Monitoring road condition with smartphone accelerometer.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Monitoring road condition with smartphone accelerometer and gps."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I have a bluetooth OBD2 adapter connected to my car (a 2002 Citroen C3) from which I can extract driving data (using my Android and Torque app). This has allowed me to do several analysis on how to drive my car more efficientely (e.g. for better mileage). It logs data from lots of different sensors and I've been thinking about some useful to use most of them. One of these sensors is the smartphones accelerometer. While I drive I put my smartphone in a windshield holder which is sufficientely flexible to allow my smartphone to oscillate - and although it is always oscillating, I noticed it usually shakes pretty badly when road conditions are equally bad. \n",
    "\n",
    "Since the Torque application also logs GPS position, I can spacially map where the biggest oscillations happen, thus perhaps I could gather more information on the road state, whether it is in a generally bad conditions or if it has pot holes. This information is useful since several government programs now allow citizens to report such problems. With this approach one would just need to drive around ( given some specific conditions, such as a fixed smartphone position) to gather large arrays of data on road quality. Some data analytics and prediction would make this probably an effective, low cost method.\n",
    "\n",
    "The log I'll use was recorded in a 8km/10min drive around my home, where I'd say the road condition was overall ok but I went through some pretty rough spots. Lets see check if I can detect them solely with my smartphone sensors.\n",
    "\n",
    "I didn't know back then, but there was already some [research](http://www.sciencedirect.com/science/article/pii/S1877042814000585) on this.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "sns.set_context('talk')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"file:///home/hypathia/Desktop/trackLog-2017-Feb-15_15-32-50.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.6/site-packages/ipykernel/__main__.py:3: FutureWarning: convert_objects is deprecated.  Use the data-type specific converters pd.to_datetime, pd.to_timedelta and pd.to_numeric.\n",
      "  app.launch_new_instance()\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GPS Time</th>\n",
       "      <th>Device Time</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>GPS Speed (Meters/second)</th>\n",
       "      <th>Horizontal Dilution of Precision</th>\n",
       "      <th>Altitude</th>\n",
       "      <th>Bearing</th>\n",
       "      <th>G(x)</th>\n",
       "      <th>G(y)</th>\n",
       "      <th>G(z)</th>\n",
       "      <th>G(calibrated)</th>\n",
       "      <th>Speed (OBD)(km/h)</th>\n",
       "      <th>Throttle Position(Manifold)(%)</th>\n",
       "      <th>Engine RPM(rpm)</th>\n",
       "      <th>Intake Air Temperature(°C)</th>\n",
       "      <th>Litres Per 100 Kilometer(Instant)(l/100km)</th>\n",
       "      <th>Intake Manifold Pressure(psi)</th>\n",
       "      <th>Fuel flow rate/minute(gal/min)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Wed Feb 15 15:34:25 WET 2017</td>\n",
       "      <td>15-Feb-2017 15:34:25.997</td>\n",
       "      <td>-9.352397</td>\n",
       "      <td>38.804373</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>187.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-9.74</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.31</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>1</td>\n",
       "      <td>14.90</td>\n",
       "      <td>1061</td>\n",
       "      <td>17</td>\n",
       "      <td>176.31</td>\n",
       "      <td>5.51</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Wed Feb 15 15:34:26 WET 2017</td>\n",
       "      <td>15-Feb-2017 15:34:26.693</td>\n",
       "      <td>-9.352400</td>\n",
       "      <td>38.804387</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>187.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-9.96</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.04</td>\n",
       "      <td>3</td>\n",
       "      <td>14.90</td>\n",
       "      <td>1044</td>\n",
       "      <td>17</td>\n",
       "      <td>180.10</td>\n",
       "      <td>5.66</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Wed Feb 15 15:34:27 WET 2017</td>\n",
       "      <td>15-Feb-2017 15:34:27.326</td>\n",
