PitN-911-Data.ipynb

{
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 911 Data Project\n",
    "## Since approximately Sept. 2017, I have developed a database of 3.7 million 911 calls in Bucks County, Pennsylvania. \n",
    "## The data was obtained through a series of Right to Know Law requests to the county's Department of Emergency Communications. The data was provided in a .TXT file format, and parsed into a .CSV format using a script written with Python.\n",
    "## This is an example of Micro Data used for analysis in our newsroom. We cannot control how the data was initially collected by the 911 dispatch center, but we can analyze every call from that point.\n",
    "## Let's dive in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ulleryc/journalism-class/j-fsu/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3049: DtypeWarning: Columns (7,8) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "all_calls=pd.read_csv(\"main_calls_1.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>incident_number</th>\n",
       "      <th>incident_type</th>\n",
       "      <th>location</th>\n",
       "      <th>location2</th>\n",
       "      <th>towns</th>\n",
       "      <th>police_dept</th>\n",
       "      <th>ems_squads</th>\n",
       "      <th>ems_blk</th>\n",
       "      <th>fire_blk</th>\n",
       "      <th>police_blk</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>response_time</th>\n",
       "      <th>transport_time</th>\n",
       "      <th>total_time</th>\n",
       "      <th>ems_call</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ED1200001</td>\n",
       "      <td>CHEST PAIN / CARDIAC SYMPTOMS</td>\n",
       "      <td>CHESTERFIELD APTS #P ,44</td>\n",
       "      <td>at 1338 VETERANS HY #P ,44</td>\n",
       "      <td>middletown township</td>\n",
       "      <td>Middletown Township</td>\n",
       "      <td>Penndel-Middletown Emergency Squad</td>\n",
       "      <td>168709</td>\n",
       "      <td>7015</td>\n",
       "      <td>44459</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:09:00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ED1200002</td>\n",
       "      <td>ABDOMINAL/BACK PAIN/NAUSEA</td>\n",
       "      <td>2227 PILEGGI DR #A ,75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>warrington township</td>\n",
       "      <td>Warrington Township</td>\n",
       "      <td>Warrington Community Ambulance Corps</td>\n",
       "      <td>129013</td>\n",
       "      <td>29048</td>\n",
       "      <td>75201</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:12:00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ED1200003</td>\n",
       "      <td>CHEST PAIN / CARDIAC SYMPTOMS</td>\n",
       "      <td>TWINING VILL HEALT #801 ,54</td>\n",
       "      <td>at 280 MIDDLE HOLLAND RD #801 ,54</td>\n",
       "      <td>northampton township</td>\n",
       "      <td>Northampton Township</td>\n",
       "      <td>Tri-Hampton Rescue</td>\n",
       "      <td>115702</td>\n",
       "      <td>73368</td>\n",
       "      <td>54320</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:16:00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ED1200004</td>\n",
       "      <td>SYNCOPAL EPISODE (SYNCOPE)</td>\n",
       "      <td>GERMAN HUNGARIAN C ,22</td>\n",
       "      <td>at 4666 BRISTOL RD ,22</td>\n",
       "      <td>bensalem township</td>\n",
       "      <td>Bensalem Township</td>\n",
       "      <td>Bensalem EMS</td>\n",
       "      <td>186506</td>\n",
       "      <td>84006</td>\n",
       "      <td>22106</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:17:00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ED1200005</td>\n",
       "      <td>NON-SPECIFIC (CRITICAL) EMERG</td>\n",
       "      <td>2393 BLACKRIVER RD,,LOWER SAUCON</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:25:00</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ED1200006</td>\n",
       "      <td>AUTO EXTRICATION (RBOX)</td>\n",
       "      <td>CHECKERS ,44</td>\n",
       "      <td>at 1140 S WOODBOURNE RD ,44</td>\n",
       "      <td>middletown township</td>\n",
       "      <td>Middletown Township</td>\n",
       "      <td>Penndel-Middletown Emergency Squad</td>\n",
       "      <td>168627</td>\n",
       "      <td>77034</td>\n",
       "      <td>44370</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:31:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ED1200007</td>\n",
       "      <td>OVERDOSE/POISIONING (CRITICAL)</td>\n",
       "      <td>2 RUSSET LA ,25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bristol township</td>\n",
       "      <td>Bristol Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>154108</td>\n",
       "      <td>13008</td>\n",
       "      <td>25505</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:34:00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ED1200008</td>\n",
       "      <td>ABDOMINAL/BACK PAIN/NAUSEA</td>\n",
       "      <td>WESTMINSTER APTS #E60 ,75</td>\n",
       "      <td>at 600 VALLEY RD #E60 ,75</td>\n",
       "      <td>warrington township</td>\n",
       "      <td>Warrington Township</td>\n",
       "      <td>Warrington Community Ambulance Corps</td>\n",
       "      <td>129021</td>\n",
       "      <td>29505</td>\n",
       "      <td>75101</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:35:00</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ED1200009</td>\n",
       "      <td>PSYCHIATRIC EMERGENCY</td>\n",
       "      <td>LAKEVIEW TERR C ,34</td>\n",
       "      <td>at 251 S OLDS BL ,34</td>\n",
       "      <td>falls township</td>\n",
       "      <td>Falls Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>154013</td>\n",
       "      <td>31040</td>\n",
       "      <td>34317</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:37:00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ED1200010</td>\n",
       "      <td>UNKNOWN EMERGENCY (3RD PARTY)</td>\n",
       "      <td>NORTH DR/ZINNIA DR ,52</td>\n",
       "      <td>NaN</td>\n",
       "      <td>newtown township</td>\n",
       "      <td>Newtown Township</td>\n",
       "      <td>Newtown Volunteer Ambulance Corps</td>\n",
       "      <td>145024</td>\n",
       "      <td>55035</td>\n",
       "      <td>52002</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:46:00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ED1200011</td>\n",
       "      <td>TRAFFIC ACCIDENT (CRITICAL)</td>\n",
       "      <td>SHOP RITE ,25</td>\n",
       "      <td>at 547 OXFORD VALLEY RD ,25</td>\n",
       "      <td>bristol township</td>\n",
       "      <td>Bristol Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>154114</td>\n",
       "      <td>13014</td>\n",
       "      <td>25504</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>00:52:00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ED1200012</td>\n",
       "      <td>RESPIRATORY DISTRESS</td>\n",
       "      <td>NEWPORT VILL APTS #C6 ,34</td>\n",
       "      <td>at 8590 NEW FALLS RD #C6 ,34</td>\n",
       "      <td>falls township</td>\n",
       "      <td>Falls Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>154312</td>\n",
       "      <td>32012</td>\n",
       "      <td>34422</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>01:04:00</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>ED1200013</td>\n",
       "      <td>RESPIRATORY DISTRESS</td>\n",
       "      <td>4500 OLD YORK RD ,26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>buckingham township</td>\n",
       "      <td>Buckingham Township</td>\n",
       "      <td>Central Bucks EMS</td>\n",
       "      <td>135511</td>\n",
       "      <td>5015</td>\n",
       "      <td>26011</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>01:17:00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ED1200014</td>\n",
       "      <td>FALL VICTIM (NON-CRITICAL)</td>\n",
       "      <td>1107 SURREY LA ,42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>lower makefield township</td>\n",
       "      <td>Lower Makefield Township</td>\n",
       "      <td>Yardley-Makefield Emergency Unit</td>\n",
       "      <td>100010</td>\n",
       "      <td>80015</td>\n",
       "      <td>42518</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>01:17:00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ED1200015</td>\n",
       "      <td>RESPIRATORY DISTRESS</td>\n",
       "      <td>MECHANICSVILLE RD/STREET RD ,22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bensalem township</td>\n",
       "      <td>Bensalem Township</td>\n",
       "      <td>Bensalem EMS</td>\n",
       "      <td>186604</td>\n",
       "      <td>65004</td>\n",
       "      <td>22302</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>01:24:00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ED1200016</td>\n",
       "      <td>FALL VICTIM (NON-CRITICAL)</td>\n",
       "      <td>DAYS INN ,25</td>\n",
       "      <td>at 1100 GREEN LA ,25</td>\n",
       "      <td>bristol township</td>\n",
       "      <td>Bristol Township</td>\n",
       "      <td>Bucks County Rescue Squad</td>\n",
       "      <td>143757</td>\n",
       "      <td>14057</td>\n",
       "      <td>25407</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>01:26:00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ED1200017</td>\n",
       "      <td>OVERDOSE/POISIONING (CRITICAL)</td>\n",
       "      <td>TRS SPORTS BAR ,25</td>\n",
       "      <td>at 2621 DURHAM RD ,25</td>\n",
       "      <td>bristol township</td>\n",
       "      <td>Bristol Township</td>\n",
       "      <td>Bucks County Rescue Squad</td>\n",
       "      <td>143605</td>\n",
       "      <td>12005</td>\n",
       "      <td>25202</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>01:38:00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ED1200018</td>\n",
       "      <td>SEIZURE/ACTIVE (MEDIC)</td>\n",
       "      <td>54 VALLEY VIEW RD ,27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chalfont borough</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chal-Brit EMS</td>\n",
       "      <td>134008</td>\n",
       "      <td>34008</td>\n",
       "      <td>27001</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>01:51:00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ED1200019</td>\n",
       "      <td>SEIZURE/ACTIVE (MEDIC)</td>\n",
       "      <td>12 RING LA ,25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bristol township</td>\n",
       "      <td>Bristol Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>154108</td>\n",
       "      <td>13008</td>\n",
       "      <td>25505</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>01:53:00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ED1200020</td>\n",
       "      <td>FALL VICTIM (NON-CRITICAL)</td>\n",
       "      <td>10 PENNSYLVANIA AV ,34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>falls township</td>\n",
       "      <td>Falls Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>155047</td>\n",
       "      <td>30047</td>\n",
       "      <td>34213</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>01:56:00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ED1200021</td>\n",
       "      <td>EMERGENCY TRANSPORTATION</td>\n",
       "      <td>5128 WOODWARD DR ,26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>buckingham township</td>\n",
       "      <td>Buckingham Township</td>\n",
       "      <td>Central Bucks EMS</td>\n",
       "      <td>125501</td>\n",
       "      <td>15001</td>\n",
       "      <td>26011</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:11:00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ED1200022</td>\n",
       "      <td>ASSIST PATIENT</td>\n",
       "      <td>138 STATE RD #106 ,22</td>\n",
       "      <td>GATEHOUSE APT</td>\n",
       "      <td>bensalem township</td>\n",
       "      <td>Bensalem Township</td>\n",
       "      <td>Bensalem EMS</td>\n",
       "      <td>185302</td>\n",
       "      <td>37002</td>\n",
       "      <td>22464</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:15:00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ED1200023</td>\n",
       "      <td>BATTERY TRAUMA (CRITL ASSAULT)</td>\n",
       "      <td>S MAIN ST/E OAKLAND AV ,28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>doylestown borough</td>\n",
       "      <td>Central Bucks Regional</td>\n",
       "      <td>Central Bucks EMS</td>\n",
       "      <td>125022</td>\n",
       "      <td>19022</td>\n",
       "      <td>28106</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:16:00</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ED1200024</td>\n",
       "      <td>OVERDOSE/POISIONING (NON CRIT)</td>\n",
       "      <td>1113 TOLLHOUSE RD ,74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>warminster township</td>\n",
       "      <td>Warminster Township</td>\n",
       "      <td>Warminster Volunteer Ambulance Corps.</td>\n",
       "      <td>122331</td>\n",
       "      <td>93033</td>\n",
       "      <td>74002</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:26:00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ED1200025</td>\n",
       "      <td>OVERDOSE/POISIONING (CRITICAL)</td>\n",
       "      <td>227 JEFFERSON AV ,24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bristol borough</td>\n",
       "      <td>Bristol Borough</td>\n",
       "      <td>Bucks County Rescue Squad</td>\n",
       "      <td>143025</td>\n",
       "      <td>51021</td>\n",
       "      <td>24202</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:33:00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ED1200026</td>\n",
       "      <td>OVERDOSE/POISIONING (CRITICAL)</td>\n",
       "      <td>5 ANDREA DR ,54</td>\n",
       "      <td>NaN</td>\n",
       "      <td>northampton township</td>\n",
       "      <td>Northampton Township</td>\n",
       "      <td>Tri-Hampton Rescue</td>\n",
       "      <td>115333</td>\n",
       "      <td>3033</td>\n",
       "      <td>54214</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:45:00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ED1200027</td>\n",
       "      <td>OVERDOSE/POISIONING (CRITICAL)</td>\n",
       "      <td>560 OLIVE ST ,74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>warminster township</td>\n",
       "      <td>Warminster Township</td>\n",
       "      <td>Warminster Volunteer Ambulance Corps.</td>\n",
       "      <td>122008</td>\n",
       "      <td>90008</td>\n",
       "      <td>74003</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:48:00</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>ED1200028</td>\n",
       "      <td>SEIZURE/ACTIVE (MEDIC)</td>\n",
       "      <td>23 VERMONT TN ,34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>falls township</td>\n",
       "      <td>Falls Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>155042</td>\n",
       "      <td>30042</td>\n",
       "      <td>34321</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:49:00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ED1200029</td>\n",
       "      <td>ABDOMINAL/BACK PAIN/NAUSEA</td>\n",
       "      <td>261 TAFT ST ,24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bristol borough</td>\n",
       "      <td>Bristol Borough</td>\n",
       "      <td>Bucks County Rescue Squad</td>\n",
       "      <td>143317</td>\n",
       "      <td>53017</td>\n",
       "      <td>24202</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:50:00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ED1200030</td>\n",
       "      <td>HEMORRHAGE/BLEEDING</td>\n",
       "      <td>7 GLENWOOD LA ,25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bristol township</td>\n",
       "      <td>Bristol Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>154543</td>\n",
       "      <td>10043</td>\n",
       "      <td>25602</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>02:54:00</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>EMS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743661</th>\n",
       "      <td>PD183041541</td>\n",
       "      <td>DOMESTIC DISTURBANCE (IP)</td>\n",
       "      <td>183 HOLLY DR ,25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bristol township</td>\n",
       "      <td>Bristol Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>154109</td>\n",
       "      <td>13009</td>\n",
       "      <td>25505</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:23:00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743662</th>\n",
       "      <td>PD183041542</td>\n",
       "      <td>SPEEDING, RECKLESS DRIVER</td>\n",
       "      <td>1191 W COUNTY LINE RD ,74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>warminster township</td>\n",
       "      <td>Warminster Township</td>\n",
       "      <td>Warminster Volunteer Ambulance Corps.</td>\n",
       "      <td>122204</td>\n",
       "      <td>92004</td>\n",
       "      <td>74002</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:27:00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743663</th>\n",
       "      <td>PD183041543</td>\n",
       "      <td>NOISE COMPLAINT</td>\n",
       "      <td>608 CLYMER ST ,24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bristol borough</td>\n",
       "      <td>Bristol Borough</td>\n",
       "      <td>Bucks County Rescue Squad</td>\n",
       "      <td>143214</td>\n",
       "      <td>52013</td>\n",
       "      <td>24101</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:28:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743664</th>\n",
       "      <td>PD183041544</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>WB INT 295 AT BIG OAK RD ,44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>middletown township</td>\n",
       "      <td>Middletown Township</td>\n",
       "      <td>Penndel-Middletown Emergency Squad</td>\n",
       "      <td>168095</td>\n",
       "      <td>21295</td>\n",
       "      <td>44928</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:28:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743665</th>\n",
       "      <td>PD183041545</td>\n",
       "      <td>REPOSSESION</td>\n",
       "      <td>69 VICAR LA ,34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>falls township</td>\n",
       "      <td>Falls Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>155042</td>\n",
       "      <td>30042</td>\n",
       "      <td>34320</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:28:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743666</th>\n",
       "      <td>PD183041546</td>\n",
       "      <td>PREMISE CHECK</td>\n",
       "      <td>KEMPER PARK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:29:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743667</th>\n",
       "      <td>PD183041547</td>\n",
       "      <td>DOMESTIC PROBLEM (NIP)</td>\n",
       "      <td>ROYAL PARK APTS #B6 ,25</td>\n",
       "      <td>at 1522 HAINES RD #B6 ,25</td>\n",
       "      <td>bristol township</td>\n",
       "      <td>Bristol Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>154545</td>\n",
       "      <td>10045</td>\n",
       "      <td>25602</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:29:00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743668</th>\n",
       "      <td>PD183041548</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>MCDONALDS ,25</td>\n",
       "      <td>at 6606 NEW FALLS RD ,25</td>\n",
       "      <td>bristol township</td>\n",
       "      <td>Bristol Township</td>\n",
       "      <td>Levittown-Fairless Hills Rescue Squad</td>\n",
       "      <td>154112</td>\n",
       "      <td>13035</td>\n",
       "      <td>25303</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:29:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743669</th>\n",
       "      <td>PD183041549</td>\n",
       "      <td>SUSPICIOUS VEHICLE</td>\n",
       "      <td>TOSCANA GRILL ,22</td>\n",
       "      <td>at 4603 STREET RD ,22</td>\n",
       "      <td>bensalem township</td>\n",
       "      <td>Bensalem Township</td>\n",
       "      <td>Bensalem EMS</td>\n",
       "      <td>18614</td>\n",
       "      <td>4016</td>\n",
       "      <td>22122</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743670</th>\n",
       "      <td>PD183041550</td>\n",
       "      <td>CHEST PAIN / CARDIAC SYMPTOMS</td>\n",
       "      <td>STATESMAN NH #3B ,44</td>\n",
       "      <td>at 2629 TRENTON RD #3B ,44</td>\n",
       "      <td>middletown township</td>\n",
       "      <td>Middletown Township</td>\n",
       "      <td>Penndel-Middletown Emergency Squad</td>\n",
       "      <td>168631</td>\n",
       "      <td>77090</td>\n",
       "      <td>44370</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:31:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743671</th>\n",
       "      <td>PD183041551</td>\n",
       "      <td>PREMISE CHECK</td>\n",
       "      <td>KEMPER PARK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:31:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743672</th>\n",
       "      <td>PD183041552</td>\n",
       "      <td>APARTMENT FIRE (BOX)</td>\n",
       "      <td>1516 RUSSETT DR ,76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>warwick township</td>\n",
       "      <td>Warwick Township</td>\n",
