973326],  [41.7066125, 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        "var line_6 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_6);\n",
        "      \n",
        "      var latLngs = [ [41.6624695, -91.5495004],  [41.6625315, -91.5493446],  [41.6625135, -91.5491867],  [41.6624983, -91.5493696],  [41.662568, -91.5494831],  [41.6628999, -91.5497289],  [41.6632218, -91.5499021],  [41.6634199, -91.5502026],  [41.6634656, -91.5504075],  [41.6634925, -91.550448],  [41.6635762, -91.5509181],  [41.6635803, -91.5510987],  [41.6636674, -91.5517683],  [41.6637035, -91.5521426],  [41.6637621, -91.552389],  [41.6637536, -91.552572],  [41.6638302, -91.552823],  [41.6638974, -91.5531456],  [41.6639891, -91.5533777],  [41.664079, -91.5534116],  [41.6641426, -91.5533944],  [41.6641793, -91.5534934],  [41.6643398, -91.5536973],  [41.6652501, -91.5554724],  [41.6652662, -91.5557397],  [41.6653182, -91.5558961],  [41.6653215, -91.5561453],  [41.6655778, -91.5567696],  [41.6657746, -91.5574173],  [41.6659421, -91.5580336],  [41.6661518, -91.5586257],  [41.6663693, -91.5592141],  [41.666406, -91.5593107],  [41.6662393, -91.5595099],  [41.6664163, 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        "var line_7 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_7);\n",
        "      \n",
        "      var latLngs = [ [41.7040827, -91.6099027],  [41.7040692, -91.6099064],  [41.7040058, -91.6099473],  [41.7040837, -91.6101291],  [41.7045438, -91.6101066],  [41.7050322, -91.6100736],  [41.7052627, -91.6101227],  [41.7057135, -91.6100452],  [41.705873, -91.6100597],  [41.7059602, -91.6100224],  [41.7060303, -91.6100507],  [41.7064871, -91.6100079],  [41.7068705, -91.6100019],  [41.7069476, -91.6099735],  [41.7072239, -91.6100096],  [41.7073532, -91.6099842],  [41.7074306, -91.6099999],  [41.7075037, -91.6100545],  [41.7080162, -91.610041],  [41.7084142, -91.6100305],  [41.708462, -91.6099179],  [41.7084371, -91.6097032],  [41.708467, -91.6096063],  [41.7084278, -91.6094442],  [41.7084818, -91.6089829],  [41.7084611, -91.6084427],  [41.7084787, -91.6083052],  [41.7084237, -91.6083768],  [41.708361, -91.6083588],  [41.7083215, -91.6083943],  [41.7084161, -91.6081327],  [41.7083158, -91.6075868],  [41.7084304, -91.6075012],  [41.7084152, -91.6068342],  [41.708425, 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        "var line_8 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_8);\n",
        "      \n",
        "      var latLngs = [ [41.6626336, -91.5358744],  [41.6626186, -91.5358896],  [41.6627329, -91.5360473],  [41.66277, -91.5361856],  [41.6632636, -91.536071],  [41.6636427, -91.5360705],  [41.6636848, -91.5361357],  [41.6636948, -91.5364121],  [41.6637901, -91.5367023],  [41.663801, -91.5370476],  [41.6636369, -91.5375809],  [41.6634604, -91.5377398],  [41.6632825, -91.537774],  [41.663236, -91.5375998],  [41.6631451, -91.5378094],  [41.6627049, -91.5377762],  [41.6626611, -91.5376259],  [41.6621733, -91.5376459],  [41.6617161, -91.5376638],  [41.6613496, -91.5376699],  [41.6612844, -91.5383399],  [41.66128, -91.5390078],  [41.6613138, -91.5391167],  [41.66127, -91.5394763],  [41.6613009, -91.5396506],  [41.6612737, -91.540257],  [41.661273, -91.5404246],  [41.6613018, -91.5405159],  [41.661298, -91.5406963],  [41.6613222, -91.540763],  [41.6612953, -91.5408998],  [41.6612945, -91.5413414],  [41.6612663, -91.5413886],  [41.6612593, -91.5420165],  [41.6612555, -91.5419925],  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        "var line_9 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_9);\n",
        "      \n",
        "      var latLngs = [ [41.7041965, -91.6099353],  [41.7042061, -91.6099341],  [41.7041555, -91.6099515],  [41.7042276, -91.6102329],  [41.7046878, -91.6102031],  [41.7051382, -91.6102112],  [41.7053116, -91.6101904],  [41.7057949, -91.6101126],  [41.7062624, -91.6100597],  [41.706751, -91.6099981],  [41.7072193, -91.610028],  [41.7076759, -91.6100219],  [41.708184, -91.6100289],  [41.708424, -91.6100303],  [41.7084243, -91.6096878],  [41.7084581, -91.6096051],  [41.7084698, -91.6089541],  [41.7084718, -91.6083809],  [41.7085752, -91.6083032],  [41.7084598, -91.6082484],  [41.7084141, -91.60829],  [41.7086269, -91.6082737],  [41.70865, -91.6079686],  [41.7087, -91.6075361],  [41.7087724, -91.6073701],  [41.7087717, -91.607295],  [41.7088352, -91.6071881],  [41.7088621, -91.6069253],  [41.7088482, -91.606834],  [41.7088862, -91.6065199],  [41.7088301, -91.606198],  [41.7088256, -91.6057603],  [41.7087954, -91.6053187],  [41.7087684, -91.6051139],  [41.7083884, -91.6049537],  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-91.5350778],  [41.6624662, -91.535178],  [41.6624951, -91.5352524],  [41.6626934, -91.5351866],  [41.6627854, -91.5350545], ];\n",
        "var line_10 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_10);\n",
        "      \n",
        "      var latLngs = [ [41.7041779, -91.6100281],  [41.7041779, -91.6100281],  [41.7040395, -91.61006],  [41.7040007, -91.6099673],  [41.7040565, -91.6099834],  [41.7040897, -91.6099052],  [41.704035, -91.6098684],  [41.7040274, -91.6099796],  [41.704171, -91.6101361],  [41.7045276, -91.610138],  [41.7047412, -91.6100983],  [41.705024, -91.6101044],  [41.7051633, -91.6100602],  [41.7056361, -91.610077],  [41.7059406, -91.6100701],  [41.7061155, -91.6100456],  [41.7061667, -91.6100656],  [41.7063005, -91.6100162],  [41.7066445, -91.6099897],  [41.7067403, -91.6100239],  [41.7070973, -91.6100253],  [41.7075503, -91.6100003],  [41.7079122, -91.610035],  [41.7083884, -91.6100312],  [41.7084231, -91.6100144],  [41.7084244, -91.6093844],  [41.7085045, -91.6087659],  [41.7084883, -91.6085421],  [41.708507, -91.6084265],  [41.7084118, -91.6083793],  [41.7084138, -91.6081364],  [41.7084392, -91.6079818],  [41.7084054, -91.6073802],  [41.7084267, -91.6070852],  [41.708395, -91.6069719],  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        "var line_11 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_11);\n",
        "      \n",
