{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%qtconsole\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.figure import Figure\n",
    "from matplotlib.colors import from_levels_and_colors\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "import plotly.plotly as py\n",
    "py.sign_in('ctasich', 'fpoe1n01ek')\n",
    "\n",
    "from datetime import datetime, timedelta\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Load Data\n",
    "\n",
    "# GRACE data\n",
    "nc = 'http://opendap.jpl.nasa.gov:80/opendap/GeodeticsGravity/tellus/L3/mascon/RL05/JPL/CRI/netcdf/GRCTellus.JPL.200204_201606.GLO.RL05M_1.MSCNv02CRIv02.nc'\n",
    "grace = xr.open_dataset(nc)\n",
    "\n",
    "# Well data\n",
    "csv = 'https://www.hydroshare.org/django_irods/download/d3659dcf575d4090801a74d1ce096d7c/data/contents/WPDx_Well_Function_Upd_151224_xy161117.csv'\n",
    "wells = pd.read_csv(csv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Preprocess data\n",
    "\n",
    "## Wells\n",
    "wells['color'] = np.where(wells['FUNC']=='Yes', '#2ECC71', '#E74C3C')\n",
    "\n",
    "## GRACE\n",
    "rmap = grace['lwe_thickness'][0,:,:]\n",
    "\n",
    "# Extract Lat/Lon Metadata\n",
    "lat_min = grace.geospatial_lat_min\n",
    "lat_max = grace.geospatial_lat_max\n",
    "lat_res = float(grace.geospatial_lat_resolution[0:3])\n",
    "\n",
    "lon_min = grace.geospatial_lon_min\n",
    "lon_max = grace.geospatial_lon_max\n",
    "lon_res = float(grace.geospatial_lon_resolution[0:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABkIAAAMbCAYAAAARiIkJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nF5Xz2ArTUs3dAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e3bf990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot GRACE data\n",
    "\n",
    "# Build grid\n",
    "lon_g = np.arange(lon_min,lon_max+lon_res,lon_res)\n",
    "lat_g = np.arange(lat_min,lat_max+lat_res,lat_res)\n",
    "x,y = np.meshgrid(lon_g[:], lat_g[:])\n",
    "\n",
    "# Plot Fig\n",
    "plt.figure(figsize=(20,10))\n",
    "m = Basemap(projection='moll',llcrnrlat=-87,urcrnrlat=81,lon_0=0,\\\n",
    "            llcrnrlon=0,urcrnrlon=360,resolution='c')\n",
    "# draw parallels and meridians.\n",
    "parallels = np.arange(-89.75,89.75,30.)\n",
    "# Label the meridians and parallels\n",
    "m.drawparallels(parallels,labels=[False,True,True,False])\n",
    "# Draw Meridians and Labels\n",
    "meridians = np.arange(-180.,181.,30.)\n",
    "m.drawmeridians(meridians)\n",
    "m.drawmapboundary(fill_color='white')\n",
    "\n",
    "ax = plt.gca()\n",
    "masked_array = np.ma.array(rmap, mask=np.isnan(rmap))\n",
    "cmap = matplotlib.cm.jet\n",
    "cmap.set_bad('white',1.0)\n",
    "\n",
    "im1 = m.pcolormesh(x,y,rmap,shading='flat',latlon=True);\n",
    "im2 = m.pcolormesh(x,y,masked_array,shading='flat',latlon=True)\n",
    "m.drawcoastlines();\n",
    "cbar = plt.colorbar(fraction=0.046, pad=0.04)\n",
    "cbar.set_label('Water thickness equivalent (cm)')\n",
    "plt.title('GRACE initial measurement',size=20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~ctasich/2.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Plot well data in plotly\n",
    "\n",
    "data = [ dict(\n",
    "    lat = wells.LAT_DD,\n",
    "    lon = wells.LONG_DD,\n",
    "    marker = dict(\n",
    "        color = wells.color.tolist(),\n",
    "        opacity = 0.7,\n",
    "        size = 2,                \n",
    "    ),\n",
    "    type = 'scattergeo'\n",
    ") ]\n",
    "\n",
    "layout = dict(\n",
    "    geo = dict(showland = True,\n",
    "        landcolor = \"rgb(212, 212, 212)\",\n",
    "        subunitcolor = \"rgb(255, 255, 255)\",\n",
    "        countrycolor = \"rgb(255, 255, 255)\",\n",
    "        showlakes = True,\n",
    "        lakecolor = \"rgb(255, 255, 255)\",\n",
    "        showsubunits = True,\n",
    "        showcountries = True,\n",
    "        resolution = 10,\n",
    "        projection = dict(\n",
    "            type = 'utm'),\n",
    "        lonaxis = dict(\n",
    "            showgrid = True,\n",
    "            gridwidth = 0.5,\n",
    "            range= [ -20, 80 ],\n",
    "            dtick = 5\n",
    "        ),\n",
    "        lataxis = dict (\n",
    "            showgrid = True,\n",
    "            gridwidth = 0.5,\n",
    "            range= [ -20, 40 ],\n",
    "            dtick = 5\n",
    "        )\n",
    "    ),\n",
    "    title = 'Wells from WPDx',\n",
    ")\n",
    "fig = { 'data':data, 'layout':layout }\n",
    "py.iplot(fig, filename='wells')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Code that subselects regions of interest. This is for all of Africa, but will be used later to get individual time series\n",
    "\n",
    "data = xr.open_dataset('http://opendap.jpl.nasa.gov:80/opendap/GeodeticsGravity/tellus/L3/mascon/RL05/JPL/CRI/netcdf/GRCTellus.JPL.200204_201606.GLO.RL05M_1.MSCNv02CRIv02.nc')\n",
    "\n",
    "af = xr.concat( [data['lwe_thickness'].sel(lat=slice(-37.75,37.75)).sel(lon=slice(340.25,359.75)),\n",
    "                  data['lwe_thickness'].sel(lat=slice(-37.75,37.75)).sel(lon=slice(0.25,50.75))],\n",
    "                  dim='lon')\n",
    "\n",
    "lonaf = xr.concat( [data['lon'].sel(lon=slice(340.25,359.75)),\n",
    "                  data['lon'].sel(lon=slice(0.25,50.75))],\n",
    "                  dim='lon')\n",
    "\n",
    "lataf = data['lat'].sel(lat=slice(-37.75,37.75))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Find nearest grid locations for all data\n",
    "# lon_g and lat_g are the lons and lats of the gridded products, respectively\n",
    "# nb this is only for Africa for now! Change things in the previous cell if you want to deal with the global GRACE dataset.\n",
    "\n",
    "lon_g = lonaf\n",
    "lat_g = lataf\n",
    "\n",
    "xRes = np.median(np.diff(lon_g))\n",
    "yRes = np.median(np.diff(lat_g))\n",
    "\n",
    "# Define grid box centers\n",
    "lon_c = lon_g[:-1]+xRes/2\n",
    "lat_c = lat_g[:-1]+yRes/2\n",
    "\n",
    "# Define a new metadata file that has grid coordinates for this resolution choice\n",
    "wg = wells\n",
    "\n",
    "wg.loc[:,'grid_lat'] = np.nan\n",
    "wg.loc[:,'grid_lon'] = np.nan\n",
    "wg.loc[:,'grace_mean'] = np.nan\n",
    "wg.loc[:,'grace_std'] = np.nan\n",
    "wg.loc[:,'grace_at_rpt_date'] = np.nan\n",
    "\n",
    "## Determine grid_lat and grid_lon for every record\n",
    "\n",
    "for index, row in wg.iterrows():\n",
    "    lon_s = row[u'LONG_DD']\n",
    "    lat_s = row[u'LAT_DD']\n",
    "    # correct for wrapping\n",
    "    if lon_s<0:\n",
    "        lon_s = 360+lon_s\n",
    "    glat = lat_g.values[np.argmin(np.abs(lat_c.values-lat_s))]\n",
    "    glon = lon_g.values[np.argmin(np.abs(lon_c.values-lon_s))]\n",
    "    wg.set_value(index,'grid_lat',glat)\n",
    "    wg.set_value(index,'grid_lon',glon)\n",
    "\n",
    "# Get all unique grid_lat and grid_lon pairs. Don't totally understand this bit of magic...\n",
    "allpairs = wg[['grid_lat', 'grid_lon']].values\n",
    "upairs = np.array(list(set(tuple(p) for p in allpairs)))\n",
    "\n",
    "# GRACE at well locations. sel_points is necessary to get coordinate pairs.\n",
    "wellG = data['lwe_thickness'].sel_points(lat=upairs[:,0],lon=upairs[:,1])\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Loop through the dataframe again and compute stats!\n",
    "\n",
    "for index, row in wg.iterrows():\n",
    "    glat = row[u'grid_lat']\n",
    "    glon = row[u'grid_lon']\n",
    "\n",
    "    # get the corresponding point\n",
    "    pt = wellG[(wellG['lat']==glat).values & (wellG['lon']==glon).values].points.values\n",
    "    allhere = wellG.sel(points=pt)\n",
    "    wg.set_value(index,'grace_mean',np.mean(allhere.values))\n",
    "    wg.set_value(index,'grace_std',np.std(allhere.values))\n",
    "\n",
    "    dda = row[u'RPT_DATE']\n",
    "    dgr = allhere['time'].values\n",
    "    best_gr_ind = np.argmin(np.abs(pd.to_datetime(dgr)-pd.to_datetime(dda)))\n",
    "\n",
    "    wg.set_value(index,'grace_at_rpt_date',np.squeeze(allhere.values)[best_gr_ind])\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WELL_ID</th>\n",
       "      <th>LAT_DD</th>\n",
       "      <th>LONG_DD</th>\n",
       "      <th>FUNC</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>COD_FCN</th>\n",
       "      <th>COD_QTY</th>\n",
       "      <th>COD_RESRCE</th>\n",
       "      <th>ADM1</th>\n",
       "      <th>ADM2</th>\n",
       "      <th>...</th>\n",
       "      <th>MGMT</th>\n",
       "      <th>PAY</th>\n",
       "      <th>SOURCE</th>\n",
       "      <th>RPT_DATE</th>\n",
       "      <th>color</th>\n",
       "      <th>grid_lat</th>\n",
       "      <th>grid_lon</th>\n",
       "      <th>grace_mean</th>\n",
       "      <th>grace_std</th>\n",
       "      <th>grace_at_rpt_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>362092</td>\n",
       "      <td>5.982436</td>\n",
