GPS_WGP.ipynb

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   "source": [
    "# Import the libraries we will use - run but do not change\n",
    "from datascience import *\n",
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###  This is adapted from ESPM88a Spring 2017\n",
    "### Lab6_Mapping_Point_Data_Spring2017_ANSWERKEY\n",
    "\n",
    "### Need to paste in more of the content from the ESPM 88 file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/ericvandusen/Data8/LS88-BTC\n"
     ]
    }
   ],
   "source": [
    "#find the right directory  - this will be different on class Jupyter\n",
    "#ls\n",
    "#cd /Data8\n",
    "%pwd\n",
    "%cd ~/Data8/LS88-BTC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
   "source": [
    "# read in stata data set using pandas ( pd) \n",
    "#pd.read_stata('stata.dta')\n",
    "#pd.read_stata('WGP-HH-treat_gps.dta')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
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       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>a2_spring_id</th> <th>a3_spring_name</th> <th>treatment_arm</th> <th>gpsn1</th> <th>gpse1</th> <th>gps1all</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>1010        </td> <td>JIKAZE SOWETO </td> <td>6            </td> <td>0.39985 </td> <td>34.49  </td> <td>.39985,34.49003  </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>1013        </td> <td>ROHO SAFI     </td> <td>4            </td> <td>0.398933</td> <td>34.4898</td> <td>.3989333,34.48985</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>1014        </td> <td>OTWOMA        </td> <td>6            </td> <td>0.339083</td> <td>34.4355</td> <td>.3390833,34.4355 </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>1015        </td> <td>MUKOYA        </td> <td>5            </td> <td>0.358317</td> <td>34.4412</td> <td>.3583167,34.44122</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>1021        </td> <td>OKELLO        </td> <td>6            </td> <td>0.355983</td> <td>34.4314</td> <td>.3559833,34.43142</td>\n",
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       "            <td>5001        </td> <td>NAKHALIRO A   </td> <td>6            </td> <td>0.439167</td> <td>34.3992</td> <td>.4391667,34.39919</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5002        </td> <td>NAKHALIRO 'B' </td> <td>4            </td> <td>0.439033</td> <td>34.4019</td> <td>.4390333,34.40192</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5004        </td> <td>OSIMBO        </td> <td>1            </td> <td>0.411583</td> <td>34.3644</td> <td>.4115833,34.36442</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5007        </td> <td>TANDE         </td> <td>7            </td> <td>0.433667</td> <td>34.4325</td> <td>.4336667,34.43255</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5008        </td> <td>MUKABANA      </td> <td>6            </td> <td>0.408483</td> <td>34.4591</td> <td>.4084833,34.45912</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (78 rows omitted)</p"
      ],
      "text/plain": [
       "a2_spring_id | a3_spring_name | treatment_arm | gpsn1    | gpse1   | gps1all\n",
       "1010         | JIKAZE SOWETO  | 6             | 0.39985  | 34.49   | .39985,34.49003\n",
       "1013         | ROHO SAFI      | 4             | 0.398933 | 34.4898 | .3989333,34.48985\n",
       "1014         | OTWOMA         | 6             | 0.339083 | 34.4355 | .3390833,34.4355\n",
       "1015         | MUKOYA         | 5             | 0.358317 | 34.4412 | .3583167,34.44122\n",
       "1021         | OKELLO         | 6             | 0.355983 | 34.4314 | .3559833,34.43142\n",
       "5001         | NAKHALIRO A    | 6             | 0.439167 | 34.3992 | .4391667,34.39919\n",
       "5002         | NAKHALIRO 'B'  | 4             | 0.439033 | 34.4019 | .4390333,34.40192\n",
       "5004         | OSIMBO         | 1             | 0.411583 | 34.3644 | .4115833,34.36442\n",
       "5007         | TANDE          | 7             | 0.433667 | 34.4325 | .4336667,34.43255\n",
       "5008         | MUKABANA       | 6             | 0.408483 | 34.4591 | .4084833,34.45912\n",
       "... (78 rows omitted)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "myfile = 'WGPgps_forData8.csv'\n",
    "WGP_GPS = Table.read_table(myfile)\n",
    "\n",
    "# Take a look at the table\n",
    "WGP_GPS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
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       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_21)\n",
       "      \n",
       "      var marker_22_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_22 = L.marker([0.4287667, \n",
       "\t\t\t\t\t\t\t34.4396],\n",
       "\t\t\t\t\t\t\t{'icon':marker_22_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_22)\n",
       "      \n",
       "      var marker_23_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_23 = L.marker([0.4110167, \n",
       "\t\t\t\t\t\t\t34.38632],\n",
       "\t\t\t\t\t\t\t{'icon':marker_23_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_23)\n",
       "      \n",
       "      var marker_24_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_24 = L.marker([0.4640833, \n",
       "\t\t\t\t\t\t\t34.41958],\n",
       "\t\t\t\t\t\t\t{'icon':marker_24_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_24)\n",
       "      \n",
       "      var marker_25_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_25 = L.marker([0.3521333, \n",
       "\t\t\t\t\t\t\t34.40158],\n",
       "\t\t\t\t\t\t\t{'icon':marker_25_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_25)\n",
       "      \n",
       "      var marker_26_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_26 = L.marker([0.44735, \n",
       "\t\t\t\t\t\t\t34.42847],\n",
       "\t\t\t\t\t\t\t{'icon':marker_26_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_26)\n",
       "      \n",
       "      var marker_27_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_27 = L.marker([0.4381667, \n",
       "\t\t\t\t\t\t\t34.43063],\n",
       "\t\t\t\t\t\t\t{'icon':marker_27_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_27)\n",
       "      \n",
       "      var marker_28_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_28 = L.marker([0.3943, \n",
       "\t\t\t\t\t\t\t34.45543],\n",
       "\t\t\t\t\t\t\t{'icon':marker_28_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_28)\n",
       "      \n",
       "      var marker_29_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_29 = L.marker([0.4486333, \n",
       "\t\t\t\t\t\t\t34.42478],\n",
       "\t\t\t\t\t\t\t{'icon':marker_29_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_29)\n",
       "      \n",
       "      var marker_30_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_30 = L.marker([0.4614667, \n",
       "\t\t\t\t\t\t\t34.42633],\n",
       "\t\t\t\t\t\t\t{'icon':marker_30_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_30)\n",
       "      \n",
       "      var marker_31_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_31 = L.marker([0.42645, \n",
       "\t\t\t\t\t\t\t34.44195],\n",
       "\t\t\t\t\t\t\t{'icon':marker_31_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_31)\n",
       "      \n",