        "      var latLngs = [ [41.6626762, -91.535126],  [41.6627033, -91.5352315],  [41.6626551, -91.5354663],  [41.6626925, -91.5360934],  [41.6627604, -91.5361434],  [41.663219, -91.5359794],  [41.6635329, -91.5360498],  [41.6635088, -91.5367486],  [41.6636329, -91.5368423],  [41.6636363, -91.5374675],  [41.6636369, -91.5375802],  [41.6631532, -91.5376036],  [41.6626823, -91.5376249],  [41.6625127, -91.5376326],  [41.6623427, -91.5377692],  [41.6621285, -91.5378043],  [41.661986, -91.5377709],  [41.6619218, -91.5376558],  [41.6618249, -91.5376596],  [41.6618222, -91.5378755],  [41.6617127, -91.5378162],  [41.6614612, -91.5378269],  [41.6614535, -91.5376741],  [41.661373, -91.5376709],  [41.6612873, -91.5379196],  [41.6612828, -91.5385802],  [41.6613481, -91.5386795],  [41.6613918, -91.5392587],  [41.6613714, -91.5393775],  [41.6612769, -91.5394787],  [41.6612741, -91.5401688],  [41.6612714, -91.540739],  [41.661315, -91.5414529],  [41.6613101, -91.5417406],  [41.6613174, 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        "var line_12 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_12);\n",
        "      \n",
        "      var latLngs = [ [41.7041042, -91.6098856],  [41.7040717, -91.6099249],  [41.7039973, -91.6099567],  [41.7040631, -91.6101185],  [41.7041682, -91.6101611],  [41.704635, -91.6100719],  [41.7051278, -91.6100306],  [41.7055776, -91.610061],  [41.706031, -91.6100823],  [41.706524, -91.6100415],  [41.7070035, -91.6100375],  [41.7071897, -91.6100064],  [41.7074922, -91.6100377],  [41.7080051, -91.6100159],  [41.7083276, -91.61001],  [41.7084301, -91.6098321],  [41.7084099, -91.6097756],  [41.7084625, -91.6091408],  [41.7084694, -91.6090839],  [41.7084363, -91.6090248],  [41.7084724, -91.6084161],  [41.7083893, -91.608313],  [41.7083842, -91.6079226],  [41.7084334, -91.607832],  [41.7084327, -91.607751],  [41.7083894, -91.6076896],  [41.70837, -91.607016],  [41.7083459, -91.6064109],  [41.7083452, -91.6062122],  [41.7083183, -91.6061306],  [41.7083371, -91.6055163],  [41.7083936, -91.6050826],  [41.7083784, -91.6050084],  [41.7081939, -91.6048589],  [41.7080654, -91.6044932],  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-91.5371629],  [41.6625285, -91.5365535],  [41.6625622, -91.5359277],  [41.6625671, -91.5355138],  [41.6625158, -91.5353413],  [41.6625484, -91.5352328],  [41.6626414, -91.53518],  [41.6626689, -91.5352276],  [41.6626718, -91.5352323], ];\n",
        "var line_13 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_13);\n",
        "      \n",
        "      var latLngs = [ [41.6626713, -91.5352295],  [41.6626773, -91.5352421],  [41.6627297, -91.5358615],  [41.6628097, -91.5361437],  [41.6632957, -91.5361109],  [41.6635421, -91.5360789],  [41.6637639, -91.5364075],  [41.6638471, -91.5368461],  [41.6638406, -91.5369531],  [41.6636341, -91.5370684],  [41.6636369, -91.5375796],  [41.6631249, -91.5376048],  [41.6626107, -91.5376281],  [41.6621024, -91.5376487],  [41.661638, -91.5376669],  [41.6614534, -91.5376741],  [41.661287, -91.5379697],  [41.6612827, -91.5386019],  [41.6612785, -91.539224],  [41.6612752, -91.5398954],  [41.6612743, -91.5401201],  [41.6613685, -91.5402133],  [41.6613393, -91.5406654],  [41.6613635, -91.540729],  [41.6613618, -91.5408298],  [41.6613206, -91.5409521],  [41.6612902, -91.5415762],  [41.6612949, -91.5416533],  [41.6612636, -91.5417302],  [41.6612622, -91.5418883],  [41.6612943, -91.5419623],  [41.6613089, -91.5426076],  [41.6613033, -91.5427633],  [41.661271, -91.5427928],  [41.6613083, 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-91.5972878],  [41.7045295, -91.5973663],  [41.7046782, -91.5978029],  [41.7047339, -91.5983066],  [41.7046419, -91.5983917],  [41.704684, -91.5987738],  [41.7049051, -91.5993658],  [41.7051229, -91.5998977],  [41.7052687, -91.6001661],  [41.7056348, -91.6006229],  [41.7059704, -91.6010391],  [41.7060786, -91.6011731],  [41.7061746, -91.6011399],  [41.7062795, -91.6013446],  [41.7063618, -91.6019657],  [41.7063866, -91.6020248],  [41.7065728, -91.6021518],  [41.7066985, -91.6022802],  [41.7067577, -91.6023046],  [41.7069853, -91.6025372],  [41.707012, -91.6026133],  [41.7073899, -91.6029434],  [41.7078083, -91.6033436],  [41.7079563, -91.6035061],  [41.7080606, -91.6040038],  [41.7080916, -91.6045979],  [41.7082732, -91.6048295],  [41.708653, -91.6050055],  [41.7085222, -91.6051836],  [41.7085114, -91.6057932],  [41.7085003, -91.6064225],  [41.7084884, -91.6070988],  [41.7084811, -91.607512],  [41.7085722, -91.6077408],  [41.7088968, -91.60779],  [41.7088657, -91.6078406],  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        "var line_14 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_14);\n",
        "      \n",
        "      var latLngs = [ [41.7040486, -91.6099079],  [41.7040816, -91.6099218],  [41.704123, -91.6100678],  [41.704602, -91.6100777],  [41.7049841, -91.6099608],  [41.7053568, -91.6101385],  [41.7055189, -91.6101356],  [41.705576, -91.6100838],  [41.7060302, -91.6100311],  [41.7064926, -91.6099988],  [41.7069777, -91.6099815],  [41.7074355, -91.6099269],  [41.7079444, -91.6099018],  [41.7081071, -91.6099326],  [41.7083454, -91.6098998],  [41.7084221, -91.6098233],  [41.7084416, -91.609319],  [41.7083908, -91.609253],  [41.7083951, -91.608614],  [41.708395, -91.6083746],  [41.7085134, -91.6084228],  [41.7084781, -91.6083827],  [41.7085376, -91.6083071],  [41.7084871, -91.6083233],  [41.7083937, -91.6082265],  [41.7083181, -91.6085418],  [41.7083661, -91.6082908],  [41.7083607, -91.6080597],  [41.7083268, -91.607954],  [41.7083234, -91.6078604],  [41.7084328, -91.6077632],  [41.7084311, -91.6075727],  [41.708334, -91.6074688],  [41.7083219, -91.6068372],  [41.7083116, -91.6062762], 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        "var line_15 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_15);\n",
        "      \n",