       "      <td>-8.180609</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. Well polluted|Under...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Grand Gedeh</td>\n",
       "      <td>Tchien</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>21/01/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>5.75</td>\n",
       "      <td>351.75</td>\n",
       "      <td>1.420943</td>\n",
       "      <td>10.576535</td>\n",
       "      <td>-0.053641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>362100</td>\n",
       "      <td>5.899207</td>\n",
       "      <td>-8.173315</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. Well polluted|Under...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Grand Gedeh</td>\n",
       "      <td>Tchien</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>21/01/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>5.75</td>\n",
       "      <td>351.75</td>\n",
       "      <td>1.420943</td>\n",
       "      <td>10.576535</td>\n",
       "      <td>-0.053641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>357349</td>\n",
       "      <td>5.802157</td>\n",
       "      <td>-9.645714</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. Not priming</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Rivercess</td>\n",
       "      <td>Norwein</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>02/02/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>5.75</td>\n",
       "      <td>350.25</td>\n",
       "      <td>1.083445</td>\n",
       "      <td>13.598019</td>\n",
       "      <td>-7.108154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>489514</td>\n",
       "      <td>-0.541100</td>\n",
       "      <td>34.375820</td>\n",
       "      <td>No</td>\n",
       "      <td>Drought|No operation in the dry season</td>\n",
       "      <td>999</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Mbita</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>24/01/2011</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>34.25</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>0.130227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>357595</td>\n",
       "      <td>5.716055</td>\n",
       "      <td>-9.618187</td>\n",
       "      <td>No</td>\n",
       "      <td>Broken Down System. low water table</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Rivercess</td>\n",
       "      <td>Norwein</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>03/02/2011</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>5.25</td>\n",
       "      <td>350.25</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>-0.457256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>489266</td>\n",
       "      <td>-0.730000</td>\n",
       "      <td>34.366000</td>\n",
       "      <td>No</td>\n",
       "      <td>No fuel|No operation at least once a week</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Ndhiwa</td>\n",
       "      <td>...</td>\n",
       "      <td>Private Operator/Delegated Management</td>\n",
       "      <td>Per Bucket</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>18/02/2011</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>34.25</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>0.130227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>489625</td>\n",
       "      <td>-0.450333</td>\n",
       "      <td>34.009880</td>\n",
       "      <td>No</td>\n",
       "      <td>Low yield|No operation in the dry season</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Mbita</td>\n",
       "      <td>...</td>\n",
       "      <td>Institutional Management</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>02/10/2011</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>33.75</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>0.130227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>364570</td>\n",
       "      <td>5.231378</td>\n",
       "      <td>-9.141873</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. Well polluted|Under...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Sinoe</td>\n",
       "      <td>Sanquin Dist#2</td>\n",
       "      <td>...</td>\n",
       "      <td>Community Management</td>\n",
       "      <td>Yes but only in case of breakdown</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>27/01/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>4.75</td>\n",
       "      <td>350.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>-0.457256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>361779</td>\n",
       "      <td>5.225134</td>\n",
       "      <td>-8.121493</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. insufficient water</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>River Gee</td>\n",
       "      <td>Karforh</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>18/02/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>4.75</td>\n",
       "      <td>351.75</td>\n",
       "      <td>1.420943</td>\n",
       "      <td>10.576535</td>\n",
       "      <td>-0.053641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>361780</td>\n",
       "      <td>5.225422</td>\n",
       "      <td>-8.119787</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. insufficient water</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>River Gee</td>\n",
       "      <td>Karforh</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>18/02/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>4.75</td>\n",
       "      <td>351.75</td>\n",
       "      <td>1.420943</td>\n",
       "      <td>10.576535</td>\n",
       "      <td>-0.053641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>365177</td>\n",
       "      <td>5.190745</td>\n",
       "      <td>-9.043733</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. low pressure</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Sinoe</td>\n",
       "      <td>Butaw</td>\n",
       "      <td>...</td>\n",
       "      <td>Community Management</td>\n",
       "      <td>Yes but only in case of breakdown</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>28/01/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>4.75</td>\n",
       "      <td>350.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>-0.457256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>489624</td>\n",
       "      <td>-0.480917</td>\n",
       "      <td>34.009890</td>\n",
       "      <td>No</td>\n",
       "      <td>Equipment not-function|No operation in the dry...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Mbita</td>\n",
       "      <td>...</td>\n",
       "      <td>Institutional Management</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>02/09/2011</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>33.75</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>0.130227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>359723</td>\n",
       "      <td>5.020838</td>\n",
       "      <td>-7.660045</td>\n",
       "      <td>No</td>\n",
       "      <td>Broken Down System. low water</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>River Gee</td>\n",
       "      <td>Tuobo</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>07/02/2011</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>4.75</td>\n",
       "      <td>352.25</td>\n",
       "      <td>1.420943</td>\n",
       "      <td>10.576535</td>\n",
       "      <td>7.399117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>365567</td>\n",
       "      <td>4.994706</td>\n",
       "      <td>-7.896630</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. Require Redigging|R...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>Gwelekpoken</td>\n",
       "      <td>...</td>\n",
       "      <td>Community Management</td>\n",
       "      <td>Never</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>29/01/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>4.75</td>\n",
       "      <td>351.75</td>\n",
       "      <td>1.420943</td>\n",
       "      <td>10.576535</td>\n",
       "      <td>-0.053641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>359873</td>\n",
       "      <td>6.386340</td>\n",
       "      <td>-10.755959</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. low pressire</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Montserrado</td>\n",
       "      <td>Greater Monrovia</td>\n",
       "      <td>...</td>\n",
       "      <td>Other</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>07/06/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>6.25</td>\n",
       "      <td>348.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>0.757440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>359934</td>\n",
       "      <td>6.379438</td>\n",
       "      <td>-10.775051</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. low pressure</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Montserrado</td>\n",
       "      <td>Greater Monrovia</td>\n",
       "      <td>...</td>\n",