       "      <td>Warminster Volunteer Ambulance Corps.</td>\n",
       "      <td>121618</td>\n",
       "      <td>66018</td>\n",
       "      <td>76218</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:32:00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>154.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743673</th>\n",
       "      <td>PD183041553</td>\n",
       "      <td>GAS LEAK INCIDENT (LOC)</td>\n",
       "      <td>1558 RUSSETT DR ,76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>warwick township</td>\n",
       "      <td>Warwick Township</td>\n",
       "      <td>Warminster Volunteer Ambulance Corps.</td>\n",
       "      <td>121618</td>\n",
       "      <td>66018</td>\n",
       "      <td>76218</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:32:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743674</th>\n",
       "      <td>PD183041554</td>\n",
       "      <td>EMERGENCY TRANSPORTATION</td>\n",
       "      <td>NESHA INN #203 ,22</td>\n",
       "      <td>at 2345 OLD LINCOLN HY #203 ,22</td>\n",
       "      <td>bensalem township</td>\n",
       "      <td>Bensalem Township</td>\n",
       "      <td>Bensalem EMS</td>\n",
       "      <td>18618</td>\n",
       "      <td>65028</td>\n",
       "      <td>22148</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:33:00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743675</th>\n",
       "      <td>PD183041555</td>\n",
       "      <td>SUSPICIOUS VEHICLE</td>\n",
       "      <td>JOHNSON LA/QUAKERS WY ,59</td>\n",
       "      <td>NaN</td>\n",
       "      <td>richland township</td>\n",
       "      <td>Richland Township</td>\n",
       "      <td>St. Lukes Hospital</td>\n",
       "      <td>108401</td>\n",
       "      <td>18001</td>\n",
       "      <td>59001</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:34:00</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743676</th>\n",
       "      <td>PD183041556</td>\n",
       "      <td>SUSPICIOUS VEHICLE</td>\n",
       "      <td>UNITED ARTISTS ,44</td>\n",
       "      <td>at 403 MIDDLETOWN BL ,44</td>\n",
       "      <td>middletown township</td>\n",
       "      <td>Middletown Township</td>\n",
       "      <td>Penndel-Middletown Emergency Squad</td>\n",
       "      <td>168003</td>\n",
       "      <td>22037</td>\n",
       "      <td>44632</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:36:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743677</th>\n",
       "      <td>PD183041557</td>\n",
       "      <td>DISABLED MOTORIST</td>\n",
       "      <td>RICHLIEU RD/STREET RD ,22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bensalem township</td>\n",
       "      <td>Bensalem Township</td>\n",
       "      <td>Bensalem EMS</td>\n",
       "      <td>18622</td>\n",
       "      <td>65002</td>\n",
       "      <td>22150</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:36:00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743678</th>\n",
       "      <td>PD183041558</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>PIDCOCK CREEK RD/RT 232 ,65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>solebury township</td>\n",
       "      <td>Solebury Township</td>\n",
       "      <td>Central Bucks EMS</td>\n",
       "      <td>135035</td>\n",
       "      <td>46035</td>\n",
       "      <td>65011</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:37:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743679</th>\n",
       "      <td>PD183041559</td>\n",
       "      <td>PHONE MESSAGE</td>\n",
       "      <td>46PD #46R2 ,46</td>\n",
       "      <td>at 35 UNION ST #46R2 ,46</td>\n",
       "      <td>morrisville borough</td>\n",
       "      <td>Morrisville Borough</td>\n",
       "      <td>Morrisville Ambulance Squad</td>\n",
       "      <td>139010</td>\n",
       "      <td>98010</td>\n",
       "      <td>46201</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:37:00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743680</th>\n",
       "      <td>PD183041560</td>\n",
       "      <td>ALARM SYSTEM</td>\n",
       "      <td>XPO LOGISTICS ,44</td>\n",
       "      <td>at 900 WHEELER WY ,44</td>\n",
       "      <td>middletown township</td>\n",
       "      <td>Middletown Township</td>\n",
       "      <td>Penndel-Middletown Emergency Squad</td>\n",
       "      <td>168002</td>\n",
       "      <td>21002</td>\n",
       "      <td>44717</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:38:00</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743681</th>\n",
       "      <td>PD183041561</td>\n",
       "      <td>STRUCK DEER</td>\n",
       "      <td>68 INT 295 EB ,42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>lower makefield township</td>\n",
       "      <td>Lower Makefield Township</td>\n",
       "      <td>Yardley-Makefield Emergency Unit</td>\n",
       "      <td>100095</td>\n",
       "      <td>80095</td>\n",
       "      <td>42314</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:38:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743682</th>\n",
       "      <td>PD183041562</td>\n",
       "      <td>DOMESTIC DISTURBANCE (IP)</td>\n",
       "      <td>123 4TH AV - FLORENCE TWP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:39:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743683</th>\n",
       "      <td>PD183041563</td>\n",
       "      <td>DOMESTIC DISTURBANCE (IP)</td>\n",
       "      <td>253 CHESTNUT DR ,54</td>\n",
       "      <td>NaN</td>\n",
       "      <td>northampton township</td>\n",
       "      <td>Northampton Township</td>\n",
       "      <td>Tri-Hampton Rescue</td>\n",
       "      <td>115334</td>\n",
       "      <td>3034</td>\n",
       "      <td>54213</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:40:00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743684</th>\n",
       "      <td>PD183041564</td>\n",
       "      <td>PREMISE CHECK</td>\n",
       "      <td>BARN PLAZA ,29</td>\n",
       "      <td>at 1745 RT 611 ,29</td>\n",
       "      <td>doylestown township</td>\n",
       "      <td>Doylestown Township</td>\n",
       "      <td>Warrington Community Ambulance Corps</td>\n",
       "      <td>129228</td>\n",
       "      <td>79088</td>\n",
       "      <td>29101</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:44:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743685</th>\n",
       "      <td>PD183041565</td>\n",
       "      <td>ALARM SYSTEM</td>\n",
       "      <td>OUTDOOR EXTREME ,36</td>\n",
       "      <td>at 307 SWARTLEY RD ,36</td>\n",
       "      <td>hilltown township</td>\n",
       "      <td>Hilltown Township</td>\n",
       "      <td>Chal-Brit EMS</td>\n",
       "      <td>134601</td>\n",
       "      <td>60063</td>\n",
       "      <td>36097</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:44:00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743686</th>\n",
       "      <td>PD183041566</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>MACYS #LOWER ,44</td>\n",
       "      <td>at 50 OXFORD VALLEY MALL #LOWER ,44</td>\n",
       "      <td>middletown township</td>\n",
       "      <td>Middletown Township</td>\n",
       "      <td>Penndel-Middletown Emergency Squad</td>\n",
       "      <td>168003</td>\n",
       "      <td>22003</td>\n",
       "      <td>44632</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:45:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743687</th>\n",
       "      <td>PD183041567</td>\n",
       "      <td>PHONE MESSAGE</td>\n",
       "      <td>22PD #SEC2 ,22</td>\n",
       "      <td>at 2400 BYBERRY RD #SEC2 ,22</td>\n",
       "      <td>bensalem township</td>\n",
       "      <td>Bensalem Township</td>\n",
       "      <td>Bensalem EMS</td>\n",
       "      <td>18508</td>\n",
       "      <td>28011</td>\n",
       "      <td>22303</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:46:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743688</th>\n",
       "      <td>PD183041568</td>\n",
       "      <td>PHONE MESSAGE</td>\n",
       "      <td>44PD MAIN #4469 ,44</td>\n",
       "      <td>at 5 MUNICIPAL WY #4469 ,44</td>\n",
       "      <td>middletown township</td>\n",
       "      <td>Middletown Township</td>\n",
       "      <td>Penndel-Middletown Emergency Squad</td>\n",
       "      <td>167004</td>\n",
       "      <td>21070</td>\n",
       "      <td>44815</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:49:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743689</th>\n",
       "      <td>PD183041569</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>RT 232/STREET RD ,72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>upper makefield township</td>\n",
       "      <td>Upper Makefield Township</td>\n",
       "      <td>Central Bucks EMS</td>\n",
       "      <td>135555</td>\n",
       "      <td>35017</td>\n",
       "      <td>72005</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:56:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743690</th>\n",
       "      <td>PD183041570</td>\n",
       "      <td>SEIZURE/ACTIVE (MEDIC)</td>\n",
       "      <td>BUCKS MEADOWS APTS #9-4 ,22</td>\n",
       "      <td>at 3131 KNIGHTS RD #9-4 ,22</td>\n",
       "      <td>bensalem township</td>\n",
       "      <td>Bensalem Township</td>\n",
       "      <td>Bensalem EMS</td>\n",
       "      <td>18508</td>\n",
       "      <td>28039</td>\n",
       "      <td>22307</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>23:59:00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Police</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3743691 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        incident_number                   incident_type  \\\n",
       "0             ED1200001   CHEST PAIN / CARDIAC SYMPTOMS   \n",
       "1             ED1200002      ABDOMINAL/BACK PAIN/NAUSEA   \n",
       "2             ED1200003   CHEST PAIN / CARDIAC SYMPTOMS   \n",
       "3             ED1200004      SYNCOPAL EPISODE (SYNCOPE)   \n",
       "4             ED1200005   NON-SPECIFIC (CRITICAL) EMERG   \n",
       "5             ED1200006         AUTO EXTRICATION (RBOX)   \n",
       "6             ED1200007  OVERDOSE/POISIONING (CRITICAL)   \n",
       "7             ED1200008      ABDOMINAL/BACK PAIN/NAUSEA   \n",
       "8             ED1200009           PSYCHIATRIC EMERGENCY   \n",
       "9             ED1200010   UNKNOWN EMERGENCY (3RD PARTY)   \n",
       "10            ED1200011     TRAFFIC ACCIDENT (CRITICAL)   \n",
       "11            ED1200012            RESPIRATORY DISTRESS   \n",
       "12            ED1200013            RESPIRATORY DISTRESS   \n",
       "13            ED1200014      FALL VICTIM (NON-CRITICAL)   \n",
       "14            ED1200015            RESPIRATORY DISTRESS   \n",
       "15            ED1200016      FALL VICTIM (NON-CRITICAL)   \n",
       "16            ED1200017  OVERDOSE/POISIONING (CRITICAL)   \n",
       "17            ED1200018          SEIZURE/ACTIVE (MEDIC)   \n",
       "18            ED1200019          SEIZURE/ACTIVE (MEDIC)   \n",
       "19            ED1200020      FALL VICTIM (NON-CRITICAL)   \n",
       "20            ED1200021        EMERGENCY TRANSPORTATION   \n",
       "21            ED1200022                  ASSIST PATIENT   \n",
       "22            ED1200023  BATTERY TRAUMA (CRITL ASSAULT)   \n",
       "23            ED1200024  OVERDOSE/POISIONING (NON CRIT)   \n",
       "24            ED1200025  OVERDOSE/POISIONING (CRITICAL)   \n",
       "25            ED1200026  OVERDOSE/POISIONING (CRITICAL)   \n",
       "26            ED1200027  OVERDOSE/POISIONING (CRITICAL)   \n",
       "27            ED1200028          SEIZURE/ACTIVE (MEDIC)   \n",
       "28            ED1200029      ABDOMINAL/BACK PAIN/NAUSEA   \n",
       "29            ED1200030             HEMORRHAGE/BLEEDING   \n",
       "...                 ...                             ...   \n",
       "3743661     PD183041541       DOMESTIC DISTURBANCE (IP)   \n",
       "3743662     PD183041542       SPEEDING, RECKLESS DRIVER   \n",
       "3743663     PD183041543                 NOISE COMPLAINT   \n",
       "3743664     PD183041544                    TRAFFIC STOP   \n",
       "3743665     PD183041545                     REPOSSESION   \n",
       "3743666     PD183041546                   PREMISE CHECK   \n",
       "3743667     PD183041547          DOMESTIC PROBLEM (NIP)   \n",
       "3743668     PD183041548                    TRAFFIC STOP   \n",
       "3743669     PD183041549              SUSPICIOUS VEHICLE   \n",
       "3743670     PD183041550   CHEST PAIN / CARDIAC SYMPTOMS   \n",
       "3743671     PD183041551                   PREMISE CHECK   \n",
       "3743672     PD183041552            APARTMENT FIRE (BOX)   \n",
       "3743673     PD183041553         GAS LEAK INCIDENT (LOC)   \n",
       "3743674     PD183041554        EMERGENCY TRANSPORTATION   \n",
       "3743675     PD183041555              SUSPICIOUS VEHICLE   \n",
       "3743676     PD183041556              SUSPICIOUS VEHICLE   \n",
       "3743677     PD183041557               DISABLED MOTORIST   \n",
       "3743678     PD183041558                    TRAFFIC STOP   \n",
       "3743679     PD183041559                   PHONE MESSAGE   \n",
       "3743680     PD183041560                    ALARM SYSTEM   \n",
       "3743681     PD183041561                     STRUCK DEER   \n",
       "3743682     PD183041562       DOMESTIC DISTURBANCE (IP)   \n",
       "3743683     PD183041563       DOMESTIC DISTURBANCE (IP)   \n",
       "3743684     PD183041564                   PREMISE CHECK   \n",
       "3743685     PD183041565                    ALARM SYSTEM   \n",
       "3743686     PD183041566                    TRAFFIC STOP   \n",
       "3743687     PD183041567                   PHONE MESSAGE   \n",
       "3743688     PD183041568                   PHONE MESSAGE   \n",
       "3743689     PD183041569                    TRAFFIC STOP   \n",
       "3743690     PD183041570          SEIZURE/ACTIVE (MEDIC)   \n",
       "\n",
       "                                 location  \\\n",
       "0                CHESTERFIELD APTS #P ,44   \n",
       "1                  2227 PILEGGI DR #A ,75   \n",
       "2             TWINING VILL HEALT #801 ,54   \n",
       "3                  GERMAN HUNGARIAN C ,22   \n",
       "4        2393 BLACKRIVER RD,,LOWER SAUCON   \n",
       "5                            CHECKERS ,44   \n",
       "6                         2 RUSSET LA ,25   \n",
       "7               WESTMINSTER APTS #E60 ,75   \n",
       "8                     LAKEVIEW TERR C ,34   \n",
       "9                  NORTH DR/ZINNIA DR ,52   \n",
       "10                          SHOP RITE ,25   \n",
       "11              NEWPORT VILL APTS #C6 ,34   \n",
       "12                   4500 OLD YORK RD ,26   \n",
       "13                     1107 SURREY LA ,42   \n",
       "14        MECHANICSVILLE RD/STREET RD ,22   \n",
       "15                           DAYS INN ,25   \n",
       "16                     TRS SPORTS BAR ,25   \n",
       "17                  54 VALLEY VIEW RD ,27   \n",
       "18                         12 RING LA ,25   \n",
       "19                 10 PENNSYLVANIA AV ,34   \n",
       "20                   5128 WOODWARD DR ,26   \n",
       "21                  138 STATE RD #106 ,22   \n",
       "22             S MAIN ST/E OAKLAND AV ,28   \n",
       "23                  1113 TOLLHOUSE RD ,74   \n",
       "24                   227 JEFFERSON AV ,24   \n",
       "25                        5 ANDREA DR ,54   \n",
       "26                       560 OLIVE ST ,74   \n",
       "27                      23 VERMONT TN ,34   \n",
       "28                        261 TAFT ST ,24   \n",
       "29                      7 GLENWOOD LA ,25   \n",
       "...                                   ...   \n",
       "3743661                  183 HOLLY DR ,25   \n",
       "3743662         1191 W COUNTY LINE RD ,74   \n",
       "3743663                 608 CLYMER ST ,24   \n",
       "3743664      WB INT 295 AT BIG OAK RD ,44   \n",
       "3743665                   69 VICAR LA ,34   \n",
       "3743666                       KEMPER PARK   \n",
       "3743667           ROYAL PARK APTS #B6 ,25   \n",
       "3743668                     MCDONALDS ,25   \n",
       "3743669                 TOSCANA GRILL ,22   \n",
       "3743670              STATESMAN NH #3B ,44   \n",
       "3743671                       KEMPER PARK   \n",
       "3743672               1516 RUSSETT DR ,76   \n",
       "3743673               1558 RUSSETT DR ,76   \n",
       "3743674                NESHA INN #203 ,22   \n",
       "3743675         JOHNSON LA/QUAKERS WY ,59   \n",
       "3743676                UNITED ARTISTS ,44   \n",
       "3743677         RICHLIEU RD/STREET RD ,22   \n",
       "3743678       PIDCOCK CREEK RD/RT 232 ,65   \n",
       "3743679                    46PD #46R2 ,46   \n",
       "3743680                 XPO LOGISTICS ,44   \n",
       "3743681                 68 INT 295 EB ,42   \n",
       "3743682         123 4TH AV - FLORENCE TWP   \n",
       "3743683               253 CHESTNUT DR ,54   \n",
       "3743684                    BARN PLAZA ,29   \n",
       "3743685               OUTDOOR EXTREME ,36   \n",
       "3743686                  MACYS #LOWER ,44   \n",
       "3743687                    22PD #SEC2 ,22   \n",
       "3743688               44PD MAIN #4469 ,44   \n",
       "3743689              RT 232/STREET RD ,72   \n",
       "3743690       BUCKS MEADOWS APTS #9-4 ,22   \n",
       "\n",
       "                                   location2                     towns  \\\n",
       "0                 at 1338 VETERANS HY #P ,44       middletown township   \n",
       "1                                        NaN       warrington township   \n",
       "2          at 280 MIDDLE HOLLAND RD #801 ,54      northampton township   \n",
       "3                     at 4666 BRISTOL RD ,22         bensalem township   \n",
       "4                                        NaN                       NaN   \n",
       "5                at 1140 S WOODBOURNE RD ,44       middletown township   \n",
       "6                                        NaN          bristol township   \n",
       "7                  at 600 VALLEY RD #E60 ,75       warrington township   \n",
       "8                       at 251 S OLDS BL ,34            falls township   \n",
       "9                                        NaN          newtown township   \n",
       "10               at 547 OXFORD VALLEY RD ,25          bristol township   \n",
       "11              at 8590 NEW FALLS RD #C6 ,34            falls township   \n",
       "12                                       NaN       buckingham township   \n",
       "13                                       NaN  lower makefield township   \n",
       "14                                       NaN         bensalem township   \n",
       "15                      at 1100 GREEN LA ,25          bristol township   \n",
       "16                     at 2621 DURHAM RD ,25          bristol township   \n",
       "17                                       NaN          chalfont borough   \n",
       "18                                       NaN          bristol township   \n",
       "19                                       NaN            falls township   \n",
       "20                                       NaN       buckingham township   \n",
       "21                             GATEHOUSE APT         bensalem township   \n",
       "22                                       NaN        doylestown borough   \n",
       "23                                       NaN       warminster township   \n",
       "24                                       NaN           bristol borough   \n",
       "25                                       NaN      northampton township   \n",
       "26                                       NaN       warminster township   \n",
       "27                                       NaN            falls township   \n",
       "28                                       NaN           bristol borough   \n",
       "29                                       NaN          bristol township   \n",
       "...                                      ...                       ...   \n",
       "3743661                                  NaN          bristol township   \n",
       "3743662                                  NaN       warminster township   \n",
       "3743663                                  NaN           bristol borough   \n",
       "3743664                                  NaN       middletown township   \n",
       "3743665                                  NaN            falls township   \n",
       "3743666                                  NaN                       NaN   \n",
       "3743667            at 1522 HAINES RD #B6 ,25          bristol township   \n",
       "3743668             at 6606 NEW FALLS RD ,25          bristol township   \n",
       "3743669                at 4603 STREET RD ,22         bensalem township   \n",
       "3743670           at 2629 TRENTON RD #3B ,44       middletown township   \n",
       "3743671                                  NaN                       NaN   \n",
       "3743672                                  NaN          warwick township   \n",
       "3743673                                  NaN          warwick township   \n",