        "      var latLngs = [ [41.6624776, -91.5352044],  [41.6624763, -91.5351919],  [41.6624922, -91.5351113],  [41.6625936, -91.5353193],  [41.6625422, -91.5356813],  [41.6625854, -91.5362087],  [41.6627063, -91.5363218],  [41.6629961, -91.5363088],  [41.6631716, -91.5362684],  [41.6634103, -91.5363628],  [41.6636228, -91.5362718],  [41.6636821, -91.5363397],  [41.6636078, -91.5367904],  [41.6635134, -91.5370562],  [41.6634947, -91.5372164],  [41.6633094, -91.5373193],  [41.6628432, -91.537307],  [41.6625489, -91.5372672],  [41.6618644, -91.5364337],  [41.662257, -91.5369995],  [41.6622722, -91.5370316],  [41.6622949, -91.5370252],  [41.6623269, -91.5369335],  [41.6622181, -91.5367848],  [41.6622521, -91.5369583],  [41.662399, -91.5374515],  [41.6621324, -91.5375021],  [41.6621053, -91.537424],  [41.6618582, -91.5375124],  [41.6618529, -91.5375863],  [41.661754, -91.5375736],  [41.6616691, -91.5376657],  [41.6612987, -91.5376679],  [41.6612847, -91.5383068],  [41.661281, 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        "var line_16 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_16);\n",
        "      \n",
        "      var latLngs = [ [41.7039919, -91.609942],  [41.7038393, -91.6098899],  [41.7039895, -91.6099596],  [41.7040117, -91.610096],  [41.7044892, -91.6100327],  [41.7049607, -91.6099617],  [41.7054319, -91.6100297],  [41.705475, -91.6100121],  [41.7055287, -91.6101074],  [41.7057212, -91.6101013],  [41.7057535, -91.61003],  [41.7062382, -91.6099664],  [41.7064251, -91.6099275],  [41.7066798, -91.6100079],  [41.7066533, -91.6099541],  [41.7068915, -91.6099624],  [41.7069728, -91.6098898],  [41.7074438, -91.6099216],  [41.7079725, -91.6099295],  [41.7083501, -91.6100322],  [41.7084243, -91.6097779],  [41.7084624, -91.6091413],  [41.7084756, -91.609034],  [41.708406, -91.6089559],  [41.708425, -91.6086012],  [41.708404, -91.6085803],  [41.7083563, -91.6079713],  [41.7083374, -91.6073136],  [41.7083399, -91.6066647],  [41.7082752, -91.6062093],  [41.7083004, -91.6055348],  [41.7083341, -91.6050977],  [41.708284, -91.6049593],  [41.7080453, -91.6046634],  [41.7079991, -91.6045232],  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        "var line_17 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_17);\n",
        "      \n",
        "      var latLngs = [ [41.6625938, -91.5352674],  [41.6625239, -91.5357219],  [41.6625178, -91.5359281],  [41.6628881, -91.5359764],  [41.6632179, -91.5357995],  [41.6634396, -91.5359161],  [41.6634794, -91.5360938],  [41.6635007, -91.5365541],  [41.6635599, -91.5367484],  [41.6636347, -91.5371694],  [41.6636369, -91.5375796],  [41.663371, -91.5382892],  [41.6631804, -91.5382635],  [41.6630563, -91.5383547],  [41.6629468, -91.538227],  [41.6629264, -91.5381502],  [41.6628983, -91.538134],  [41.6628015, -91.5380711],  [41.6625448, -91.5379319],  [41.6620542, -91.537908],  [41.6619651, -91.5378678],  [41.6617243, -91.5379317],  [41.6616354, -91.5378906],  [41.6614896, -91.5377518],  [41.6613888, -91.5381548],  [41.6615253, -91.5384028],  [41.6615537, -91.538517],  [41.661529, -91.5386348],  [41.6615426, -91.5387576],  [41.6615012, -91.5388777],  [41.6614644, -91.5392095],  [41.6614211, -91.5393221],  [41.6614085, -91.5394377],  [41.6613574, -91.5395328],  [41.6613364, 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        "var line_18 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_18);\n",
        "      \n",
        "      var latLngs = [ [41.7084044, -91.60996],  [41.7084223, -91.6099442],  [41.7084327, -91.6094226],  [41.7083966, -91.609276],  [41.7084816, -91.6089845],  [41.7084625, -91.6084856],  [41.7084086, -91.6084379],  [41.708436, -91.6083083],  [41.7084524, -91.6083114],  [41.7083926, -91.6082841],  [41.7084213, -91.6083917],  [41.7083413, -91.6079641],  [41.7083392, -91.6076622],  [41.7084311, -91.6075795],  [41.7084304, -91.6074992],  [41.7083234, -91.6074028],  [41.7083174, -91.6073175],  [41.708346, -91.6072074],  [41.7083441, -91.6068194],  [41.7083631, -91.6065084],  [41.7083382, -91.6063192],  [41.7082334, -91.606227],  [41.7082141, -91.6061364],  [41.7082394, -91.6060081],  [41.7082518, -91.6056226],  [41.7083418, -91.6051141],  [41.7082333, -91.6048012],  [41.7081455, -91.6047679],  [41.708099, -91.6046204],  [41.7080206, -91.604563],  [41.7079621, -91.6042915],  [41.7079592, -91.603783],  [41.7078648, -91.6034774],  [41.7078252, -91.6034376],  [41.7077509, -91.6034658], 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        "var line_19 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_19);\n",
        "      \n",
        "      var latLngs = [ [41.7040122, -91.610112],  [41.7039626, -91.6099173],  [41.7039325, -91.6099214],  [41.7039404, -91.609903],  [41.7039318, -91.6101198],  [41.7041718, -91.6102239],  [41.7046363, -91.6100582],  [41.704753, -91.6100822],  [41.7048561, -91.6102382],  [41.7049926, -91.6101769],  [41.7053566, -91.6102034],  [41.7055665, -91.6101793],  [41.7056028, -91.6102167],  [41.706057, -91.6102115],  [41.7060944, -91.6101673],  [41.7061445, -91.6101997],  [41.7062027, -91.610187],  [41.7062419, -91.6100878],  [41.706717, -91.6100753],  [41.7071703, -91.6100633],  [41.7076824, -91.6100498],  [41.7081648, -91.6100371],  [41.7084002, -91.6100196],  [41.708435, -91.609386],  [41.708482, -91.6089816],  [41.7084637, -91.6085196],  [41.7083558, -91.6083722],  [41.7083816, -91.6078256],  [41.7084012, -91.6077433],  [41.7084041, -91.6075933],  [41.7084253, -91.6069302],  [41.7084191, -91.6062444],  [41.708413, -91.6055695],  [41.7084091, -91.6051349],  [41.7083314, -91.6050568],  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        "var line_20 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_20);\n",
        "      \n",