       "      <td>-9.352402</td>\n",
       "      <td>38.804402</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>188.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-9.61</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.02</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>14.51</td>\n",
       "      <td>1061</td>\n",
       "      <td>17</td>\n",
       "      <td>59.07</td>\n",
       "      <td>5.66</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Wed Feb 15 15:34:27 WET 2017</td>\n",
       "      <td>15-Feb-2017 15:34:27.949</td>\n",
       "      <td>-9.352402</td>\n",
       "      <td>38.804402</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>188.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-9.55</td>\n",
       "      <td>0.38</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>2</td>\n",
       "      <td>14.90</td>\n",
       "      <td>1056</td>\n",
       "      <td>17</td>\n",
       "      <td>87.74</td>\n",
       "      <td>5.51</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Wed Feb 15 15:34:28 WET 2017</td>\n",
       "      <td>15-Feb-2017 15:34:28.640</td>\n",
       "      <td>-9.352402</td>\n",
       "      <td>38.804408</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>186.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-9.61</td>\n",
       "      <td>0.91</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3</td>\n",
       "      <td>14.51</td>\n",
       "      <td>1055</td>\n",
       "      <td>17</td>\n",
       "      <td>89.62</td>\n",
       "      <td>5.66</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        GPS Time               Device Time   Longitude  \\\n",
       "28  Wed Feb 15 15:34:25 WET 2017  15-Feb-2017 15:34:25.997   -9.352397   \n",
       "29  Wed Feb 15 15:34:26 WET 2017  15-Feb-2017 15:34:26.693   -9.352400   \n",
       "30  Wed Feb 15 15:34:27 WET 2017  15-Feb-2017 15:34:27.326   -9.352402   \n",
       "31  Wed Feb 15 15:34:27 WET 2017  15-Feb-2017 15:34:27.949   -9.352402   \n",
       "32  Wed Feb 15 15:34:28 WET 2017  15-Feb-2017 15:34:28.640   -9.352402   \n",
       "\n",
       "     Latitude  GPS Speed (Meters/second)   Horizontal Dilution of Precision  \\\n",
       "28  38.804373                        0.0                                5.4   \n",
       "29  38.804387                        0.0                                5.3   \n",
       "30  38.804402                        0.0                                5.1   \n",
       "31  38.804402                        0.0                                5.1   \n",
       "32  38.804408                        0.0                                5.0   \n",
       "\n",
       "     Altitude   Bearing   G(x)   G(y)   G(z)   G(calibrated)  \\\n",
       "28      187.2       0.0  -9.74   0.22   0.31           -0.01   \n",
       "29      187.3       0.0  -9.96   0.34   0.37            0.04   \n",
       "30      188.1       0.0  -9.61   0.07   0.02           -0.00   \n",
       "31      188.1       0.0  -9.55   0.38  -0.11           -0.01   \n",
       "32      186.5       0.0  -9.61   0.91  -0.41            0.00   \n",
       "\n",
       "    Speed (OBD)(km/h)  Throttle Position(Manifold)(%)  Engine RPM(rpm)  \\\n",
       "28                  1                           14.90             1061   \n",
       "29                  3                           14.90             1044   \n",
       "30                  2                           14.51             1061   \n",
       "31                  2                           14.90             1056   \n",
       "32                  3                           14.51             1055   \n",
       "\n",
       "    Intake Air Temperature(°C)  Litres Per 100 Kilometer(Instant)(l/100km)  \\\n",
       "28                          17                                      176.31   \n",
       "29                          17                                      180.10   \n",
       "30                          17                                       59.07   \n",
       "31                          17                                       87.74   \n",
       "32                          17                                       89.62   \n",
       "\n",
       "    Intake Manifold Pressure(psi)  Fuel flow rate/minute(gal/min)  \n",
       "28                           5.51                            0.01  \n",
       "29                           5.66                            0.01  \n",
       "30                           5.66                            0.01  \n",