       "3743674      at 2345 OLD LINCOLN HY #203 ,22         bensalem township   \n",
       "3743675                                  NaN         richland township   \n",
       "3743676             at 403 MIDDLETOWN BL ,44       middletown township   \n",
       "3743677                                  NaN         bensalem township   \n",
       "3743678                                  NaN         solebury township   \n",
       "3743679             at 35 UNION ST #46R2 ,46       morrisville borough   \n",
       "3743680                at 900 WHEELER WY ,44       middletown township   \n",
       "3743681                                  NaN  lower makefield township   \n",
       "3743682                                  NaN                       NaN   \n",
       "3743683                                  NaN      northampton township   \n",
       "3743684                   at 1745 RT 611 ,29       doylestown township   \n",
       "3743685               at 307 SWARTLEY RD ,36         hilltown township   \n",
       "3743686  at 50 OXFORD VALLEY MALL #LOWER ,44       middletown township   \n",
       "3743687         at 2400 BYBERRY RD #SEC2 ,22         bensalem township   \n",
       "3743688          at 5 MUNICIPAL WY #4469 ,44       middletown township   \n",
       "3743689                                  NaN  upper makefield township   \n",
       "3743690          at 3131 KNIGHTS RD #9-4 ,22         bensalem township   \n",
       "\n",
       "                      police_dept                             ems_squads  \\\n",
       "0             Middletown Township     Penndel-Middletown Emergency Squad   \n",
       "1             Warrington Township   Warrington Community Ambulance Corps   \n",
       "2            Northampton Township                     Tri-Hampton Rescue   \n",
       "3               Bensalem Township                           Bensalem EMS   \n",
       "4                             NaN                                    NaN   \n",
       "5             Middletown Township     Penndel-Middletown Emergency Squad   \n",
       "6                Bristol Township  Levittown-Fairless Hills Rescue Squad   \n",
       "7             Warrington Township   Warrington Community Ambulance Corps   \n",
       "8                  Falls Township  Levittown-Fairless Hills Rescue Squad   \n",
       "9                Newtown Township      Newtown Volunteer Ambulance Corps   \n",
       "10               Bristol Township  Levittown-Fairless Hills Rescue Squad   \n",
       "11                 Falls Township  Levittown-Fairless Hills Rescue Squad   \n",
       "12            Buckingham Township                      Central Bucks EMS   \n",
       "13       Lower Makefield Township       Yardley-Makefield Emergency Unit   \n",
       "14              Bensalem Township                           Bensalem EMS   \n",
       "15               Bristol Township              Bucks County Rescue Squad   \n",
       "16               Bristol Township              Bucks County Rescue Squad   \n",
       "17                            NaN                          Chal-Brit EMS   \n",
       "18               Bristol Township  Levittown-Fairless Hills Rescue Squad   \n",
       "19                 Falls Township  Levittown-Fairless Hills Rescue Squad   \n",
       "20            Buckingham Township                      Central Bucks EMS   \n",
       "21              Bensalem Township                           Bensalem EMS   \n",
       "22         Central Bucks Regional                      Central Bucks EMS   \n",
       "23            Warminster Township  Warminster Volunteer Ambulance Corps.   \n",
       "24                Bristol Borough              Bucks County Rescue Squad   \n",
       "25           Northampton Township                     Tri-Hampton Rescue   \n",
       "26            Warminster Township  Warminster Volunteer Ambulance Corps.   \n",
       "27                 Falls Township  Levittown-Fairless Hills Rescue Squad   \n",
       "28                Bristol Borough              Bucks County Rescue Squad   \n",
       "29               Bristol Township  Levittown-Fairless Hills Rescue Squad   \n",
       "...                           ...                                    ...   \n",
       "3743661          Bristol Township  Levittown-Fairless Hills Rescue Squad   \n",
       "3743662       Warminster Township  Warminster Volunteer Ambulance Corps.   \n",
       "3743663           Bristol Borough              Bucks County Rescue Squad   \n",
       "3743664       Middletown Township     Penndel-Middletown Emergency Squad   \n",
       "3743665            Falls Township  Levittown-Fairless Hills Rescue Squad   \n",
       "3743666                       NaN                                    NaN   \n",
       "3743667          Bristol Township  Levittown-Fairless Hills Rescue Squad   \n",
       "3743668          Bristol Township  Levittown-Fairless Hills Rescue Squad   \n",
       "3743669         Bensalem Township                           Bensalem EMS   \n",
       "3743670       Middletown Township     Penndel-Middletown Emergency Squad   \n",
       "3743671                       NaN                                    NaN   \n",
       "3743672          Warwick Township  Warminster Volunteer Ambulance Corps.   \n",
       "3743673          Warwick Township  Warminster Volunteer Ambulance Corps.   \n",
       "3743674         Bensalem Township                           Bensalem EMS   \n",
       "3743675         Richland Township                     St. Lukes Hospital   \n",
       "3743676       Middletown Township     Penndel-Middletown Emergency Squad   \n",
       "3743677         Bensalem Township                           Bensalem EMS   \n",
       "3743678         Solebury Township                      Central Bucks EMS   \n",
       "3743679       Morrisville Borough            Morrisville Ambulance Squad   \n",
       "3743680       Middletown Township     Penndel-Middletown Emergency Squad   \n",
       "3743681  Lower Makefield Township       Yardley-Makefield Emergency Unit   \n",
       "3743682                       NaN                                    NaN   \n",
       "3743683      Northampton Township                     Tri-Hampton Rescue   \n",
       "3743684       Doylestown Township   Warrington Community Ambulance Corps   \n",
       "3743685         Hilltown Township                          Chal-Brit EMS   \n",
       "3743686       Middletown Township     Penndel-Middletown Emergency Squad   \n",
       "3743687         Bensalem Township                           Bensalem EMS   \n",
       "3743688       Middletown Township     Penndel-Middletown Emergency Squad   \n",
       "3743689  Upper Makefield Township                      Central Bucks EMS   \n",
       "3743690         Bensalem Township                           Bensalem EMS   \n",
       "\n",
       "        ems_blk fire_blk police_blk        date      time  response_time  \\\n",
       "0        168709     7015      44459  2012-01-01  00:09:00            4.0   \n",
       "1        129013    29048      75201  2012-01-01  00:12:00            4.0   \n",
       "2        115702    73368      54320  2012-01-01  00:16:00            3.0   \n",
       "3        186506    84006      22106  2012-01-01  00:17:00           10.0   \n",
       "4           NaN      NaN        NaN  2012-01-01  00:25:00           16.0   \n",
       "5        168627    77034      44370  2012-01-01  00:31:00            0.0   \n",
       "6        154108    13008      25505  2012-01-01  00:34:00            7.0   \n",
       "7        129021    29505      75101  2012-01-01  00:35:00            8.0   \n",
       "8        154013    31040      34317  2012-01-01  00:37:00            9.0   \n",
       "9        145024    55035      52002  2012-01-01  00:46:00           10.0   \n",
       "10       154114    13014      25504  2012-01-01  00:52:00            7.0   \n",
       "11       154312    32012      34422  2012-01-01  01:04:00           14.0   \n",
       "12       135511     5015      26011  2012-01-01  01:17:00           13.0   \n",
       "13       100010    80015      42518  2012-01-01  01:17:00           10.0   \n",
       "14       186604    65004      22302  2012-01-01  01:24:00            4.0   \n",
       "15       143757    14057      25407  2012-01-01  01:26:00           13.0   \n",
       "16       143605    12005      25202  2012-01-01  01:38:00            9.0   \n",
       "17       134008    34008      27001  2012-01-01  01:51:00            7.0   \n",
       "18       154108    13008      25505  2012-01-01  01:53:00            9.0   \n",
       "19       155047    30047      34213  2012-01-01  01:56:00            7.0   \n",
       "20       125501    15001      26011  2012-01-01  02:11:00           13.0   \n",
       "21       185302    37002      22464  2012-01-01  02:15:00            9.0   \n",
       "22       125022    19022      28106  2012-01-01  02:16:00            8.0   \n",
       "23       122331    93033      74002  2012-01-01  02:26:00            5.0   \n",
       "24       143025    51021      24202  2012-01-01  02:33:00            7.0   \n",
       "25       115333     3033      54214  2012-01-01  02:45:00            5.0   \n",
       "26       122008    90008      74003  2012-01-01  02:48:00            8.0   \n",
       "27       155042    30042      34321  2012-01-01  02:49:00            5.0   \n",
       "28       143317    53017      24202  2012-01-01  02:50:00           10.0   \n",
       "29       154543    10043      25602  2012-01-01  02:54:00           11.0   \n",
       "...         ...      ...        ...         ...       ...            ...   \n",
       "3743661  154109    13009      25505  2018-10-31  23:23:00            5.0   \n",
       "3743662  122204    92004      74002  2018-10-31  23:27:00            3.0   \n",
       "3743663  143214    52013      24101  2018-10-31  23:28:00            NaN   \n",
       "3743664  168095    21295      44928  2018-10-31  23:28:00            0.0   \n",
       "3743665  155042    30042      34320  2018-10-31  23:28:00            NaN   \n",
       "3743666     NaN      NaN        NaN  2018-10-31  23:29:00            0.0   \n",
       "3743667  154545    10045      25602  2018-10-31  23:29:00            5.0   \n",
       "3743668  154112    13035      25303  2018-10-31  23:29:00            0.0   \n",
       "3743669   18614     4016      22122  2018-10-31  23:30:00            NaN   \n",
       "3743670  168631    77090      44370  2018-10-31  23:31:00            NaN   \n",
       "3743671     NaN      NaN        NaN  2018-10-31  23:31:00            0.0   \n",
       "3743672  121618    66018      76218  2018-10-31  23:32:00            4.0   \n",
       "3743673  121618    66018      76218  2018-10-31  23:32:00            NaN   \n",
       "3743674   18618    65028      22148  2018-10-31  23:33:00            3.0   \n",
       "3743675  108401    18001      59001  2018-10-31  23:34:00            6.0   \n",
       "3743676  168003    22037      44632  2018-10-31  23:36:00            0.0   \n",
       "3743677   18622    65002      22150  2018-10-31  23:36:00            2.0   \n",
       "3743678  135035    46035      65011  2018-10-31  23:37:00            0.0   \n",
       "3743679  139010    98010      46201  2018-10-31  23:37:00            1.0   \n",
       "3743680  168002    21002      44717  2018-10-31  23:38:00           19.0   \n",
       "3743681  100095    80095      42314  2018-10-31  23:38:00            NaN   \n",
       "3743682     NaN      NaN        NaN  2018-10-31  23:39:00            NaN   \n",
       "3743683  115334     3034      54213  2018-10-31  23:40:00            3.0   \n",
       "3743684  129228    79088      29101  2018-10-31  23:44:00            0.0   \n",
       "3743685  134601    60063      36097  2018-10-31  23:44:00            5.0   \n",
       "3743686  168003    22003      44632  2018-10-31  23:45:00            0.0   \n",
       "3743687   18508    28011      22303  2018-10-31  23:46:00            NaN   \n",
       "3743688  167004    21070      44815  2018-10-31  23:49:00            0.0   \n",
       "3743689  135555    35017      72005  2018-10-31  23:56:00            0.0   \n",
       "3743690   18508    28039      22307  2018-10-31  23:59:00            3.0   \n",
       "\n",
       "         transport_time  total_time ems_call  \n",
       "0                   NaN        27.0      EMS  \n",
       "1                   9.0        23.0      EMS  \n",
       "2                  21.0        48.0      EMS  \n",
       "3                   NaN        36.0      EMS  \n",
       "4                  14.0        48.0      EMS  \n",
       "5                   9.0        37.0      EMS  \n",
       "6                   7.0        39.0      EMS  \n",
       "7                  13.0        47.0      EMS  \n",
       "8                  18.0        45.0      EMS  \n",
       "9                   NaN        15.0      EMS  \n",
       "10                 10.0        39.0      EMS  \n",
       "11                  7.0        51.0      EMS  \n",
       "12                 10.0        45.0      EMS  \n",
       "13                  NaN        22.0      EMS  \n",
       "14                  NaN        24.0      EMS  \n",
       "15                 13.0        46.0      EMS  \n",
       "16                  NaN        16.0      EMS  \n",
       "17                 10.0        34.0      EMS  \n",
       "18                  NaN        29.0      EMS  \n",
       "19                  8.0        45.0      EMS  \n",
       "20                 14.0        54.0      EMS  \n",
       "21                  NaN        19.0      EMS  \n",
       "22                  NaN        36.0      EMS  \n",
       "23                 13.0        48.0      EMS  \n",
       "24                  6.0        66.0      EMS  \n",
       "25                 11.0        36.0      EMS  \n",
       "26                  NaN        43.0      EMS  \n",
       "27                  9.0        41.0      EMS  \n",
       "28                 12.0        56.0      EMS  \n",
       "29                  NaN        22.0      EMS  \n",
       "...                 ...         ...      ...  \n",
       "3743661             NaN        39.0   Police  \n",
       "3743662             NaN        11.0   Police  \n",
       "3743663             NaN        54.0   Police  \n",
       "3743664             NaN         7.0   Police  \n",
       "3743665             NaN        24.0   Police  \n",
       "3743666             NaN         1.0   Police  \n",
       "3743667             NaN        55.0   Police  \n",
       "3743668             NaN        30.0   Police  \n",
       "3743669             NaN         5.0   Police  \n",
       "3743670             NaN         0.0   Police  \n",
       "3743671             NaN         4.0   Police  \n",
       "3743672             NaN       154.0   Police  \n",
       "3743673             NaN         2.0   Police  \n",
       "3743674             NaN        14.0   Police  \n",
       "3743675             NaN        23.0   Police  \n",
       "3743676             NaN         6.0   Police  \n",
       "3743677             NaN        25.0   Police  \n",
       "3743678             NaN         7.0   Police  \n",
       "3743679             NaN         5.0   Police  \n",
       "3743680             NaN        20.0   Police  \n",
       "3743681             NaN         0.0   Police  \n",
       "3743682             NaN         0.0   Police  \n",
       "3743683             NaN        28.0   Police  \n",
       "3743684             NaN        14.0   Police  \n",
       "3743685             NaN         9.0   Police  \n",
       "3743686             NaN         4.0   Police  \n",
       "3743687             NaN        65.0   Police  \n",
       "3743688             NaN        19.0   Police  \n",
       "3743689             NaN        10.0   Police  \n",
       "3743690             NaN        11.0   Police  \n",
       "\n",
       "[3743691 rows x 16 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_calls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3743691, 16)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_calls.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Every call has an incident number, a call type, at least one address location, a town, the police department jurisdiction, the EMS squad jurisdiction, three \"block\" location identifiers, date, time, response, transport and total time. The \"ems_call\" column notes if it was a police or EMS call.\n",
    "## With this database, I can tell you a lot about 911 calls in the county between Jan. 1, 2012 through Oct. 31, 2018. \n",
    "## Let's start with the basic questions, and we'll do some visualization on the way. \n",
    "# First question: what are the 10 the most common police calls?\n",
    "## We'll do this as a list and as a bar chart using matplotlib."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "police_calls=all_calls[all_calls.ems_call=='Police']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TRAFFIC STOP                   513676\n",
       "PHONE MESSAGE                  268368\n",
       "ALARM SYSTEM                   193080\n",
       "TRAFFIC ACCIDENT               142476\n",
       "CIVIL PROBLEM                  130003\n",
       "PREMISE CHECK                  125014\n",
       "MEET OFFICER                    96275\n",
       "NO VOICE CONTACT 9-1-1 CALL     93220\n",
       "FOLLOW UP INVESTIGATION         91676\n",
       "ABANDONED 9-1-1 CALL            72747\n",
       "Name: incident_type, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "police_calls.incident_type.value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10e4e26a0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iIqKzJI2IiOgsSSMiIjpL0oiIiM6SNCIiorMkjYiI6CxJIyIiOkvSiIiIzpI0IiKisySNiIjoLEkjIiI6S9KIiIjOkjQiIqKzJI2IiOgsSSMiIjpL0oiIiM6SNCIiorMkjYiI6Kz3SUPSLpJ+KGmZpAOnHU9ExCzrddKQtCrwXmBXYAtgb0lbTDeqiIjZ1eukAWwHLLN9ke0/AccAu085poiImSXb045hQZKeBOxi+7n1+TOAB9s+YOh1+wH71af3An54M6teH/jlzfwZN1cfYoB+xJEY5vUhjj7EAP2Iow8xwMqJ4662lyz2otVuZiW9YPtw4PCV9fMkLbW97cr6ebfUGPoSR2LoVxx9iKEvcfQhhtZx9P321OXAJgPPN65lERExBX1PGmcAm0vaTNLqwF7AcVOOKSJiZvX69pTtv0g6APgysCpwhO3zGlS90m513Qx9iAH6EUdimNeHOPoQA/Qjjj7EAA3j6HVHeERE9Evfb09FRESPJGlERERnSRrRG5LuMu0Y+kLSrcac26xlLBGDZrZPQ9IGwCuAewDnAP9l+zfTjWp6JO057rztTzeI4bu2HzjpehaJYb1x521f1SiOLwB71JUQBsu3Aj5ne9MWcfSdpCfa/lSDesZe0Nj+6aRjWIykF9l+18TrmeGk8SXgTOAbwG7AWrafNYU43mX7RfX4hbYPGTj3kVYxSboeOLs+ADRw2raf0yCGs2xvPel6FonheuAy4C9zRQOnbftujeJ4A/AQ4PG2r6lljwA+CjzH9kmN4lgVWNf2L+vz1YFnAS+2fZ8WMYwj6ae2J95ClXQOYIZ+H4AlwAa2V510DItp9Vn0esjthN3J9ivr8ZclfXdKcfz9wPE+wCEDz+/fMI49KfNg7g98Dvi47WUN6wfYSNKhC520/a8NYjgUeCTwLeDjwKmewpWV7VdJehXld3NXYGfgXcATbC9tEYOkvYAPAL+XdCFwMHAEZf7UP7aIoQMt/pKbz/b9VqhU2hR4OfAo4I0tYuigyWcxy0kDSesy/0GvOvi81W0IVvyHbvKPPortzwKflbQmZVHIt0u6A/BK219vFMa1lNbf1Nh+kSQBjwCeAbxb0onAYbYvbhzLGyRdQ/lMBOzYOJG/CtjG9jJJDwS+DTzJ9vENY1hM04QuaXPglcCDgbcD/2r7zy1jGKPJZzHLSeP2zP9nnDPX2jDQ5DYEsEpNVqsMHN+QyBrFMOgPwK+B3wB3BW7TsO4rbR/VsL6Rasviq5LOorS+Xg9cCHywVQySjmf+dsgSYBnwjpLPwPY/NAjjT3NJyvZ3JV04jYQxcGvoRqeAOzaKYUtKsrgv8BZgX9vXtah7KI7fsvBncdsmMcxqn0ZfSPoJcD2jWxkt76HvSPmC3A74CnBMq9sgAzGcZnv7lnWOiGGupfVUypf1p4FjW3d0Snr4uPMtWn+SLgPeMVD0ksHntt9xozdNJo67jjtv+5IGMVwHXAqcANwoWTS6ddoLM500aqfeP1KuHgDOAz5m+4/Ti2o6agfw94FTKVcyK/xitPhP0YcRKpJ+T2lVHFP/HP4cJj6KrMaxBFhi+/yh8i2A5baXN4jhNePO237dpGNYjKRv2d6hQT37jDvfhxZys0EBs5o06n++4ygdnnP30bcBdgB2b7TG1dzolDVs/64+3x5YvZ4+y/ZvG8XxLMbcE23xn6IPI1QkfYSFP4cmo8hqHMcA77P9jaHyvwNeYPtpLeLoO0mX2t5k8Veu1DpvBzD3f7YvWn0Ws5w0TgbeNDx0UdKjKJ2/j2wUx9uAK2y/pT6/GDiX0pfwXdsvbxHHOJJWs/2XxV+50uvdlPkRKofafnfrGKZl3P4Iks61vWWDGI61/ZR6/ObB30VJJ9reedIxLKbV1XWt6wXAQcCateh3wJttv69F/YvJkNvJ22jUWHfbX5HU8stpJ+BBA89/ZfvxdQTPN1sFIelU2w+rxx+1/YyB098Bmk26m+YIlb7MmwHWGnNuwdniK9nmA8ePpiTwOYvu8LayjJl4KmCNRjG8Cngo8AjbF9WyuwGHSFrP9hsaxfGShU4Bt2sRwywnjVUk3Xq4/0LSbWj7uawydBX/cij3QeaawY2sOXB836FzTYYC92SESl/mzSyT9FjbXxgsrHM2LmoUw7jbEC1vUTx+zLnPN4rhGcBWtv8wV2D7IklPAb4HNEkajL+YOGTMuZVmlpPG0cCnJO0/N/qi3g45lDLrtpXVJa0113dh+8Qay+1pO9y1D18Q32N+hMp2wHZzQ0yh2QiVXsybAV4MfL5+Kc31uW1LmSW+W6MYbitpa8pw8DXqsWh4hQ9g+9kLnZO0Ybsw5hPGQOG1dRBJqyAWHHwg6UELnVuZZjZp1IlTBwDflDQ3vvn3wNsa3zv/IPAJSc+fGx1UhxgeBnyoYRzrSHoC5QtinYFbAqLMaWlhXxpP1hqhF/NmbP9I0v2ApwFz/RdfB/5p1JfXhPyc+SG2g8dzz6dC0jrAEymfzX2AOzeo9nJJO9k+eSiWHYGfNah/pDqgZ+/6+BXlwmKydc5wR/iec8MnJa0F0Gqk0ohYnk9ZPHGwg+1Ntg9rGMOR486Pu9proVVnfI/mzdzb9g/q8Qq3USVtb/u0FnH0haQ1KPNnngZsTblNswfwDdsTv9KXdF/K8jqnsmLLr+loyxrLpswnij9TJuFua/snTeqf4aQx9RVVhw0nL0kb2v5Fo7pvSKLTMq4zvg//XpI2sn15o7pu+PsO/91bfRaSnk75jvjoUPkzgOtsf2zSMdT6Pgb8HXAiZf7MKcAy202XiK/9nU9jvs/vfOB/Grb8kPRtYG3K53CM7QslXdzys5jZ21N9ZPu3ktaRtC9tm95Q1hmaatKgB53xi/g20GrPj3F9K60+i3+hjO4b9mnK6tBNkgawBXA1cAFwge3rJE1jEck/UBZsnKZfABsBG1JGsN1oAuqkzXLSuLek748oF+U2RLORMuOa3q1i6Ik+dMaP0zJxeYHjUc8n5VajJrDZ/r3GbBK1stl+gKR7U27HfEXSL4G1GrfEx635ZNtrt4jD9h51kMyewGvr8PR1JG1n+zstYpjlpHEx44fyNTHU9H43803vrzUOpQ9JtA+d8eO0TFwbqywTr4Fj6vONGsWwhqQ1bf9+sLDeRl19gfdMRO3feQ3wGknbUBLIGZIus/3QBiGs12qu0GJs/xo4EjhSZTO5pwDvlHSXFjPCZzlp/MkNFjrroBdNb/qRRL8O/MPA8WA8TVpddWLnQleU67SIofr3gePhhSNbLST5YeCTdWTf4LD099ZzU2H7TOBMSf9OueBq4XQaTnBdSO1XWWtu7THbVwDvkXQscIcWMcxy0vjWtAOAfjS9q6kn0WmP0KrGfSE3W/W3xVpfHWJ4m6TfAd+oE00F/Jb2I/veSml9f2Do1H7AZrS5oOhDnxqUeWRf4sb9jztQNup6waQDmOXRU48Hvj9wBfVqytjvS4AXuvGGOwNxbUPp23gy0KrpjaT32D6gRV2LxHEvypfBvWvRBcDhtn80vaja0/x+GiO5zX4aN5jmsHRJZ1KGlHqofBXK/+EW63ANLxO/ArdbJv5M29sscO4828MDSFa6WW5pHAxsDyBpN+DplKv9rYH3A4+ZRlADTe9/o13TG8q2onedZhKV9BDKFdTh9SHKv8fX6