       "      <td>Community Management</td>\n",
       "      <td>Yes but only in case of breakdown</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>07/06/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>6.25</td>\n",
       "      <td>348.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>0.757440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>363124</td>\n",
       "      <td>6.334777</td>\n",
       "      <td>-10.792682</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. water polluted</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Montserrado</td>\n",
       "      <td>Greater Monrovia</td>\n",
       "      <td>...</td>\n",
       "      <td>Other</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>24/05/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>6.25</td>\n",
       "      <td>348.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>-1.211578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>362739</td>\n",
       "      <td>6.333671</td>\n",
       "      <td>-10.785141</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. water pressure away...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Montserrado</td>\n",
       "      <td>Greater Monrovia</td>\n",
       "      <td>...</td>\n",
       "      <td>Direct Government Operation</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>23/05/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>6.25</td>\n",
       "      <td>348.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>-1.211578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>366595</td>\n",
       "      <td>6.329771</td>\n",
       "      <td>-10.755218</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. low pressure</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Montserrado</td>\n",
       "      <td>Greater Monrovia</td>\n",
       "      <td>...</td>\n",
       "      <td>Other</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>31/05/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>6.25</td>\n",
       "      <td>348.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>-1.211578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>366548</td>\n",
       "      <td>6.328716</td>\n",
       "      <td>-10.755411</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. Apron damaged|sticking</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Montserrado</td>\n",
       "      <td>Greater Monrovia</td>\n",
       "      <td>...</td>\n",
       "      <td>Other</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>31/05/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>6.25</td>\n",
       "      <td>348.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>-1.211578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>363676</td>\n",
       "      <td>6.310975</td>\n",
       "      <td>-10.798569</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. no water</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Montserrado</td>\n",
       "      <td>Greater Monrovia</td>\n",
       "      <td>...</td>\n",
       "      <td>Other</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>25/05/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>6.25</td>\n",
       "      <td>348.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>-1.211578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>364879</td>\n",
       "      <td>6.307755</td>\n",
       "      <td>-10.799409</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. dry|dry</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Montserrado</td>\n",
       "      <td>Greater Monrovia</td>\n",
       "      <td>...</td>\n",
       "      <td>Direct Government Operation</td>\n",
       "      <td>No water committee</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>27/05/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>6.25</td>\n",
       "      <td>348.75</td>\n",
       "      <td>0.111561</td>\n",
       "      <td>0.825407</td>\n",
       "      <td>-1.211578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>489544</td>\n",
       "      <td>-0.550333</td>\n",
       "      <td>34.387750</td>\n",
       "      <td>No</td>\n",
       "      <td>Low yield|Normally operational</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Mbita</td>\n",
       "      <td>...</td>\n",
       "      <td>Community Management</td>\n",
       "      <td>Per Month</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>25/01/2011</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>34.25</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>0.130227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>489510</td>\n",
       "      <td>-0.530250</td>\n",
       "      <td>34.349920</td>\n",
       "      <td>No</td>\n",
       "      <td>Low yield|No operation in the dry season</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Mbita</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>24/01/2011</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>34.25</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>0.130227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>489698</td>\n",
       "      <td>-0.521000</td>\n",
       "      <td>34.275530</td>\n",
       "      <td>No</td>\n",
       "      <td>Low yield|Normally operational</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Mbita</td>\n",
       "      <td>...</td>\n",
       "      <td>Community Management</td>\n",
       "      <td>Per Month</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>20/01/2011</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>34.25</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>0.130227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>489716</td>\n",
       "      <td>-0.733517</td>\n",
       "      <td>34.190250</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No operation in the dry season</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Suba</td>\n",
       "      <td>...</td>\n",
       "      <td>Community Management</td>\n",
       "      <td>Per Month</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>02/04/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>33.75</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>0.130227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>489474</td>\n",
       "      <td>-0.631300</td>\n",
       "      <td>34.459320</td>\n",
       "      <td>Yes</td>\n",
       "      <td>In the dry season</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Community Management</td>\n",
       "      <td>Per Month</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>24/03/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>34.25</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>-2.929331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>359736</td>\n",
       "      <td>4.645290</td>\n",
       "      <td>-7.582768</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Working but with problems. Insufficient during...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>Pleebo/Sodoken</td>\n",
       "      <td>...</td>\n",
       "      <td>Community Management</td>\n",
       "      <td>Yes but only in case of breakdown</td>\n",
       "      <td>WASH Liberia</td>\n",
       "      <td>07/02/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>4.25</td>\n",
       "      <td>352.25</td>\n",
       "      <td>0.141984</td>\n",
       "      <td>0.967595</td>\n",
       "      <td>0.820992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>489357</td>\n",
       "      <td>-0.650850</td>\n",
       "      <td>34.406880</td>\n",
       "      <td>Yes</td>\n",
       "      <td>In the dry season</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Ndhiwa</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>01/02/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>34.25</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>7.022088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>489358</td>\n",
       "      <td>-0.642433</td>\n",
       "      <td>34.394130</td>\n",
       "      <td>Yes</td>\n",
       "      <td>In the dry season</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Homa Bay</td>\n",
       "      <td>Ndhiwa</td>\n",
       "      <td>...</td>\n",
       "      <td>Direct Government  Operation</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Engineering Sciences &amp; Global Development</td>\n",
       "      <td>01/02/2011</td>\n",
       "      <td>#2ECC71</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>34.25</td>\n",
       "      <td>9.842547</td>\n",
       "      <td>12.380296</td>\n",
       "      <td>7.022088</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17981</th>\n",
       "      <td>490728</td>\n",
       "      <td>1.759500</td>\n",
       "      <td>32.375187</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|Broken Par...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>28/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17982</th>\n",