        "      var latLngs = [ [41.7040359, -91.6100893],  [41.7040817, -91.6100768],  [41.7041274, -91.6101884],  [41.7046152, -91.6100504],  [41.7048814, -91.6099661],  [41.705069, -91.6099489],  [41.705104, -91.609909],  [41.7054401, -91.6098957],  [41.7055395, -91.6100011],  [41.7055948, -91.60999],  [41.7056583, -91.6100322],  [41.7058873, -91.6099974],  [41.7061125, -91.6100285],  [41.7065972, -91.6099541],  [41.7066616, -91.6099333],  [41.7066129, -91.6096976],  [41.7067212, -91.6097465],  [41.7067897, -91.6098215],  [41.7068358, -91.6099606],  [41.7069297, -91.6099881],  [41.7069495, -91.6100283],  [41.7071361, -91.610067],  [41.7074115, -91.610046],  [41.7077233, -91.6100582],  [41.7077868, -91.6100026],  [41.7081016, -91.6100097],  [41.7084231, -91.6100303],  [41.7084326, -91.6094149],  [41.7084815, -91.6089859],  [41.7084857, -91.6083683],  [41.7084636, -91.608371],  [41.708458, -91.6083284],  [41.7084758, -91.6083229],  [41.708417, -91.6083842],  [41.7083024, -91.6078007],  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        "var line_21 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_21);\n",
        "      \n",
        "      var latLngs = [ [41.7040309, -91.6102055],  [41.7039363, -91.6101105],  [41.7038454, -91.6099183],  [41.7040475, -91.6099957],  [41.7040487, -91.610064],  [41.7040629, -91.6100477],  [41.7040957, -91.6101463],  [41.7042645, -91.6101703],  [41.704534, -91.6101231],  [41.7050005, -91.6101301],  [41.7053947, -91.6101123],  [41.7054516, -91.6099407],  [41.7059317, -91.6099058],  [41.7062008, -91.609974],  [41.7062604, -91.6100873],  [41.7066777, -91.6100763],  [41.7067362, -91.6100172],  [41.7072255, -91.6099924],  [41.7077097, -91.6100491],  [41.7082341, -91.6100353],  [41.7084249, -91.6100302],  [41.7084319, -91.609427],  [41.7084822, -91.6089802],  [41.7084094, -91.6088452],  [41.7084534, -91.6086787],  [41.7084165, -91.6084674],  [41.7084243, -91.6083617],  [41.7083912, -91.608268],  [41.708352, -91.6078641],  [41.7083587, -91.6077522],  [41.7083265, -91.6076567],  [41.708326, -91.6069993],  [41.7083461, -91.6063935],  [41.7083552, -91.60618],  [41.7084177, -91.606087],  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        "var line_22 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_22);\n",
        "      \n",
        "      var latLngs = [ [41.6623876, -91.5356115],  [41.6624474, -91.5355907],  [41.66254, -91.5355243],  [41.6625843, -91.5355506],  [41.6625489, -91.5355262],  [41.6624778, -91.5355944],  [41.6624935, -91.5357922],  [41.6626208, -91.5355288],  [41.6626187, -91.5364023],  [41.6628475, -91.5363741],  [41.6627157, -91.536091],  [41.6629928, -91.535874],  [41.6629159, -91.5361285],  [41.6629884, -91.5360375],  [41.6630981, -91.5360667],  [41.6630835, -91.5361833],  [41.66356, -91.5364347],  [41.663621, -91.5364408],  [41.6640406, -91.5359486],  [41.6639811, -91.535757],  [41.6639486, -91.5362143],  [41.663798, -91.5368259],  [41.6624207, -91.5379239],  [41.6627171, -91.5378849],  [41.6625764, -91.5379736],  [41.6627221, -91.5373658],  [41.6624901, -91.5379393],  [41.6623318, -91.5376397],  [41.6620682, -91.5382019],  [41.6619732, -91.5378646],  [41.6619988, -91.53764],  [41.6618566, -91.5376646],  [41.6617693, -91.5376017],  [41.6618559, -91.538149],  [41.6618112, -91.5381298],  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 [41.7041922, -91.6101698],  [41.7041602, -91.6098432],  [41.7041602, -91.6098432], ];\n",
        "var line_23 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_23);\n",
        "      \n",
        "      var latLngs = [ [41.663074, -91.5437207],  [41.6630964, -91.5437108],  [41.6631357, -91.543694],  [41.6629593, -91.543311],  [41.6630381, -91.5434088],  [41.663244, -91.5433826],  [41.6633507, -91.5435601],  [41.6631401, -91.5436286],  [41.6630037, -91.5437892],  [41.6628385, -91.5442772],  [41.6627633, -91.5443354],  [41.6628144, -91.5443968],  [41.6625849, -91.5444253],  [41.6625972, -91.5446333],  [41.6625465, -91.5446504],  [41.6626709, -91.5448152],  [41.6627189, -91.5449197],  [41.6628785, -91.5450056],  [41.6628744, -91.5452045],  [41.6627875, -91.5451645],  [41.66294, -91.545271],  [41.6631554, -91.5455143],  [41.6631661, -91.5455882],  [41.6631279, -91.5457943],  [41.6633612, -91.545862],  [41.6633357, -91.5459275],  [41.6633475, -91.5460455],  [41.6632507, -91.5462275],  [41.6631241, -91.5463818],  [41.6630641, -91.5465647],  [41.6632369, -91.5468111],  [41.6631123, -91.5472581],  [41.6628818, -91.5479042],  [41.6626404, -91.5485795],  [41.662534, -91.5490697], 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        "var line_24 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_24);\n",
        "      \n",
        "      var latLngs = [ [41.7039846, -91.60992],  [41.7039514, -91.6099173],  [41.7038849, -91.6099902],  [41.7039777, -91.6101219],  [41.7044279, -91.6100965],  [41.7048191, -91.6100504],  [41.7050264, -91.6100112],  [41.7052655, -91.610146],  [41.7057288, -91.6101013],  [41.7061961, -91.610089],  [41.7066546, -91.6100769],  [41.7066133, -91.610078],  [41.7066436, -91.6100004],  [41.7069254, -91.610025],  [41.707071, -91.610097],  [41.7075343, -91.6101799],  [41.707571, -91.6100527],  [41.7080243, -91.6100408],  [41.7084137, -91.6100134],  [41.7084395, -91.6093407],  [41.7084818, -91.6089833],  [41.7084724, -91.6087659],  [41.7084079, -91.608722],  [41.7083794, -91.6083908],  [41.7083462, -91.6077777],  [41.7083483, -91.6073122],  [41.7082912, -91.6066811],  [41.708309, -91.6061006],  [41.7083347, -91.6060182],  [41.708298, -91.6058496],  [41.7083004, -91.6056768],  [41.7084129, -91.6055572],  [41.7084079, -91.6050048],  [41.7080616, -91.6046049],  [41.7080516, -91.604215],  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        "var line_25 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_25);\n",
        "      \n",
        "      var latLngs = [ [41.6627381, -91.5353142],  [41.6627282, -91.5353869],  [41.6626534, -91.5354813],  [41.6626413, -91.5355375],  [41.6626718, -91.535693],  [41.6625946, -91.5360719],  [41.6625257, -91.5360961],  [41.6627482, -91.5360471],  [41.6632332, -91.5359891],  [41.6636025, -91.5360591],  [41.663651, -91.5361106],  [41.6637733, -91.5363726],  [41.6637492, -91.5370891],  [41.6637395, -91.537238],  [41.6636358, -91.5373884],  [41.6636369, -91.5375808],  [41.6632776, -91.5375979],  [41.6631768, -91.5377789],  [41.662794, -91.537797],  [41.6627152, -91.5378238],  [41.6625954, -91.5376288],  [41.6623135, -91.5376404],  [41.6622365, -91.537818],  [41.66184, -91.5377844],  [41.6617793, -91.5376614],  [41.661337, -91.5376694],  [41.6612846, -91.5383135],  [41.6612826, -91.5386226],  [41.6613373, -91.5387194],  [41.6613259, -91.5394099],  [41.6613529, -91.539629],  [41.661394, -91.5397579],  [41.6612975, -91.5398085],  [41.6613329, -91.5399273],  [41.6612748, -91.5400002],  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-91.6096764], ];\n",