       "      var marker_32_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_32 = L.marker([0.40855, \n",
       "\t\t\t\t\t\t\t34.37922],\n",
       "\t\t\t\t\t\t\t{'icon':marker_32_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_32)\n",
       "      \n",
       "      var marker_33_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_33 = L.marker([0.42155, \n",
       "\t\t\t\t\t\t\t34.40365],\n",
       "\t\t\t\t\t\t\t{'icon':marker_33_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_33)\n",
       "      \n",
       "      var marker_34_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_34 = L.marker([0.4548167, \n",
       "\t\t\t\t\t\t\t34.37932],\n",
       "\t\t\t\t\t\t\t{'icon':marker_34_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_34)\n",
       "      \n",
       "      var marker_35_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_35 = L.marker([0.3826, \n",
       "\t\t\t\t\t\t\t34.43464],\n",
       "\t\t\t\t\t\t\t{'icon':marker_35_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_35)\n",
       "      \n",
       "      var marker_36_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_36 = L.marker([0.4425167, \n",
       "\t\t\t\t\t\t\t34.40845],\n",
       "\t\t\t\t\t\t\t{'icon':marker_36_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_36)\n",
       "      \n",
       "      var marker_37_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_37 = L.marker([0.4622833, \n",
       "\t\t\t\t\t\t\t34.45133],\n",
       "\t\t\t\t\t\t\t{'icon':marker_37_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_37)\n",
       "      \n",
       "      var marker_38_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_38 = L.marker([0.4610833, \n",
       "\t\t\t\t\t\t\t34.44772],\n",
       "\t\t\t\t\t\t\t{'icon':marker_38_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_38)\n",
       "      \n",
       "      var marker_39_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_39 = L.marker([0.3811667, \n",
       "\t\t\t\t\t\t\t34.41898],\n",
       "\t\t\t\t\t\t\t{'icon':marker_39_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_39)\n",
       "      \n",
       "      var marker_40_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_40 = L.marker([0.4458667, \n",
       "\t\t\t\t\t\t\t34.447],\n",
       "\t\t\t\t\t\t\t{'icon':marker_40_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_40)\n",
       "      \n",
       "      var marker_41_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_41 = L.marker([0.37695, \n",
       "\t\t\t\t\t\t\t34.4215],\n",
       "\t\t\t\t\t\t\t{'icon':marker_41_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_41)\n",
       "      \n",
       "      var marker_42_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_42 = L.marker([0.4508667, \n",
       "\t\t\t\t\t\t\t34.43777],\n",
       "\t\t\t\t\t\t\t{'icon':marker_42_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_42)\n",
       "      \n",
       "      var marker_43_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_43 = L.marker([0.38915, \n",
       "\t\t\t\t\t\t\t34.45392],\n",
       "\t\t\t\t\t\t\t{'icon':marker_43_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_43)\n",
       "      \n",
       "      var marker_44_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_44 = L.marker([0.4179167, \n",
       "\t\t\t\t\t\t\t34.37086],\n",
       "\t\t\t\t\t\t\t{'icon':marker_44_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_44)\n",
       "      \n",
       "      var marker_45_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_45 = L.marker([0.4568333, \n",
       "\t\t\t\t\t\t\t34.4483],\n",
       "\t\t\t\t\t\t\t{'icon':marker_45_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_45)\n",
       "      \n",
       "      var marker_46_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_46 = L.marker([0.38275, \n",
       "\t\t\t\t\t\t\t34.41191],\n",
       "\t\t\t\t\t\t\t{'icon':marker_46_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_46)\n",
       "      \n",
       "      var marker_47_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_47 = L.marker([0.38115, \n",
       "\t\t\t\t\t\t\t34.41407],\n",
       "\t\t\t\t\t\t\t{'icon':marker_47_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_47)\n",
       "      \n",
       "      var marker_48_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_48 = L.marker([0.38195, \n",
       "\t\t\t\t\t\t\t34.4191],\n",
       "\t\t\t\t\t\t\t{'icon':marker_48_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_48)\n",
       "      \n",
       "      var marker_49_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_49 = L.marker([0.3659833, \n",
       "\t\t\t\t\t\t\t34.41818],\n",
       "\t\t\t\t\t\t\t{'icon':marker_49_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_49)\n",
       "      \n",
       "      var marker_50_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_50 = L.marker([0.4022167, \n",
       "\t\t\t\t\t\t\t34.42695],\n",
       "\t\t\t\t\t\t\t{'icon':marker_50_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_50)\n",
       "      \n",
       "      var marker_51_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_51 = L.marker([0.4359, \n",
       "\t\t\t\t\t\t\t34.4483],\n",
       "\t\t\t\t\t\t\t{'icon':marker_51_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_51)\n",
       "      \n",
       "      var marker_52_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_52 = L.marker([0.43335, \n",
       "\t\t\t\t\t\t\t34.42502],\n",
       "\t\t\t\t\t\t\t{'icon':marker_52_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_52)\n",
       "      \n",
       "      var marker_53_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_53 = L.marker([0.3966333, \n",
       "\t\t\t\t\t\t\t34.3917],\n",
       "\t\t\t\t\t\t\t{'icon':marker_53_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_53)\n",
       "      \n",
       "      var marker_54_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_54 = L.marker([0.42405, \n",
       "\t\t\t\t\t\t\t34.45238],\n",
       "\t\t\t\t\t\t\t{'icon':marker_54_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_54)\n",
       "      \n",
       "      var marker_55_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_55 = L.marker([0.3494667, \n",
       "\t\t\t\t\t\t\t34.40698],\n",
       "\t\t\t\t\t\t\t{'icon':marker_55_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_55)\n",
       "      \n",
       "      var marker_56_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_56 = L.marker([0.3887, \n",
       "\t\t\t\t\t\t\t34.4164],\n",
       "\t\t\t\t\t\t\t{'icon':marker_56_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_56)\n",
       "      \n",
       "      var marker_57_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_57 = L.marker([0.3427333, \n",
       "\t\t\t\t\t\t\t34.41615],\n",
       "\t\t\t\t\t\t\t{'icon':marker_57_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_57)\n",
       "      \n",
       "      var marker_58_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_58 = L.marker([0.4267667, \n",
       "\t\t\t\t\t\t\t34.41258],\n",
       "\t\t\t\t\t\t\t{'icon':marker_58_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_58)\n",
       "      \n",