       "      <td>490093</td>\n",
       "      <td>1.820680</td>\n",
       "      <td>32.466522</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|Broken Par...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>Direct Government Operation</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>27/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17983</th>\n",
       "      <td>490997</td>\n",
       "      <td>1.848909</td>\n",
       "      <td>32.513946</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|Broken Par...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>27/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17984</th>\n",
       "      <td>490730</td>\n",
       "      <td>2.053498</td>\n",
       "      <td>32.644738</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|Broken Par...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Kwania</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>22/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17985</th>\n",
       "      <td>490435</td>\n",
       "      <td>1.733558</td>\n",
       "      <td>32.496951</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|Broken Par...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>28/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.25</td>\n",
       "      <td>32.25</td>\n",
       "      <td>16.890741</td>\n",
       "      <td>19.340786</td>\n",
       "      <td>50.986263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17986</th>\n",
       "      <td>490439</td>\n",
       "      <td>1.730313</td>\n",
       "      <td>32.468445</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|Broken Par...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>28/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.25</td>\n",
       "      <td>32.25</td>\n",
       "      <td>16.890741</td>\n",
       "      <td>19.340786</td>\n",
       "      <td>50.986263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17987</th>\n",
       "      <td>490440</td>\n",
       "      <td>1.776072</td>\n",
       "      <td>32.458147</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|Broken Par...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>28/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17988</th>\n",
       "      <td>490434</td>\n",
       "      <td>1.733324</td>\n",
       "      <td>32.496994</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|Broken Par...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>28/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.25</td>\n",
       "      <td>32.25</td>\n",
       "      <td>16.890741</td>\n",
       "      <td>19.340786</td>\n",
       "      <td>50.986263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17989</th>\n",
       "      <td>489847</td>\n",
       "      <td>1.866083</td>\n",
       "      <td>32.719903</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|pipes drop...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Kwania</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>26/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17990</th>\n",
       "      <td>490214</td>\n",
       "      <td>1.997437</td>\n",
       "      <td>32.847491</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|Seasonal Shortages|system is ...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Kwania</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>25/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.75</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17991</th>\n",
       "      <td>489981</td>\n",
       "      <td>1.700627</td>\n",
       "      <td>32.396367</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|System is Down for Maintenanc...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>27/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.25</td>\n",
       "      <td>32.25</td>\n",
       "      <td>16.890741</td>\n",
       "      <td>19.340786</td>\n",
       "      <td>50.986263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17992</th>\n",
       "      <td>489940</td>\n",
       "      <td>2.088080</td>\n",
       "      <td>32.823175</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|System is Down for Maintenanc...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Kwania</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>1 UGX Per Month</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>24/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.75</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17993</th>\n",
       "      <td>490881</td>\n",
       "      <td>1.912940</td>\n",
       "      <td>32.862696</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|System is Down for Maintenanc...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Kwania</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>1 UGX Per Year</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>26/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.75</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17994</th>\n",
       "      <td>489947</td>\n",
       "      <td>1.919767</td>\n",
       "      <td>32.706646</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|System is Down for Maintenanc...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Kwania</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>1 UGX Per Year</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>25/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17995</th>\n",
       "      <td>490488</td>\n",
       "      <td>2.020943</td>\n",
       "      <td>32.369416</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|broken down</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>28/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17996</th>\n",
       "      <td>490747</td>\n",
       "      <td>1.668321</td>\n",
       "      <td>32.541246</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|not working|Broken Parts|too ...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 UGX Per Month</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>27/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.25</td>\n",
       "      <td>32.25</td>\n",
       "      <td>16.890741</td>\n",
       "      <td>19.340786</td>\n",
       "      <td>50.986263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17997</th>\n",
       "      <td>490105</td>\n",
       "      <td>2.125865</td>\n",
       "      <td>32.540418</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|system not functioning</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>22/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17998</th>\n",
       "      <td>490814</td>\n",
       "      <td>1.866107</td>\n",
       "      <td>32.900753</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Broken|system not working|Broken Par...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Kwania</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 UGX Per Month</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>26/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.75</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17999</th>\n",
       "      <td>490288</td>\n",
       "      <td>1.746125</td>\n",
       "      <td>32.419225</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Down for Maintenance  or Repair|Rati...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Maruzi</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>5 UGX Per Month</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>27/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.25</td>\n",
       "      <td>32.25</td>\n",
       "      <td>16.890741</td>\n",
       "      <td>19.340786</td>\n",
       "      <td>50.986263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18000</th>\n",
       "      <td>489919</td>\n",
       "      <td>1.851014</td>\n",
       "      <td>32.731565</td>\n",
       "      <td>No</td>\n",
       "      <td>System is Down for Maintenance  or Repair|Seas...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Kwania</td>\n",
       "      <td>...</td>\n",
       "      <td>Community  Management</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>27/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18001</th>\n",
       "      <td>483831</td>\n",
       "      <td>59.278134</td>\n",
       "      <td>18.015202</td>\n",
       "      <td>missing</td>\n",
       "      <td>missing</td>\n",
       "      <td>999</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mWater</td>\n",
       "      <td>02/10/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>37.25</td>\n",
       "      <td>17.75</td>\n",
       "      <td>0.296950</td>\n",
       "      <td>2.991807</td>\n",
       "      <td>3.041266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18002</th>\n",
       "      <td>483375</td>\n",
       "      <td>8.675615</td>\n",
       "      <td>16.840204</td>\n",
       "      <td>missing</td>\n",
       "      <td>missing</td>\n",