pDgic9NkLQ+sD/lluERwFsp/w4/Bl7qdjvnvW0uJMoE0Oc2qvcGo9Y5Gpqh3+SLErj1cMKo9V+vwYAma1XK2k7TbnGM22hplRYBzHLSsO1r6vGewIcHvrD/uVUQkp4HfK2Otxbli2pPypf1s1rFQT+S6KuBvYcGAXxW0imUTtBdG8TwMcptqM0pCzUeSVnT5+8oM/Qf0SCGFTZZkvQ7t9tyd9C4dY5aulbS5rYvHCysI4eubRTDz2z/Z6O6xrli1EipuoTIxPdYAcD2TD4oGw7djpKdL6E0f+fOnd8wjnMpQxuh3JY6k9Kh9Sjgmw3j+N7A8RHAyweef7dRDD8ac+6HLT8HyhXlT4fOnd3q32Oo3iaff18flIuFZZSLqPvVx7OBHwGPbRTDWdP+HGoc2wE/AV5LGSjyeOB1lIEsD24RQ5PmTE+9CzibclV5gevWpnVRtpZryfzF80P5dgOOtn2l7a/QaKnjSpJuV+8T7wQMrrHTauHEcffLfz/m3Mp0HdywT/gvh841W5hO0npzD2BVSesOlbWI4cSB44Na1DmK7S9S5i09EvhIfTwCeKKHVgGeoBtNcpS0pqRnSDqhUQy4tDC2o1zUPKs+REkYp7eIYWY7wqEsCwFsQLm6vL6W3Yly5d9kT2hJ3wUeR7mHfgmwo+s6NpIusH2fRnE8h7L+1W8om0LtUsu3piziOGpm8MqO4QrK8gg3OgU8xfbEVzSV9CvKaBxRbknNjcwR8DDb6046hhrHxdx4F8M5doM1sCSdZXvrejz1ZVz6QGWL6MdR7go8BvgU8Gnbx081sIZmOmn0Qe0/+AClo+1428+r5Q8HXmb7cY3iWBW4I1NMourBPsz1cx8XwzT6FqZi3PpXs0bSzpQ+vp2BrwKfAN5te9NpxjUNSRo9IGk1yoSdqwfKbkvZoKnJPsSSzqbsPf3tFvX1XZ1EdY/6dJkbLkpX638M5Xfik0PlTwR+4xG7Tk4ghoVaXUD7Yb/TpLJnxjeBZ7mOJJR0UYsWX98kaUxZHfVwqe2f1+fPZH6o62ttX9UojgdTljH5HqWFc/Uib5lEDFOfm1AT+BuB51D+DQRsQhlF9Uq323b2W8AerjN/B8rXp7RIH9IghrS6KkkPAPaizJ+6iHIb9dW27zrVwKZgZpNG/bJev3ayDZY/FviFy/DbFnF8F3iU7ask/T3ll/FfgAcA97H9pBZx1FgEPB/4N+CLDHT8usGueX34kpL0TspQ0xd7fon6tSnzJq61/cJJx1DrXGp75IY6kr7vBmuB1bWMmvTt/bUkvdqNh8JKeijlVtUTKRdZn7F9eMsYRpF0uO39Jl7PDCeNU4Bne2jpDJVd8460vWOjOL5ne6t6/F5gue3X1udn235AizhqfXegTGbbgtLPMpg0WvQnLAGW2D5/qHwLyucy8XHoki4E7umh/xi1z+cHtjefdAy1vh8BW3ho4ymV1WXPbxHHUJ/Gp2w/cdJ13lSSfmq71XL1w3XPjTTc2/ZzGtW50Mg5UfoiN550DLM8uW+t4YQBYPuSeguglVU1vyvdTpQlNOY0+/dR2T3w3ylJY9/hL81G3g28b0T5HSj7fTytQQwe9Xd3+4UkPw18UNIBrqvMqqz/dAjt9j0ZHLk1tXv3kn6z0Cka7VVeLxrWmOtjlLQ9ZaXfPwJNWp/VcuZvm86ZG2W3QYsAZjlpjBs6OW6q/sr2ceDrKgsVXkvpbEPSPYBfN4zjYcBDXFbNnJZ72L7R4nO2vymp1QJ550t6pu2jBwtVdrH7QaMYoCTJNwCXSJq7uLkLZXXZ/2gUw7g9PVr6FfAgj1jAU9KljWJ4M3AF8Jb6/OOUibm3oUzIPbBRHBcBO426bdjqs5jlpPEVSQcDr5q7sqz39F9H2dOiCdsHSzoZuBNw4sBV7iqUvo1WXkW5agJA0iMpE6ouAd5j+08NYhi3bEWrTX/2Bz5d560M7gW9BvCERjFQW54HSnodK47iarVsBsBW9SpflL015q74m248BBxN2Qd71KrPrXYP3Al40MDzX9l+fP3O+GajGKBMSl4XGNXX9JYRZSvdLPdprElZS2g7ysxwgK0oM8Sf23Co6462T6nHm3lgYUA13Ldb0unAE2z/Xx0p8hXgv4D7A3+2PfEF8+rM2vcOz/KVtCvwr7ZbrD01V+eODOwFbfvkca+Pv22DfY/1+c62T6zHTfsep21mk8YcSXdj/svhPNsXNa5/wQlULSdUDY7IkfQ24HrbL6udfWc3Gq1zT+DzwP+y4lX+Q4DdPMXl0SWtA+xv++BpxTAttdU593/kXLffVfJGJL12bsBIo/ouALbz0NLwKluvnm773qPfOXmtRk3Nmdm1pyQ9UNIDKbuxXV4f6wyUNwtlgeNRz1vFsSN17am5meEt1KRwP8qufZvWx9eB+7dKGJI2kXS4pM9Leq7K+kJvBy6kUUdjX0jaqLZAX0vpCL9DtPFUAAAbU0lEQVQb8DpJ31FZgmeaWk8s/CDwCUk3jNSqIy0/TrljMU0jh2ZPyiz3abx9zDlTvjhbGNfZ2LIZeIrKlpE/o9wznbtldiegRX/GXOf/hraPHCrfQdLPbf+4QRhHUxLVp4BdKLcrzwbuNzcBswVJT7f93/V4B9vfGjh3gO33NAjjPcBhtj8yFNszKaPcdm8Qw0Ka7mth+x2SrgFOrbe2p7KL4QKaDl6Z+dtT06b+LJAn4KmUDvljbV9ey7cGNrD95QYxfB44yPY5Q+X3A95oe+J7mI+4d30ZcJeWLa5a79RvW0r6oe173dRzLUhapfW/yUDdU9vFsA9mtqUh6Y22X1GPH+0Ga/ksYPBq7W1D54afT0wdtXWjFWZtn9UqBkor45zhQtvnSNq0VRCS1mX+SvZK4PY1qeJGy7pAL25bjrx9Xfu5Vm0Uw0ieX1CzyYxw9WcXwwW16tuY2aRBufXwinr8ZmAqSaPF0hi3IOuMOddkEhdwe+C7Q2Vzz027SW59uG35eUkfBF40MMFwTeCdQKt9LBbzXKDFMiK92MVwkRnhj20RwywnjV6Q9P1x51uMWuqRpZKeZ/uDg4WSnsv8aKqJcn+Wur53/d0QcPeB3xPRLnG9jDLseniC4VHMX3BNXB9mhANXNupHWszUZ4TPbJ9GvVf9DsqH/eJ6fINWzU2VJclNmaR0PEN7Ho9a6uRvlaQNgc9QOt4Hh9yuTplDMvGOaEkbUL4Q70HZEvhNthf60ppkHGNXT235eyFpDeYnGP7Y9jWt6q71/5QxM8Jtb9Ighl7sJ6KyNtqCM8JbfBaz3NL4IPNNzsHjpmw/QNK9Katmfgw4v/554vBidZM0psUzN/t34i2e+qXw0DovYMtafMLc5MdGjqYkrHdTtt89lLKlZlPDSUFlMcm/p+xb3qTVNRDLtcCN+poa6sOM8L7IjPBYkaSnAu8F3mz7rQ3r7WWLp95DfwJlJdGJ72I4YvTUVK4w60iyA22fW4c9f5cy/PfuwOG239U6plkm6S/AqBZW6yVVpm6WJ/edOHB80JRj2UjSSyWdCjydcrus6djvugzC3sDtKInjYMos4MtbJwxJq0t6gqT/R5k3shPw/ob1rytpvdrpuOrQ81Y2s31uPX42cFIdcvxgygZREzc4ka1vJL22cZXn2F57xGOtaScMSU338pjZpAEsGTh+8rSCkPR1ypX9rShfDvsAJwCrN/6SwvYPbL+mXlkfT7kt8OJW9UvaWdKRwMWUDW6OBq6y/WzbxzcK4/aU21Nzj7UpV/lnUq70WxncIXAn6milOjeg1fyEzzaq568xM1vNdpAZ4Y305b7cXSmx/BMr7qUh2g7xpC4NsRfldtDVlITxmVb1A1+irBj6MM/vw3xIw/r7NHrqUkn/AlwGPJDy2cx1Srda8bfprOubqHVs/69xfTdF0xnhs5w07ibpOOoQxnp8AzfYj7rWs2mLehZTWzxrAcdSWjxX1lOrS1qv0aS2B1KS1lckze3DPNVJZFO0L2X+waOAp9r+VS3fnrJfeQsbSTp0oZNusAXwGNs0rm+5pM1tX1gneh5BaQ3/BHiW7eG5Pc3Y3qVlfTPbEa4e7EfdJ5J+wnzra/CXYq6jr+nOberpPsyzpM7NePVC591gC+CBWB5J+V3YBLgO+BHwIdvLGtV/LrC17T9LehrwUmBnYGvgNbb/rlEcq1BG8z0R2Jj5z+L9rVYfntmksRBJmwB7tRy5FAur/0keRfk3adIB3AeSjmfMLdQWLeEezU34L+COlJWX96D0ef0I+GfKmmQTv3WkgT0zJH2Mshz6IfV5yy0MjqRM7vsK8CTgN5Rbui8HPmf73ROPIUkDJC2hdIbvDdyZclX7b9ONqh9U9rj4d9vPm3Ys0ybpp7abjCjqQ0tY0mm2t590PR3iOMf2/erxasDXbe9Q1wj7pu0tx/+ElRLDd4HHUfr6LgF2tH1ePXeB7ftMOoZa1w373tTnp9neXtKtKfveTDyOme3TqCtV7gk8Dbgn8GnKMMeNG8fRl5377k9ZIPHOlFEz76Usjf1gxi8jP0uadb725PboDctmaHrLswNcP9CvdmdqP5ftq+cWkmzg1ZTRc6sCxw0kjIdT9u1u5c+S7m77xyr7/vwJwPYfJTVpAcxsS0PStcB3KHtjn2rbki6awr37qS+BXes6nTI35NvML+Z4FPBq239oEUPfNW5pTH1Nsh79bj6VMtv5R8C9gBfYPqHeITjE9tMaxbEasJbtqwfK1qR8jzbbHhr4CPBHykX/XrZPr5/Fv9t+2aRjmNmWBnAQZaTO+4CPS/rElOLowxLYALf2/GY7P5T0wha/gIMkPQhY3/YXh8ofC/yixfIZGrEE9twpysTHVq5nzAz9Rnrxu2n7E5JOogw/XzY3ksz2csqdgomT9DLbbwGulvTkuX4U27+X9EYaLeBo+5S6LtkdbP9yoHw5ZYHJiZvZyX2231Xv187tZ/FZ4M6SXl7v4zcLZYHjUc8n6TaSttb8drd/HHrewpspa28NOw9oNTBhrQUetwOazRnpyQz9vvxuYvsq20sHhh63ttfA8fAKEk2HvLr45eKvnIyZvT01iqQtKVcuT7F9j8Vev5Lq7MvOfV8dc9q2J779raQzbD9ogXMrdADOmmmsSaayveky6vLs9Zj6/G6212wRRx9IOsv21sPHo57/rZvl21M34rI43H8w+mp3Uvqyc98jFzonqdUM5HEJ8rYtApD0bsYPdW02oa0HM/SbjAhajKTV3HDF5wX0ptU1bTObNCStDewPbAQcR9m57wDgJZR9FP67RRw9GSVzI3VUyo6UltduwIYNqv2KpIOBV7k2gWscrwNaLY/ecn2pBfVkhv4atn9Q47m17T8OxLc9ZehpC9+hrBYwTVupbAYlYA3Nbwwl4DYtA6kd8rsC965FFwBfapVYZ/b2lKTPUa7evk1ZEG4Dyi/AC22f3TCOr7LwlYpt79QqlhrP9pREsQewHiWxHjc4YmSCda8JfAjYDpj7N9iK8kX+3BYjVCQ9GTh+2iPG+jBDv0ejp2bq9s84tfV5CmX157Movw9bUyY/PtL2/008hhlOGoMThlal/CPcpfWXhaRRa+hsTxkJccVC9/gnEMcbKRMcfwp8nHIbZKntzVrUPxTL3SidvgDn2W42Dl7SZ4AdgC9TPocv276uVf190pf7+JrfZXMkN9hlU9IJlAEJn3XdL30aJH2EMonvXUPl/wpsY3ufSccws6OnGFh6un4pXDaNq0vbZ849KCNl3kwZNfP8Vgmjei5lZ7TDgI/avpLG92oHRmqtA1xeH+u0HMFl+wmUrU2/AvwLcJmk9y82Q3tlk/T0geMdhs4d0CiMvtzHX5Xyf2OhkW0tHE65TfsTSceq7PeyeqO6B20/nDAAbB9KudicuFluaVwPzN3umNug/hpovxOXpMdQJhn+ETjY9riRTJOKYVXg0ZSEtRPwVcqaT5s0u1fagxFcw1S2WX0SZZ2j9dxgD+Za79RvDUm6grLSsICn1mPq86fYbtHP1Zs1sAAk3RZ4PGWAwkOALwIfs31So/oXbOG1av3NbEc48L0+3CeVdAZlQ6i3UvpXGLyqdqMll2tr60vAl1TWsdmNkkgvl3Ryi1m340ZwTYPK2kZ7Ur4w1wM+2bL6BY5HPZ+Ufx84Hh4g0HLAQG/29bB9DfAJ4BN16Z2jgGfSbgn/20vac0S5KBuGTdwsJ42+NLF+T2nxPKk+BpkygqmpOkrmU8Cn6iiz3Rd5y0oh6Y22X1GPH93q6m0ohttR9ySndDAeB7we+JrbNsunfmvIDZc+X8Q/Sdp1misFDNS5IfAUSkvjTpTRbc9qVT9lHtfjx5ybuFm+PTX1zrVbilZrLo27JdOKpF9SWlzHUDrB/7zIWyYVx9Qn1mloY7JhbrRRmaRTgGcPz4Svy2kc2Wji6fMoFxL3olxQHWP7fyddbx/NcktjrnNt6k1fSRtQhrbeMGIIeK/tpts4jjH1z6ihTWxPY52nYX2YWPcQ4FLKKLLTmd7vwVqjlk6xfYmk9RvF8BDgv4CTbbfao/1GJL3L9ovq8Qtd9/Sozz9i+1mTjmGWk8bPbP/ntIOoI2M+Rlm58uhavA3wHUn/6IHlqKeoVXN0g7pgoAaO54No0/r7jkYvMT03QKLJUiYLrS+lsinV3rSZWHdH5gdHPA04Afi467LgDU19pQDgtfXPjTViNXbbP20Ux98PHO/DiuuhNfndnOWk0Zer57cDe9g+a6DsuDpf4AOU/SwmTtI5jE4Oos1scIAPMj+EcvC4pd2mUOeNjFmx4KWU7W//Z9IxjBgcsTfwNUmvc7u9NKAfKwWcQPn/Mfi9Ycoglg1o1xE+boBEE7OcNJrOtB5j7aGEAYDts1U2impl6l+Wtl837RiAWwEbDrfwaovw5w3j+CjzKxY8l7L0tigXGC1XLLg1Zce6vYFNgUNpu/4VlET5IWCZpOGVAprsKDk3EXiOpE0pW6w+CnhjixiqVeqovlUGjueSR5PENbMd4X0h6QLgocPLdEhaD/hf2/ce/c42JD0M2Nv2/g3qOtH2zvX4INv/Nek6R8TweeAg2+cMld+Psh/1QiNXVnYcU1+xQNLRwJbAFygdv+e2qnuBeKa2UsBADJsDr2R+R8ujWg6WqMvLXM/oVkab5WWSNKZL0n6Uq6V/A+bmZGxDmRl+hO0PTCGmrSn3sJ8MXAx82i02rF9x2YppjZ4atzz7OcNXnBOMY2prPQ3UeT1lSDiMXv+q2QTYYZLuTvkd3cv2fRd7/Uqob0tKsrgvZRfBj8/q8jKzfHuqF2wfLun/KHMBBkdPvcH28a3iUNl4au/6+CVlApMaT7jrwxXMOmPOrdEsihVXVYX5lVWbfWHb7tUyQ5LuTJlo+TTgfpTRTHuNfdPK8z3KSLITKAtqbjfYIe5GS+ZLGjv0vUWHfFoaAdxwVflNYF/by2pZ0z3TtfCGVECbeQGSPg6cYvuDQ+XPBR5t+6mTjiFWVFvje1MGBRxbH59zw8U0JT2L8fusNJkIOTBgZWSHvO2J92skaUyZerLpj6Q9KFdtOzA/ue1Djf9jjl0U0A32Hqkzfj8D/AmYm2m8LbA68ATbTTrDJd0GeD5l8cTvU25VTnsjoqmQ9CfKgICX2l5ay5pe0PTVUIf8oU1uIydpTJekwaWMXwe8ZvB866UcVPa02J1yZbcjZe7IZ2yf2DKOoZg2ody7brVPOJIeSekEhtLp2mpo51z9n6CsxPxNyoY7l9h+YcsY+qIuGvlkyu/kHalLd7RaPLLGcDzjL+6azI6fM80O+SSNHmm1SmVXdTjfk4Gnuv1mUEuY/6K4MyVx/VvLGKZpaPTUasB3+rLS6zRJ2pjSr7E3sCbl9+IVDeqdeiu4xjH1DvkkjR7p0xLQ01DnpexJ6ei8J/BpSsLaeKqBTUEfRk/1haTtbZ82ovyelBbo1Fd2aEXSdcx3yN8oWbS4nZ2k0SOz/MUAIOlayn7QrwJOte1ZvXddvxzmhrtOdb+XaZv1/xeDhm5n30iL29lJGlMm6bfMj4aY+2KA2fxyeBGlM35NyiJ5nwBOmsWkEfOSNEary/hj+3eLvXal1pukEX1TZ/7uRblvvTllcMBnbP9oqoHFVAwMxR6pVSd07We7K7DM9q9a1LlAHC8ADqJcXEHZj+fNtt/XpP4kjenK0Mrxasff0yjbi95j2vFEe5IupKy/NVKjodjPpawx9WNgM2A/22P3G5lQHK8CHgocMLeMSr3IOgQ43fYbJh5DksZ0ZWjl4uraS3vb/u9pxxLt9WFUoaRzgUfaXl6/pP/H9kOmEMcPga2G1yCTtAZlC+t7TjqGLCMyfVsMDK38MKUjeCaNWQ78JZRWWJLGbLp42gEAf7K9HMD2RXX132nwqEUrbV9bV3WYuCSN6bthQo7tv4za4GWGLLQc+BNaLgcevXOIpL9f6KTtFntjbyzp0IWet1q5Abhc0k62Tx4slLQjZSXkicvtqSnL0Mp5fVgOPPqnzsYeZspOdZs0WW+pB0Ndaxz3BT4HnMqKy9zsAOzuBrsqJmlEb2RCW3RRN8R6FWUb2INbrgbdB3XwzNOYXxX7fEofS5OLqySN6I16T3ZuzPlMt7rixiTtBPwHpZXxRtsnNax7eO0pU7YQ+Oo0BmhIWocyHB3gR7Z/3azuJI3oiz6Mkon+kfQ4ynpLv6a0LE6dQgyj1p5aD3g6cKHtAxvFcWvgA5RFRS+mbPt6V8rKzM+3/aeJx5CkEX2R21ExSm2BXkbZCOlGX1itV5gdVPvezrT9gEb1/Sdwd0qC+G0tWwt4L2W4/n9MPIYkjegLSZcB71jovO0Fz8Xfrr6sMLsQSWc3TBrnAtvZvmao/HbAaba3HP3OlSdDbqNPVgVux4q7ksWMm0sKtQN4blWAZS1H1Ulab0TxusAzKdszt3L9cMKAsv6UpCYtgCSN6JOfzdIy19FN3U/kjcBzgEsoFxWbSDoSeGWjzYfOZMVtVuc6wr8GvKBB/XNc97kZdWGVyX0xc9LCiFHeCqwFbDZwH39t4G31MfFld1pue7yI21MS2Kj/K01aGunTiN6QtJ7tq6YdR/RLXbDwnh76sqqd0D+wvfnod8YkpKURvZGEEQvwcMKohde1uo/fF5LuMu687Z9OOoYkjYjou/MlPdP20YOFkp4O/GBKMU3LCazYt0J9vgTYgDKYZKJyeyoiek3SRpT94q9lxfWW1qAsZnl5gxg+B3yrPs5oMYmuC0mbAi8HHgUcavvdE68zSSMibgnqSq43rLc0vNLrhOvejbL50UOBrYALgP+lJJH/tf2LVrHUeDanzJJ/MPB24KhGo8iSNCKi3yQ9CFjf9heHyncFrrB95uh3TiyeVYGtgUdQdt3crMVKu7XuLSnJ4r7AW4CP276uRd03xJCkERF9JukU4Nm2LxkqvytwpO0dG8WxPvOtje2B2wBnA99uuDT6dcCllL6NGyWLFvt6pCM8IvpureGEAWD7kvpFPnF12O+vgU8BXwbeYPt34981Ec+ZQp0rSNKIiL5bd8y52zaK4QhK6+KJwP2ALSV9Gzir5e2hhVo0dYmVx7eIIbenIqLXJL0fuBJ41dx8DZV9kV8H3NH2fo3juSflFtVDgIcBv7Q9dlHFCcWxKvAYYG9gZ+Cbtp806XrT0oiIvnsp8CFgmaS5veK3ApZS9pJvRtLdgO0oo5a2p8yNuLhxDA+n7Nz3WOA7lK1eNxu1kOFE6k9LIyJuCeoX9tyQ2/NsX9Sw7s9QEsVvqcNsgW/ZvqBVDDWOy4CfAocBn7X9W0kXt1wbKy2NiLhFqEmiWaIYciTwPNu/nFL9cz4J7AE8FbiuTjpseuWflkZERAeSNgD2Z6C1A7xvChP7RJkjsjflFtXtgX2BL7QY0bXKpCuIiLilk7QDcEZ9enR9AJxezzXj4qt1AMBmlP6N3YGftKg/LY2I6DVJO9o+pR5vZvvigXN72v50gxhOA15g+6yh8gcAH7D94EnHsBhJa9i+dtL1pKUREX33toHjTw2de1WjGNYeThgAts+mbBDVhKTNJX1E0jskbSzpi5J+J+l7zN82m6gkjYjoOy1wPOr5xGKo26wOF65H2+/RIykjt/4POJ0y6XB94N+A97YIIEkjIvrOCxyPej4p7wROlPRwSWvVxyOALwLvahQDwO1sH277bcC1tv+f7T/YPgm4dYsAMuQ2IvrubpKOo7Qq5o6pz5vMT7B9uKT/A15PuQ1k4HzKGlTHt4ihun7g+Ddjzk1MOsIjotfqDOgF2f56q1hGkfQi201aG5KuAZZREubd6zH1+d1srznxGJI0IqLPJC0Bltg+f6h8C2C57eXTieyGOH5qe+ze3SuxrruOOz9qNeCVLX0aEdF376Z09g67A3BI41hGadUZj+1LRj2ATYCXtYghSSMi+u4etr8xXGj7m8D9pxDPsKncrpG0taS3SvoJpa/lBy3qTUd4RPTduHkQt2oRgKTfMjo5iHZ7eswty753ffwS+ASlm+GRrWJI0oiIvlsm6bG2vzBYWPcIb7KAoe1mE/gW8QPgm8ButpcBSHpxywCSNCKi714EnCDpKcCZtWxbyiZIu00tqqplRziwJ7AX8FVJXwKOoWGfCmT0VETcAki6NWVhvi1r0XnAx2z/YXpRFZIutb1J4zrXpCxSuDewI2UBxc/YPnHidSdpRET89Rq3NEbVvy7wZOCptneaeH1JGhHRZ4t0Qtv22g1ieMlCp4BX2l5v0jH0Rfo0IqLXetIJPS6GPswVaSYtjYi4RZD0SOaX/z7X9temGM7MStKIiF6TtBHwaeAPzI+e2gZYA3iC7csbxbErcBCwRS06D3jz8FDgv3W5PRURffce4DDbHxkslPRM4H2UUUQTJel5wD9RlupYWou3Bd4kaWPbh086hr5ISyMiek3SD23f66aeW8kxnA88zPZVQ+V3AE61fZ9Jx9AXWXsqIvpu5PeUpFWAVRvFoOGEAWD7ykb190aSRkT03eclfbBOaANumNz2fqBVf8JvJG01XFjLftsohl7I7amI6DVJtwL+C3gWMLdfxF2Ao4BX2P5TgxgeBvwPZY/uwaVM9gGebvvUScfQF0kaEdFrkm5l+8+S1gDuUYt/bPuaxnFsCOzP/LDf84H32v55yzimLUkjInpN0hXAccDHgK96Cl9aku5i+6et6+2j9GlERN/dBzgD+A/gUkmHSNq+cQyfnTuQ9KnGdfdKkkZE9JrtK21/oG40tB1lD413SvqxpIMbhTG4/PjdGtXZS0kaEXGLYfv/gA8Dh1FGLT23VdULHM+c9GlERO9Jug3weMr+EQ8F5jYgOsn2dQ3qvw74PaXFsQYw1wnfbKXdvkjSiIhek/Qx4FHA1ymJ4oQ+bL40q7L2VET03ZeAf7I9U5Po+iotjYiI6Cwd4RER0VmSRkREdJY+jYjoPUkbsOISHucB77P9i+lFNZvS0oiIXpO0A2VGOMDR9QFwej0XDaUjPCJ6TdJpwAtsnzVU/gDgA7YfPJ3IZlNaGhHRd2sPJwwA22cDa00hnpmWpBERfSdJ644oXI98hzWXDzwi+u6dwImSHi5prfp4BPDFei4aSp9GRPSepN2Al7Hi6Km32j5+elHNpiSNiIjoLPM0IqLXJL16zGnbfn2zYCItjYjoN0kvHVG8JrAvcAfbt2sc0kxL0oiIWwxJawEvpCSMY4G3275iulHNltyeiojeq8NrXwL8I3AU8EDbV083qtmUpBERvSbprcCewOHA/Wz/bsohzbTcnoqIXpN0PfBH4C+suD/3zG212gdJGhER0VlmhEdERGdJGhER0VmSRkREdJakERERnSVpREREZ/8fmKqBv0BP1mwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "police_calls.incident_type.value_counts().head(10).plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## This was incredibly interesting to see the first time I checked. I was expecting \"emergencies\" to pop up at the top of the list. Traffic stops far outnumber any other single call, and phone messages are kind of a misc. category. \n",
    "## Not only are there more than a half million traffic stops in this data, things like robberies or assaults don't even appear in the top 10. \n",
    "## So what does this tell us? It tells us there's a lot more information than just life-or-death situations here. It tells us the dispatch center also handles at least some portion of the more operational functions of local police. \n",
    "## The same won't necessarily be true of EMS calls, however, as I've found their numbers to be more what I expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "ems_calls=all_calls[all_calls.ems_call=='EMS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RESPIRATORY DISTRESS              33629\n",
       "EMERGENCY TRANSPORTATION          32092\n",
       "FALL VICTIM (NON-CRITICAL)        28440\n",
       "CHEST PAIN / CARDIAC SYMPTOMS     25837\n",
       "NON-SPECIFIC (CRITICAL) EMERG     25009\n",
       "SYNCOPAL EPISODE (SYNCOPE)        21556\n",
       "ASSIST PATIENT                    16238\n",
       "TRAFFIC ACCIDENT(NON-CRITICAL)    13432\n",
       "FALL VICTIM (CRITICAL)            12558\n",
       "SEIZURE/ACTIVE (MEDIC)            11707\n",
       "Name: incident_type, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ems_calls.incident_type.value_counts().head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Okay, so let's get back to police. We know Traffic stops occur the most, so where do they occur the most?\n",
    "## For this, a bar chart is okay, but we really want a map. For that, we'll use a module called geopandas and a shape file provided online by Bucks County. I've already cleaned up the municipal map some to make this easier. It includes population and square mile estimates, and I'm going to leave those in for now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "towns1=gpd.read_file(\"towns1.rar/towns1.shp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>towns</th>\n",
       "      <th>population</th>\n",
       "      <th>fips_sq_mi</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>upper makefield township</td>\n",
       "      <td>8190.0</td>\n",
       "      <td>21.82</td>\n",
       "      <td>POLYGON ((-74.91426302000026 40.26298903436477...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sellersville borough</td>\n",
       "      <td>4249.0</td>\n",
       "      <td>1.17</td>\n",
       "      <td>POLYGON ((-75.32231815707847 40.3630725648114,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bensalem township</td>\n",
       "      <td>60427.0</td>\n",
       "      <td>20.93</td>\n",
       "      <td>POLYGON ((-74.99165894397615 40.1344050248029,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>richlandtown borough</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>POLYGON ((-75.31893622586787 40.47907161861421...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>riegelsville borough</td>\n",
       "      <td>868.0</td>\n",
       "      <td>1.09</td>\n",
       "      <td>POLYGON ((-75.19129083063962 40.58570594796645...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>nockamixon township</td>\n",
       "      <td>3441.0</td>\n",
       "      <td>22.38</td>\n",
       "      <td>POLYGON ((-75.15062533652618 40.57085684335124...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>falls township</td>\n",
       "      <td>34300.0</td>\n",
       "      <td>26.60</td>\n",
       "      <td>(POLYGON ((-74.80029354941779 40.2087775333423...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>haycock township</td>\n",
       "      <td>2225.0</td>\n",
       "      <td>20.87</td>\n",
       "      <td>POLYGON ((-75.30025923014693 40.49346657710261...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>lower southampton township</td>\n",
       "      <td>18909.0</td>\n",
       "      <td>6.70</td>\n",
       "      <td>POLYGON ((-74.9987624830945 40.17146875664378,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>middletown township</td>\n",
       "      <td>45436.0</td>\n",
       "      <td>19.32</td>\n",
       "      <td>POLYGON ((-74.89866034347483 40.13231997125762...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>solebury township</td>\n",
       "      <td>8692.0</td>\n",
       "      <td>27.23</td>\n",
       "      <td>POLYGON ((-75.06494721596914 40.36808804763133...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>warwick township</td>\n",
       "      <td>14437.0</td>\n",
       "      <td>11.07</td>\n",
       "      <td>POLYGON ((-75.11099390727912 40.23780525836345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>wrightstown township</td>\n",
       "      <td>2995.0</td>\n",
       "      <td>9.87</td>\n",
       "      <td>POLYGON ((-75.04240612277826 40.26065536517046...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>richland township</td>\n",
       "      <td>13052.0</td>\n",
       "      <td>20.78</td>\n",
       "      <td>(POLYGON ((-75.35908719319197 40.4407098251880...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>buckingham township</td>\n",
       "      <td>20075.0</td>\n",
       "      <td>33.02</td>\n",
       "      <td>POLYGON ((-75.1223955792864 40.33929296966267,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>silverdale borough</td>\n",
       "      <td>871.0</td>\n",
       "      <td>0.41</td>\n",
       "      <td>POLYGON ((-75.26373716359167 40.34681807059878...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>northampton township</td>\n",
       "      <td>39726.0</td>\n",
       "      <td>26.15</td>\n",
       "      <td>POLYGON ((-75.06616793550769 40.21138829414874...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>springfield township</td>\n",
       "      <td>5035.0</td>\n",
       "      <td>30.64</td>\n",
       "      <td>POLYGON ((-75.29363381862896 40.56191549143411...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>bristol borough</td>\n",
       "      <td>9726.0</td>\n",
       "      <td>1.87</td>\n",
       "      <td>POLYGON ((-74.85662991531026 40.09131127689432...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>trumbauersville borough</td>\n",
       "      <td>974.0</td>\n",
       "      <td>0.45</td>\n",
       "      <td>POLYGON ((-75.38875077793197 40.41619196232169...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tullytown borough</td>\n",
       "      <td>1872.0</td>\n",
       "      <td>2.10</td>\n",
       "      <td>POLYGON ((-74.81569735547615 40.12780369326698...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>2434.0</td>\n",
       "      <td>1.02</td>\n",
       "      <td>POLYGON ((-74.82605370238707 40.24250781581052...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>telford borough</td>\n",
       "      <td>2207.0</td>\n",
       "      <td>0.54</td>\n",
       "      <td>POLYGON ((-75.33461044825738 40.32879782998987...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>langhorne manor borough</td>\n",
       "      <td>1442.0</td>\n",
       "      <td>0.60</td>\n",
       "      <td>POLYGON ((-74.92625785788677 40.17264128769235...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>6574.0</td>\n",
       "      <td>31.44</td>\n",
       "      <td>POLYGON ((-75.20437052116041 40.38269971858784...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>new britain borough</td>\n",
       "      <td>3152.0</td>\n",
       "      <td>1.21</td>\n",
       "      <td>POLYGON ((-75.1778251369506 40.29586029993769,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>newtown borough</td>\n",
       "      <td>2248.0</td>\n",
       "      <td>0.55</td>\n",
       "      <td>POLYGON ((-74.93445939508172 40.22066571056985...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>bridgeton township</td>\n",
       "      <td>1277.0</td>\n",
       "      <td>6.83</td>\n",
       "      <td>POLYGON ((-75.08383699630538 40.55346102086028...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chalfont borough</td>\n",
       "      <td>4009.0</td>\n",
       "      <td>1.64</td>\n",
       "      <td>POLYGON ((-75.21600335756052 40.30171049835251...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>doylestown borough</td>\n",
       "      <td>8380.0</td>\n",
       "      <td>2.16</td>\n",
       "      <td>POLYGON ((-75.13182357411669 40.30470251297277...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>dublin borough</td>\n",
       "      <td>2158.0</td>\n",
       "      <td>0.58</td>\n",
       "      <td>POLYGON ((-75.20437052116041 40.38269971858784...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>upper southampton township</td>\n",
       "      <td>15152.0</td>\n",
       "      <td>6.64</td>\n",
       "      <td>POLYGON ((-75.00096890835022 40.17276608697304...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>warminster township</td>\n",
       "      <td>32682.0</td>\n",
       "      <td>10.19</td>\n",
       "      <td>POLYGON ((-75.07340935303024 40.2156271728791,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>west rockhill township</td>\n",
       "      <td>5256.0</td>\n",
       "      <td>16.47</td>\n",
       "      <td>POLYGON ((-75.34461360678281 40.33493739148444...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>warrington township</td>\n",
       "      <td>23418.0</td>\n",
       "      <td>13.80</td>\n",