        "var line_26 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_26);\n",
        "      \n",
        "      var latLngs = [ [41.7039774, -91.6099781],  [41.7039285, -91.609997],  [41.7039103, -91.609974],  [41.7040023, -91.6099496],  [41.7039864, -91.6101112],  [41.7041666, -91.6099353],  [41.7040814, -91.6099815],  [41.7041629, -91.6100914],  [41.7042139, -91.6099789],  [41.7041589, -91.6099592],  [41.704106, -91.6100735],  [41.7041776, -91.6101017],  [41.7041652, -91.6101208],  [41.7041625, -91.6100997],  [41.704638, -91.6100577],  [41.7050572, -91.6100471],  [41.7051781, -91.6100955],  [41.7055659, -91.6100497],  [41.7060519, -91.6100766],  [41.7065236, -91.6100544],  [41.7065984, -91.6100275],  [41.7067565, -91.6100217],  [41.7068596, -91.6099864],  [41.7073665, -91.6100394],  [41.7074869, -91.6100345],  [41.7078706, -91.6100691],  [41.7083446, -91.6100323],  [41.7084063, -91.6100115],  [41.7084345, -91.6093973],  [41.7084821, -91.6089806],  [41.7084661, -91.6085902],  [41.7083936, -91.6085431],  [41.7084167, -91.6080284],  [41.708391, -91.6079499],  [41.7084363, 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        "var line_27 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_27);\n",
        "      \n",
        "      var latLngs = [ [41.6624886, -91.5351748],  [41.6625381, -91.5351965],  [41.6626389, -91.5351566],  [41.6626802, -91.535377],  [41.6625492, -91.5355329],  [41.6625415, -91.5355885],  [41.6625842, -91.5356154],  [41.6625729, -91.5358454],  [41.6630363, -91.5358434],  [41.6633909, -91.5359048],  [41.6635057, -91.5364115],  [41.6634618, -91.5368098],  [41.6634707, -91.5369277],  [41.6636341, -91.5370634],  [41.6636368, -91.5375719],  [41.6633681, -91.5376851],  [41.6633762, -91.5377117],  [41.6633439, -91.5376918],  [41.6628861, -91.5377167],  [41.6628137, -91.5376189],  [41.6626937, -91.5376244],  [41.6626569, -91.5378068],  [41.662577, -91.5377444],  [41.6622923, -91.5377564],  [41.6619365, -91.5378307],  [41.6616672, -91.5377988],  [41.6616226, -91.5376675],  [41.6614762, -91.5376732],  [41.6613692, -91.5378666],  [41.6613573, -91.5382759],  [41.6612843, -91.5383676],  [41.6612828, -91.5385887],  [41.6613835, -91.5386925],  [41.6613405, -91.5393622],  [41.6613011, 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        "var line_28 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_28);\n",
        "      \n",
        "      var latLngs = [ [41.70394, -91.6101183],  [41.7041107, -91.6100596],  [41.7040454, -91.6099482],  [41.7039747, -91.6100165],  [41.7039188, -91.610026],  [41.7039173, -91.6100851],  [41.7040644, -91.6101835],  [41.7045152, -91.6101232],  [41.7047509, -91.6100548],  [41.7052068, -91.6101314],  [41.7053945, -91.6101643],  [41.7055782, -91.6100695],  [41.7056659, -91.6100629],  [41.7057243, -91.610011],  [41.7059097, -91.6100167],  [41.706365, -91.6099082],  [41.7068285, -91.6099634],  [41.7072835, -91.6099909],  [41.7077559, -91.6100043],  [41.7079243, -91.610042],  [41.7083931, -91.6100311],  [41.7084193, -91.6100141],  [41.708426, -91.6095519],  [41.7083623, -91.6094725],  [41.7083809, -91.608814],  [41.7083969, -91.6083513],  [41.7083295, -91.6080721],  [41.7083053, -91.607665],  [41.7084311, -91.6075783],  [41.7084296, -91.607404],  [41.708326, -91.6073246],  [41.7082994, -91.6066735],  [41.7082709, -91.6060701],  [41.7082858, -91.6054375],  [41.7083043, -91.604964],  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        "var line_29 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_29);\n",
        "      \n",
        "      var latLngs = [ [41.7039941, -91.6099641],  [41.704013, -91.6099409],  [41.7041037, -91.6098984],  [41.7041915, -91.6100788],  [41.7043528, -91.610097],  [41.7044365, -91.6101254],  [41.7044947, -91.6100984],  [41.7049576, -91.6100603],  [41.7054298, -91.6100846],  [41.7058474, -91.6100366],  [41.7063216, -91.6100695],  [41.7063679, -91.6097645],  [41.7065195, -91.6100805],  [41.706789, -91.6100744],  [41.7069332, -91.6100079],  [41.7074413, -91.6100562],  [41.7079321, -91.6100432],  [41.7083712, -91.6100187],  [41.7084246, -91.6098579],  [41.7084521, -91.6092285],  [41.7084816, -91.6089845],  [41.7084599, -91.6084094],  [41.7084198, -91.6083467],  [41.7084289, -91.6082731],  [41.7083922, -91.6083202],  [41.708344, -91.6079577],  [41.7083019, -91.607796],  [41.7084322, -91.6076945],  [41.708426, -91.6070111],  [41.7084204, -91.6063833],  [41.7084142, -91.605705],  [41.7084083, -91.6050499],  [41.7084076, -91.6049725],  [41.7081237, -91.6046702],  [41.7080607, 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        "var line_30 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_30);\n",
        "      \n",
        "      var latLngs = [ [41.6626173, -91.5355986],  [41.6626275, -91.535619],  [41.6626432, -91.5355932],  [41.6625957, -91.5358123],  [41.6626407, -91.535977],  [41.6626922, -91.5360024],  [41.6627321, -91.5359515],  [41.6628146, -91.5359569],  [41.6628447, -91.5359175],  [41.6628354, -91.535892],  [41.6628562, -91.5358738],  [41.6628196, -91.5355291],  [41.6628811, -91.5355477],  [41.662963, -91.5357612],  [41.663033, -91.5358062],  [41.6630847, -91.5358001],  [41.6633621, -91.5358874],  [41.6634445, -91.5358429],  [41.6635567, -91.5359061],  [41.6635717, -91.5358531],  [41.6636803, -91.5358843],  [41.6637428, -91.5361653],  [41.6637383, -91.5366085],  [41.6637779, -91.5367736],  [41.6637564, -91.5373128],  [41.6636363, -91.5374686],  [41.6636369, -91.5375765],  [41.6635107, -91.5377204],  [41.6630785, -91.5377371],  [41.6627033, -91.5378227],  [41.6626347, -91.5376271],  [41.6621532, -91.5376467],  [41.661661, -91.537666],  [41.6613635, -91.5376705],  [41.6612873, 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        "var line_31 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_31);\n",