       "      <td>999</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mWater</td>\n",
       "      <td>15/07/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>8.25</td>\n",
       "      <td>16.75</td>\n",
       "      <td>0.101542</td>\n",
       "      <td>13.290039</td>\n",
       "      <td>-18.746097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18003</th>\n",
       "      <td>483695</td>\n",
       "      <td>7.867364</td>\n",
       "      <td>3.961383</td>\n",
       "      <td>missing</td>\n",
       "      <td>missing</td>\n",
       "      <td>999</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mWater</td>\n",
       "      <td>19/07/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>7.75</td>\n",
       "      <td>3.75</td>\n",
       "      <td>1.421210</td>\n",
       "      <td>15.684912</td>\n",
       "      <td>22.464255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18004</th>\n",
       "      <td>484333</td>\n",
       "      <td>7.597172</td>\n",
       "      <td>5.230582</td>\n",
       "      <td>missing</td>\n",
       "      <td>missing</td>\n",
       "      <td>999</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mWater</td>\n",
       "      <td>16/06/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>7.25</td>\n",
       "      <td>4.75</td>\n",
       "      <td>1.287055</td>\n",
       "      <td>15.401714</td>\n",
       "      <td>-0.982665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18005</th>\n",
       "      <td>483321</td>\n",
       "      <td>-2.511946</td>\n",
       "      <td>32.900248</td>\n",
       "      <td>missing</td>\n",
       "      <td>missing</td>\n",
       "      <td>999</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mwanza</td>\n",
       "      <td>03/09/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-2.75</td>\n",
       "      <td>32.75</td>\n",
       "      <td>7.437896</td>\n",
       "      <td>11.471042</td>\n",
       "      <td>22.979463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18006</th>\n",
       "      <td>483841</td>\n",
       "      <td>7.408475</td>\n",
       "      <td>4.064835</td>\n",
       "      <td>missing</td>\n",
       "      <td>missing</td>\n",
       "      <td>999</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mWater</td>\n",
       "      <td>18/12/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>7.25</td>\n",
       "      <td>3.75</td>\n",
       "      <td>1.287055</td>\n",
       "      <td>15.401714</td>\n",
       "      <td>20.469362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18007</th>\n",
       "      <td>483900</td>\n",
       "      <td>7.408560</td>\n",
       "      <td>4.064823</td>\n",
       "      <td>missing</td>\n",
       "      <td>missing</td>\n",
       "      <td>999</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mWater</td>\n",
       "      <td>18/12/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>7.25</td>\n",
       "      <td>3.75</td>\n",
       "      <td>1.287055</td>\n",
       "      <td>15.401714</td>\n",
       "      <td>20.469362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18008</th>\n",
       "      <td>490128</td>\n",
       "      <td>2.042674</td>\n",
       "      <td>32.745330</td>\n",
       "      <td>No</td>\n",
       "      <td>system is down for two years|Broken Parts|pipe...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Apac</td>\n",
       "      <td>Kwania</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No payment system</td>\n",
       "      <td>Lifeline</td>\n",
       "      <td>23/11/2014</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.25</td>\n",
       "      <td>4.595492</td>\n",
       "      <td>8.659639</td>\n",
       "      <td>25.297725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18009</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Non-Functional - - Water dried</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>-0.037223</td>\n",
       "      <td>0.818951</td>\n",
       "      <td>-0.652243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18010</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Non-Functional - - Water dried\\r/\\r//\\r/- A lo...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#E74C3C</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>-0.037223</td>\n",
       "      <td>0.818951</td>\n",
       "      <td>-0.652243</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18011 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       WELL_ID     LAT_DD    LONG_DD     FUNC  \\\n",
       "0       362092   5.982436  -8.180609      Yes   \n",
       "1       362100   5.899207  -8.173315      Yes   \n",
       "2       357349   5.802157  -9.645714      Yes   \n",
       "3       489514  -0.541100  34.375820       No   \n",
       "4       357595   5.716055  -9.618187       No   \n",
       "5       489266  -0.730000  34.366000       No   \n",
       "6       489625  -0.450333  34.009880       No   \n",
       "7       364570   5.231378  -9.141873      Yes   \n",
       "8       361779   5.225134  -8.121493      Yes   \n",
       "9       361780   5.225422  -8.119787      Yes   \n",
       "10      365177   5.190745  -9.043733      Yes   \n",
       "11      489624  -0.480917  34.009890       No   \n",
       "12      359723   5.020838  -7.660045       No   \n",
       "13      365567   4.994706  -7.896630      Yes   \n",
       "14      359873   6.386340 -10.755959      Yes   \n",
       "15      359934   6.379438 -10.775051      Yes   \n",
       "16      363124   6.334777 -10.792682      Yes   \n",
       "17      362739   6.333671 -10.785141      Yes   \n",
       "18      366595   6.329771 -10.755218      Yes   \n",
       "19      366548   6.328716 -10.755411      Yes   \n",
       "20      363676   6.310975 -10.798569      Yes   \n",
       "21      364879   6.307755 -10.799409      Yes   \n",
       "22      489544  -0.550333  34.387750       No   \n",
       "23      489510  -0.530250  34.349920       No   \n",
       "24      489698  -0.521000  34.275530       No   \n",
       "25      489716  -0.733517  34.190250      Yes   \n",
       "26      489474  -0.631300  34.459320      Yes   \n",
       "27      359736   4.645290  -7.582768      Yes   \n",
       "28      489357  -0.650850  34.406880      Yes   \n",
       "29      489358  -0.642433  34.394130      Yes   \n",
       "...        ...        ...        ...      ...   \n",
       "17981   490728   1.759500  32.375187       No   \n",
       "17982   490093   1.820680  32.466522       No   \n",
       "17983   490997   1.848909  32.513946       No   \n",
       "17984   490730   2.053498  32.644738       No   \n",
       "17985   490435   1.733558  32.496951       No   \n",
       "17986   490439   1.730313  32.468445       No   \n",
       "17987   490440   1.776072  32.458147       No   \n",
       "17988   490434   1.733324  32.496994       No   \n",
       "17989   489847   1.866083  32.719903       No   \n",
       "17990   490214   1.997437  32.847491       No   \n",
       "17991   489981   1.700627  32.396367       No   \n",
       "17992   489940   2.088080  32.823175       No   \n",
       "17993   490881   1.912940  32.862696       No   \n",
       "17994   489947   1.919767  32.706646       No   \n",
       "17995   490488   2.020943  32.369416       No   \n",
       "17996   490747   1.668321  32.541246       No   \n",
       "17997   490105   2.125865  32.540418       No   \n",
       "17998   490814   1.866107  32.900753       No   \n",
       "17999   490288   1.746125  32.419225       No   \n",
       "18000   489919   1.851014  32.731565       No   \n",
       "18001   483831  59.278134  18.015202  missing   \n",
       "18002   483375   8.675615  16.840204  missing   \n",
       "18003   483695   7.867364   3.961383  missing   \n",
       "18004   484333   7.597172   5.230582  missing   \n",
       "18005   483321  -2.511946  32.900248  missing   \n",
       "18006   483841   7.408475   4.064835  missing   \n",
       "18007   483900   7.408560   4.064823  missing   \n",
       "18008   490128   2.042674  32.745330       No   \n",
       "18009        0   0.000000   0.000000      NaN   \n",
       "18010        0   0.000000   0.000000      NaN   \n",
       "\n",
       "                                                  STATUS  COD_FCN  COD_QTY  \\\n",
       "0      Working but with problems. Well polluted|Under...        2        1   \n",
       "1      Working but with problems. Well polluted|Under...        2        1   \n",
       "2                 Working but with problems. Not priming        2        1   \n",
       "3                 Drought|No operation in the dry season      999        0   \n",
       "4                    Broken Down System. low water table        0        1   \n",
       "5              No fuel|No operation at least once a week        2        1   \n",
       "6               Low yield|No operation in the dry season        2        1   \n",