       "      <td>POLYGON ((-75.13100009201266 40.26434734593796...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>perkasie borough</td>\n",
       "      <td>8511.0</td>\n",
       "      <td>2.56</td>\n",
       "      <td>POLYGON ((-75.27471079624442 40.36781260907308...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>tinicum township</td>\n",
       "      <td>3995.0</td>\n",
       "      <td>31.04</td>\n",
       "      <td>POLYGON ((-75.06989707668153 40.45925709095723...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>hilltown township</td>\n",
       "      <td>15029.0</td>\n",
       "      <td>27.05</td>\n",
       "      <td>POLYGON ((-75.2637063337403 40.2864753144344, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>plumstead township</td>\n",
       "      <td>12442.0</td>\n",
       "      <td>27.29</td>\n",
       "      <td>POLYGON ((-75.1223955792864 40.33929296966267,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>hulmeville borough</td>\n",
       "      <td>1003.0</td>\n",
       "      <td>0.40</td>\n",
       "      <td>POLYGON ((-74.90872064435952 40.1408882562626,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>ivyland borough</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>POLYGON ((-75.07340935303024 40.2156271728791,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>doylestown township</td>\n",
       "      <td>17565.0</td>\n",
       "      <td>15.64</td>\n",
       "      <td>(POLYGON ((-75.12407402711273 40.3250016481443...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>penndel borough</td>\n",
       "      <td>2328.0</td>\n",
       "      <td>0.42</td>\n",
       "      <td>POLYGON ((-74.90730816664144 40.15926756608621...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>new hope borough</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>1.42</td>\n",
       "      <td>POLYGON ((-74.94617290840428 40.35788232811456...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>lower makefield township</td>\n",
       "      <td>32559.0</td>\n",
       "      <td>18.28</td>\n",
       "      <td>POLYGON ((-74.85332328312499 40.26971041198251...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>durham township</td>\n",
       "      <td>1144.0</td>\n",
       "      <td>9.37</td>\n",
       "      <td>POLYGON ((-75.25653974622645 40.58273035261617...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>east rockhill township</td>\n",
       "      <td>5706.0</td>\n",
       "      <td>13.11</td>\n",
       "      <td>POLYGON ((-75.33584372862305 40.40647458363897...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>new britain township</td>\n",
       "      <td>11070.0</td>\n",
       "      <td>15.30</td>\n",
       "      <td>POLYGON ((-75.18414836824337 40.28434726714555...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>quakertown borough</td>\n",
       "      <td>8979.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>POLYGON ((-75.35080747382098 40.42617044384247...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>newtown township</td>\n",
       "      <td>19299.0</td>\n",
       "      <td>11.99</td>\n",
       "      <td>(POLYGON ((-74.92602981723026 40.2288429810055...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>milford township</td>\n",
       "      <td>9902.0</td>\n",
       "      <td>27.97</td>\n",
       "      <td>POLYGON ((-75.40731330893905 40.37254732286799...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>morrisville borough</td>\n",
       "      <td>8728.0</td>\n",
       "      <td>1.97</td>\n",
       "      <td>POLYGON ((-74.76066561261274 40.19930275596534...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>langhorne borough</td>\n",
       "      <td>1622.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>POLYGON ((-74.91869504153574 40.17122977179819...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>bristol township</td>\n",
       "      <td>54582.0</td>\n",
       "      <td>17.15</td>\n",
       "      <td>POLYGON ((-74.83404527008864 40.10785087067574...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         towns  population  fips_sq_mi  \\\n",
       "0     upper makefield township      8190.0       21.82   \n",
       "1         sellersville borough      4249.0        1.17   \n",
       "2            bensalem township     60427.0       20.93   \n",
       "3         richlandtown borough      1327.0        0.26   \n",
       "4         riegelsville borough       868.0        1.09   \n",
       "5          nockamixon township      3441.0       22.38   \n",
       "6               falls township     34300.0       26.60   \n",
       "7             haycock township      2225.0       20.87   \n",
       "8   lower southampton township     18909.0        6.70   \n",
       "9          middletown township     45436.0       19.32   \n",
       "10           solebury township      8692.0       27.23   \n",
       "11            warwick township     14437.0       11.07   \n",
       "12        wrightstown township      2995.0        9.87   \n",
       "13           richland township     13052.0       20.78   \n",
       "14         buckingham township     20075.0       33.02   \n",
       "15          silverdale borough       871.0        0.41   \n",
       "16        northampton township     39726.0       26.15   \n",
       "17        springfield township      5035.0       30.64   \n",
       "18             bristol borough      9726.0        1.87   \n",
       "19     trumbauersville borough       974.0        0.45   \n",
       "20           tullytown borough      1872.0        2.10   \n",
       "21             yardley borough      2434.0        1.02   \n",
       "22             telford borough      2207.0        0.54   \n",
       "23     langhorne manor borough      1442.0        0.60   \n",
       "24         bedminster township      6574.0       31.44   \n",
       "25         new britain borough      3152.0        1.21   \n",
       "26             newtown borough      2248.0        0.55   \n",
       "27          bridgeton township      1277.0        6.83   \n",
       "28            chalfont borough      4009.0        1.64   \n",
       "29          doylestown borough      8380.0        2.16   \n",
       "30              dublin borough      2158.0        0.58   \n",
       "31  upper southampton township     15152.0        6.64   \n",
       "32         warminster township     32682.0       10.19   \n",
       "33      west rockhill township      5256.0       16.47   \n",
       "34         warrington township     23418.0       13.80   \n",
       "35            perkasie borough      8511.0        2.56   \n",
       "36            tinicum township      3995.0       31.04   \n",
       "37           hilltown township     15029.0       27.05   \n",
       "38          plumstead township     12442.0       27.29   \n",
       "39          hulmeville borough      1003.0        0.40   \n",
       "40             ivyland borough      1041.0        0.36   \n",
       "41         doylestown township     17565.0       15.64   \n",
       "42             penndel borough      2328.0        0.42   \n",
       "43            new hope borough      2528.0        1.42   \n",
       "44    lower makefield township     32559.0       18.28   \n",
       "45             durham township      1144.0        9.37   \n",
       "46      east rockhill township      5706.0       13.11   \n",
       "47        new britain township     11070.0       15.30   \n",
       "48          quakertown borough      8979.0        2.04   \n",
       "49            newtown township     19299.0       11.99   \n",
       "50            milford township      9902.0       27.97   \n",
       "51         morrisville borough      8728.0        1.97   \n",
       "52           langhorne borough      1622.0        0.49   \n",
       "53            bristol township     54582.0       17.15   \n",
       "\n",
       "                                             geometry  \n",
       "0   POLYGON ((-74.91426302000026 40.26298903436477...  \n",
       "1   POLYGON ((-75.32231815707847 40.3630725648114,...  \n",
       "2   POLYGON ((-74.99165894397615 40.1344050248029,...  \n",
       "3   POLYGON ((-75.31893622586787 40.47907161861421...  \n",
       "4   POLYGON ((-75.19129083063962 40.58570594796645...  \n",
       "5   POLYGON ((-75.15062533652618 40.57085684335124...  \n",
       "6   (POLYGON ((-74.80029354941779 40.2087775333423...  \n",
       "7   POLYGON ((-75.30025923014693 40.49346657710261...  \n",
       "8   POLYGON ((-74.9987624830945 40.17146875664378,...  \n",
       "9   POLYGON ((-74.89866034347483 40.13231997125762...  \n",
       "10  POLYGON ((-75.06494721596914 40.36808804763133...  \n",
       "11  POLYGON ((-75.11099390727912 40.23780525836345...  \n",
       "12  POLYGON ((-75.04240612277826 40.26065536517046...  \n",
       "13  (POLYGON ((-75.35908719319197 40.4407098251880...  \n",
       "14  POLYGON ((-75.1223955792864 40.33929296966267,...  \n",
       "15  POLYGON ((-75.26373716359167 40.34681807059878...  \n",
       "16  POLYGON ((-75.06616793550769 40.21138829414874...  \n",
       "17  POLYGON ((-75.29363381862896 40.56191549143411...  \n",
       "18  POLYGON ((-74.85662991531026 40.09131127689432...  \n",
       "19  POLYGON ((-75.38875077793197 40.41619196232169...  \n",
       "20  POLYGON ((-74.81569735547615 40.12780369326698...  \n",
       "21  POLYGON ((-74.82605370238707 40.24250781581052...  \n",
       "22  POLYGON ((-75.33461044825738 40.32879782998987...  \n",
       "23  POLYGON ((-74.92625785788677 40.17264128769235...  \n",
       "24  POLYGON ((-75.20437052116041 40.38269971858784...  \n",
       "25  POLYGON ((-75.1778251369506 40.29586029993769,...  \n",
       "26  POLYGON ((-74.93445939508172 40.22066571056985...  \n",
       "27  POLYGON ((-75.08383699630538 40.55346102086028...  \n",
       "28  POLYGON ((-75.21600335756052 40.30171049835251...  \n",
       "29  POLYGON ((-75.13182357411669 40.30470251297277...  \n",
       "30  POLYGON ((-75.20437052116041 40.38269971858784...  \n",
       "31  POLYGON ((-75.00096890835022 40.17276608697304...  \n",
       "32  POLYGON ((-75.07340935303024 40.2156271728791,...  \n",
       "33  POLYGON ((-75.34461360678281 40.33493739148444...  \n",
       "34  POLYGON ((-75.13100009201266 40.26434734593796...  \n",
       "35  POLYGON ((-75.27471079624442 40.36781260907308...  \n",
       "36  POLYGON ((-75.06989707668153 40.45925709095723...  \n",
       "37  POLYGON ((-75.2637063337403 40.2864753144344, ...  \n",
       "38  POLYGON ((-75.1223955792864 40.33929296966267,...  \n",
       "39  POLYGON ((-74.90872064435952 40.1408882562626,...  \n",
       "40  POLYGON ((-75.07340935303024 40.2156271728791,...  \n",
       "41  (POLYGON ((-75.12407402711273 40.3250016481443...  \n",
       "42  POLYGON ((-74.90730816664144 40.15926756608621...  \n",
       "43  POLYGON ((-74.94617290840428 40.35788232811456...  \n",
       "44  POLYGON ((-74.85332328312499 40.26971041198251...  \n",
       "45  POLYGON ((-75.25653974622645 40.58273035261617...  \n",
       "46  POLYGON ((-75.33584372862305 40.40647458363897...  \n",
       "47  POLYGON ((-75.18414836824337 40.28434726714555...  \n",
       "48  POLYGON ((-75.35080747382098 40.42617044384247...  \n",
       "49  (POLYGON ((-74.92602981723026 40.2288429810055...  \n",
       "50  POLYGON ((-75.40731330893905 40.37254732286799...  \n",
       "51  POLYGON ((-74.76066561261274 40.19930275596534...  \n",
       "52  POLYGON ((-74.91869504153574 40.17122977179819...  \n",
       "53  POLYGON ((-74.83404527008864 40.10785087067574...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "towns1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11165ef98>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QWCUcsrPVg0QSiSeIRJM70plIjMnZKKFoglA0zJVAOG/ri8YltQ4jI1P5e818kUm0zrY6O5euzBS1fpuKdVVWlN4qCoGaSEuDeELy/33vBP/dlTQXP9jrw2nW097iXtGLYCoU4exIcX1Zq+zlKbrp9ryWi+BCMldNqLYxRQFQorsGkViCe75xlEePDy/59cnZKIf6fGyusaPXCnQaDQZdsgMvHIuX5DHfYijPv84BXxCrQcvMKu1e5SS4kBRdhaIQlOd3aZkwG4nzx1/r5slzV1a85txo6oTZvc2uvK5lf5uH05cnqXGaubiC30ApDpzSIRqX7G5yLPNxmMek0zAdjpeN4AK8amtNqZeguE5RacArMBWKctcXu1YV3NXI9wGMlMk4GqdJv+I10+GVa8ylYm+zi33Nbk4OTbKnafkHkc2gpbnCUlZpDe++bT2/tWelWR+FIjfUTjcFE9Nh7vpSV9Z+BFC4MVLdCnO2FVYDZ0dS77pLwc5GJ5FYgmhccmLIz20bq5iYWVpv9lj0uCwGzpdRJllbpZUP/vqWUi9DcR2jRPcqhidnedtDB7h0pTzjz1cqIMyUYJcrgH0tboYnQ1TZjSSkRAB6rWbZAeP5sQDNHgt7m12cGJrEZTZg0Gl4ocxi5oORmLJ1VBQUJbqL6B2f4a0PHWDIn3tjvMxz/IBEsqXWzqkVvGsdZj2hPLagpcO+Rd0ba/2ZDU+GFqa8ap0m1ldZeebiRMHXmCmjU2HOjEyxvb64dpWKGwclunOcGZ7i7V/oYnw6P8KV76nVlQ6h5rEadVBg0bUZtGxvcOKfjaLXCK5k+Wc1MhnCOx1mb7OLkakQVwLhoo/5roRZr6XZYyn1MhTXMUp0gcP9Pt75xS6mVhl2yJRYvLgn8VaDtuDv0VJpzUvaLkAkLhdyzbQCNtfYsBh1HClx6OU7bmnBvsphpUKRKzd898KvLozztocO5FVwgaLv3OZ7hAuF3aQrmAlMXMK50WmO9PvpbPUU5D3SwaDT8H9evq5k76+4MbihRfenJ0f4gy8fLIj/rXcmQmebh47WwvjLXs1aLWp7mlzsacquTjkfx+PNYJw3W7p6vezJc49zuph0GpUYoSg4N6zofrt7kD/9r8NEClQGGJkK0dXj5Ui/n2w2oZl+7682strZ6uHIgJ8TQ1O4LJk/Ous0YlWfiXyjL2T8xCpMhWI88NQ1b4KnKHNuSNH98jM93PvNY0WZ4IolJI3upQczqXacZr2GRrd54etdTS72t3nYnWKgIBWhq4IU65xGWissOM36BbeuWEKyvsqW9trbKq10tnmIFqk+7TDr2Fhto6unND7AAN84NEAwUn5DJorrhxvqIE1KyaefuMi//vx8Ud+3wmpcYnSu12m4qcFJQiYY9ocw6rU0eSwc6fexv81DXEp6rswwMRNhQ3V6IjlxldVksyf1oZc2zaENQfIkvytPB2fpUGUzpoxUFyI5kVcMvDMRvnFwgHe+tK04b6i44bhhRFdKyT/86AwP/aqn6O+t1QpMOg07G10IkTQfP7Gk3za6cEh1tVDOhGNoBKy1KR+enEWngVgCdBo4tkJqQ+/EDE6zjsnZ1XdzGkHWLWHZ4rIYgBeHJRrcZuocJl4Yn6HGYeTMcHEm7oqRaqy4cbkhRDeekPzVd07w9UMDJXn/SCzOxhr7wmN+td2Y9r3DkyE629xrPnInJGyqsWE36RkLhOlbIUJoLBBmW50Doy7M2Cp9vdvrnfQUeVqsu89Hk9tMhdVILJHg5OUphubM2+3G7FvidBrY1eiiZzyINxjBYzHQWmlBCEF3CmvOw/0+NZWmKBjXveiGY3He+/Wj/PjESMnWMD4docFlWthhzkbjGHWatF21uvv8SbMYAeeGpwhGU99nNujWHKKAZIZZZ6tnRdHNd7BkJgz4ZhlIkZLR551FqxFL6vCVNgMtFVZ8wQgvrDK2LRBoNRpcFj3VDgPRRT3CW2pty3yPeyeCnLw8yc7G0nRRKK5vrmvRDUZivPurh3n6fHZOYfnisn+W2UicdZU2+r1BJmYi7Gl2MRmMpvQe0GkEu5tceGci+IIRfMEoRwb8VNoMzK4guAAGbfrnoof7fbS3uDk3MkUgHF/Y/b0wPlMywV2Lm+qdROJxLEYdgdko50anGZ+O4LHoaau0LtmZawS0t7jnMuRixKWkwmZY9qFk1GnZWG3j4tj0El+LnvEZJbqKgnDdiu7kbJR3ffngiskOxSQhk6bYi3PCjvT7qUlRZuhsczMyGUq57rVy2TLpMoglJIf6fHS0ujnY66PeZVrY/ZUrK6ULe4NRvMEoN6/zMBOOYzFokbDkEHAl68j5D5j5P4d5vndkiN/crewdFfnnuhTd8ekw7/hCF6eHs7dmzDcO8/L+2NFAeMk3e2fr2rXb1bi6gyEdDvb6aPZY0Gs1uC16fMFo1u9fSjpa3Tz/QvadFlfn1ZXTvx3F9cV116c75J/ldx94ruy+aQKh1GJ22T9Le6ubjlY3XWnUY1dj0BfMarCg3xskLuU1K7idbZ60atmr0TsRpL3Vzfwf32wBphQVCrjOdrovXJnmbQ8d4HKBPAJyYXSFwMghf4ghf37WG5fQ6DKv2LmwGpfzYGdZCjrbPHnrJT7U66Ot0srkbBTvTIThyVnqnOa1b1QoMuC62emeujzJ737uubIUXEge7JgKbEoD2Qcqjk9HrrkwxnwK7jw94zP4gxF2Nzn51qHBvL62QgHXiejOt4WtddBUSmJxSYO78LumTDoYrqat4trxkS2E4M6TkHB0YJL7H7/AMxfHC/IeihuX66K8YNRp+c6fvJRP/vw8X362tySpuPvbPETiCQTJvlAhkuOr8z+XQLAIkTqhWPa1yDLxEV+TjlZ3UcaTYwnJXV/s4jU7annZhko2VNvY0eDEpC+8d7Hi+uW6EF0Am1HH37x+G7/b3sRHf3SaX14o7g4lEIph0Go4PuRfJl4drclYm46WwnvFTgSy3+2PBcqzNLMYh1m3rNOgkMQSkh8dH+ZHx4cBcFn0fOJ3dvFKFdGuyJK0RVcIoQUOAUNSytcLIdqAR4AKoBt4u5Qy5Xe8EKIZOA18WEr5L7kve2U219r5zz/o5ImzY3z0R2eKNso63y3hsRrYWG3j3GgAfzC6pCUsnifXFo1ImsO4rQasRh06jSAhJdG4zCmg8rI/RGuFZYk5TzlRbTdi0GlKuj5/MMoHv3OCD/16lDt3N6Q9KhyOxXn42V6+c3iIeEKyqdbOpmo7r9lRw5ZaR4FXrSgnRLoBikKIe4B2wDEnut8AviOlfEQI8QBwTEr52RXu/RbJJ+wDa4lue3u7PHToUEa/iZWIxBI8/Gwv//b4BQJFTsutd5mwGHRcnHPNMuo0bKyxrRnr7rLocZp0WAzJHzqtQEqIxONMh+P4gxG8M5E1DXCyZX+bJ2+RPPnEatBSZTeW/ANhfZWV6VCM0UCYrXUO3v+azdy+uSqln3E0nuDM8BS/vDDOt7sHV0w+/u29DXz0zh1YDNfNg+d1jRCiW0rZnvX96YiuEKIReBj4B+Ae4A3AFaBWShkTQtxCchf7mhT33gm8lKR91HQxRXee8ekwn/ifczxycKBoFoGL2V7v4NTllcV2c40dbzCCbyZCbE5NdzY4OT8WILTK2G8hMOo01DiM9HvLp4WszmlEr9WuOFVWLNpb3Bwb8BO96hNvV6OTl22sYk+zi3hCcnp4iudfmODogD/tv7/WCgv3/NpmXrejFl0Oh6GKwpOr6Kb70fop4P2Afe7rCsAvpZzfPg4Cy2YmhRA24APAq4H3ZbvIXKm0GfnH397JW/e3cN+jp4vqEQswvcYuOxiJLatTHh+aZEutnb6JILPR4jXqh2MJqu2mshHdPU1OXhgPMjlbXJvJxRh0GnY2OFccKT82OJmzX0XvRJC/+O8jfNxl5o7d9fzathp2NrrWjGFSXHusKbpCiNcDY1LKbiHE7Rm+/oeBT0opp1eLkxFC3A3cDdDc3JzhW6TPjgYnX7/7Zn58YoSP/fgMQ0UaCPDORNAIcJr12Ew6rAYdJp0WnVag0QCIlM5aZ0cCbKm10eedLeqEVHe/jy21ds6OFMe/diX0GsG50emCZNilS63ThEWvLZqHx5B/ls8+eYnPPnkJp1nP3S9fx7tvW6/E9zpizfKCEOIfgbcDMcAEOIDvAq9hjfKCEOKXQNPcly4gAfytlPLfV3q/QpQXUhGKxvncUy/wmScvpm2xmC4Ok462KiuzkTgz4RiTs1Gmw9kLR7PHTCiaWNX/Np/sanJybjjAziYXxwf8hPL855MOeo1ga72j5Ibiu5ucHB0o7Rr++Pb1fOC1W0q6BsWL5FpeWLN4JKX8kJSyUUrZCrwZeEJK+VbgF8Cb5i67C/h+intfJqVsnbv3U8DHVhPcYmLSa3nPqzby2D238ept+Wv/EQI2VNs4NjDJ+dFphvyhnAQXoN87S6PbnHFYZTbsaXZxYnCSUCxBV48Xp0XPTQ3FPV3fXm9nXZWt5IKr14qCHVhmwhd+2cPkNeqLoVhOLhX7DwD3CCEukqzxfgFACHGHEOK+fCyuGDR5LHz+He187Q/3s70+N3ERIhl1XgiLxMP9fnY3JeN+CsW+FjdH+/1LhGZ0KsyJoSl2N7moKPCY8KYaG/ta3JwdmebcaGlKG3ajjia3GZ1GsLWu9DttgEg8wY9ODJd6GYo8kXbLWLEoVnkhFYmE5L8P9vPxn5xlKsPI8UIK7mL2NLk4MTS50OWwEgadhl2NTi77Q9Q6jVwcm2FyduXdUnuLe826pcWgZXu9I2dHr1TsanRy6vLUmr+vQlJpM2Az6OjzBmn2mOkrk8NEgAaXmZ/+5cuwm5ZbhCqKS8HLCzcSGo3grftbePze27lzd33a9xVLcAGODPjZUmvHsIJ5jt2kY3+bB6tBy8FeH0P+Wbr7/EjkinHu8xNzaxGMxDnY62NDtY22SmtOv4/F7G5ycbLEgtvkMaMRgl5vEAllJbiQPGD7xP8UN8VaURiU6Kagym7kk7+3m3tfvQndGoXUYgruPCcvT7Gz0bnk12ocRjpa3cTiCQ70eJd44xp1gq21joVBjcVk40V7cWyavokZOts8y5zT9jW7M3qt3Y3JnXsp/DLm2VRjwx+MFu2gMlsefq6Xw/2lT0JR5IYS3RUQQvDnr9zIT97zMl6yvmKFa2Bvk7skMTcakh8GbZUW9ja7uBIIc7DXlzJDbVONgwM93mX9wvtzcOpKyGQcjstiYFtdshbe3uLm4pVpah3ppR3vaXYlvSpKILg3NThoq7Ty0g0V9I7PEMiwnFQKpIT/95OzlFtJUJEZSnTXYGONna/94X7+43/vpc5pWvh1i0HL3iY33SXaeWg1gvYWNz3jQQ5fdfh1NZfGAssOwfI17jsyFeLsyNRCiWJyNko4lmDHGh0P+1rcHB1Yfd2FYm+zi9OXp+gZn+GZixPsanJhyyHivZh09XiXZO0prj2U6KaBEILf2FnHY/fcxp/cvp5t9XaCkXjJBBeSB2XpNuxvqXMwMfOiF1Fnmzuv/grtrUtLFL5glJNDU+xucqY0Rm9vcdPd5yvJSHZHa/LJZLET3MFeH3qthn0tmZVGikWtw8jmGht7ml3sb/Pw0xMjpV6SIgeU6GaA1ajj/a/dwqffspdbN1SWbB2ba+xIKdnV5Fz7YuDSlekFQenIMfwyFQd7vexv83B1PNvIVJjZyNLH9nQP7QrB/lXq175glO4+H3uaXFgN5bPrNeoEEzMRzo1Oc6Tfz4EeL194poeBEvtQKLJHiW4WrK+y8ZV3dfLpt+yhJs36Zb7Y3+bh3GiApy+Mc2xgks62tT16J2djdPf5uHVDZUHavaSEAz1eWiutNLjMbKm109nqZmO1jdiiLWV7i7sg758OHa3p7e6PDPgx6bXsbU7d6VFswjHJ+irbkl+LJyT/8YuLJVqRIldUn26OTIdjfPqJC3zxVz1ECxy90LlCYvDmGhuz0cSqLlylsmxscJmpsBrQauDo4GRJSgp6raDFY+Hilcy8lbfVOZicjeQtODQbNlTbUnadCAHPfvAVKjizBKg+3RJjM+r40K9v5SfveTkv21jYksNKLU3nRqeJxuM4TKn9i3Y1OUvmkTtpdn42AAAgAElEQVTkn+X40CRD/lDG7WT5wKDTsLnGnrHgQtKYfiwQZn+bB0MW0fb5wLhCP7aU8LOTqrZ7LaJEN09sqLbxn3/QyQNv20eDqzC7j4npCB2tqYVreDJMg9u8xI1qU42NmxocHCuxYQskPzAO9fm4bXMVLZ7iBGAadRo2Vls5uYqX8VpE45IDPV7cVgO7G4tfcrCsUl/++qFB1T52DaJEN48IIXjtjloev/c27nn1phV3KdkSCMc42Otjc40de4oWpzPDAdpb3FgNWjpa3ZwfnebEGkkVxaS9xc1T564w4AvS0epO+XvIF0adhvVVNk5dzo+Hw+hUmKODfrbXO2gqQqpzOpwZnsI7U74J2IrUKNEtACa9lr945UZ+/t7beNXW6ry//rnRAB6bcVk71v42DzqNwGnRr3hg5bEa2NfiLkoc/DwakRyEmO9aSMhkm5ZGo6G9AG1aScG1LuTW5ZNTl6cYmQrROTdqXWgWewnbjTpaKyxsqbUvHPTpNOpb+FpD/Y0VkOYKCw/d1cEX7mqnyZNfkeubywrraHWzodrKvmYXWg30jM9wOcXBj0mvSX6jSuju82E3FiePSyNgV6OLIymm9iZnoxzq87GpJn9eDoa5He7p4cK5lEXjkq4eL0Z94Xt7L44FaPaYseg1BMIxeieCnB0JcLjfz/oqK4M+1Tp2raGS8IrAK7fW8NINlXzmyUs88OQlIvH8mIJ7ZyILj5dVNiN6neDyZOqT9u31TroX9ccGQlE21dg4P7r8ZDxfaATsbHStOUF1fnQaIZIfIGeGp3LyH95cY+fEUHFq2N6ZKN6ZpAGQAC6k6DLIlXBMrhiddOnKDAO+INsb0uvXVpQHaqdbJEx6Lfe8ehP/896X8782V+X1tStthqTgrtLa1O8NYta/+Net04hluWz5RCvgpkYnR9McWZVy0WRYll0ONzU4OVuAksJaXByb5uKVaTpa3diKPFjxzMWJor6fIneU6BaZ1korX3xnBw+9o53mPJziV9oMGHSaVQUXoKXCwpZaB1vrkoMLQ/7QEieyfKLTwPYGZ1ZdE75gdCGjrTmDkszOBidnhieXJfUWi/kPDUORByu+2T3A6FTp+ogVmaOGI0pIKBrngacu8ZknLxHJIoes0mbAqNMWLWAzHUw6DeurbatGzqdDvctEJJZgXaWN05cnmV4lnDJpgD5JCaLcVmRrnZ3pUCxl4Gi+edXWaj739nYVXlkk1HDENYxJr+UvX7WJx957G7evUnJwmvUL9onzVNmMGHSashJco07QWmnNWXCbPGZCkQTj0xG6er0Y9Ct3OexucnFyqLwEF5Lte8OTyS4Ho66wYvjYmTH+z38ewqfax64J1E63TJBS8pOTI9z3w9OMLHpcdFn0uMx6eieC7Gp08sL4DAatBqN+7ZJCMbHoNbRUWjmTY9dAW6WFyWAUb4rSx8ZqG9F4gt65zo1dTU5ODE6WRXjkatQ6TFQ7jAXPW6u0GfnIHdt53U21iEKG6d3g5LrTVaJbZgRCUf715+f5rwP9tFVamQ7HGFz0iNpaYSGekEV5bE0Xh1lHtd2U0iMgE9ZVWbkSCK9qKD7vIxyNJzg+6C+7He5q3NTgYHw6wvAKHSb54tYNlfz9nTvyGqmkeBFVXrjOsJv0/N0btvP9P30pTrN+ieDqNOC06MtKcCusBlxmQ86Cu77KypWp0JoJDvFEciy33xtk51WZbwatwG3Roy/T2uaJoSnGp5NeDvksOWgENHuSCSKdrR68MxHe+Nln+cgPTxGKZt9+pygMaqdbxkgp+dGJYT72ozNcCYRprbQWpBc0W+qcRkDkvHNrq7QyHggRWKU/VyNgb7Ob6XCMmXCM2WicqdkoW+rsTAWj9HlnaZvbKbvMeoRgxf7WcqDabqTeaeboYGYpECa9hmaPBac5mQrsC0bomwiu6HDX0ermc29vT2kmr8gOVV64AZiNxPnMkxd54uwooWiCS1k4ZuWbZo+ZYCTO+HRuhze7m1xcGA0ws0p3Aiy1ptRpYGudg35vkAqbkd7xGW5el8w6uzwZYnu9g/OjgYJbbeaD+QNSi0HLudHAkp2+y6KnwWXGZtQRiSW4Mh1e8uSTLo1uM196Zwcba+x5W/eNjBLdG4ie8Rk+9qPTdPf78M4Upsc2HdZXWRmfjjA5m9sadjY4OZ7m9JjZoGV7nWNJ6kSd04jTbEACkViCnvEZOls9HB3wEbkGBPdqbt1QSTSeIBiJMTwZyvkDbTEWg5Y//V8buOslrdiKNAJ+vaJE9wZDSslPT45w36OnC34gk4ottXb6vcElRiyZUuswUec0ZRSw2NnmYSYcw6zXrhn3s6XWTigaX+hyuBbYXu/g4liAcKyw348Ok4437WviVduq2VrrwKTXYtBpVI9vBijRvUGZDse4/7HzfPGZ3oJHmO9sdHJyaJLt9Q7OjU5nNcih1wp2NbqYDEW5kKXfw64mJ0g4tkrr1Xyqb1ulDY9VT3evb9XBinJgV5OTUyXsNbYbddy5p4E/f+UGqu2mtW+4wVGie4NzdmSKv/7uySVmNvmkvSUZJNnkMTPsDxHLUOANOg27m1xcHJvOyvu12m6kwWVGoxFoNYKuFAkYJp0Gs0FLtd3EgG/pLtxj0dNWaStpcvNq7G12lSyK/mocJh33vHoTb7+lVe18V6FoLWNCCK0Q4ogQ4tG5r9uEEAeEEBeFEF8XQiw7HhVCdAohjs79OCaE+K1sF6pIzZZaB9/8o1v4x9++aeFEOx9oBexpetEDd8A7m7HgQrLWKmBBcDPt2RcCovEE3X2+lIILsK3eQSwu6fPOLCt7eLP0cigG83Hw5SC4AFOhGB/+4Wne+tDzjAXKZ/DmeiOTPt33AGcWff1x4JNSyg2AD3hXintOAu1Syt3Aa4HPCSFUFT/PaDSCt3Q28/i9t/Gbu+tzfj2dBnY0ODOqua7GgR4vL99YSWebZ0myrVmvpbXCwrqqF5v4DToNm2pevGZ0KszJy1PLUo/ti/LgQtEEgXCMUHTl5/OzIwGG/CE6W904zKX/J9i5Shx8qXn+BS+/8W+/oruvNLl61ztpia4QohH4DeChua8F8ArgW3OXPAzcefV9UsqglHK+B8YElMln+vVJpc3I/W/ewzfffQvb6x1r35ACvUawtc65at10ns5WD60VFprcZjav0o60s8HJc5fGQYJFr2Vno5POVg+VNgO9E0EGvEHaW9x0trkx6jQMeoOY9UstErt6vGyqsbG7yUVnmwe9VoPHkny4CkZWH6iYJ56QdPX6iMdl8jVK9Aj9kvUVK+7ay4UrgTBvfvB5vnFwoNRLue5Id6f7KeD9wPxWogLwLxLUQaAh1Y1CiP1CiFPACeDdi+5ZfM3dQohDQohDV65cyeg3oFhOR6uHH/zZrXz0zh0ZlRz0GsGWOkfaJuAJKZmNxLnsn+XcaIA9KSwN9zW7OXl5kmgCunq9HB+a5PjgJF29XqLxBDsbnGyrc6DRCE4OThIIxdhU48CaIj/t/Og0Rwf8dPV48c5EFsZcqx2ZHf7MROJ09XjZluUHUy7sb/NwsNfL/iLF/eRCNC55/7eP8+6vdKsstjyypugKIV4PjEkpu7N5AynlASnldqAD+JAQYtl3iJTyQSllu5SyvaoqvwbfNypajeBtN7fwi/fdzv/e37xmLTUpuOmnLpgNWiZmIowGwsy3xF79Fh2tbrr7fctqltvr7DhMOkamwhwfmuTY4CRdPV4sRh2drW56vTNp9ageH/Kj16Y+XEuHfCV4pMv8gMd8wrBBp1kx3bmc+OmpEf73559Xwpsn0tnpvhS4QwjRCzxCsqxwP+BaVJ9tBIZWexEp5RlgGtiR9WoVGeOxGvjYb93ED//s1hW/wfXa+R1uepaMW2rtxOaGERZzuN/PniYn1XYjHa3uFWuWVqMOt9WAy7J0F560cvThT9NcPRqXGU+duS16OlvdbKqx5eyIlgmLJ+rm8QWjHOz10VZpYWtdeU+LnR0J8DsPPMvEdOHSRm4U1hRdKeWHpJSNUspW4M3AE1LKtwK/AN40d9ldwPevvneuw0E39/MWYAvQm5+lKzJhR4OTb/zRLfzbW/ZQ73zxYcOgFWzKMFfMZtJhWCFe/sjAJP5gBEGylQvAYzGwp9lFR6ub1goLXb0+auymtMU1V2xGHfta3Gyvd+APRunq9RU0G+5qUgnuYnrGg5wZDrCr0Um9q3z7ZC9dmeEPHj5EOFbefc/lTi4uYx8A7hFCXCRZ4/0CgBDiDiHEfXPX3AocE0IcBb4L/ImUcjyXBSuyRwjBHbvqefze23nPKzdiN2rZkEXKw6FeHya9lnUrWAdG4skDK7tZz8s2VDIbjXOk38/BXh993iAdrW66eot3kGQz6piNxDh1earoJ7lrCe5ijg1OciWQdCErdtZauhwb8PPPPz1X6mVc06jhiBuYvokZ/ub7p3j6fHaHl6uVEJo8ZgbmXL7aKi30jAfRagS7Gp0cThHHXgz2NrvoHZ9JaZBeCDrbPFnXm10WPRurbRzq9ZVdy48Q8K13v6Tg8fPlivLTVWRNS4WVh3+/gwfeto8GV2aDA52tbiamI1zddbWvxUWT20ydM/l6eq1Ar03+M3vZhoqi1lGv5nC/n2hccvM6T8ZDGpmSi+AC+Ofqvc0VFrbXl1e9V0r48A9OkSiXqY5rDCW6NzhCCF67o5bH7rmNv3jlRowr1Gqv5sLYNC+Mz2A36dlaZ0enSY4Md/f5GfDN0t3nY3+bh+11DqrtJjrbPDx5fhy7SceepuKl5V7NtnoHz7/gZX2llQ3VtrVvyBAhkk8A+erD7ZsIcupygJ2Nzow/GAvJiaFJfnJypNTLuCZR5QXFEgZ9Qf7xJ2f50fHhtO/RawV1TjP93uWuXiuVIHbUO/DNRhkqcAqG1aBle4OTeFyiTdFe1t7i5sLYdM42lQA6jeCmRidHClQ+0WkEe1tcdPWUxyTbq7ZW89BdHaVeRtFRhjeKgtDd5+W+H55OazJtJdpb3RxaZdRVp4G9LR6OD/pXHeHNlm11DvyzkTUDPO0mHZtr7GtaRq6GWa9lXVXuScirUW03ohEwMlUebVsGnYZfvO/2stqBFwNV01UUhH0tHr77Jy/ln9+0k0pbZlEvQsC+ltUFFyCWSI73Ok16djY6V7zOoNMsi6Bfjd2Nybry6eGptBKTA6HY8smODHCYdDS6zYUVXIeRDdW2gteiMyESS/D5p18o9TKuOdROV7EmU6Eo9z92gYef7V3TaUwjkhE82XQo7Gx0MjoVYnTRTs6g07Bxrq1te72dmfDq5uS1DhPReIKJDKenXBY9m2vsS9q7NCI5Up2QkjPDAabDyz0eKm0GzAbtQqdGIaixGxFCMDKV/ACxGLQ0uS04zDokMDUbZcAbZLYATwvz2E06qmxGHCb9Qo92OBYnFE3w8B90Uuss3/7ifKPKC4qicXFsmr9/9DRPrdBiptUIduboTmbUCXY3uTk853+7ucbOyUU7SEFyF/3C+PRCZJFBp2FrnR2jVsOgL8jlyewfv/e1uDg+OEk0Lhfq0VoBlXbjkg8DgAa3mVgswWigcI/7VwvuatS7TFTbjRh1WkLRON5ghCHf7JrWkXqtoMZuwmnRYdLr0GoEUkpmo3EmZ6OMByLMrpIqvLfZxTf+6BZ02hvjwVmJrqKoSCl54uwYf//o6SU7Tr1WsK3OkVMNeDGNbjN2k27FFjObQcu2BifnRgLUOU2cHUle1+yx4AtG1oxyX431VVYqbEaGfEGG/KFlh4FWg5Zap4mJmUhBp+pq7EYQLBP7TNBrBY1uCx6rAZNeszA2HY0nmA7HmJiO5MVT4eNvvInf62jO+XWuBZToKkpCOBbnoV/28O9PXCQuJZuqbUt2pMVCrxFE57ZyQiRdzXI5EFv2+lpBrcPEwFyXxbY6O8P+EG1V1oIOedQ6jEhyE9yrybV3eDVqHSae/L+3Y9KX5yRdPlEHaYqSYNQl02V/8b7bedv+5pIILrAguABNbgsDKdrWcqHCamA2GqfJbWZvs4sBbxDfbJTD/X46Wz1p9zVnQq3DSELmV3CBgnomjEyF+MpzfQV7/esJJbqKnKh1mvjbN2zn63ffzJba0k5O9XuD6HWavJqTj0yFGZ+OMOCb5XC/n0D4ReHq6vWyt9mV1yigOmdScMcKUCcu5GEfwFee70vbUP5GRomuIi/sX1fBo39+Kx9+w7YlUTrFpMpuJJ5ILNn9Fprx6QhnRwL0e2cxG7Qp7TNdFj372zwLrXcaQcrIoDqnkXiiMIILyZy6PU2ugsUV9XuDfO4p1UK2FqUPi1JcN+i0Gt750jZev6ue//eTs3yre7Bo711pM6DXirT6cvPFllo7jkXJHLORON19vgXhlRIQMB4Ic6DHy/Z6B3VOE75gFJ1GMDX74q6wzmkinpAFE9x5jgz4FxKe84XFoGVHg5Op2SgPPn2JBpeZ32lvRJRTU3EZoQ7SFAXjUK+Xv/7uSc6NFtbkxmPVY9ZrGSqS4Lotehpc5pzq2Is7Ikw6DXvnxpGvFFh059lQbeXi2MzaF6bB3ublfdmdrR7uekkrr9hSjblMbSqzRR2kKcqW9lYPj/7FrXzo17csC5rMJ5OzMRrdloIGTZp0GhrdZrbW2WnyWHI+ONQs2gXuanLx7KUJguEYTe7ijNQKRN4M048O+JdNFHb1evnT/zrMvo/+nHu/cYzuXi/ltsErFWqnqygKg74gf/O9k/ziXOGCR+udJiptRo5nkIKRDk0eMzPheF4zwnQawa5GF4P+4JIuhQ3VVlwWAxoBkZjkaA6DJumwsdqGJDn4kgt6raDBZU45LbitzsEL49O0Vlj5/DvaafJYcnqvUqN2uoprgka3hS++s4PPvHUv1XZjQd7j8mSI40OT3L6pKjlYkAfWVVrxB6NE8xxiGUtIuvt9y9rCLo7NcKjXR1ePD22GO/c6p4nOVg97U6Qyr8SFsWkceTj4jMYlLouBmxqWe2TYjDpC0QRnRwK88bPP8p/P9RJaZcLtekftdBVFZyoU5V9+do6vPt+35ohqpuxrcdPd58Oo07CrycWJQX/WngRtlVbGp8M5TbdlS0ermyP9/jW9LhbT2eohLiXD/lkaPZa0ByGaPGbGpkKEY7n/ZXS0JiPmIbn7jcYlgqTjXHffi8nQdqOOXU0ubl7n4bf3NlJ/DTmVqYk0xTXL8UE/H/z2CU4P52ewYl5wF2M2aNlYbeN4huPJbZVWvDORvPjsZsPOxuSIcziW/geGx2rAOxPBbdEjgRaPJe2x7N1NrryUMpo8ZuqdZuIJyZB/FglcCYSJr/LhodcKXrujjrd0NHHL+oqy73pQoqu4ponGE3zxVz186rELq5qqrEWqE/TFbK93EAhF6U9jQGBno5MLo9M5rSdf1NiN1LlMHB1YXTxNes0ST2K9RrC72bVihl0qMgnRLBS7mly8bEMlb9rXSOsKwaelRtV0Fdc0eq2GP7ptPY/dexu/tq0mq9fY0+RaM63h1OUpBn2zdLS61xzeMOo0K0bMF5vRQJhTQ1PYjKuveX3V0uihWEJmtEsGONDjpT3FcEcxOTbg599/cZFX/etT/P2jp5lJYad5rVMe/7IUNzwNLjMPvqOdL/1+B20Z7HB2NTk5NuhPKzE3IeFgrw+NEHS0ulf0LT9zeYqqAh32ZcPeFndKL9/FLH5839PkQq/TpFVS0WkEG6tt7G/zsLvJxUQgjF5b+sf7WELyhV/18Nr7n+YXZ8dKvZy8osoLirIjEkvwpWd6+LfHLzATWfkRf1ejk5NDk8Sz/CfcVmnBoNUuGd6wGrTUu8xcyLGFKp/sbnSh0wrOjqQ2Uoekw9qGKhtOs55jg/4FC0enWU9bpRW9VnAlEKZ3IojNqMVlMWDUaej3BheunSdVbbxU6LWCPc1urAYt9/7aZnY0rJwwUixUTVdx3TIyGeK+R0/x4xPLU2d3NTk5OZi94C5mb7OLnvEgkVi87AR3MXajlmqHiUtXVp4k81j1tHiSIjs2J7KZ0lZppWc8P9NqudBWaSWekEsCT3+3vZG/et1WXJbMIqTyiRJdxXXPk+fG+MgPTy8IQT4Fd54dDQ7cZgPPXBrPextbPkm1C93TlNwJj0yGFnx/c2VLrX3BGL7YaERymrHnyjThWIKpq1r21ldZefTPX1ay8eJcRVcZ3ijKnts3V3PL+go+++Qlnrk4zuE+X14Ft8ZuZMg3y8mhKZo8Zpwmfcn8gdei58o0u5tcJBISnVZgNmh59uJEWjXtTCiVGXlbpQWrUUc4GmcmEieYorx06coMn33qEve8elMJVpg7aR+kCSG0QogjQohH575uE0IcEEJcFEJ8XQixbL8vhHi1EKJbCHFi7r+vyOfiFTcORp2Wv3zVJv75Tbu4ZX1lXl+72mFc6Mf1WAxcGAuwu8mZt6m2fOINRjk64Of40CSH+/08c3GCLXV28m07cWzAT42juL//l2+sxGHSo0EQiiZSCu48X3mul0iG3RnlQibdC+8Bziz6+uPAJ6WUGwAf8K4U94wDb5BS3gTcBXwl24UqFACtlVa+8q5O7n/zbipt+REFo05LQiZDMI8PThKOSY4OTDIZirK/zVNQI518cHYkkEuCfEqSwxX565O1GLQ0ecxsr3fQ3uJmf5uHjlY3OxudtFVaafGYCYRi9HmDHB+aXNOZzheMcv/j5/O2vmKSVk1XCNEIPAz8A3AP8AbgClArpYwJIW4BPiylfM0qryGACaBOSrmif52q6SrSZSoU5ZM/P89/Pte36sTTahh1gl1Nbo70+9BrNbgtBob8S+uihTLSyRc1juVJxfnAOlczXa2DZC3qXSYmg9G0XmNPk4tgJE4skUimEE9HMOo0rK+ycnqFgNJP/d5u7tzTkPX6sqFYNd1PAe8H5vNYKgC/lHK+wj0IrPU7fyNweDXBVSgywWHS83dv2M7vdTTxd98/ldU0VTgm6erx0uAyYdJrU3YGXJ4McXkyxE0NTsanwwxPFs8oPR3qnKaCiO5MJM7+Ng8jUyH61uiCMOu1bK93oBECIZI7ZSkl8YRM21j+yKIxZIteQ0erm76JIKeHAyuGar7/W8dpq7Syqyl9k59Ss2Z5QQjxemBMStmd7ZsIIbaTLEf80Qr//24hxCEhxKErVwpn/ae4PtlS6+CRu2/m02/Zk3UdcsgfWrUVC+DE0CQTMxFu3VCJUVc+JQe9tnAzTgd6vGkNSwgBh/p8dPV6OdDjpavHy8FeX9aJycFogoO9voUkja4eL/vbPEuuaXCb2dPs4p9+djar9ygV6ex0XwrcIYR4HWACHMD9gEsIoZvb7TYCQ6lunitNfBd4h5TyUqprpJQPAg9CsryQ8e9CccMjhOANu+r5X1uquf+x83zpmd6MHLrSZXejk19dHKfabqTeZS643206FLrr8+LYDJtqbJwfTfYvC5EcunCa9VgNOkx6DTqthu5eb167Sq7mQI+XfS3JScJAKMa50QBDcy1yQ/5ZGq4Rp7KM+nSFELcD75NSvl4I8U3g21LKR4QQDwDHpZSfuep6F/AU8BEp5XfSeQ9V01Xkg4tjAe579AxPn8/fk9PiiJ15ttU5mA6nZ6RTKAw6DbsanRmZ22RKS4UFp0nHoC+ELxjJe4tarnzw17fw7tvWF+W9Sml48wHgHiHERZI13i/MLegOIcR9c9f8GbAB+FshxNG5H9U5vKdCkRYbqu08/Psdc0kFue+AUgkuwOnhKYb8ITrbPAsHT8UmEks+im+utbOn2UVnq4fONg9bau1r35wmfRNB/LNRvGUouADfOTx4zcQBqYk0xXVPKBrn80+/wGeevJSVXWO66bkeq4G2SgvdfaUvOUCy+6DaYcrbSG+Tx8xACXf0a/F/X7OZP7l9fcH9eJW1o0KxBia9lj9/5UYev/c2fmNnXUb3ZhJX7p2J0N3nZ1ONLSOntHwiBOxpdnHbpko0GoHbomdTjW3tG9fAbNCWJEEjE/75Z+d491e7OV2m04TzqJ2u4obj2UvjfOQHp1dtwBciaYST7a5ViKRPwoXRAJOz+RMru1HHbDS+cEio0wg2VNtwmPWEInEGfUG8wShGnaClwsr50WnMei0VVgOD/ux3qfPRO9cKW2rt7G/z8IqtNbx8Y2Ved7/K8EahyIJoPMHDz/byqccuLLNL1IhkfE227U6LsZt0bK1zcKjXm5ORjtOc3LGGonF8wSh1ThOxeIJzIwGCKTLgOls9nLg8yezcUEJbpZUB7wzZTs4u7l641njj3kY+9ts7MOryU3NX5QWFIgv0Wg1/+LJ1PHHvbbxhV/3Cr2tEMjImH4ILydamrh4vjW4LO1Ik5a5Fpc1AR6ubYCTGwV4fM5E4g75ZDvb6ODIwmVJwITmtN7toCqxnfCanAYJ0rBTXV1mpsJbOcnElvn14kN//0kGCkfIojyjRVdzQVDtMfPote/jy73ewbm6yaa3on2zo9wY5OTTFniYXlWkK0+4mJ+FonIO9voVHe3Oa7l/nRgLcsr6CfS1utBrB5prcOhniq5QWDFpBZ5uHnvEZquxG9jQ5827AkyvPXprgLZ8/gHcmUuqlKNFVKCBpH/mT97yM126vXTOPLFs219iJxOME5ox0VvOD3d/m4ejAJIHw0m6LU5en6Gh1Y1wjw00C4Wic7j4fFTYD/d4ZeseD7Gt2s6Eq80O+nonUpYUttXaq7Ca6epLlk7MjAY4MTFJhM9LZ5sFpLh/32GMDfu76YheBUGkSnudRNV2F4irGp8Pc/9gF/qurP2sjncW0VVox6jS8cGWayKIdo8eiZ321je4+30K9t85poioNc506p4nx6fCqh1vb6x2cmjvJ91j1eGeSYrOtzpFV7P3eZie+YAyrQYtRp10Y/V0NvVaws9HFueEppnMwzsknr9pazYNvb0eT5XZcmZgrFHmm0mbk7+/cwdtvaeEjPzzFMxcnsn6ttuPPECIAABFLSURBVEorEzNhplJ0MHiDUby9PprcZirtRnQawZF+X1qGOgatZu5EfvXH/oX3mhNcnUYwPDmLzaDNSAS1IhnsmWnPb3JPJ8tGcAEeOzPGfY+e5sN3bC/J+6vygkKxAptq7Hz1Xfv5zFv3Uu80ZXz/uior49OpBXcxA75ZjvT7OdjrW7O7QCOSnQnDU6E1TbyPDEwumMQYdRr2NbvoaHVTYTNmLIJxCUcHJuls82DSpy8bOxudZTMsspgvP9vLqculsepUoqtQrIIQgtfdVMdj997GH9++Pu148nVVVsamQnkfKNha56Cr15t2asLRAR+3bayk3mXm8ICf44OT2I3Zt0519XhxmPTo0nw0nwnHy+5QbZ7HTpcm2l2JrkKRBhaDjg+8dgv/897buH1z1arXNnssjE+HmQ5n/0ht0mvY1+JeJliZ1pi31zt56sI4PeMzSAk7GpxM5HiC75uJsKvRmZa3w7nRAB2tL1oytngs7G/zcFODgzXOAgvOyFRpfJGV6CoUGdBWaeVL7+zgoXe00+yxLPv/rRUWAqHomiWF1TDoNKyrtNLdl6z3bq17UdzsppWPYfY2u9heb2dng5PO1mSrWO9EcInH8IEeL3XO3AyAognJuZEA1jS7PLp6vWyb+z1U2gycGJpkdCpMLJHMpCvVRnhjde7j0dmgDtIUigwRQvCqbTXcurGSh375Av/xi6SRzvoqK2OBcE4lBb1WsLnGxomhZHdB35zBzN5mF0P+WWZS7J7bKq3YjbplAx0eq4Equ5GZcIz9bR6EgKnZaFYJG4vZ2eDk8uTssij4lZAymb5RYTXQ3e+ns82Db9Fue3uDA5Ney6ECWlOmYv86z9oXFQAlugpFlpj0Wv7sFRt5475G/v2Ji3zvyFBOeWJajWBbnYNjg8sPeA73+3GZdfROzCBEcofYVmVlOhTj/Ggg5YixdyZCYDbK1jo7sYTkwmiALXUOah1GRrKI97EZtGyuc6QttvNoBLRVWNFpBXaTblnszlggjMeqR68RbK61c24kQLQABvSL1/Nnr9jI9npnwd5jNVSfrkKRJ55/YYK/+/6pNZNsUyEE7G50LckJW/FaVmsUW45eA9sbXAspF0LAvuZkGGe6Hjbb6+1cCUQW4nMyodlj4bI/uGpnhhDJDotQNEGj28ygrzAWkjc1OPmnN+1ka13mI9nzKO8FhaJMuHldBY/+xa387eu3Yc9wqm1vszstwYXMBBcgmoCjA/6kwXmbm3qnmUN9PjbV2rGs0f6l1wo6Wt2cuhzISnAhOQK9r2X1R3kpITTnI+Ew6bN6n7V450ta+dYf35KT4OYDJboKRR7RazX8wa1tPH7vbfzm7vq1byCZSpHpI3s2HOn309XjYyyQTLo4Mxxg2yqP2G2VVuqc5rzEAHX1etlSm97BVbr+Euli0Gn4xO/s4sN3bM+b01guKNFVKApAtcPE/W/ew9f+cD/rVvE6WCkGqJBE48nY+c21dsIrPPN3tnkY8Abp964evZ4uUian4hxpeDFo0+yFXozNqGNdpZV9Le4lXSU3NTj5rz/czxv3NWb8moVC1XQVigITiSX4z+d6uf+xCwQWeffe3Obh+Rw7Cf7/9u48SI6yjOP495k9stnslb2ydzabzUlIIgkJBAKYcCihCFHUgAeUIqKFEuUS8eCQKg4VraLUovBAsRSNpRwiENGgKCpJiDnISQgh12bJtUeySXb28Y/uDZPNbHZ2ume6N3k+VVt0z3RP/+jaffL2O93v60VWRJg+opjdBw6jCp1dSmZEUCWpfulETKgqYFWcmR3GV+aTn5NFtEvZsudAwl0Z4yoLuO2SMZw/uuyYsRT2th8mEhEKB/vfVWFjLxgTctmZzti9cydX8+Dza1m4bCsLZo9mx/6DgRbdI13KoWgXa3akpsDGs2p7C9NHFB9329r6ptZ+DbBeM3QwN80exYfOqCEjziNvQ0M4rm83a+kak2Zv726nLG8QF3xnMdEu9fyEWLIyI5CdmcGBNA1Gc/7oMuZOrqJkSDZv7znAKxve5dVNu2nt6CQzQkJFtyg3iwWzR3H19OFkB/RIm03XY8wA1nEkyrwf/ovMiLCyj+Ec/VZdNJhtHuZN648FF45iwYWjj3v9cGcXi95o4tkV2/n7+uZe73OOCFw9vY6bLxoTeCvWuheMGcBysjJ47kvn0qUw4/6XaErioYVkVRbmpKXojq3I54uzRsV9LzszwpyJlcyZWElntIvNu9vZ1NzOup2trN3ZSvvhTkaW5XHVtFoay73NfhEWVnSNCZiIkCHwwoLzeGNHC6dVFrKxuZXPP7GMrIwIpXnZcZ9S86I4N5vmNv8LfGZEjs5U3O3rc8bH7Xc9bt+MCI3l+TSW53PxaRW+ZwsLK7rGhERRbjYzRpYCMGV4Mc9+8Vzyc7I41Bll8j2LfD3WqGF5nsdg6GlcZT6tHZ1Eu/ToQOznNJZw7qhSX48z0Nl9usaEVHlBDoOzM1i30/+7C3bu97dbYWxFPpua29i69yC52RlHxx2O1497qrOWrjEht++g/xMp7jlwhJysyNFHb/srIyJMqinkUGcXOVkR3m09xKFOp1vhzeZ2po0o5s1dbUypG+pn7JNCwi1dEckQkddF5Fl3fYSI/EdENorIkyJy3FeKIlIiIn8TkTYRecTP4MacKpYnOCZDf7R2dDKuIvExCHrOmFFdlMOyLftYvb2FpW/vOzoEZbfX3trDlVOqk5788WTWn+6Fm4A1MesPAA+raiOwF/hMnH06gG8AtySd0JhT3A3nj+SsFIz9mtWP+1wn1xYxoaqAcZX5FA7OYsueE3dPKDBr7DCPCU9OCZ11EakB5gCPuesCzAIWups8DlzRcz9VbVfVV3CKrzEmCYWDs/jEWcN9/cyKgkGsTvC+4KnDnfEhVm1vYUNTK0UJjJ9w4bhypo0IZpDwsEu0T/f7wG1A941yJcA+Ve1+kHwrUJ1sCBG5HrgeoK6uLtmPMeaktcKnW8am1DnT+Kxrak14wPWoKlPrh4LC61v2HteVEKuxPI9PnjWc+dNq3SniTU99Fl0RuQzYpapLReSCVIRQ1UeBR8F5Ii0VxzBmILvtkjFcMKaMB59fl3Qfb31JLku39H9Es9fdaYAay5zZH6Kdx/6JDs3N4rqZDVw+qYraOPPGmWMl0tI9B7hcRC4FcoAC4AdAkYhkuq3dGmBb6mIac2rLzIgwY2QpYyu2J110ywsGsXl38kM1bmxuB2B8ZQFDBmWw/J19XDWtjpsvHpOS0bxOVn326arqHapao6r1wHzgr6r6ceBvwJXuZtcAT6UspTGGHfsPsnDp1qT33+9hhuJYb+xo4bXNe7njg+O4Z+4EK7j95OXhiNuBr4jIRpw+3p8AiMjlInJP90Yishn4HnCtiGwVkfEejmnMKav9UPS4R2z740g0uXty4xlbkc+1M+p9+7xTSb8ejlDVxcBid3kTMC3ONk8DT8es13sJaIxxeH0yreNIlPfVFR3to/XiY2fW2j24SbIn0owZAKJdys/++Zanz9i+r4OOfo6dm50RoaFsCNVFg6ktzmVkeR5nNxSfNCN+BcGKrjEDwN3PrGaJD5NXth7qjDsSWKzc7AzmnF7JpRMrObuhhByfJ4o81VnRNSakfvPfLWzc1cbKbft5bbM/I4IdiSoTawqPu+83Is5TZ3MnVzPvjOqUTYNurOgaE0q7Wjq4709rjpnI0i/73QF0aoYOZu7kKmaMLGVSbRF5g6wcpIOdZWNCZuOuNj73yyVJF9xhBYO4bGIV00cU01iex/qmVp5buZOdLR2U5mVzenUhZ9QN5cz6YvsyLABWdI0JkedX7eTm3y5P+BHdWGfWD+W6mQ3MHltOZsZ7d4M2lOXxgQmVfsY0HljRNSYkXl7fzA1PLO33fh+cUMH15zXwPhu7dkCwomtMSHT28+GF8ZUFfHveBM6wYjugWNE1JgSiXcqyBAejqS/J5bqZDcw/s/aYbgQzMFjRNSYE7n5mNb949e1e359UU8hlE6s4b3QZo4fl2bCJA5gVXWNC4PMXjCQ3O5OX1jSxYVcb4ExnfvmkKq49p56JNUUBJzR+EdVwDV87depUXbJkSdAxjAlEx5EoD72wjqaWDm69ZAzDS4YEHcn0ICJLVXVqsvtbS9eYEMnJyuAbl9lAfCcz64U3xpg0sqJrjDFpZEXXGGPSyIquMcakkRVdY4xJIyu6xhiTRlZ0jTEmjazoGmNMGlnRNcaYNArdY8Ai0gz0PvIHlALvpilOX8KUBcKVJ0xZIFx5LEvvwpSntyzDVbUs2Q8NXdHti4gs8fLcs5/ClAXClSdMWSBceSxL78KUJ1VZrHvBGGPSyIquMcak0UAsuo8GHSBGmLJAuPKEKQuEK49l6V2Y8qQky4Dr0zXGmIFsILZ0jTFmwApl0RWRJ0VkufuzWUSWu6/Xi8jBmPd+3Mv+d4nItpjtLg0qS8zn3CwiKiKlyWbxI4+I3CsiK9xtXhSRqgCzPCQia908fxCRpOek8SHLR0RktYh0iYjnb6x9yFMsIotEZIP736Sn/O0tS8z7dSLSJiK39LL/LBFZJiKrRORxEfE0+YEPeWa7eZaLyCsi0hhgln/E7L9dRP7Y50FVNdQ/wHeBb7rL9cCqBPa5C7glDFncbWuBF3DuPy4N+NwUxCx/CfhxgFkuBjLd5QeABwLMMg4YAywGpgb9ewM8CHzVXf5qKs5NzGsLgd/F+5vBaZi9A4x21+8BPpOKc5NIHvf99cA4d/kLwM+DytJj298Dn+pru1C2dLuJiAAfBX49wLM8DNwG+NaBnmweVW2JWR3iRyYPWV5U1U539d9ATYBZ1qjqOq/H9ysPMBd43F1+HLgiFVlE5ArgLWB1L7uVAIdVdb27vgj4sNcsHvKA8ztb4C4XAtsDzNK9bQEwC+izpRvqogvMBJpUdUPMayNE5HUReVlEZp5g3xvdy9aferk085pFROYC21T1fz5k8JzHzXSfiLwDfBz4ZpBZYnwa+HNIsvgp2TzDVHWHu7wTGOZ3FhHJA24H7j7BPu8CmTFdLlfiXLn5IZk8ANcBz4nIVuCTwP0BZul2BfBSj0ZNXIFNTCkifwEq4rx1p6o+5S5fxbEthB1AnaruFpEpwB9F5LQ4/6M/Au7F+RfxXpzLhk+nO4uI5AJfw7mMTliKzw2qeidwp4jcAdwIfCuoLO4x7gQ6gV/1liNdWfojXXlUVUXkhFckSWa5C3hYVduchl6vx54PPCwig4AXgeiJsqQyj+vLwKWq+h8RuRX4Hk4hDiJLt6uAxxLZ0Ld+K79/cP5BaAJqTrDNYvrof6Mffa9+ZwFOB3YBm92fTmALUBGSc1MX1LmJee9a4FUgNwy/M4mct3TkAdYBle5yJbDO7yzAP2J+N/cBe4Ab+/ici4HfpuLcJJIHKAPejFmvA94I8tzgjNGwG8hJ5HhhnoL9QmCtqm7tfkFEyoA9qhoVkQZgFLCp544iUqnvXZrNA1YFkUVVVwLlMftsxvkD8zqgh5dzM0rfu9SdC6wNMMsHcPq6z1fVAx5zeMqSIl7yPA1cg3PpfA3wVJxtPGVR1aNdGyJyF9Cmqo/03FFEylV1l9vSvR24z2MWL3n2AoUiMlqdfuaLgDUBZel2JfCsqnYkcrAw9+nO5/gvH84DVohzW8dC4AZV3QMgIo/F9Ds9KCIrRWQF8H6cy5GgsqSClzz3i3PrzwqcVstNAWZ5BMgHFkkCt92lMouIzHP7CM8G/iQiL3jM4ikPTrG9SEQ24BQFr/2W8bL0SkSek/duJ7xVRNYAK4BnVPWvHrMknUedL14/C/xeRP6H06d7axBZkt7fbR4bY4xJgzC3dI0x5qRjRdcYY9LIiq4xxqSRFV1jjEkjK7rGGJNGVnSNMSaNrOgaY0waWdE1xpg0+j9wZwM4MP/KBgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "towns1.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Merging pandas dataframes with geopandas geodataframes\n",
    "## We could just merge this map with the 911 data now, but that would be really be overkill right now. \n",
    "## We just want to know how many traffic stops occured in which towns over all years, and then assign that number to the map. \n",
    "## We'll need to do a merge, but first we need to make a new dataframe from the traffic stops. This is pretty easily done with what we've already discussed. We'll just add a few more functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_call_counts=police_calls.groupby('towns').incident_type.value_counts().to_frame().rename(columns={'incident_type':'type_calls'}).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>towns</th>\n",
       "      <th>incident_type</th>\n",
       "      <th>type_calls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>3513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>ALARM SYSTEM</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>PHONE MESSAGE</td>\n",
       "      <td>1375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>CIVIL PROBLEM</td>\n",
       "      <td>1307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>TRAFFIC ACCIDENT</td>\n",
       "      <td>685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>NO VOICE CONTACT 9-1-1 CALL</td>\n",
       "      <td>561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>ANIMAL COMPLAINT</td>\n",
       "      <td>555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>FOLLOW UP INVESTIGATION</td>\n",
       "      <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>ABANDONED 9-1-1 CALL</td>\n",
       "      <td>401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>DISABLED MOTORIST</td>\n",
       "      <td>363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>HOUSE ARREST CHECK (BCP)</td>\n",
       "      <td>341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>ROAD HAZARD</td>\n",
       "      <td>325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>DOMESTIC DISTURBANCE (IP)</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>SUSPICIOUS VEHICLE</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>CHECK THE WELL BEING</td>\n",
       "      <td>237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>STRUCK DEER</td>\n",
       "      <td>223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>FIRE ALARM (LOC)</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>POLICE INFORMATION</td>\n",
       "      <td>211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>SPEEDING, RECKLESS DRIVER</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>MEET OFFICER</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>CONTROLLED BURN INFORMATION</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>EMERGENCY TRANSPORTATION</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>SUSPICIOUS OCCURRENCE</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>NOISE COMPLAINT</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>LOCKOUT</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>RESPIRATORY DISTRESS</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>WARRANT SERVICE</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>FALL VICTIM (NON-CRITICAL)</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>THEFT</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>SYNCOPAL EPISODE (SYNCOPE)</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10129</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>ESCORT</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10130</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>GAS LEAK INCIDENT (LOC)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10131</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>MARINE RESCUE (MBOX)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10132</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>MECHANICAL PROBLEM</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10133</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>MENTAL SUBJECT</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10134</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>MINOR BURNS/SCALDING</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10135</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>MULTI SYSTEMS TRAUMA CRITICAL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10136</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>OB/GYN EMERGENCY</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10137</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>SPECIAL ASSIGNMENT</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10138</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>STOLEN PROPERTY</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10139</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>TRAFFIC PURSUIT</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10140</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>VEHICLE INTO A BUILDING (RBOX)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10141</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>ALLERGIC REACTION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10142</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>APPLIANCE FIRE (TAC)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10143</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>AQUATIC ACCIDENT (NONCRITICAL)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10144</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>CHEST PAIN (NON-CARDIAC)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10145</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>CRITICAL BURN VICTIM (LOCALBX)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10146</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>DOMESTIC RESCUE (RBOX)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10147</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>HIT/RUN ACCIDENT W/CRIT INJURY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10148</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>LAWS PERTAINING TO MINORS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10149</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>PICK UP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10150</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>RAPE OR ATTEMPTED RAPE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10151</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>SMALL STORE FIRE (TAC)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10152</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>STUCK ELEVATOR (LOC)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10153</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>SUBJECT PURSUIT</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10154</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>TEXT TO 9-1-1 CALL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10155</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>TRAFFIC ACCIDENT W/FIRE (LOC)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10156</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>TRAIN FIRE (TAC)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10157</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>TRUCK FIRE (LOC)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10158</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>WALKAWAY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10159 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     towns                   incident_type  type_calls\n",
       "0      bedminster township                    TRAFFIC STOP        3513\n",
       "1      bedminster township                    ALARM SYSTEM        1679\n",
       "2      bedminster township                   PHONE MESSAGE        1375\n",
       "3      bedminster township                   CIVIL PROBLEM        1307\n",
       "4      bedminster township                TRAFFIC ACCIDENT         685\n",
       "5      bedminster township     NO VOICE CONTACT 9-1-1 CALL         561\n",
       "6      bedminster township                ANIMAL COMPLAINT         555\n",