       "31                           5.51                            0.01  \n",
       "32                           5.66                            0.01  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For some reason the df numerical values are imported as strings, I guess it's because\n",
    "# when Torque logs some values as '-' when the sensors aren't ready.\n",
    "df = df.convert_objects(convert_numeric=True)\n",
    "\n",
    "# Showcase the dataframe variables and type of values.\n",
    "df.dropna().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 4 variables logged from the accelerometer. I'll use the callibrated variable calculated from the x, z and y axis, G(calibrated)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f48b696dbe0>"
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     "execution_count": 4,
     "metadata": {},
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    {
     "data": {
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F6w1FwXpDUbDeUBSsNxQF6017i2sg7CBuA/AeIcRrzb//DcAggKcbWAYiIiIiIiIiIgqg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\nxesPu35ect+ze13nGcbSzUexdPNR3+m85hE8aKR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twd4sfvib1bj4828GYA2WlRr96kVz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\nBBr9oy4BiwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f48b696d748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gcal = df[' G(calibrated)']\n",
    "\n",
    "gcal.plot(kind=\"line\",\n",
    "          figsize=(20,6),\n",
    "          title = 'Calibrated g-sensor values')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One possible approach to identify local maxima and minima points is through deviation from the mean. Three times the std seems strict enough."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1, 1)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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R1po99cFkvOYb6ZAVrUoSvWhr09k+71k4zxl5s2FbQm4tKFqSJHrR1jZsm74R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\nnnfrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f48b70a60f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "std = np.std(gcal)\n",
    "\n",
    "sns.kdeplot(gcal, shade=True)\n",
    "plt.axvline(x=3*std, alpha=.3, color='black', label = \"3*Std\")\n",
    "plt.axvline(x=-3*std, alpha=.3, color='black')\n",
    "plt.xlim([-1,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7f48b6f4bba8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AxXsONLc4sO9YHQCgscXuH5uAAsLJAZ1Oh9kTi6MVkir0L0r3L2u1mrjOnXg/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f48b765f358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from peakutils.plot import plot as pplot\n",
    "\n",
    "x = np.arange(0, len(gcal), 1)\n",
    "y = gcal\n",
    "std = np.std(gcal)\n",
    "\n",
    "idx = np.logical_or(gcal > 3*std, gcal < -3*std)\n",
    "idx  = np.where(idx)[0]\n",
    "\n",
    "plt.figure(figsize=(20,6))\n",
    "pplot(x, y, idx)\n",
    "plt.axhline(y=3*std, alpha=0.3, color='black', linestyle='-.')\n",
    "plt.axhline(y=-3*std, alpha=0.3, color='black', linestyle='-.')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0    1541\n",
      "1.0      32\n",
      "Name: Peaks, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "df['Peaks'] = np.zeros(len(df))\n",
    "    \n",
    "for i in idx:\n",
    "     df = df.set_value(index=idx, col='Peaks', value=1)\n",
    "\n",
    "print(df.Peaks.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Subset only indexes where peak is 1\n",
    "peakCoords = df[df.Peaks==1][[' Longitude', ' Latitude']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I realize the peak calling method I used isn't optimal: it's too ambiguous so I had to be really strict (3 times the std). Ideally I would drive in different known conditions (such as bad roads, good roads, potholes, etc) and feed each accelerometer signal to a neural network, so I could predict signatures instead of peaks. Also, Hidden Markov Models could work aswell.\n",
    "\n",
    "For now lets if this simple approach returns any relevant road condition info. Each peak has GPS coordinates, so we can map it with Folium, a python Leaflet wrapper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
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                    icon: new L.Icon.Default()
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                .addTo(map_f646062d010f47e2849364cef478d36c);
            