       "      var marker_59_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_59 = L.marker([0.35595, \n",
       "\t\t\t\t\t\t\t34.42132],\n",
       "\t\t\t\t\t\t\t{'icon':marker_59_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_59)\n",
       "      \n",
       "      var marker_60_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_60 = L.marker([0.4002, \n",
       "\t\t\t\t\t\t\t34.43153],\n",
       "\t\t\t\t\t\t\t{'icon':marker_60_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_60)\n",
       "      \n",
       "      var marker_61_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_61 = L.marker([0.4138, \n",
       "\t\t\t\t\t\t\t34.38213],\n",
       "\t\t\t\t\t\t\t{'icon':marker_61_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_61)\n",
       "      \n",
       "      var marker_62_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_62 = L.marker([0.40505, \n",
       "\t\t\t\t\t\t\t34.41042],\n",
       "\t\t\t\t\t\t\t{'icon':marker_62_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_62)\n",
       "      \n",
       "      var marker_63_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_63 = L.marker([0.3280167, \n",
       "\t\t\t\t\t\t\t34.40192],\n",
       "\t\t\t\t\t\t\t{'icon':marker_63_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_63)\n",
       "      \n",
       "      var marker_64_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_64 = L.marker([0.4575667, \n",
       "\t\t\t\t\t\t\t34.37598],\n",
       "\t\t\t\t\t\t\t{'icon':marker_64_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_64)\n",
       "      \n",
       "      var marker_65_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_65 = L.marker([0.4541333, \n",
       "\t\t\t\t\t\t\t34.37202],\n",
       "\t\t\t\t\t\t\t{'icon':marker_65_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_65)\n",
       "      \n",
       "      var marker_66_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_66 = L.marker([0.3924833, \n",
       "\t\t\t\t\t\t\t34.40477],\n",
       "\t\t\t\t\t\t\t{'icon':marker_66_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_66)\n",
       "      \n",
       "      var marker_67_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_67 = L.marker([0.3906833, \n",
       "\t\t\t\t\t\t\t34.44552],\n",
       "\t\t\t\t\t\t\t{'icon':marker_67_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_67)\n",
       "      \n",
       "      var marker_68_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_68 = L.marker([0.4216833, \n",
       "\t\t\t\t\t\t\t34.37807],\n",
       "\t\t\t\t\t\t\t{'icon':marker_68_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_68)\n",
       "      \n",
       "      var marker_69_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_69 = L.marker([0.44545, \n",
       "\t\t\t\t\t\t\t34.39937],\n",
       "\t\t\t\t\t\t\t{'icon':marker_69_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_69)\n",
       "      \n",
       "      var marker_70_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_70 = L.marker([0.4376667, \n",
       "\t\t\t\t\t\t\t34.46188],\n",
       "\t\t\t\t\t\t\t{'icon':marker_70_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_70)\n",
       "      \n",
       "      var marker_71_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_71 = L.marker([0.29035, \n",
       "\t\t\t\t\t\t\t34.40558],\n",
       "\t\t\t\t\t\t\t{'icon':marker_71_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_71)\n",
       "      \n",
       "      var marker_72_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_72 = L.marker([0.3945, \n",
       "\t\t\t\t\t\t\t34.44477],\n",
       "\t\t\t\t\t\t\t{'icon':marker_72_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_72)\n",
       "      \n",
       "      var marker_73_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_73 = L.marker([0.4505, \n",
       "\t\t\t\t\t\t\t34.39398],\n",
       "\t\t\t\t\t\t\t{'icon':marker_73_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_73)\n",
       "      \n",
       "      var marker_74_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_74 = L.marker([0.41645, \n",
       "\t\t\t\t\t\t\t34.39077],\n",
       "\t\t\t\t\t\t\t{'icon':marker_74_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_74)\n",
       "      \n",
       "      var marker_75_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_75 = L.marker([0.3417667, \n",
       "\t\t\t\t\t\t\t34.4035],\n",
       "\t\t\t\t\t\t\t{'icon':marker_75_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_75)\n",
       "      \n",
       "      var marker_76_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_76 = L.marker([0.33965, \n",
       "\t\t\t\t\t\t\t34.40865],\n",
       "\t\t\t\t\t\t\t{'icon':marker_76_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_76)\n",
       "      \n",
       "      var marker_77_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_77 = L.marker([0.4291667, \n",
       "\t\t\t\t\t\t\t34.36678],\n",
       "\t\t\t\t\t\t\t{'icon':marker_77_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_77)\n",
       "      \n",
       "      var marker_78_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_78 = L.marker([0.4513833, \n",
       "\t\t\t\t\t\t\t34.41248],\n",
       "\t\t\t\t\t\t\t{'icon':marker_78_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_78)\n",
       "      \n",
       "      var marker_79_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_79 = L.marker([0.30485, \n",
       "\t\t\t\t\t\t\t34.41012],\n",
       "\t\t\t\t\t\t\t{'icon':marker_79_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_79)\n",
       "      \n",
       "      var marker_80_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_80 = L.marker([0.3444, \n",
       "\t\t\t\t\t\t\t34.41583],\n",
       "\t\t\t\t\t\t\t{'icon':marker_80_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_80)\n",
       "      \n",
       "      var marker_81_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_81 = L.marker([0.3442, \n",
       "\t\t\t\t\t\t\t34.40803],\n",
       "\t\t\t\t\t\t\t{'icon':marker_81_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_81)\n",
       "      \n",
       "      var marker_82_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_82 = L.marker([0.4159833, \n",
       "\t\t\t\t\t\t\t34.40387],\n",
       "\t\t\t\t\t\t\t{'icon':marker_82_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_82)\n",
       "      \n",
       "      var marker_83_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_83 = L.marker([0.412, \n",
       "\t\t\t\t\t\t\t34.40775],\n",
       "\t\t\t\t\t\t\t{'icon':marker_83_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_83)\n",
       "      \n",
       "      var marker_84_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_84 = L.marker([0.4348833, \n",
       "\t\t\t\t\t\t\t34.4074],\n",
       "\t\t\t\t\t\t\t{'icon':marker_84_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_84)\n",
       "      \n",
       "      var marker_85_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_85 = L.marker([0.3311833, \n",
       "\t\t\t\t\t\t\t34.3958],\n",
       "\t\t\t\t\t\t\t{'icon':marker_85_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_85)\n",
       "      \n",