       "7      bedminster township         FOLLOW UP INVESTIGATION         525\n",
       "8      bedminster township            ABANDONED 9-1-1 CALL         401\n",
       "9      bedminster township               DISABLED MOTORIST         363\n",
       "10     bedminster township        HOUSE ARREST CHECK (BCP)         341\n",
       "11     bedminster township                     ROAD HAZARD         325\n",
       "12     bedminster township       DOMESTIC DISTURBANCE (IP)         280\n",
       "13     bedminster township              SUSPICIOUS VEHICLE         280\n",
       "14     bedminster township            CHECK THE WELL BEING         237\n",
       "15     bedminster township                     STRUCK DEER         223\n",
       "16     bedminster township                FIRE ALARM (LOC)         216\n",
       "17     bedminster township              POLICE INFORMATION         211\n",
       "18     bedminster township       SPEEDING, RECKLESS DRIVER         178\n",
       "19     bedminster township                    MEET OFFICER         171\n",
       "20     bedminster township     CONTROLLED BURN INFORMATION         158\n",
       "21     bedminster township        EMERGENCY TRANSPORTATION         141\n",
       "22     bedminster township           SUSPICIOUS OCCURRENCE         137\n",
       "23     bedminster township                 NOISE COMPLAINT         133\n",
       "24     bedminster township                         LOCKOUT         130\n",
       "25     bedminster township            RESPIRATORY DISTRESS         126\n",
       "26     bedminster township                 WARRANT SERVICE         125\n",
       "27     bedminster township      FALL VICTIM (NON-CRITICAL)         123\n",
       "28     bedminster township                           THEFT         121\n",
       "29     bedminster township      SYNCOPAL EPISODE (SYNCOPE)         108\n",
       "...                    ...                             ...         ...\n",
       "10129      yardley borough                          ESCORT           2\n",
       "10130      yardley borough         GAS LEAK INCIDENT (LOC)           2\n",
       "10131      yardley borough            MARINE RESCUE (MBOX)           2\n",
       "10132      yardley borough              MECHANICAL PROBLEM           2\n",
       "10133      yardley borough                  MENTAL SUBJECT           2\n",
       "10134      yardley borough            MINOR BURNS/SCALDING           2\n",
       "10135      yardley borough   MULTI SYSTEMS TRAUMA CRITICAL           2\n",
       "10136      yardley borough                OB/GYN EMERGENCY           2\n",
       "10137      yardley borough              SPECIAL ASSIGNMENT           2\n",
       "10138      yardley borough                 STOLEN PROPERTY           2\n",
       "10139      yardley borough                 TRAFFIC PURSUIT           2\n",
       "10140      yardley borough  VEHICLE INTO A BUILDING (RBOX)           2\n",
       "10141      yardley borough               ALLERGIC REACTION           1\n",
       "10142      yardley borough            APPLIANCE FIRE (TAC)           1\n",
       "10143      yardley borough  AQUATIC ACCIDENT (NONCRITICAL)           1\n",
       "10144      yardley borough        CHEST PAIN (NON-CARDIAC)           1\n",
       "10145      yardley borough  CRITICAL BURN VICTIM (LOCALBX)           1\n",
       "10146      yardley borough          DOMESTIC RESCUE (RBOX)           1\n",
       "10147      yardley borough  HIT/RUN ACCIDENT W/CRIT INJURY           1\n",
       "10148      yardley borough       LAWS PERTAINING TO MINORS           1\n",
       "10149      yardley borough                         PICK UP           1\n",
       "10150      yardley borough          RAPE OR ATTEMPTED RAPE           1\n",
       "10151      yardley borough          SMALL STORE FIRE (TAC)           1\n",
       "10152      yardley borough            STUCK ELEVATOR (LOC)           1\n",
       "10153      yardley borough                 SUBJECT PURSUIT           1\n",
       "10154      yardley borough              TEXT TO 9-1-1 CALL           1\n",
       "10155      yardley borough   TRAFFIC ACCIDENT W/FIRE (LOC)           1\n",
       "10156      yardley borough                TRAIN FIRE (TAC)           1\n",
       "10157      yardley borough                TRUCK FIRE (LOC)           1\n",
       "10158      yardley borough                        WALKAWAY           1\n",
       "\n",
       "[10159 rows x 3 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_call_counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We now have a dataframe for the number of each call in each town. Now we'll filter this down to just traffic stops and save that as it's own variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "traffic_stops=p_call_counts[p_call_counts.incident_type=='TRAFFIC STOP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>towns</th>\n",
       "      <th>incident_type</th>\n",
       "      <th>type_calls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>3513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>bensalem township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>56031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>bridgeton township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>bristol borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>3676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>bristol township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>16400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>buckingham township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>6643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>chalfont borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>4099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1397</th>\n",
       "      <td>doylestown borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>9799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1601</th>\n",
       "      <td>doylestown township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>14748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1817</th>\n",
       "      <td>dublin borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>durham township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2132</th>\n",
       "      <td>east rockhill township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2317</th>\n",
       "      <td>falls township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>20352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>haycock township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2700</th>\n",
       "      <td>hilltown township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>7254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2906</th>\n",
       "      <td>hulmeville borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3056</th>\n",
       "      <td>ivyland borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3200</th>\n",
       "      <td>langhorne borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3365</th>\n",
       "      <td>langhorne manor borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3521</th>\n",
       "      <td>lower makefield township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>14759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3730</th>\n",
       "      <td>lower southampton township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>14022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3949</th>\n",
       "      <td>middletown township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>20306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4228</th>\n",
       "      <td>milford township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4376</th>\n",
       "      <td>morrisville borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>7938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4579</th>\n",
       "      <td>new britain borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>3735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4757</th>\n",
       "      <td>new britain township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>7611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4954</th>\n",
       "      <td>new hope borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>4496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5153</th>\n",
       "      <td>newtown borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>5683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5325</th>\n",
       "      <td>newtown township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>15363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5543</th>\n",
       "      <td>nockamixon township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708</th>\n",
       "      <td>northampton township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>23766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5929</th>\n",
       "      <td>penndel borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>4531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6117</th>\n",
       "      <td>perkasie borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6314</th>\n",
       "      <td>plumstead township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6516</th>\n",
       "      <td>quakertown borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>9579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6731</th>\n",
       "      <td>richland township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>5724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6961</th>\n",
       "      <td>richlandtown borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7106</th>\n",
       "      <td>riegelsville borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7207</th>\n",
       "      <td>sellersville borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7392</th>\n",
       "      <td>silverdale borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7520</th>\n",
       "      <td>solebury township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>6449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7718</th>\n",
       "      <td>springfield township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7916</th>\n",
       "      <td>telford borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8062</th>\n",
       "      <td>tinicum township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8246</th>\n",
       "      <td>trumbauersville borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8382</th>\n",
       "      <td>tullytown borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>5841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8578</th>\n",
       "      <td>upper makefield township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8763</th>\n",
       "      <td>upper southampton township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>15199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8975</th>\n",
       "      <td>warminster township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>28943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9194</th>\n",
       "      <td>warrington township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>22036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9411</th>\n",
       "      <td>warwick township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>18767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9613</th>\n",
       "      <td>west rockhill township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>3944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9807</th>\n",
       "      <td>wrightstown township</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9982</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>7115</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           towns incident_type  type_calls\n",
       "0            bedminster township  TRAFFIC STOP        3513\n",
       "190            bensalem township  TRAFFIC STOP       56031\n",
       "441           bridgeton township  TRAFFIC STOP          27\n",
       "570              bristol borough  TRAFFIC STOP        3676\n",
       "780             bristol township  TRAFFIC STOP       16400\n",
       "1014         buckingham township  TRAFFIC STOP        6643\n",
       "1223            chalfont borough  TRAFFIC STOP        4099\n",
       "1397          doylestown borough  TRAFFIC STOP        9799\n",
       "1601         doylestown township  TRAFFIC STOP       14748\n",
       "1817              dublin borough  TRAFFIC STOP        1325\n",
       "1991             durham township  TRAFFIC STOP         598\n",
       "2132      east rockhill township  TRAFFIC STOP        1762\n",
       "2317              falls township  TRAFFIC STOP       20352\n",
       "2559            haycock township  TRAFFIC STOP          69\n",
       "2700           hilltown township  TRAFFIC STOP        7254\n",
       "2906          hulmeville borough  TRAFFIC STOP        1324\n",
       "3056             ivyland borough  TRAFFIC STOP        1670\n",
       "3200           langhorne borough  TRAFFIC STOP        1774\n",
       "3365     langhorne manor borough  TRAFFIC STOP         573\n",
       "3521    lower makefield township  TRAFFIC STOP       14759\n",
       "3730  lower southampton township  TRAFFIC STOP       14022\n",
       "3949         middletown township  TRAFFIC STOP       20306\n",
       "4228            milford township  TRAFFIC STOP          80\n",
       "4376         morrisville borough  TRAFFIC STOP        7938\n",
       "4579         new britain borough  TRAFFIC STOP        3735\n",
       "4757        new britain township  TRAFFIC STOP        7611\n",
       "4954            new hope borough  TRAFFIC STOP        4496\n",
       "5153             newtown borough  TRAFFIC STOP        5683\n",
       "5325            newtown township  TRAFFIC STOP       15363\n",
       "5543         nockamixon township  TRAFFIC STOP         206\n",
       "5708        northampton township  TRAFFIC STOP       23766\n",
       "5929             penndel borough  TRAFFIC STOP        4531\n",
       "6117            perkasie borough  TRAFFIC STOP        2983\n",
       "6314          plumstead township  TRAFFIC STOP        2719\n",
       "6516          quakertown borough  TRAFFIC STOP        9579\n",
       "6731           richland township  TRAFFIC STOP        5724\n",
       "6961        richlandtown borough  TRAFFIC STOP          20\n",
       "7106        riegelsville borough  TRAFFIC STOP          10\n",
       "7207        sellersville borough  TRAFFIC STOP        2605\n",
       "7392          silverdale borough  TRAFFIC STOP         693\n",
       "7520           solebury township  TRAFFIC STOP        6449\n",
       "7718        springfield township  TRAFFIC STOP        1184\n",
       "7916             telford borough  TRAFFIC STOP          92\n",
       "8062            tinicum township  TRAFFIC STOP        1676\n",
       "8246     trumbauersville borough  TRAFFIC STOP          32\n",
       "8382           tullytown borough  TRAFFIC STOP        5841\n",
       "8578    upper makefield township  TRAFFIC STOP        2172\n",
       "8763  upper southampton township  TRAFFIC STOP       15199\n",
       "8975         warminster township  TRAFFIC STOP       28943\n",
       "9194         warrington township  TRAFFIC STOP       22036\n",
       "9411            warwick township  TRAFFIC STOP       18767\n",
       "9613      west rockhill township  TRAFFIC STOP        3944\n",
       "9807        wrightstown township  TRAFFIC STOP        2498\n",
       "9982             yardley borough  TRAFFIC STOP        7115"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traffic_stops"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A couple quick points about data merges like these. All merges are using Pandas' merge function. Merge's can only work if two dataframes share a column and you're looking for shared values in those columns. We'll merge on the towns columns, but this is case sensitive. I've already cleaned this data, but keep in mind the values will only merge if they are exactly the same. Also, keep GEODATA to the left. Otherwise, you'll end up with just a regular dataframe.\n",
    "## That last part's kind of technical, and only relevant to maps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>towns</th>\n",
       "      <th>population</th>\n",
       "      <th>fips_sq_mi</th>\n",
       "      <th>geometry</th>\n",
       "      <th>incident_type</th>\n",
       "      <th>type_calls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>upper makefield township</td>\n",
       "      <td>8190.0</td>\n",
       "      <td>21.82</td>\n",
       "      <td>POLYGON ((-74.91426302000026 40.26298903436477...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sellersville borough</td>\n",
       "      <td>4249.0</td>\n",
       "      <td>1.17</td>\n",
       "      <td>POLYGON ((-75.32231815707847 40.3630725648114,...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bensalem township</td>\n",
       "      <td>60427.0</td>\n",
       "      <td>20.93</td>\n",
       "      <td>POLYGON ((-74.99165894397615 40.1344050248029,...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>56031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>richlandtown borough</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>POLYGON ((-75.31893622586787 40.47907161861421...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>riegelsville borough</td>\n",
       "      <td>868.0</td>\n",
       "      <td>1.09</td>\n",
       "      <td>POLYGON ((-75.19129083063962 40.58570594796645...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>nockamixon township</td>\n",
       "      <td>3441.0</td>\n",
       "      <td>22.38</td>\n",
       "      <td>POLYGON ((-75.15062533652618 40.57085684335124...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>falls township</td>\n",
       "      <td>34300.0</td>\n",
       "      <td>26.60</td>\n",
       "      <td>(POLYGON ((-74.80029354941779 40.2087775333423...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>20352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>haycock township</td>\n",
       "      <td>2225.0</td>\n",
       "      <td>20.87</td>\n",
       "      <td>POLYGON ((-75.30025923014693 40.49346657710261...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>lower southampton township</td>\n",
       "      <td>18909.0</td>\n",
       "      <td>6.70</td>\n",
       "      <td>POLYGON ((-74.9987624830945 40.17146875664378,...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>14022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>middletown township</td>\n",
       "      <td>45436.0</td>\n",
       "      <td>19.32</td>\n",
       "      <td>POLYGON ((-74.89866034347483 40.13231997125762...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>20306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>solebury township</td>\n",
       "      <td>8692.0</td>\n",
       "      <td>27.23</td>\n",
       "      <td>POLYGON ((-75.06494721596914 40.36808804763133...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>6449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>warwick township</td>\n",
       "      <td>14437.0</td>\n",
       "      <td>11.07</td>\n",
       "      <td>POLYGON ((-75.11099390727912 40.23780525836345...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>18767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>wrightstown township</td>\n",
       "      <td>2995.0</td>\n",
       "      <td>9.87</td>\n",
       "      <td>POLYGON ((-75.04240612277826 40.26065536517046...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>richland township</td>\n",
       "      <td>13052.0</td>\n",
       "      <td>20.78</td>\n",
       "      <td>(POLYGON ((-75.35908719319197 40.4407098251880...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>5724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>buckingham township</td>\n",
       "      <td>20075.0</td>\n",
       "      <td>33.02</td>\n",
       "      <td>POLYGON ((-75.1223955792864 40.33929296966267,...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>6643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>silverdale borough</td>\n",
       "      <td>871.0</td>\n",
       "      <td>0.41</td>\n",
       "      <td>POLYGON ((-75.26373716359167 40.34681807059878...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>northampton township</td>\n",
       "      <td>39726.0</td>\n",
       "      <td>26.15</td>\n",
       "      <td>POLYGON ((-75.06616793550769 40.21138829414874...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>23766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>springfield township</td>\n",
       "      <td>5035.0</td>\n",
       "      <td>30.64</td>\n",
       "      <td>POLYGON ((-75.29363381862896 40.56191549143411...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>bristol borough</td>\n",
       "      <td>9726.0</td>\n",
       "      <td>1.87</td>\n",
       "      <td>POLYGON ((-74.85662991531026 40.09131127689432...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>3676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>trumbauersville borough</td>\n",
       "      <td>974.0</td>\n",
       "      <td>0.45</td>\n",