        
            

                var icon_a2228e29850f4cb2b675f3a8f30439ac = L.AwesomeMarkers.icon({
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                    markerColor: 'red',
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                .addTo(map_f646062d010f47e2849364cef478d36c);
            
        
            

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                [38.806125,-9.344005],
                {
                    icon: new L.Icon.Default()
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                .addTo(map_f646062d010f47e2849364cef478d36c);
            
        
            

                var icon_8866d49e2a03497e926f9e8988ef1aba = L.AwesomeMarkers.icon({
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                    markerColor: 'red',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
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            var marker_e7cb3003263c4b538619860b411328ff = L.marker(
                [38.8060416667,-9.34432333333],
                {
                    icon: new L.Icon.Default()
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                )
                .addTo(map_f646062d010f47e2849364cef478d36c);
            
        
            

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                    markerColor: 'red',
                    prefix: 'glyphicon',
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            var marker_cd8b40b55d644782af369f40ed9a0df4 = L.marker(
                [38.805885,-9.34482333333],
                {
                    icon: new L.Icon.Default()
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                )
                .addTo(map_f646062d010f47e2849364cef478d36c);
            
        
            

                var icon_8d8faf154474440bbe0b8d6ac8adaa6e = L.AwesomeMarkers.icon({
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                var icon_eb447129fa9a4347bbeb9f6025f604be = L.AwesomeMarkers.icon({
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                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(map_f646062d010f47e2849364cef478d36c);
            
        
            

                var icon_0d7ed390ae7d46af9f4911e8c490e49b = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'red',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_117e3497ec5746dabe284a317ae5b34c.setIcon(icon_0d7ed390ae7d46af9f4911e8c490e49b);
            
        
        