       "      var marker_86_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_86 = L.marker([0.4276333, \n",
       "\t\t\t\t\t\t\t34.45565],\n",
       "\t\t\t\t\t\t\t{'icon':marker_86_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_86)\n",
       "      \n",
       "      var marker_87_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_87 = L.marker([0.3423333, \n",
       "\t\t\t\t\t\t\t34.40353],\n",
       "\t\t\t\t\t\t\t{'icon':marker_87_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_87)\n",
       "      \n",
       "      var marker_88_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_88 = L.marker([0.4235667, \n",
       "\t\t\t\t\t\t\t34.46075],\n",
       "\t\t\t\t\t\t\t{'icon':marker_88_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_88)\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "\n",
       "\n",
       "   </script>\n",
       "\n",
       "</body>\" style=\"width: 960px; height: 500px\"; border: none\"></iframe>"
      ],
      "text/plain": [
       "<datascience.maps.Map at 0x11484b2e8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Marker Dot map of Western Kenya Springs within the Water Guard promotion activity\n",
    "# We pass the Marker.map method the latitude (Y column), longitude (X column)\n",
    "Marker.map(WGP_GPS['gpsn1'],WGP_GPS['gpse1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "WGP_arms = WGP_GPS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Springs:  88\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>treatment_arm</th> <th>count</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>1            </td> <td>9    </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>2            </td> <td>6    </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>3            </td> <td>4    </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>4            </td> <td>10   </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5            </td> <td>19   </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>6            </td> <td>20   </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>7            </td> <td>20   </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "treatment_arm | count\n",
       "1             | 9\n",
       "2             | 6\n",
       "3             | 4\n",
       "4             | 10\n",
       "5             | 19\n",
       "6             | 20\n",
       "7             | 20"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Explore our data\n",
    "print(\"Number of Springs: \", WGP_arms.num_rows)\n",
    "WGP_arms.group('treatment_arm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>a2_spring_id</th> <th>a3_spring_name</th> <th>treatment_arm</th> <th>gpsn1</th> <th>gpse1</th> <th>gps1all</th> <th>color</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>1010        </td> <td>JIKAZE SOWETO </td> <td>6            </td> <td>0.39985 </td> <td>34.49  </td> <td>.39985,34.49003  </td> <td>pink </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>1013        </td> <td>ROHO SAFI     </td> <td>4            </td> <td>0.398933</td> <td>34.4898</td> <td>.3989333,34.48985</td> <td>yello</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>1014        </td> <td>OTWOMA        </td> <td>6            </td> <td>0.339083</td> <td>34.4355</td> <td>.3390833,34.4355 </td> <td>pink </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>1015        </td> <td>MUKOYA        </td> <td>5            </td> <td>0.358317</td> <td>34.4412</td> <td>.3583167,34.44122</td> <td>orang</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>1021        </td> <td>OKELLO        </td> <td>6            </td> <td>0.355983</td> <td>34.4314</td> <td>.3559833,34.43142</td> <td>pink </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5001        </td> <td>NAKHALIRO A   </td> <td>6            </td> <td>0.439167</td> <td>34.3992</td> <td>.4391667,34.39919</td> <td>pink </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5002        </td> <td>NAKHALIRO 'B' </td> <td>4            </td> <td>0.439033</td> <td>34.4019</td> <td>.4390333,34.40192</td> <td>yello</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5004        </td> <td>OSIMBO        </td> <td>1            </td> <td>0.411583</td> <td>34.3644</td> <td>.4115833,34.36442</td> <td>red  </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5007        </td> <td>TANDE         </td> <td>7            </td> <td>0.433667</td> <td>34.4325</td> <td>.4336667,34.43255</td> <td>black</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "        <tr>\n",
       "            <td>5008        </td> <td>MUKABANA      </td> <td>6            </td> <td>0.408483</td> <td>34.4591</td> <td>.4084833,34.45912</td> <td>pink </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (78 rows omitted)</p"
      ],
      "text/plain": [
       "a2_spring_id | a3_spring_name | treatment_arm | gpsn1    | gpse1   | gps1all           | color\n",
       "1010         | JIKAZE SOWETO  | 6             | 0.39985  | 34.49   | .39985,34.49003   | pink\n",
       "1013         | ROHO SAFI      | 4             | 0.398933 | 34.4898 | .3989333,34.48985 | yello\n",
       "1014         | OTWOMA         | 6             | 0.339083 | 34.4355 | .3390833,34.4355  | pink\n",
       "1015         | MUKOYA         | 5             | 0.358317 | 34.4412 | .3583167,34.44122 | orang\n",
       "1021         | OKELLO         | 6             | 0.355983 | 34.4314 | .3559833,34.43142 | pink\n",
       "5001         | NAKHALIRO A    | 6             | 0.439167 | 34.3992 | .4391667,34.39919 | pink\n",
       "5002         | NAKHALIRO 'B'  | 4             | 0.439033 | 34.4019 | .4390333,34.40192 | yello\n",
       "5004         | OSIMBO         | 1             | 0.411583 | 34.3644 | .4115833,34.36442 | red\n",
       "5007         | TANDE          | 7             | 0.433667 | 34.4325 | .4336667,34.43255 | black\n",
       "5008         | MUKABANA       | 6             | 0.408483 | 34.4591 | .4084833,34.45912 | pink\n",
       "... (78 rows omitted)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check the data \n",
    "WGP_arms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# Set colors for each treatment arm \n",
    "#WGP_arms['color'] = 'black' # set a default color\n",
    "# This isnt working yet on Aug 15 - colors arent reading right\n",
    "WGP_arms['color'][WGP_arms['treatment_arm']==1] = 'red'   \n",
    "WGP_arms['color'][WGP_arms['treatment_arm']==2] = 'green'\n",
    "WGP_arms['color'][WGP_arms['treatment_arm']==3] = 'blue'  \n",
    "WGP_arms['color'][WGP_arms['treatment_arm']==4] = 'yellow'  \n",
    "WGP_arms['color'][WGP_arms['treatment_arm']==5] = 'orange'  \n",
    "WGP_arms['color'][WGP_arms['treatment_arm']==6] = 'pink'  \n",
    "WGP_arms['color'][WGP_arms['treatment_arm']==7] = 'black'  \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<head>\n",
       "   <meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; />\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css&quot; />\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js&quot;></script>\n",
       "\n",
       "   <script src=&quot;https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js&quot;></script>\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;>\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;>\n",