       "7      Working but with problems. Well polluted|Under...        2        1   \n",
       "8          Working but with problems. insufficient water        2        1   \n",
       "9          Working but with problems. insufficient water        2        1   \n",
       "10               Working but with problems. low pressure        2        1   \n",
       "11     Equipment not-function|No operation in the dry...        0        0   \n",
       "12                         Broken Down System. low water        0        0   \n",
       "13     Working but with problems. Require Redigging|R...        2        0   \n",
       "14               Working but with problems. low pressire        2        1   \n",
       "15               Working but with problems. low pressure        2        1   \n",
       "16             Working but with problems. water polluted        2        1   \n",
       "17     Working but with problems. water pressure away...        2        1   \n",
       "18               Working but with problems. low pressure        2        1   \n",
       "19     Working but with problems. Apron damaged|sticking        2        1   \n",
       "20                   Working but with problems. no water        0        1   \n",
       "21                    Working but with problems. dry|dry        2        1   \n",
       "22                        Low yield|Normally operational        2        1   \n",
       "23              Low yield|No operation in the dry season        2        1   \n",
       "24                        Low yield|Normally operational        2        1   \n",
       "25                        No operation in the dry season        2        0   \n",
       "26                                     In the dry season        2        0   \n",
       "27     Working but with problems. Insufficient during...        2        0   \n",
       "28                                     In the dry season        2        0   \n",
       "29                                     In the dry season        2        0   \n",
       "...                                                  ...      ...      ...   \n",
       "17981  System is Broken|Seasonal Shortages|Broken Par...        0        1   \n",
       "17982  System is Broken|Seasonal Shortages|Broken Par...        0        1   \n",
       "17983  System is Broken|Seasonal Shortages|Broken Par...        0        1   \n",
       "17984  System is Broken|Seasonal Shortages|Broken Par...        0        1   \n",
       "17985  System is Broken|Seasonal Shortages|Broken Par...        0        1   \n",
       "17986  System is Broken|Seasonal Shortages|Broken Par...        0        1   \n",
       "17987  System is Broken|Seasonal Shortages|Broken Par...        0        1   \n",
       "17988  System is Broken|Seasonal Shortages|Broken Par...        0        1   \n",
       "17989  System is Broken|Seasonal Shortages|pipes drop...        0        0   \n",
       "17990  System is Broken|Seasonal Shortages|system is ...        0        1   \n",
       "17991  System is Broken|System is Down for Maintenanc...        0        0   \n",
       "17992  System is Broken|System is Down for Maintenanc...        0        1   \n",
       "17993  System is Broken|System is Down for Maintenanc...        0        0   \n",
       "17994  System is Broken|System is Down for Maintenanc...        0        0   \n",
       "17995                       System is Broken|broken down        0        1   \n",
       "17996  System is Broken|not working|Broken Parts|too ...        0        1   \n",
       "17997            System is Broken|system not functioning        0        1   \n",
       "17998  System is Broken|system not working|Broken Par...        0        1   \n",
       "17999  System is Down for Maintenance  or Repair|Rati...        0        1   \n",
       "18000  System is Down for Maintenance  or Repair|Seas...        0        0   \n",
       "18001                                            missing      999        1   \n",
       "18002                                            missing      999        1   \n",
       "18003                                            missing      999        1   \n",
       "18004                                            missing      999        1   \n",
       "18005                                            missing      999        1   \n",
       "18006                                            missing      999        1   \n",
       "18007                                            missing      999        1   \n",
       "18008  system is down for two years|Broken Parts|pipe...        0        1   \n",
       "18009                     Non-Functional - - Water dried        0        0   \n",
       "18010  Non-Functional - - Water dried\\r/\\r//\\r/- A lo...        0        0   \n",
       "\n",
       "       COD_RESRCE         ADM1              ADM2        ...         \\\n",
       "0               0  Grand Gedeh            Tchien        ...          \n",
       "1               0  Grand Gedeh            Tchien        ...          \n",
       "2               0    Rivercess           Norwein        ...          \n",
       "3               1     Homa Bay             Mbita        ...          \n",
       "4               1    Rivercess           Norwein        ...          \n",
       "5               0     Homa Bay            Ndhiwa        ...          \n",
       "6               1     Homa Bay             Mbita        ...          \n",
       "7               0        Sinoe    Sanquin Dist#2        ...          \n",
       "8               0    River Gee           Karforh        ...          \n",
       "9               0    River Gee           Karforh        ...          \n",
       "10              0        Sinoe             Butaw        ...          \n",
       "11              1     Homa Bay             Mbita        ...          \n",
       "12              1    River Gee             Tuobo        ...          \n",
       "13              1     Maryland       Gwelekpoken        ...          \n",
       "14              0  Montserrado  Greater Monrovia        ...          \n",
       "15              0  Montserrado  Greater Monrovia        ...          \n",
       "16              0  Montserrado  Greater Monrovia        ...          \n",
       "17              0  Montserrado  Greater Monrovia        ...          \n",
       "18              0  Montserrado  Greater Monrovia        ...          \n",
       "19              0  Montserrado  Greater Monrovia        ...          \n",
       "20              0  Montserrado  Greater Monrovia        ...          \n",
       "21              0  Montserrado  Greater Monrovia        ...          \n",
       "22              0     Homa Bay             Mbita        ...          \n",
       "23              1     Homa Bay             Mbita        ...          \n",
       "24              0     Homa Bay             Mbita        ...          \n",
       "25              1     Homa Bay              Suba        ...          \n",
       "26              1     Homa Bay               NaN        ...          \n",
       "27              1     Maryland    Pleebo/Sodoken        ...          \n",
       "28              1     Homa Bay            Ndhiwa        ...          \n",
       "29              1     Homa Bay            Ndhiwa        ...          \n",
       "...           ...          ...               ...        ...          \n",
       "17981           1         Apac            Maruzi        ...          \n",
       "17982           1         Apac            Maruzi        ...          \n",
       "17983           1         Apac            Maruzi        ...          \n",
       "17984           1         Apac            Kwania        ...          \n",
       "17985           1         Apac            Maruzi        ...          \n",
       "17986           1         Apac            Maruzi        ...          \n",
       "17987           1         Apac            Maruzi        ...          \n",
       "17988           1         Apac            Maruzi        ...          \n",
       "17989           1         Apac            Kwania        ...          \n",
       "17990           1         Apac            Kwania        ...          \n",
       "17991           1         Apac            Maruzi        ...          \n",
       "17992           1         Apac            Kwania        ...          \n",
       "17993           1         Apac            Kwania        ...          \n",
       "17994           1         Apac            Kwania        ...          \n",
       "17995           0         Apac            Maruzi        ...          \n",
       "17996           0         Apac            Maruzi        ...          \n",
       "17997           0         Apac            Maruzi        ...          \n",
       "17998           0         Apac            Kwania        ...          \n",
       "17999           0         Apac            Maruzi        ...          \n",