        "      \n",
        "      var latLngs = [ [41.7039557, -91.6099227],  [41.7039713, -91.6100553],  [41.7040753, -91.610153],  [41.7041698, -91.6101502],  [41.7043797, -91.6099738],  [41.7045993, -91.6099781],  [41.7047111, -91.6100399],  [41.7052058, -91.6100223],  [41.7055065, -91.6100172],  [41.705546, -91.6099792],  [41.706016, -91.6099739],  [41.706481, -91.6099712],  [41.7066844, -91.6099675],  [41.7071767, -91.6099842],  [41.7076876, -91.6099618],  [41.7081684, -91.6099404],  [41.7083392, -91.6099774],  [41.7084286, -91.609909],  [41.7084514, -91.6092348],  [41.7084234, -91.6089427],  [41.7084234, -91.608321],  [41.7084067, -91.6083343],  [41.7083546, -91.6080575],  [41.7083552, -91.607411],  [41.7083493, -91.6067671],  [41.7082952, -91.6061109],  [41.7082671, -91.605477],  [41.7083084, -91.6050801],  [41.7082848, -91.6049086],  [41.7082265, -91.604857],  [41.7081347, -91.6048267],  [41.7080587, -91.6046882],  [41.7080235, -91.6044048],  [41.7079835, -91.6037778],  [41.7079551, -91.603596],  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        "var line_32 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_32);\n",
        "      \n",
        "      var latLngs = [ [41.7039678, -91.6098498],  [41.7039711, -91.6099111],  [41.7039691, -91.6098836],  [41.7039945, -91.6099074],  [41.7039251, -91.6099926],  [41.7040545, -91.6101248],  [41.7045424, -91.610048],  [41.7047313, -91.6100399],  [41.7047462, -91.6099788],  [41.7052219, -91.6100173],  [41.7054599, -91.609993],  [41.7055196, -91.6099571],  [41.7060146, -91.6099298],  [41.706449, -91.6099084],  [41.7065528, -91.6099303],  [41.7070546, -91.6099173],  [41.7072388, -91.6098942],  [41.70732, -91.6097932],  [41.7074065, -91.6098245],  [41.7075191, -91.6097959],  [41.7079684, -91.609868],  [41.7081129, -91.609928],  [41.7083667, -91.6098333],  [41.708381, -91.6091834],  [41.7083981, -91.6085714],  [41.708375, -91.6079637],  [41.7083125, -91.6074194],  [41.708296, -91.6067482],  [41.7082975, -91.6061216],  [41.7083089, -91.6055114],  [41.7083623, -91.6051394],  [41.7083079, -91.6049266],  [41.7082134, -91.6048934],  [41.7079452, -91.6045802],  [41.7080342, -91.604402],  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        "var line_33 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_33);\n",
        "      \n",
        "      var latLngs = [ [41.7040283, -91.6099613],  [41.7040351, -91.6099792],  [41.7040113, -91.6101145],  [41.7041966, -91.6102409],  [41.7046542, -91.6101182],  [41.7050511, -91.609998],  [41.7052363, -91.6100397],  [41.7053057, -91.6100928],  [41.7053289, -91.6100381],  [41.7056311, -91.6100396],  [41.7056632, -91.6099942],  [41.7058924, -91.6099476],  [41.7060457, -91.6099641],  [41.7061189, -91.6098812],  [41.7065949, -91.6098593],  [41.7066845, -91.6098676],  [41.7068231, -91.6099202],  [41.7069121, -91.6098805],  [41.7074059, -91.6099477],  [41.7075049, -91.6100545],  [41.7079891, -91.6100417],  [41.7083924, -91.6100311],  [41.7083765, -91.6100136],  [41.7084244, -91.609807],  [41.7084565, -91.6091927],  [41.7084817, -91.608984],  [41.7084631, -91.608501],  [41.7083889, -91.6084625],  [41.7083799, -91.6083584],  [41.7086407, -91.6082682],  [41.708593, -91.6080721],  [41.7086281, -91.6078227],  [41.7086187, -91.6072009],  [41.7085949, -91.6065942],  [41.7085861, 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-91.5465193],  [41.6631735, -91.5464052],  [41.6631045, -91.5463174],  [41.6632281, -91.5457285],  [41.6632323, -91.545105],  [41.6632353, -91.5444958],  [41.6632059, -91.5442599],  [41.6631395, -91.5441032],  [41.663297, -91.5439616],  [41.6631742, -91.5436861],  [41.6629591, -91.5435532],  [41.6624769, -91.5435977],  [41.6620098, -91.5436654],  [41.6617136, -91.5436806],  [41.6615, -91.5434839],  [41.6613376, -91.5431557],  [41.6611726, -91.5431504],  [41.6611459, -91.5427656],  [41.6611933, -91.5426242],  [41.6611587, -91.5420117],  [41.6612616, -91.541953],  [41.6612666, -91.5413504],  [41.661272, -91.5406664],  [41.6612732, -91.5403777],  [41.6611995, -91.54027],  [41.6612392, -91.5396163],  [41.6612803, -91.5389582],  [41.6612845, -91.5383394],  [41.6612903, -91.5376687],  [41.6617367, -91.537663],  [41.6618147, -91.5375884],  [41.6619574, -91.5376007],  [41.6621849, -91.5376635],  [41.6622045, -91.5376269],  [41.6625112, -91.5376326],  [41.6625571, -91.5375887],  [41.6625681, -91.5369575],  [41.6624579, -91.5364305],  [41.662305, -91.5362816],  [41.6623275, -91.5361744],  [41.6625132, -91.535856],  [41.6625615, -91.5354768],  [41.6625281, -91.5353389],  [41.6625124, -91.5353955],  [41.6625124, -91.5353955], ];\n",
        "var line_34 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_34);\n",
        "      \n",
        "      var latLngs = [ [41.7040575, -91.6098652],  [41.7040458, -91.6098914],  [41.7041464, -91.6100055],  [41.704605, -91.6100194],  [41.7048139, -91.6099665],  [41.7048837, -91.6100053],  [41.7051488, -91.6099888],  [41.7053393, -91.6100056],  [41.7055568, -91.6099545],  [41.7060133, -91.6099706],  [41.7062509, -91.6099904],  [41.706363, -91.609968],  [41.7067113, -91.6099954],  [41.7071871, -91.6099318],  [41.7076475, -91.6099222],  [41.7081214, -91.6099144],  [41.7081861, -91.6099313],  [41.7082517, -91.6100348],  [41.7083604, -91.6100319],  [41.7084246, -91.6096489],  [41.7084029, -91.6095044],  [41.7083986, -91.6089254],  [41.7084301, -91.608539],  [41.7083418, -91.6078691],  [41.7083364, -91.6076921],  [41.7083819, -91.6074796],  [41.7084293, -91.6073754],  [41.7083731, -91.6070752],  [41.7082308, -91.6068828],  [41.7082398, -91.6068248],  [41.7082152, -91.6067453],  [41.708262, -91.6066855],  [41.7083236, -91.6060791],  [41.7082783, -91.6054257],  [41.7082635, 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-91.5356347],  [41.6626161, -91.5352964],  [41.6626161, -91.5352964], ];\n",
        "var line_35 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_35);\n",
        "      \n",