       "   <script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;></script>\n",
       "\n",
       "   <link href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.1.0/css/font-awesome.min.css&quot; rel=&quot;stylesheet&quot;>\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://rawgit.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.css&quot;>\n",
       "   <script src=&quot;https://rawgithub.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.js&quot;></script>\n",
       "\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.Default.css&quot;>\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.css&quot;>\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster-src.js&quot;></script>\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster.js&quot;></script>\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://birdage.github.io/Leaflet.awesome-markers/dist/leaflet.awesome.rotate.css&quot;>\n",
       "\n",
       "   \n",
       "   \n",
       "   \n",
       "   \n",
       "\n",
       "   <style>\n",
       "\n",
       "      html, body {\n",
       "        width: 100%;\n",
       "        height: 100%;\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "      }\n",
       "\n",
       "      #map {\n",
       "        position:absolute;\n",
       "        top:0;\n",
       "        bottom:0;\n",
       "        right:0;\n",
       "        left:0;\n",
       "      }\n",
       "\n",
       "   </style>\n",
       "</head>\n",
       "\n",
       "<body>\n",
       "\n",
       "   <div class=&quot;folium-map&quot; id=&quot;folium_243f77edcf804541bac7113ec8cb8d23&quot; style=&quot;width: 960px; height: 500px&quot;></div>\n",
       "\n",
       "   <script>\n",
       "\n",
       "      \n",
       "\n",
       "      var base_tile = L.tileLayer('https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {\n",
       "          maxZoom: 17,\n",
       "          minZoom: 8.0,\n",
       "          attribution: 'Map data (c) <a href=&quot;http://openstreetmap.org&quot;>OpenStreetMap</a> contributors'\n",
       "      });\n",
       "\n",
       "      var baseLayer = {\n",
       "        &quot;Base Layer&quot;: base_tile\n",
       "      };\n",
       "\n",
       "      /*\n",
       "      addition of the wms layers\n",
       "      */\n",
       "\n",
       "      \n",
       "\n",
       "      /*\n",
       "      addition of the tile layers\n",
       "      */\n",
       "      \n",
       "\n",
       "      /*\n",
       "      list of layers to be added\n",
       "      */\n",
       "      var layer_list = {\n",
       "      \n",
       "      };\n",
       "\n",
       "      /*\n",
       "      Bounding box.\n",
       "      */\n",
       "      var southWest = L.latLng(-90, -180),\n",
       "          northEast = L.latLng(90, 180),\n",
       "          bounds = L.latLngBounds(southWest, northEast);\n",
       "\n",
       "      /*\n",
       "      Creates the map and adds the selected layers\n",
       "      */\n",
       "      var map = L.map('folium_243f77edcf804541bac7113ec8cb8d23', {\n",
       "                                       center:[0.37781665, 34.425875],\n",
       "                                       zoom: 10.0,\n",
       "                                       maxBounds: bounds,\n",
       "                                       layers: [base_tile]\n",
       "                                     });\n",
       "\n",
       "      L.control.layers(baseLayer, layer_list).addTo(map);\n",
       "\n",
       "      //cluster group\n",
       "      var clusteredmarkers = L.markerClusterGroup();\n",
       "      //section for adding clustered markers\n",
       "      \n",
       "      //add the clustered markers to the group anyway\n",
       "      map.addLayer(clusteredmarkers);\n",
       "\n",
       "      \n",
       "      var marker_1_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_1 = L.marker([0.39985, \n",
       "\t\t\t\t\t\t\t34.49003],\n",
       "\t\t\t\t\t\t\t{'icon':marker_1_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_1)\n",
       "      \n",
       "      var marker_2_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_2 = L.marker([0.3989333, \n",
       "\t\t\t\t\t\t\t34.48985],\n",
       "\t\t\t\t\t\t\t{'icon':marker_2_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_2)\n",
       "      \n",
       "      var marker_3_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_3 = L.marker([0.3390833, \n",
       "\t\t\t\t\t\t\t34.4355],\n",
       "\t\t\t\t\t\t\t{'icon':marker_3_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_3)\n",
       "      \n",
       "      var marker_4_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_4 = L.marker([0.3583167, \n",
       "\t\t\t\t\t\t\t34.44122],\n",
       "\t\t\t\t\t\t\t{'icon':marker_4_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_4)\n",
       "      \n",
       "      var marker_5_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_5 = L.marker([0.3559833, \n",
       "\t\t\t\t\t\t\t34.43142],\n",
       "\t\t\t\t\t\t\t{'icon':marker_5_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_5)\n",
       "      \n",
       "      var marker_6_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_6 = L.marker([0.4391667, \n",
       "\t\t\t\t\t\t\t34.39919],\n",
       "\t\t\t\t\t\t\t{'icon':marker_6_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_6)\n",
       "      \n",
       "      var marker_7_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_7 = L.marker([0.4390333, \n",
       "\t\t\t\t\t\t\t34.40192],\n",
       "\t\t\t\t\t\t\t{'icon':marker_7_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_7)\n",
       "      \n",
       "      var marker_8_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'red',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_8 = L.marker([0.4115833, \n",
       "\t\t\t\t\t\t\t34.36442],\n",
       "\t\t\t\t\t\t\t{'icon':marker_8_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_8)\n",
       "      \n",
       "      var marker_9_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_9 = L.marker([0.4336667, \n",
       "\t\t\t\t\t\t\t34.43255],\n",
       "\t\t\t\t\t\t\t{'icon':marker_9_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_9)\n",
       "      \n",
       "      var marker_10_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_10 = L.marker([0.4084833, \n",
       "\t\t\t\t\t\t\t34.45912],\n",
       "\t\t\t\t\t\t\t{'icon':marker_10_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_10)\n",
       "      \n",
       "      var marker_11_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_11 = L.marker([0.4049333, \n",
       "\t\t\t\t\t\t\t34.45757],\n",
       "\t\t\t\t\t\t\t{'icon':marker_11_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_11)\n",
       "      \n",
       "      var marker_12_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_12 = L.marker([0.39835, \n",
       "\t\t\t\t\t\t\t34.40227],\n",
       "\t\t\t\t\t\t\t{'icon':marker_12_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_12)\n",
       "      \n",
       "      var marker_13_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_13 = L.marker([0.43285, \n",