       "      <td>POLYGON ((-75.38875077793197 40.41619196232169...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tullytown borough</td>\n",
       "      <td>1872.0</td>\n",
       "      <td>2.10</td>\n",
       "      <td>POLYGON ((-74.81569735547615 40.12780369326698...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>5841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>yardley borough</td>\n",
       "      <td>2434.0</td>\n",
       "      <td>1.02</td>\n",
       "      <td>POLYGON ((-74.82605370238707 40.24250781581052...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>7115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>telford borough</td>\n",
       "      <td>2207.0</td>\n",
       "      <td>0.54</td>\n",
       "      <td>POLYGON ((-75.33461044825738 40.32879782998987...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>langhorne manor borough</td>\n",
       "      <td>1442.0</td>\n",
       "      <td>0.60</td>\n",
       "      <td>POLYGON ((-74.92625785788677 40.17264128769235...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>bedminster township</td>\n",
       "      <td>6574.0</td>\n",
       "      <td>31.44</td>\n",
       "      <td>POLYGON ((-75.20437052116041 40.38269971858784...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>3513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>new britain borough</td>\n",
       "      <td>3152.0</td>\n",
       "      <td>1.21</td>\n",
       "      <td>POLYGON ((-75.1778251369506 40.29586029993769,...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>3735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>newtown borough</td>\n",
       "      <td>2248.0</td>\n",
       "      <td>0.55</td>\n",
       "      <td>POLYGON ((-74.93445939508172 40.22066571056985...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>5683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>bridgeton township</td>\n",
       "      <td>1277.0</td>\n",
       "      <td>6.83</td>\n",
       "      <td>POLYGON ((-75.08383699630538 40.55346102086028...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chalfont borough</td>\n",
       "      <td>4009.0</td>\n",
       "      <td>1.64</td>\n",
       "      <td>POLYGON ((-75.21600335756052 40.30171049835251...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>4099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>doylestown borough</td>\n",
       "      <td>8380.0</td>\n",
       "      <td>2.16</td>\n",
       "      <td>POLYGON ((-75.13182357411669 40.30470251297277...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>9799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>dublin borough</td>\n",
       "      <td>2158.0</td>\n",
       "      <td>0.58</td>\n",
       "      <td>POLYGON ((-75.20437052116041 40.38269971858784...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>upper southampton township</td>\n",
       "      <td>15152.0</td>\n",
       "      <td>6.64</td>\n",
       "      <td>POLYGON ((-75.00096890835022 40.17276608697304...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>15199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>warminster township</td>\n",
       "      <td>32682.0</td>\n",
       "      <td>10.19</td>\n",
       "      <td>POLYGON ((-75.07340935303024 40.2156271728791,...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>28943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>west rockhill township</td>\n",
       "      <td>5256.0</td>\n",
       "      <td>16.47</td>\n",
       "      <td>POLYGON ((-75.34461360678281 40.33493739148444...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>3944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>warrington township</td>\n",
       "      <td>23418.0</td>\n",
       "      <td>13.80</td>\n",
       "      <td>POLYGON ((-75.13100009201266 40.26434734593796...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>22036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>perkasie borough</td>\n",
       "      <td>8511.0</td>\n",
       "      <td>2.56</td>\n",
       "      <td>POLYGON ((-75.27471079624442 40.36781260907308...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>tinicum township</td>\n",
       "      <td>3995.0</td>\n",
       "      <td>31.04</td>\n",
       "      <td>POLYGON ((-75.06989707668153 40.45925709095723...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>hilltown township</td>\n",
       "      <td>15029.0</td>\n",
       "      <td>27.05</td>\n",
       "      <td>POLYGON ((-75.2637063337403 40.2864753144344, ...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>7254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>plumstead township</td>\n",
       "      <td>12442.0</td>\n",
       "      <td>27.29</td>\n",
       "      <td>POLYGON ((-75.1223955792864 40.33929296966267,...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>2719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>hulmeville borough</td>\n",
       "      <td>1003.0</td>\n",
       "      <td>0.40</td>\n",
       "      <td>POLYGON ((-74.90872064435952 40.1408882562626,...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>ivyland borough</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>POLYGON ((-75.07340935303024 40.2156271728791,...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>doylestown township</td>\n",
       "      <td>17565.0</td>\n",
       "      <td>15.64</td>\n",
       "      <td>(POLYGON ((-75.12407402711273 40.3250016481443...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>14748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>penndel borough</td>\n",
       "      <td>2328.0</td>\n",
       "      <td>0.42</td>\n",
       "      <td>POLYGON ((-74.90730816664144 40.15926756608621...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>4531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>new hope borough</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>1.42</td>\n",
       "      <td>POLYGON ((-74.94617290840428 40.35788232811456...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>4496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>lower makefield township</td>\n",
       "      <td>32559.0</td>\n",
       "      <td>18.28</td>\n",
       "      <td>POLYGON ((-74.85332328312499 40.26971041198251...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>14759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>durham township</td>\n",
       "      <td>1144.0</td>\n",
       "      <td>9.37</td>\n",
       "      <td>POLYGON ((-75.25653974622645 40.58273035261617...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>east rockhill township</td>\n",
       "      <td>5706.0</td>\n",
       "      <td>13.11</td>\n",
       "      <td>POLYGON ((-75.33584372862305 40.40647458363897...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>new britain township</td>\n",
       "      <td>11070.0</td>\n",
       "      <td>15.30</td>\n",
       "      <td>POLYGON ((-75.18414836824337 40.28434726714555...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>7611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>quakertown borough</td>\n",
       "      <td>8979.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>POLYGON ((-75.35080747382098 40.42617044384247...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>9579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>newtown township</td>\n",
       "      <td>19299.0</td>\n",
       "      <td>11.99</td>\n",
       "      <td>(POLYGON ((-74.92602981723026 40.2288429810055...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>15363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>milford township</td>\n",
       "      <td>9902.0</td>\n",
       "      <td>27.97</td>\n",
       "      <td>POLYGON ((-75.40731330893905 40.37254732286799...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>morrisville borough</td>\n",
       "      <td>8728.0</td>\n",
       "      <td>1.97</td>\n",
       "      <td>POLYGON ((-74.76066561261274 40.19930275596534...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>7938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>langhorne borough</td>\n",
       "      <td>1622.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>POLYGON ((-74.91869504153574 40.17122977179819...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>1774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>bristol township</td>\n",
       "      <td>54582.0</td>\n",
       "      <td>17.15</td>\n",
       "      <td>POLYGON ((-74.83404527008864 40.10785087067574...</td>\n",
       "      <td>TRAFFIC STOP</td>\n",
       "      <td>16400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         towns  population  fips_sq_mi  \\\n",
       "0     upper makefield township      8190.0       21.82   \n",
       "1         sellersville borough      4249.0        1.17   \n",
       "2            bensalem township     60427.0       20.93   \n",
       "3         richlandtown borough      1327.0        0.26   \n",
       "4         riegelsville borough       868.0        1.09   \n",
       "5          nockamixon township      3441.0       22.38   \n",
       "6               falls township     34300.0       26.60   \n",
       "7             haycock township      2225.0       20.87   \n",
       "8   lower southampton township     18909.0        6.70   \n",
       "9          middletown township     45436.0       19.32   \n",
       "10           solebury township      8692.0       27.23   \n",
       "11            warwick township     14437.0       11.07   \n",
       "12        wrightstown township      2995.0        9.87   \n",
       "13           richland township     13052.0       20.78   \n",
       "14         buckingham township     20075.0       33.02   \n",
       "15          silverdale borough       871.0        0.41   \n",
       "16        northampton township     39726.0       26.15   \n",
       "17        springfield township      5035.0       30.64   \n",
       "18             bristol borough      9726.0        1.87   \n",
       "19     trumbauersville borough       974.0        0.45   \n",
       "20           tullytown borough      1872.0        2.10   \n",
       "21             yardley borough      2434.0        1.02   \n",
       "22             telford borough      2207.0        0.54   \n",
       "23     langhorne manor borough      1442.0        0.60   \n",
       "24         bedminster township      6574.0       31.44   \n",
       "25         new britain borough      3152.0        1.21   \n",
       "26             newtown borough      2248.0        0.55   \n",
       "27          bridgeton township      1277.0        6.83   \n",
       "28            chalfont borough      4009.0        1.64   \n",
       "29          doylestown borough      8380.0        2.16   \n",
       "30              dublin borough      2158.0        0.58   \n",
       "31  upper southampton township     15152.0        6.64   \n",
       "32         warminster township     32682.0       10.19   \n",
       "33      west rockhill township      5256.0       16.47   \n",
       "34         warrington township     23418.0       13.80   \n",
       "35            perkasie borough      8511.0        2.56   \n",
       "36            tinicum township      3995.0       31.04   \n",
       "37           hilltown township     15029.0       27.05   \n",
       "38          plumstead township     12442.0       27.29   \n",
       "39          hulmeville borough      1003.0        0.40   \n",
       "40             ivyland borough      1041.0        0.36   \n",
       "41         doylestown township     17565.0       15.64   \n",
       "42             penndel borough      2328.0        0.42   \n",
       "43            new hope borough      2528.0        1.42   \n",
       "44    lower makefield township     32559.0       18.28   \n",
       "45             durham township      1144.0        9.37   \n",
       "46      east rockhill township      5706.0       13.11   \n",
       "47        new britain township     11070.0       15.30   \n",
       "48          quakertown borough      8979.0        2.04   \n",
       "49            newtown township     19299.0       11.99   \n",
       "50            milford township      9902.0       27.97   \n",
       "51         morrisville borough      8728.0        1.97   \n",
       "52           langhorne borough      1622.0        0.49   \n",
       "53            bristol township     54582.0       17.15   \n",
       "\n",
       "                                             geometry incident_type  \\\n",
       "0   POLYGON ((-74.91426302000026 40.26298903436477...  TRAFFIC STOP   \n",
       "1   POLYGON ((-75.32231815707847 40.3630725648114,...  TRAFFIC STOP   \n",
       "2   POLYGON ((-74.99165894397615 40.1344050248029,...  TRAFFIC STOP   \n",
       "3   POLYGON ((-75.31893622586787 40.47907161861421...  TRAFFIC STOP   \n",
       "4   POLYGON ((-75.19129083063962 40.58570594796645...  TRAFFIC STOP   \n",
       "5   POLYGON ((-75.15062533652618 40.57085684335124...  TRAFFIC STOP   \n",
       "6   (POLYGON ((-74.80029354941779 40.2087775333423...  TRAFFIC STOP   \n",
       "7   POLYGON ((-75.30025923014693 40.49346657710261...  TRAFFIC STOP   \n",
       "8   POLYGON ((-74.9987624830945 40.17146875664378,...  TRAFFIC STOP   \n",
       "9   POLYGON ((-74.89866034347483 40.13231997125762...  TRAFFIC STOP   \n",
       "10  POLYGON ((-75.06494721596914 40.36808804763133...  TRAFFIC STOP   \n",
       "11  POLYGON ((-75.11099390727912 40.23780525836345...  TRAFFIC STOP   \n",
       "12  POLYGON ((-75.04240612277826 40.26065536517046...  TRAFFIC STOP   \n",
       "13  (POLYGON ((-75.35908719319197 40.4407098251880...  TRAFFIC STOP   \n",
       "14  POLYGON ((-75.1223955792864 40.33929296966267,...  TRAFFIC STOP   \n",
       "15  POLYGON ((-75.26373716359167 40.34681807059878...  TRAFFIC STOP   \n",
       "16  POLYGON ((-75.06616793550769 40.21138829414874...  TRAFFIC STOP   \n",
       "17  POLYGON ((-75.29363381862896 40.56191549143411...  TRAFFIC STOP   \n",
       "18  POLYGON ((-74.85662991531026 40.09131127689432...  TRAFFIC STOP   \n",
       "19  POLYGON ((-75.38875077793197 40.41619196232169...  TRAFFIC STOP   \n",
       "20  POLYGON ((-74.81569735547615 40.12780369326698...  TRAFFIC STOP   \n",
       "21  POLYGON ((-74.82605370238707 40.24250781581052...  TRAFFIC STOP   \n",
       "22  POLYGON ((-75.33461044825738 40.32879782998987...  TRAFFIC STOP   \n",
       "23  POLYGON ((-74.92625785788677 40.17264128769235...  TRAFFIC STOP   \n",
       "24  POLYGON ((-75.20437052116041 40.38269971858784...  TRAFFIC STOP   \n",
       "25  POLYGON ((-75.1778251369506 40.29586029993769,...  TRAFFIC STOP   \n",
       "26  POLYGON ((-74.93445939508172 40.22066571056985...  TRAFFIC STOP   \n",
       "27  POLYGON ((-75.08383699630538 40.55346102086028...  TRAFFIC STOP   \n",
       "28  POLYGON ((-75.21600335756052 40.30171049835251...  TRAFFIC STOP   \n",
       "29  POLYGON ((-75.13182357411669 40.30470251297277...  TRAFFIC STOP   \n",
       "30  POLYGON ((-75.20437052116041 40.38269971858784...  TRAFFIC STOP   \n",
       "31  POLYGON ((-75.00096890835022 40.17276608697304...  TRAFFIC STOP   \n",
       "32  POLYGON ((-75.07340935303024 40.2156271728791,...  TRAFFIC STOP   \n",
       "33  POLYGON ((-75.34461360678281 40.33493739148444...  TRAFFIC STOP   \n",
       "34  POLYGON ((-75.13100009201266 40.26434734593796...  TRAFFIC STOP   \n",
       "35  POLYGON ((-75.27471079624442 40.36781260907308...  TRAFFIC STOP   \n",
       "36  POLYGON ((-75.06989707668153 40.45925709095723...  TRAFFIC STOP   \n",
       "37  POLYGON ((-75.2637063337403 40.2864753144344, ...  TRAFFIC STOP   \n",
       "38  POLYGON ((-75.1223955792864 40.33929296966267,...  TRAFFIC STOP   \n",
       "39  POLYGON ((-74.90872064435952 40.1408882562626,...  TRAFFIC STOP   \n",
       "40  POLYGON ((-75.07340935303024 40.2156271728791,...  TRAFFIC STOP   \n",
       "41  (POLYGON ((-75.12407402711273 40.3250016481443...  TRAFFIC STOP   \n",
       "42  POLYGON ((-74.90730816664144 40.15926756608621...  TRAFFIC STOP   \n",
       "43  POLYGON ((-74.94617290840428 40.35788232811456...  TRAFFIC STOP   \n",
       "44  POLYGON ((-74.85332328312499 40.26971041198251...  TRAFFIC STOP   \n",
       "45  POLYGON ((-75.25653974622645 40.58273035261617...  TRAFFIC STOP   \n",
       "46  POLYGON ((-75.33584372862305 40.40647458363897...  TRAFFIC STOP   \n",
       "47  POLYGON ((-75.18414836824337 40.28434726714555...  TRAFFIC STOP   \n",
       "48  POLYGON ((-75.35080747382098 40.42617044384247...  TRAFFIC STOP   \n",
       "49  (POLYGON ((-74.92602981723026 40.2288429810055...  TRAFFIC STOP   \n",
       "50  POLYGON ((-75.40731330893905 40.37254732286799...  TRAFFIC STOP   \n",
       "51  POLYGON ((-74.76066561261274 40.19930275596534...  TRAFFIC STOP   \n",
       "52  POLYGON ((-74.91869504153574 40.17122977179819...  TRAFFIC STOP   \n",
       "53  POLYGON ((-74.83404527008864 40.10785087067574...  TRAFFIC STOP   \n",
       "\n",
       "    type_calls  \n",
       "0         2172  \n",
       "1         2605  \n",
       "2        56031  \n",
       "3           20  \n",
       "4           10  \n",
       "5          206  \n",
       "6        20352  \n",
       "7           69  \n",
       "8        14022  \n",
       "9        20306  \n",
       "10        6449  \n",
       "11       18767  \n",
       "12        2498  \n",
       "13        5724  \n",
       "14        6643  \n",
       "15         693  \n",
       "16       23766  \n",
       "17        1184  \n",
       "18        3676  \n",
       "19          32  \n",
       "20        5841  \n",
       "21        7115  \n",
       "22          92  \n",
       "23         573  \n",
       "24        3513  \n",
       "25        3735  \n",
       "26        5683  \n",
       "27          27  \n",
       "28        4099  \n",
       "29        9799  \n",
       "30        1325  \n",
       "31       15199  \n",
       "32       28943  \n",
       "33        3944  \n",
       "34       22036  \n",
       "35        2983  \n",
       "36        1676  \n",
       "37        7254  \n",
       "38        2719  \n",
       "39        1324  \n",
       "40        1670  \n",
       "41       14748  \n",
       "42        4531  \n",
       "43        4496  \n",
       "44       14759  \n",
       "45         598  \n",
       "46        1762  \n",
       "47        7611  \n",
       "48        9579  \n",
       "49       15363  \n",
       "50          80  \n",
       "51        7938  \n",
       "52        1774  \n",
       "53       16400  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(towns1, traffic_stops,on='towns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## merge looks good, let's plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x119813208>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.merge(towns1, traffic_stops,on='towns').plot(column='type_calls')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ... and again with some more advanced commands."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1209619e8>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.merge(towns1, traffic_stops,on='towns').plot(column='type_calls',cmap='OrRd',scheme='quantiles',legend=True, figsize=(10,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## So, we can see that lower Bucks County has significantly more traffic stops than upper Bucks County. There's a thousand questions you could ask to follow up, and that's a good segue to something really important about data journalism."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Treat your data like a person: a dataframe will never volunteer information, so ask it questions.\n",
    "## You'll probably come across people in your newsroom who don't think data can tell you much. I think part of the issue is because data is often a strong tool in fact checking. When you get comfortable thinking of something that confirms an answer, it's easy not to associate with asking the questons to begin with.\n",
    "## Data can play such a strong role in your storytelling though, but don't rely on only one source. As with any story, you don't want to talk to just one person.\n",
    "## Take the 911 data, for example. If it were a person, they could tell us a lot about the calls, but not about the areas. Census data can tell us so much more about the area's demographics. A database of municipal police spending could tell us what towns spend the most on their police forces, and how that spending compares to other communities. \n",
    "## Datasets don't have to have a sole, single-story purpose either. As a data journalist, I often want to have more information than I could possibly need. \n",
    "## This 911 data has popped up in several stories over the past year, and that's all the result in the work leading up to a full series on it.\n",
    "## Keeping voter turnout and registration data updated will be something your entire newsroom could use. If you're in a state that expanded its gambling laws somewhat recently, keeping databases on revenues and expenses at a state or county level is going to come in handy.\n",
    "## By utilizing tools like Python, you can not only create and maintain these databases, you can automate the process.\n",
    "## That's a little more complicated of a process than this extensive overview, though."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}