        "      var latLngs = [ [41.662636, -91.5352458],  [41.6626817, -91.53528],  [41.6627418, -91.5354308],  [41.6627362, -91.5354895],  [41.6627743, -91.5355323],  [41.6627231, -91.5357142],  [41.6625989, -91.5356798],  [41.6629061, -91.5357086],  [41.6631897, -91.5358546],  [41.6633624, -91.5358423],  [41.6634852, -91.5358965],  [41.6636346, -91.5361385],  [41.6636092, -91.5362226],  [41.6637674, -91.536665],  [41.6636323, -91.5368174],  [41.6636363, -91.5374684],  [41.6636368, -91.5375599],  [41.663168, -91.5376029],  [41.6626547, -91.5376261],  [41.6621634, -91.5376463],  [41.6616956, -91.5376646],  [41.6614821, -91.537673],  [41.6613871, -91.5380486],  [41.6613897, -91.5381258],  [41.6612851, -91.5382477],  [41.6612807, -91.5388992],  [41.6612767, -91.5395353],  [41.661274, -91.5401925],  [41.6612707, -91.5408345],  [41.6612658, -91.5414513],  [41.6612604, -91.5420691],  [41.6612526, -91.5426031],  [41.6613687, -91.5426765],  [41.6614487, -91.5432342],  [41.6614976, 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        "var line_36 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_36);\n",
        "      \n",
        "      var latLngs = [ [41.7041465, -91.6099498],  [41.7040748, -91.6099717],  [41.7040915, -91.6099553],  [41.7040437, -91.6100151],  [41.704054, -91.6101585],  [41.7041441, -91.610226],  [41.7042683, -91.6102117],  [41.7043508, -91.6101652],  [41.7045348, -91.6101555],  [41.7045892, -91.6101879],  [41.7049342, -91.6101419],  [41.7052371, -91.610179],  [41.7057265, -91.6101013],  [41.7062225, -91.6100883],  [41.7067055, -91.6100756],  [41.7072134, -91.6100622],  [41.7072844, -91.6100956],  [41.7077423, -91.6100576],  [41.7081216, -91.6100582],  [41.7084038, -91.6100308],  [41.7084386, -91.6093513],  [41.708482, -91.6089819],  [41.7084735, -91.6087919],  [41.7084412, -91.6087461],  [41.7083962, -91.6081699],  [41.7083861, -91.6078045],  [41.7084324, -91.6077231],  [41.7084308, -91.6075427],  [41.7082955, -91.6074516],  [41.7082686, -91.6073459],  [41.7083086, -91.6067232],  [41.708289, -91.6063207],  [41.7083102, -91.6062215],  [41.7083138, -91.6059412],  [41.7082813, 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        "var line_37 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_37);\n",
        "      \n",
        "      var latLngs = [ [41.662601, -91.5354265],  [41.6626255, -91.5354149],  [41.6624744, -91.5359196],  [41.6625188, -91.535943],  [41.6627582, -91.5358149],  [41.6630737, -91.5357336],  [41.6634918, -91.5360191],  [41.663604, -91.5361285],  [41.6636284, -91.536185],  [41.663684, -91.5368135],  [41.6636329, -91.5368432],  [41.6636336, -91.5369798],  [41.6636094, -91.5369717],  [41.6634479, -91.5375902],  [41.6629666, -91.537612],  [41.6625144, -91.5376325],  [41.6620574, -91.5376504],  [41.6616044, -91.5376682],  [41.6614585, -91.5376739],  [41.6612877, -91.5378636],  [41.6612836, -91.5384671],  [41.6612823, -91.538656],  [41.6615192, -91.5387571],  [41.6615199, -91.5392245],  [41.6614506, -91.5397181],  [41.6614798, -91.5403366],  [41.6614191, -91.5409455],  [41.6613846, -91.5416296],  [41.6613735, -91.5419702],  [41.6613327, -91.5419903],  [41.6613381, -91.5419487],  [41.6613561, -91.5419984],  [41.6613883, -91.5419408],  [41.6614681, -91.5423299],  [41.6614665, 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        "var line_38 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_38);\n",
        "      \n",
        "      var latLngs = [ [41.7039962, -91.6100457],  [41.7039962, -91.6100457],  [41.7040334, -91.6101609],  [41.7040938, -91.609934],  [41.7040317, -91.609954],  [41.7040563, -91.6101411],  [41.704126, -91.6101828],  [41.7045884, -91.61011],  [41.7046843, -91.6101445],  [41.7047221, -91.6100947],  [41.7051796, -91.6100865],  [41.7056736, -91.6100219],  [41.7059452, -91.6100541],  [41.705987, -91.6100105],  [41.7064516, -91.6100218],  [41.7069364, -91.6100122],  [41.7069942, -91.6100045],  [41.7070601, -91.6100662],  [41.7075452, -91.6100534],  [41.7080274, -91.6100407],  [41.7080908, -91.6099602],  [41.708324, -91.6099514],  [41.7084045, -91.609855],  [41.7083939, -91.609795],  [41.7084528, -91.609223],  [41.7083988, -91.6090631],  [41.7084021, -91.6084355],  [41.7083616, -91.6077909],  [41.7083567, -91.6071299],  [41.7083485, -91.606505],  [41.7083188, -91.605977],  [41.7083221, -91.6053396],  [41.7083282, -91.6050139],  [41.7081294, -91.6048124],  [41.708059, -91.6046837],  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        "var line_39 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_39);\n",
        "      \n",
        "      var latLngs = [ [41.6625468, -91.5351888],  [41.6625278, -91.5351837],  [41.6626151, -91.5352732],  [41.6625619, -91.5359175],  [41.6626479, -91.5360577],  [41.6631094, -91.5360861],  [41.6635684, -91.5360418],  [41.663632, -91.5361265],  [41.6637282, -91.5364823],  [41.6636942, -91.5370126],  [41.6636343, -91.537111],  [41.663626, -91.5375914],  [41.663133, -91.5376045],  [41.662588, -91.5376292],  [41.6620989, -91.5376488],  [41.6616427, -91.5376667],  [41.6612941, -91.5376677],  [41.6612849, -91.5382778],  [41.6612805, -91.5389355],  [41.6612766, -91.539555],  [41.6612739, -91.5402233],  [41.6612707, -91.5408309],  [41.6612659, -91.5414419],  [41.6612604, -91.5420693],  [41.6612568, -91.5422633],  [41.6613412, -91.5423336],  [41.6613378, -91.5429609],  [41.6614373, -91.543267],  [41.6618142, -91.5436124],  [41.6622723, -91.5435445],  [41.6627408, -91.543569],  [41.6630105, -91.5436034],  [41.6630527, -91.5436788],  [41.663136, -91.543646],  [41.663289, -91.5439225],  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        "var line_40 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_40);\n",
        "      \n",