       "\t\t\t\t\t\t\t34.4351],\n",
       "\t\t\t\t\t\t\t{'icon':marker_13_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_13)\n",
       "      \n",
       "      var marker_14_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_14 = L.marker([0.4161167, \n",
       "\t\t\t\t\t\t\t34.3739],\n",
       "\t\t\t\t\t\t\t{'icon':marker_14_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_14)\n",
       "      \n",
       "      var marker_15_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_15 = L.marker([0.29495, \n",
       "\t\t\t\t\t\t\t34.39567],\n",
       "\t\t\t\t\t\t\t{'icon':marker_15_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_15)\n",
       "      \n",
       "      var marker_16_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_16 = L.marker([0.3863, \n",
       "\t\t\t\t\t\t\t34.43205],\n",
       "\t\t\t\t\t\t\t{'icon':marker_16_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_16)\n",
       "      \n",
       "      var marker_17_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'red',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_17 = L.marker([0.4265167, \n",
       "\t\t\t\t\t\t\t34.37057],\n",
       "\t\t\t\t\t\t\t{'icon':marker_17_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_17)\n",
       "      \n",
       "      var marker_18_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'red',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_18 = L.marker([0.3978833, \n",
       "\t\t\t\t\t\t\t34.43623],\n",
       "\t\t\t\t\t\t\t{'icon':marker_18_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_18)\n",
       "      \n",
       "      var marker_19_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_19 = L.marker([0.4016, \n",
       "\t\t\t\t\t\t\t34.4301],\n",
       "\t\t\t\t\t\t\t{'icon':marker_19_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_19)\n",
       "      \n",
       "      var marker_20_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_20 = L.marker([0.4135, \n",
       "\t\t\t\t\t\t\t34.43533],\n",
       "\t\t\t\t\t\t\t{'icon':marker_20_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_20)\n",
       "      \n",
       "      var marker_21_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_21 = L.marker([0.33705, \n",
       "\t\t\t\t\t\t\t34.41133],\n",
       "\t\t\t\t\t\t\t{'icon':marker_21_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_21)\n",
       "      \n",
       "      var marker_22_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_22 = L.marker([0.4271667, \n",
       "\t\t\t\t\t\t\t34.43573],\n",
       "\t\t\t\t\t\t\t{'icon':marker_22_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_22)\n",
       "      \n",
       "      var marker_23_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_23 = L.marker([0.41455, \n",
       "\t\t\t\t\t\t\t34.38295],\n",
       "\t\t\t\t\t\t\t{'icon':marker_23_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_23)\n",
       "      \n",
       "      var marker_24_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_24 = L.marker([0.4662, \n",
       "\t\t\t\t\t\t\t34.4218],\n",
       "\t\t\t\t\t\t\t{'icon':marker_24_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_24)\n",
       "      \n",
       "      var marker_25_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_25 = L.marker([0.35235, \n",
       "\t\t\t\t\t\t\t34.39887],\n",
       "\t\t\t\t\t\t\t{'icon':marker_25_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_25)\n",
       "      \n",
       "      var marker_26_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'red',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_26 = L.marker([0.44715, \n",
       "\t\t\t\t\t\t\t34.42823],\n",
       "\t\t\t\t\t\t\t{'icon':marker_26_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_26)\n",
       "      \n",
       "      var marker_27_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_27 = L.marker([0.4386833, \n",
       "\t\t\t\t\t\t\t34.42863],\n",
       "\t\t\t\t\t\t\t{'icon':marker_27_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_27)\n",
       "      \n",
       "      var marker_28_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_28 = L.marker([0.3980333, \n",
       "\t\t\t\t\t\t\t34.45537],\n",
       "\t\t\t\t\t\t\t{'icon':marker_28_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_28)\n",
       "      \n",
       "      var marker_29_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_29 = L.marker([0.45405, \n",
       "\t\t\t\t\t\t\t34.42311],\n",
       "\t\t\t\t\t\t\t{'icon':marker_29_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_29)\n",
       "      \n",
       "      var marker_30_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_30 = L.marker([0.4616667, \n",
       "\t\t\t\t\t\t\t34.42743],\n",
       "\t\t\t\t\t\t\t{'icon':marker_30_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_30)\n",
       "      \n",
       "      var marker_31_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_31 = L.marker([0.4239667, \n",
       "\t\t\t\t\t\t\t34.43867],\n",
       "\t\t\t\t\t\t\t{'icon':marker_31_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_31)\n",
       "      \n",
       "      var marker_32_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_32 = L.marker([0.4042833, \n",
       "\t\t\t\t\t\t\t34.37905],\n",
       "\t\t\t\t\t\t\t{'icon':marker_32_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_32)\n",
       "      \n",
       "      var marker_33_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_33 = L.marker([0.4208, \n",
       "\t\t\t\t\t\t\t34.40536],\n",
       "\t\t\t\t\t\t\t{'icon':marker_33_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_33)\n",
       "      \n",
       "      var marker_34_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_34 = L.marker([0.4548167, \n",
       "\t\t\t\t\t\t\t34.37932],\n",
       "\t\t\t\t\t\t\t{'icon':marker_34_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_34)\n",
       "      \n",
       "      var marker_35_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_35 = L.marker([0.3830833, \n",
       "\t\t\t\t\t\t\t34.43315],\n",
       "\t\t\t\t\t\t\t{'icon':marker_35_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_35)\n",
       "      \n",
       "      var marker_36_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_36 = L.marker([0.4432333, \n",
       "\t\t\t\t\t\t\t34.40932],\n",
       "\t\t\t\t\t\t\t{'icon':marker_36_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_36)\n",
       "      \n",
       "      var marker_37_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_37 = L.marker([0.4600667, \n",
       "\t\t\t\t\t\t\t34.4499],\n",
       "\t\t\t\t\t\t\t{'icon':marker_37_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_37)\n",
       "      \n",
       "      var marker_38_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_38 = L.marker([0.4614167, \n",
       "\t\t\t\t\t\t\t34.44717],\n",
       "\t\t\t\t\t\t\t{'icon':marker_38_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_38)\n",
       "      \n",
       "      var marker_39_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_39 = L.marker([0.3782833, \n",
       "\t\t\t\t\t\t\t34.41443],\n",