       "18000           1         Apac            Kwania        ...          \n",
       "18001           0          NaN               NaN        ...          \n",
       "18002           0          NaN               NaN        ...          \n",
       "18003           0          NaN               NaN        ...          \n",
       "18004           0          NaN               NaN        ...          \n",
       "18005           0          NaN               NaN        ...          \n",
       "18006           0          NaN               NaN        ...          \n",
       "18007           0          NaN               NaN        ...          \n",
       "18008           0         Apac            Kwania        ...          \n",
       "18009           1          NaN               NaN        ...          \n",
       "18010           1          NaN               NaN        ...          \n",
       "\n",
       "                                        MGMT  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                          0   \n",
       "4                                        NaN   \n",
       "5      Private Operator/Delegated Management   \n",
       "6                   Institutional Management   \n",
       "7                       Community Management   \n",
       "8                                        NaN   \n",
       "9                                        NaN   \n",
       "10                      Community Management   \n",
       "11                  Institutional Management   \n",
       "12                                       NaN   \n",
       "13                      Community Management   \n",
       "14                                     Other   \n",
       "15                      Community Management   \n",
       "16                                     Other   \n",
       "17               Direct Government Operation   \n",
       "18                                     Other   \n",
       "19                                     Other   \n",
       "20                                     Other   \n",
       "21               Direct Government Operation   \n",
       "22                      Community Management   \n",
       "23                                         0   \n",
       "24                      Community Management   \n",
       "25                      Community Management   \n",
       "26                      Community Management   \n",
       "27                      Community Management   \n",
       "28                                       NaN   \n",
       "29              Direct Government  Operation   \n",
       "...                                      ...   \n",
       "17981                  Community  Management   \n",
       "17982            Direct Government Operation   \n",
       "17983                  Community  Management   \n",
       "17984                  Community  Management   \n",
       "17985                                    NaN   \n",
       "17986                                    NaN   \n",
       "17987                                    NaN   \n",
       "17988                                    NaN   \n",
       "17989                  Community  Management   \n",
       "17990                  Community  Management   \n",
       "17991                  Community  Management   \n",
       "17992                  Community  Management   \n",
       "17993                  Community  Management   \n",
       "17994                  Community  Management   \n",
       "17995                                    NaN   \n",
       "17996                                    NaN   \n",
       "17997                                    NaN   \n",
       "17998                                    NaN   \n",
       "17999                  Community  Management   \n",
       "18000                  Community  Management   \n",
       "18001                                    NaN   \n",
       "18002                                    NaN   \n",
       "18003                                    NaN   \n",
       "18004                                    NaN   \n",
       "18005                                    NaN   \n",
       "18006                                    NaN   \n",
       "18007                                    NaN   \n",
       "18008                                    NaN   \n",
       "18009                                    NaN   \n",
       "18010                                    NaN   \n",
       "\n",
       "                                     PAY  \\\n",
       "0                     No water committee   \n",
       "1                     No water committee   \n",
       "2                     No water committee   \n",
       "3                      No payment system   \n",
       "4                     No water committee   \n",
       "5                             Per Bucket   \n",
       "6                      No payment system   \n",
       "7      Yes but only in case of breakdown   \n",
       "8                     No water committee   \n",
       "9                     No water committee   \n",
       "10     Yes but only in case of breakdown   \n",
       "11                     No payment system   \n",
       "12                    No water committee   \n",
       "13                                 Never   \n",
       "14                    No water committee   \n",
       "15     Yes but only in case of breakdown   \n",
       "16                    No water committee   \n",
       "17                    No water committee   \n",
       "18                    No water committee   \n",
       "19                    No water committee   \n",
       "20                    No water committee   \n",
       "21                    No water committee   \n",
       "22                             Per Month   \n",
       "23                     No payment system   \n",
       "24                             Per Month   \n",
       "25                             Per Month   \n",
       "26                             Per Month   \n",
       "27     Yes but only in case of breakdown   \n",
       "28                     No payment system   \n",
       "29                     No payment system   \n",
       "...                                  ...   \n",
       "17981                  No payment system   \n",
       "17982                  No payment system   \n",
       "17983                  No payment system   \n",
       "17984                  No payment system   \n",
       "17985                  No payment system   \n",
       "17986                  No payment system   \n",
       "17987                  No payment system   \n",
       "17988                  No payment system   \n",
       "17989                  No payment system   \n",
       "17990                  No payment system   \n",
       "17991                  No payment system   \n",
       "17992                    1 UGX Per Month   \n",
       "17993                     1 UGX Per Year   \n",
       "17994                     1 UGX Per Year   \n",
       "17995                  No payment system   \n",
       "17996                    1 UGX Per Month   \n",
       "17997                  No payment system   \n",
       "17998                    1 UGX Per Month   \n",
       "17999                    5 UGX Per Month   \n",
       "18000                  No payment system   \n",
       "18001                                NaN   \n",
       "18002                                NaN   \n",
       "18003                                NaN   \n",
       "18004                                NaN   \n",
       "18005                                NaN   \n",
       "18006                                NaN   \n",
       "18007                                NaN   \n",
       "18008                  No payment system   \n",
       "18009                                NaN   \n",
       "18010                                NaN   \n",
       "\n",
       "                                          SOURCE    RPT_DATE    color  \\\n",
       "0                                   WASH Liberia  21/01/2011  #2ECC71   \n",
       "1                                   WASH Liberia  21/01/2011  #2ECC71   \n",
       "2                                   WASH Liberia  02/02/2011  #2ECC71   \n",
       "3      Engineering Sciences & Global Development  24/01/2011  #E74C3C   \n",
       "4                                   WASH Liberia  03/02/2011  #E74C3C   \n",
       "5      Engineering Sciences & Global Development  18/02/2011  #E74C3C   \n",
       "6      Engineering Sciences & Global Development  02/10/2011  #E74C3C   \n",
       "7                                   WASH Liberia  27/01/2011  #2ECC71   \n",
       "8                                   WASH Liberia  18/02/2011  #2ECC71   \n",
       "9                                   WASH Liberia  18/02/2011  #2ECC71   \n",
       "10                                  WASH Liberia  28/01/2011  #2ECC71   \n",