        "      var latLngs = [ [41.7039874, -91.6099311],  [41.7039845, -91.6099088],  [41.7039647, -91.609881],  [41.7040545, -91.6100852],  [41.7045137, -91.6100562],  [41.7049958, -91.6100482],  [41.7054137, -91.6101382],  [41.7054665, -91.6100751],  [41.7055695, -91.6100603],  [41.7060729, -91.6100922],  [41.7065494, -91.6100797],  [41.7070416, -91.6100667],  [41.7075013, -91.6100546],  [41.7079594, -91.6100425],  [41.7083679, -91.6100317],  [41.7084244, -91.6098191],  [41.7084573, -91.6091855],  [41.708482, -91.6089813],  [41.7084564, -91.6083046],  [41.7084513, -91.6081551],  [41.7083753, -91.6080892],  [41.7084306, -91.6075198],  [41.7083573, -91.6074327],  [41.7083099, -91.6067198],  [41.7082658, -91.6060853],  [41.7084166, -91.6059669],  [41.7084108, -91.6053275],  [41.7084073, -91.6049365],  [41.7081279, -91.6046757],  [41.7080792, -91.6045453],  [41.7080498, -91.6039059],  [41.7079762, -91.6035441],  [41.7075769, -91.6031111],  [41.7071699, -91.6027512],  [41.7067762, 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        "var line_41 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_41);\n",
        "      \n",
        "      var latLngs = [ [41.6628739, -91.5351114],  [41.6628152, -91.5350877],  [41.662782, -91.5353596],  [41.6627176, -91.5355299],  [41.6626893, -91.5359926],  [41.662968, -91.5360101],  [41.6632297, -91.5357365],  [41.6634131, -91.535497],  [41.663651, -91.5354666],  [41.6635951, -91.5356362],  [41.6636426, -91.5356419],  [41.663537, -91.5356668],  [41.6635821, -91.5358707],  [41.6636505, -91.5359418],  [41.6637408, -91.5363559],  [41.6635534, -91.5369593],  [41.6635023, -91.5370846],  [41.6635129, -91.5375078],  [41.6634813, -91.5376131],  [41.6634351, -91.5376172],  [41.6634008, -91.5376934],  [41.6628144, -91.5376586],  [41.6628698, -91.5377282],  [41.6628025, -91.5377138],  [41.6626126, -91.5377649],  [41.6626031, -91.5378115],  [41.6625365, -91.5378538],  [41.6622218, -91.5378289],  [41.6617581, -91.5379539],  [41.6615464, -91.5379751],  [41.6615144, -91.5382821],  [41.6614804, -91.5383795],  [41.6614774, -91.5384942],  [41.6612826, -91.5386162],  [41.6612782, 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        "var line_42 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_42);\n",
        "      \n",
        "      var latLngs = [ [41.7040185, -91.6098567],  [41.7040247, -91.6098774],  [41.7040617, -91.6098611],  [41.704097, -91.6100858],  [41.7044743, -91.6100461],  [41.7047787, -91.6098716],  [41.7049737, -91.6099166],  [41.7050227, -91.6098694],  [41.7051545, -91.6098862],  [41.7052711, -91.6099434],  [41.7057657, -91.6099556],  [41.7059239, -91.6099811],  [41.7061382, -91.6099622],  [41.7062995, -91.6099874],  [41.7063511, -91.6100849],  [41.706822, -91.6100725],  [41.7073366, -91.6100589],  [41.7078121, -91.6100464],  [41.7082628, -91.6100345],  [41.7084253, -91.6100168],  [41.7084375, -91.6093639],  [41.7084486, -91.6092576],  [41.7084967, -91.609175],  [41.7085109, -91.6089928],  [41.7084932, -91.608887],  [41.7082933, -91.60885],  [41.7083414, -91.6084017],  [41.7083968, -91.6082379],  [41.7083576, -91.607709],  [41.7084316, -91.6076349],  [41.7084309, -91.6075469],  [41.7083278, -91.6074547],  [41.7082756, -91.6071335],  [41.7082711, -91.6064798],  [41.7084203, 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        "var line_43 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_43);\n",
        "      \n",
        "      var latLngs = [ [41.6624577, -91.5359136],  [41.6625259, -91.5361264],  [41.6626365, -91.5361493],  [41.662947, -91.536015],  [41.6630981, -91.5360469],  [41.6632717, -91.536049],  [41.6633192, -91.5360133],  [41.6635151, -91.5359684],  [41.6636067, -91.5363333],  [41.6636182, -91.5366916],  [41.6636942, -91.5369752],  [41.6638058, -91.5371289],  [41.6636356, -91.5373516],  [41.6636369, -91.5375803],  [41.6631359, -91.5376043],  [41.6626856, -91.5376247],  [41.6622065, -91.5376446],  [41.6617234, -91.5376635],  [41.6613336, -91.5376693],  [41.6612845, -91.5383312],  [41.6612799, -91.5390273],  [41.6612759, -91.5397243],  [41.661273, -91.540424],  [41.661269, -91.5410438],  [41.6612636, -91.5417248],  [41.6612487, -91.5420895],  [41.6611003, -91.5422215],  [41.6612291, -91.5424594],  [41.6612586, -91.5425906],  [41.6612302, -91.5426294],  [41.6612095, -91.5428262],  [41.6612619, -91.5430577],  [41.6612906, -91.5430981],  [41.6612617, -91.5432043],  [41.6613632, 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        "var line_44 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_44);\n",
        "      \n",
        "      var latLngs = [ [41.7039333, -91.6097588],  [41.7039618, -91.6098075],  [41.703991, -91.6099758],  [41.704204, -91.6101747],  [41.7043467, -91.6104622],  [41.7046176, -91.6103246],  [41.7048263, -91.6103556],  [41.705111, -91.6102409],  [41.7051364, -91.6102995],  [41.7051876, -91.6103015],  [41.7054325, -91.6101996],  [41.7056191, -91.6102991],  [41.7056651, -91.6102577],  [41.7059714, -91.6102633],  [41.7060234, -91.6102026],  [41.7060594, -91.6102282],  [41.7062024, -91.6102097],  [41.706248, -91.6102286],  [41.706456, -91.6101452],  [41.7065287, -91.6101566],  [41.7067209, -91.6099964],  [41.7066575, -91.6100523],  [41.707149, -91.6099846],  [41.7073763, -91.609988],  [41.7074278, -91.6100565],  [41.7078838, -91.6100445],  [41.7081013, -91.6100388],  [41.7081648, -91.6100783],  [41.7082319, -91.6100815],  [41.7083982, -91.6099955],  [41.7084519, -91.6098485],  [41.7084243, -91.6097902],  [41.708458, -91.6091802],  [41.7084796, -91.6090017],  [41.7084581, 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[41.6625862, -91.5352578], ];\n",
        "var line_45 = L.polyline(latLngs,{\n",
        "color: '#111',\n",
        "weight: 1,\n",
        "opacity: 0.3,\n",
        "});\n",
        "      map.addLayer(line_45);\n",
        "      \n",
        "\n",
        "      \n",
        "\n",
        "      \n",
        "\n",
        "   </script>\n",
        "\n",
        "</body>\" style=\"width: 100%; height: 510px; border: none\"></iframe>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "<IPython.core.display.HTML object>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "You can barely make out that I changed my path partway through the year to take Old Hospital Road instead of the North Ridge Trail (North boundry of my path).\n",
      "\n",
      "Folium is cool; you should check it out (really, just use anything made by [Rob](https://github.com/wrobstory/))."
     ]
    }
   ],
   "metadata": {}
  }
 ]
}