       "\t\t\t\t\t\t\t{'icon':marker_39_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_39)\n",
       "      \n",
       "      var marker_40_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_40 = L.marker([0.4485167, \n",
       "\t\t\t\t\t\t\t34.44313],\n",
       "\t\t\t\t\t\t\t{'icon':marker_40_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_40)\n",
       "      \n",
       "      var marker_41_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_41 = L.marker([0.3797833, \n",
       "\t\t\t\t\t\t\t34.42108],\n",
       "\t\t\t\t\t\t\t{'icon':marker_41_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_41)\n",
       "      \n",
       "      var marker_42_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_42 = L.marker([0.45095, \n",
       "\t\t\t\t\t\t\t34.43863],\n",
       "\t\t\t\t\t\t\t{'icon':marker_42_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_42)\n",
       "      \n",
       "      var marker_43_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'red',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_43 = L.marker([0.3924167, \n",
       "\t\t\t\t\t\t\t34.4532],\n",
       "\t\t\t\t\t\t\t{'icon':marker_43_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_43)\n",
       "      \n",
       "      var marker_44_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_44 = L.marker([0.4174833, \n",
       "\t\t\t\t\t\t\t34.36662],\n",
       "\t\t\t\t\t\t\t{'icon':marker_44_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_44)\n",
       "      \n",
       "      var marker_45_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_45 = L.marker([0.4567667, \n",
       "\t\t\t\t\t\t\t34.4486],\n",
       "\t\t\t\t\t\t\t{'icon':marker_45_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_45)\n",
       "      \n",
       "      var marker_46_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_46 = L.marker([0.38275, \n",
       "\t\t\t\t\t\t\t34.41191],\n",
       "\t\t\t\t\t\t\t{'icon':marker_46_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_46)\n",
       "      \n",
       "      var marker_47_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_47 = L.marker([0.3846167, \n",
       "\t\t\t\t\t\t\t34.41633],\n",
       "\t\t\t\t\t\t\t{'icon':marker_47_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_47)\n",
       "      \n",
       "      var marker_48_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_48 = L.marker([0.3833, \n",
       "\t\t\t\t\t\t\t34.4217],\n",
       "\t\t\t\t\t\t\t{'icon':marker_48_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_48)\n",
       "      \n",
       "      var marker_49_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_49 = L.marker([0.3637333, \n",
       "\t\t\t\t\t\t\t34.41855],\n",
       "\t\t\t\t\t\t\t{'icon':marker_49_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_49)\n",
       "      \n",
       "      var marker_50_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_50 = L.marker([0.40255, \n",
       "\t\t\t\t\t\t\t34.42645],\n",
       "\t\t\t\t\t\t\t{'icon':marker_50_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_50)\n",
       "      \n",
       "      var marker_51_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_51 = L.marker([0.4360167, \n",
       "\t\t\t\t\t\t\t34.45058],\n",
       "\t\t\t\t\t\t\t{'icon':marker_51_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_51)\n",
       "      \n",
       "      var marker_52_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_52 = L.marker([0.4346, \n",
       "\t\t\t\t\t\t\t34.42585],\n",
       "\t\t\t\t\t\t\t{'icon':marker_52_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_52)\n",
       "      \n",
       "      var marker_53_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_53 = L.marker([0.3966333, \n",
       "\t\t\t\t\t\t\t34.3917],\n",
       "\t\t\t\t\t\t\t{'icon':marker_53_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_53)\n",
       "      \n",
       "      var marker_54_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_54 = L.marker([0.4260667, \n",
       "\t\t\t\t\t\t\t34.45347],\n",
       "\t\t\t\t\t\t\t{'icon':marker_54_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_54)\n",
       "      \n",
       "      var marker_55_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_55 = L.marker([0.3508333, \n",
       "\t\t\t\t\t\t\t34.41138],\n",
       "\t\t\t\t\t\t\t{'icon':marker_55_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_55)\n",
       "      \n",
       "      var marker_56_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_56 = L.marker([0.3887, \n",
       "\t\t\t\t\t\t\t34.4164],\n",
       "\t\t\t\t\t\t\t{'icon':marker_56_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_56)\n",
       "      \n",
       "      var marker_57_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_57 = L.marker([0.3437833, \n",
       "\t\t\t\t\t\t\t34.41323],\n",
       "\t\t\t\t\t\t\t{'icon':marker_57_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_57)\n",
       "      \n",
       "      var marker_58_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_58 = L.marker([0.4269167, \n",
       "\t\t\t\t\t\t\t34.41012],\n",
       "\t\t\t\t\t\t\t{'icon':marker_58_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_58)\n",
       "      \n",
       "      var marker_59_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_59 = L.marker([0.35595, \n",
       "\t\t\t\t\t\t\t34.42132],\n",
       "\t\t\t\t\t\t\t{'icon':marker_59_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_59)\n",
       "      \n",
       "      var marker_60_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_60 = L.marker([0.4002667, \n",
       "\t\t\t\t\t\t\t34.42935],\n",
       "\t\t\t\t\t\t\t{'icon':marker_60_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_60)\n",
       "      \n",
       "      var marker_61_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_61 = L.marker([0.4139833, \n",
       "\t\t\t\t\t\t\t34.38292],\n",
       "\t\t\t\t\t\t\t{'icon':marker_61_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_61)\n",
       "      \n",
       "      var marker_62_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_62 = L.marker([0.4069, \n",
       "\t\t\t\t\t\t\t34.40498],\n",
       "\t\t\t\t\t\t\t{'icon':marker_62_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_62)\n",
       "      \n",
       "      var marker_63_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_63 = L.marker([0.3294833, \n",
       "\t\t\t\t\t\t\t34.401],\n",
       "\t\t\t\t\t\t\t{'icon':marker_63_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_63)\n",
       "      \n",
       "      var marker_64_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_64 = L.marker([0.4575667, \n",
       "\t\t\t\t\t\t\t34.37598],\n",
       "\t\t\t\t\t\t\t{'icon':marker_64_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_64)\n",
       "      \n",
       "      var marker_65_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_65 = L.marker([0.4519333, \n",
       "\t\t\t\t\t\t\t34.3763],\n",
       "\t\t\t\t\t\t\t{'icon':marker_65_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_65)\n",
       "      \n",
       "      var marker_66_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_66 = L.marker([0.3908167, \n",