        </script>
        \" style=\"position:absolute;width:100%;height:100%;left:0;top:0;\"></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f48b6fb2ef0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import folium\n",
    "\n",
    "mapa = folium.Map([38.8055650, -9.341],\n",
    "                  zoom_start=17)\n",
    "\n",
    "for idx, row in peakCoords.iterrows():\n",
    "    folium.Marker([row[1], row[0]], icon = folium.Icon(color ='red')).add_to(mapa)\n",
    "    \n",
    "mapa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rua Reinaldo dos Santos is surely in bad condition: driving there felt pretty rough, which was also captured by the accelerometer, so I the concept works. Perhaps there is a specific signature to each event (good, ok and bad road condition, aswell as potholes and such things) that could be fed to a neural network, which would allow predicting road conditions through specific signatures instead of high peak values. This would require to drive in controlled conditions (known road state) to capture single signatures. I'm willing to do it someday.\n",
    "\n",
    "For now, you can check the road quality on both points I specified. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"600\"\n",
       "            height=\"450\"\n",
       "            src=\"https://www.google.com/maps/embed?pb=!1m0!3m2!1sen!2sus!4v1487801082835!6m8!1m7!1sm6K24rBCKjk_TGrVlBqa6w!2m2!1d38.80615127073316!2d-9.343520464111833!3f249.41317672431592!4f-42.1403933451385!5f0.7820865974627469\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7f48b6f5a588>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython import display\n",
    "\n",
    "display.IFrame('https://www.google.com/maps/embed?pb=!1m0!3m2!1sen!2sus!4v1487801082835!6m8!1m7!1sm6K24rBCKjk_TGrVlBqa6w!2m2!1d38.80615127073316!2d-9.343520464111833!3f249.41317672431592!4f-42.1403933451385!5f0.7820865974627469', width=\"600\", height=\"450\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yep, the road 'Reinaldo dos Santos' is in need of some repairs. \n",
    "\n",
    "Also, the single event recorded in Estrada do Algueirao is shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"600\"\n",
       "            height=\"450\"\n",
       "            src=\"https://www.google.com/maps/embed?pb=!1m0!3m2!1sen!2sus!4v1487801880794!6m8!1m7!1sTjyO2XlzCTbx5QbJQEomQw!2m2!1d38.80453411871716!2d-9.339393785462363!3f52.85862362860266!4f-29.61261759630741!5f0.7820865974627469\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7f48b6fa8e10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display.IFrame(\"https://www.google.com/maps/embed?pb=!1m0!3m2!1sen!2sus!4v1487801880794!6m8!1m7!1sTjyO2XlzCTbx5QbJQEomQw!2m2!1d38.80453411871716!2d-9.339393785462363!3f52.85862362860266!4f-29.61261759630741!5f0.7820865974627469\", width=\"600\", height=\"450\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also in pretty bad shape. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "    @font-face {\n",
       "        font-family: \"Computer Modern\";\n",
       "        src: url('http://9dbb143991406a7c655e-aa5fcb0a5a4ec34cff238a2d56ca4144.r56.cf5.rackcdn.com/cmunss.otf');\n",
       "    }\n",
       "    @font-face {\n",
       "        font-family: \"Computer Modern\";\n",
       "        font-weight: bold;\n",
       "        src: url('http://9dbb143991406a7c655e-aa5fcb0a5a4ec34cff238a2d56ca4144.r56.cf5.rackcdn.com/cmunsx.otf');\n",
       "    }\n",
       "    @font-face {\n",
       "        font-family: \"Computer Modern\";\n",
       "        font-style: oblique;\n",
       "        src: url('http://9dbb143991406a7c655e-aa5fcb0a5a4ec34cff238a2d56ca4144.r56.cf5.rackcdn.com/cmunsi.otf');\n",
       "    }\n",
       "    @font-face {\n",
       "        font-family: \"Computer Modern\";\n",
       "        font-weight: bold;\n",
       "        font-style: oblique;\n",
       "        src: url('http://9dbb143991406a7c655e-aa5fcb0a5a4ec34cff238a2d56ca4144.r56.cf5.rackcdn.com/cmunso.otf');\n",
       "    }\n",
       "    div.cell{\n",
       "        width:800px;\n",
       "        margin-left:16% !important;\n",
       "        margin-right:auto;\n",
       "    }\n",
       "    h1 {\n",
       "        font-family: Helvetica, serif;\n",
       "    }\n",
       "    h4{\n",
       "        margin-top:12px;\n",
       "        margin-bottom: 3px;\n",
       "       }\n",
       "    div.text_cell_render{\n",
       "        font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n",
       "        line-height: 145%;\n",
       "        font-size: 115%;\n",
       "        width:800px;\n",
       "        margin-left:auto;\n",
       "        margin-right:auto;\n",
       "    }\n",
       "    .CodeMirror{\n",
       "            font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n",
       "    }\n",
       "    .prompt{\n",
       "        display: None;\n",
       "    }\n",
       "    .text_cell_render h5 {\n",
       "        font-weight: 300;\n",
       "        font-size: 18pt;\n",
       "        color: #4057A1;\n",
       "        font-style: italic;\n",
       "        margin-bottom: .5em;\n",
       "        margin-top: 0.5em;\n",
       "        display: block;\n",
       "    }\n",
       "    \n",
       "    .warning{\n",
       "        color: rgb( 240, 20, 20 )\n",
       "        }\n",
       "          \n",
       "    .output_png {\n",
       "        display: table-cell;\n",
       "        text-align: center;\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "</style>\n",
       "<script>\n",
       "    MathJax.Hub.Config({\n",
       "                        TeX: {\n",
       "                           extensions: [\"AMSmath.js\"]\n",
       "                           },\n",
       "                tex2jax: {\n",
       "                    inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n",
       "                    displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ]\n",
       "                },\n",
       "                displayAlign: 'center', // Change this to 'center' to center equations.\n",
       "                \"HTML-CSS\": {\n",
       "                    styles: {'.MathJax_Display': {\"margin\": 4}}\n",
       "                }\n",
       "        });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## This chunk is only relevant for Jupyter Notebook aesthetics.\n",
    "from pylab import rcParams\n",
    "import json\n",
    "s = json.load( open(\"/home/hypathia/bmh_matplotlibrc.json\") ) \n",
    "rcParams.update(s)\n",
    "\n",
    "from IPython.core.display import HTML\n",
    "def css_styling():\n",
    "    styles = open(\"/home/hypathia/custom.css\", \"r\").read() \n",
    "    return HTML(styles)\n",
    "css_styling()"
   ]
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
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    "version": 3
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