       "\t\t\t\t\t\t\t34.40317],\n",
       "\t\t\t\t\t\t\t{'icon':marker_66_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_66)\n",
       "      \n",
       "      var marker_67_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_67 = L.marker([0.3912833, \n",
       "\t\t\t\t\t\t\t34.44418],\n",
       "\t\t\t\t\t\t\t{'icon':marker_67_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_67)\n",
       "      \n",
       "      var marker_68_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_68 = L.marker([0.4242, \n",
       "\t\t\t\t\t\t\t34.37277],\n",
       "\t\t\t\t\t\t\t{'icon':marker_68_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_68)\n",
       "      \n",
       "      var marker_69_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_69 = L.marker([0.4444167, \n",
       "\t\t\t\t\t\t\t34.39737],\n",
       "\t\t\t\t\t\t\t{'icon':marker_69_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_69)\n",
       "      \n",
       "      var marker_70_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'red',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_70 = L.marker([0.4387333, \n",
       "\t\t\t\t\t\t\t34.46041],\n",
       "\t\t\t\t\t\t\t{'icon':marker_70_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_70)\n",
       "      \n",
       "      var marker_71_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_71 = L.marker([0.2894333, \n",
       "\t\t\t\t\t\t\t34.40443],\n",
       "\t\t\t\t\t\t\t{'icon':marker_71_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_71)\n",
       "      \n",
       "      var marker_72_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_72 = L.marker([0.3947833, \n",
       "\t\t\t\t\t\t\t34.44393],\n",
       "\t\t\t\t\t\t\t{'icon':marker_72_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_72)\n",
       "      \n",
       "      var marker_73_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_73 = L.marker([0.4527333, \n",
       "\t\t\t\t\t\t\t34.39323],\n",
       "\t\t\t\t\t\t\t{'icon':marker_73_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_73)\n",
       "      \n",
       "      var marker_74_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_74 = L.marker([0.4160667, \n",
       "\t\t\t\t\t\t\t34.39272],\n",
       "\t\t\t\t\t\t\t{'icon':marker_74_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_74)\n",
       "      \n",
       "      var marker_75_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'red',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_75 = L.marker([0.3417667, \n",
       "\t\t\t\t\t\t\t34.4035],\n",
       "\t\t\t\t\t\t\t{'icon':marker_75_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_75)\n",
       "      \n",
       "      var marker_76_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_76 = L.marker([0.3407167, \n",
       "\t\t\t\t\t\t\t34.40888],\n",
       "\t\t\t\t\t\t\t{'icon':marker_76_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_76)\n",
       "      \n",
       "      var marker_77_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_77 = L.marker([0.43115, \n",
       "\t\t\t\t\t\t\t34.36172],\n",
       "\t\t\t\t\t\t\t{'icon':marker_77_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_77)\n",
       "      \n",
       "      var marker_78_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_78 = L.marker([0.449, \n",
       "\t\t\t\t\t\t\t34.41173],\n",
       "\t\t\t\t\t\t\t{'icon':marker_78_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_78)\n",
       "      \n",
       "      var marker_79_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_79 = L.marker([0.3051833, \n",
       "\t\t\t\t\t\t\t34.40443],\n",
       "\t\t\t\t\t\t\t{'icon':marker_79_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_79)\n",
       "      \n",
       "      var marker_80_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'orang',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_80 = L.marker([0.3467, \n",
       "\t\t\t\t\t\t\t34.4146],\n",
       "\t\t\t\t\t\t\t{'icon':marker_80_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_80)\n",
       "      \n",
       "      var marker_81_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'yello',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_81 = L.marker([0.3451333, \n",
       "\t\t\t\t\t\t\t34.40875],\n",
       "\t\t\t\t\t\t\t{'icon':marker_81_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_81)\n",
       "      \n",
       "      var marker_82_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'pink',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_82 = L.marker([0.4143167, \n",
       "\t\t\t\t\t\t\t34.40635],\n",
       "\t\t\t\t\t\t\t{'icon':marker_82_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_82)\n",
       "      \n",
       "      var marker_83_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'red',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_83 = L.marker([0.4162167, \n",
       "\t\t\t\t\t\t\t34.4103],\n",
       "\t\t\t\t\t\t\t{'icon':marker_83_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_83)\n",
       "      \n",
       "      var marker_84_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'red',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_84 = L.marker([0.4345667, \n",
       "\t\t\t\t\t\t\t34.40395],\n",
       "\t\t\t\t\t\t\t{'icon':marker_84_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_84)\n",
       "      \n",
       "      var marker_85_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_85 = L.marker([0.3311833, \n",
       "\t\t\t\t\t\t\t34.3958],\n",
       "\t\t\t\t\t\t\t{'icon':marker_85_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_85)\n",
       "      \n",
       "      var marker_86_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'blue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_86 = L.marker([0.42815, \n",
       "\t\t\t\t\t\t\t34.45635],\n",
       "\t\t\t\t\t\t\t{'icon':marker_86_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_86)\n",
       "      \n",
       "      var marker_87_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_87 = L.marker([0.3454833, \n",
       "\t\t\t\t\t\t\t34.40408],\n",
       "\t\t\t\t\t\t\t{'icon':marker_87_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_87)\n",
       "      \n",
       "      var marker_88_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'black',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_88 = L.marker([0.4222, \n",
       "\t\t\t\t\t\t\t34.46242],\n",
       "\t\t\t\t\t\t\t{'icon':marker_88_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      \n",
       "      map.addLayer(marker_88)\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "\n",
       "\n",
       "   </script>\n",
       "\n",
       "</body>\" style=\"width: 960px; height: 500px\"; border: none\"></iframe>"
      ],
      "text/plain": [
       "<datascience.maps.Map at 0x11495da20>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display the map\n",
    "# Marker Map of Western Kenya with springs coded by treatment arm in WGP study\n",
    "# Need to fix colors?\n",
    "Marker.map(WGP_arms['gpsn1'],WGP_arms['gpse1'],colors=WGP_arms['color'])\n"
   ]
  }
 ],
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