       "11     Engineering Sciences & Global Development  02/09/2011  #E74C3C   \n",
       "12                                  WASH Liberia  07/02/2011  #E74C3C   \n",
       "13                                  WASH Liberia  29/01/2011  #2ECC71   \n",
       "14                                  WASH Liberia  07/06/2011  #2ECC71   \n",
       "15                                  WASH Liberia  07/06/2011  #2ECC71   \n",
       "16                                  WASH Liberia  24/05/2011  #2ECC71   \n",
       "17                                  WASH Liberia  23/05/2011  #2ECC71   \n",
       "18                                  WASH Liberia  31/05/2011  #2ECC71   \n",
       "19                                  WASH Liberia  31/05/2011  #2ECC71   \n",
       "20                                  WASH Liberia  25/05/2011  #2ECC71   \n",
       "21                                  WASH Liberia  27/05/2011  #2ECC71   \n",
       "22     Engineering Sciences & Global Development  25/01/2011  #E74C3C   \n",
       "23     Engineering Sciences & Global Development  24/01/2011  #E74C3C   \n",
       "24     Engineering Sciences & Global Development  20/01/2011  #E74C3C   \n",
       "25     Engineering Sciences & Global Development  02/04/2011  #2ECC71   \n",
       "26     Engineering Sciences & Global Development  24/03/2011  #2ECC71   \n",
       "27                                  WASH Liberia  07/02/2011  #2ECC71   \n",
       "28     Engineering Sciences & Global Development  01/02/2011  #2ECC71   \n",
       "29     Engineering Sciences & Global Development  01/02/2011  #2ECC71   \n",
       "...                                          ...         ...      ...   \n",
       "17981                                   Lifeline  28/11/2014  #E74C3C   \n",
       "17982                                   Lifeline  27/11/2014  #E74C3C   \n",
       "17983                                   Lifeline  27/11/2014  #E74C3C   \n",
       "17984                                   Lifeline  22/11/2014  #E74C3C   \n",
       "17985                                   Lifeline  28/11/2014  #E74C3C   \n",
       "17986                                   Lifeline  28/11/2014  #E74C3C   \n",
       "17987                                   Lifeline  28/11/2014  #E74C3C   \n",
       "17988                                   Lifeline  28/11/2014  #E74C3C   \n",
       "17989                                   Lifeline  26/11/2014  #E74C3C   \n",
       "17990                                   Lifeline  25/11/2014  #E74C3C   \n",
       "17991                                   Lifeline  27/11/2014  #E74C3C   \n",
       "17992                                   Lifeline  24/11/2014  #E74C3C   \n",
       "17993                                   Lifeline  26/11/2014  #E74C3C   \n",
       "17994                                   Lifeline  25/11/2014  #E74C3C   \n",
       "17995                                   Lifeline  28/11/2014  #E74C3C   \n",
       "17996                                   Lifeline  27/11/2014  #E74C3C   \n",
       "17997                                   Lifeline  22/11/2014  #E74C3C   \n",
       "17998                                   Lifeline  26/11/2014  #E74C3C   \n",
       "17999                                   Lifeline  27/11/2014  #E74C3C   \n",
       "18000                                   Lifeline  27/11/2014  #E74C3C   \n",
       "18001                                     mWater  02/10/2014  #E74C3C   \n",
       "18002                                     mWater  15/07/2014  #E74C3C   \n",
       "18003                                     mWater  19/07/2014  #E74C3C   \n",
       "18004                                     mWater  16/06/2014  #E74C3C   \n",
       "18005                                     Mwanza  03/09/2014  #E74C3C   \n",
       "18006                                     mWater  18/12/2014  #E74C3C   \n",
       "18007                                     mWater  18/12/2014  #E74C3C   \n",
       "18008                                   Lifeline  23/11/2014  #E74C3C   \n",
       "18009                                        NaN         NaN  #E74C3C   \n",
       "18010                                        NaN         NaN  #E74C3C   \n",
       "\n",
       "      grid_lat grid_lon grace_mean  grace_std grace_at_rpt_date  \n",
       "0         5.75   351.75   1.420943  10.576535         -0.053641  \n",
       "1         5.75   351.75   1.420943  10.576535         -0.053641  \n",
       "2         5.75   350.25   1.083445  13.598019         -7.108154  \n",
       "3        -0.75    34.25   9.842547  12.380296          0.130227  \n",
       "4         5.25   350.25   0.111561   0.825407         -0.457256  \n",
       "5        -0.75    34.25   9.842547  12.380296          0.130227  \n",
       "6        -0.75    33.75   9.842547  12.380296          0.130227  \n",
       "7         4.75   350.75   0.111561   0.825407         -0.457256  \n",
       "8         4.75   351.75   1.420943  10.576535         -0.053641  \n",
       "9         4.75   351.75   1.420943  10.576535         -0.053641  \n",
       "10        4.75   350.75   0.111561   0.825407         -0.457256  \n",
       "11       -0.75    33.75   9.842547  12.380296          0.130227  \n",
       "12        4.75   352.25   1.420943  10.576535          7.399117  \n",
       "13        4.75   351.75   1.420943  10.576535         -0.053641  \n",
       "14        6.25   348.75   0.111561   0.825407          0.757440  \n",
       "15        6.25   348.75   0.111561   0.825407          0.757440  \n",
       "16        6.25   348.75   0.111561   0.825407         -1.211578  \n",
       "17        6.25   348.75   0.111561   0.825407         -1.211578  \n",
       "18        6.25   348.75   0.111561   0.825407         -1.211578  \n",
       "19        6.25   348.75   0.111561   0.825407         -1.211578  \n",
       "20        6.25   348.75   0.111561   0.825407         -1.211578  \n",
       "21        6.25   348.75   0.111561   0.825407         -1.211578  \n",
       "22       -0.75    34.25   9.842547  12.380296          0.130227  \n",
       "23       -0.75    34.25   9.842547  12.380296          0.130227  \n",
       "24       -0.75    34.25   9.842547  12.380296          0.130227  \n",
       "25       -0.75    33.75   9.842547  12.380296          0.130227  \n",
       "26       -0.75    34.25   9.842547  12.380296         -2.929331  \n",
       "27        4.25   352.25   0.141984   0.967595          0.820992  \n",
       "28       -0.75    34.25   9.842547  12.380296          7.022088  \n",
       "29       -0.75    34.25   9.842547  12.380296          7.022088  \n",
       "...        ...      ...        ...        ...               ...  \n",
       "17981     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "17982     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "17983     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "17984     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "17985     1.25    32.25  16.890741  19.340786         50.986263  \n",
       "17986     1.25    32.25  16.890741  19.340786         50.986263  \n",
       "17987     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "17988     1.25    32.25  16.890741  19.340786         50.986263  \n",
       "17989     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "17990     1.75    32.75   4.595492   8.659639         25.297725  \n",
       "17991     1.25    32.25  16.890741  19.340786         50.986263  \n",
       "17992     1.75    32.75   4.595492   8.659639         25.297725  \n",
       "17993     1.75    32.75   4.595492   8.659639         25.297725  \n",
       "17994     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "17995     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "17996     1.25    32.25  16.890741  19.340786         50.986263  \n",
       "17997     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "17998     1.75    32.75   4.595492   8.659639         25.297725  \n",
       "17999     1.25    32.25  16.890741  19.340786         50.986263  \n",
       "18000     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "18001    37.25    17.75   0.296950   2.991807          3.041266  \n",
       "18002     8.25    16.75   0.101542  13.290039        -18.746097  \n",
       "18003     7.75     3.75   1.421210  15.684912         22.464255  \n",
       "18004     7.25     4.75   1.287055  15.401714         -0.982665  \n",
       "18005    -2.75    32.75   7.437896  11.471042         22.979463  \n",
       "18006     7.25     3.75   1.287055  15.401714         20.469362  \n",
       "18007     7.25     3.75   1.287055  15.401714         20.469362  \n",
       "18008     1.75    32.25   4.595492   8.659639         25.297725  \n",
       "18009    -0.25     0.25  -0.037223   0.818951         -0.652243  \n",
       "18010    -0.25     0.25  -0.037223   0.818951         -0.652243  \n",
       "\n",
       "[18011 rows x 25 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Take a look\n",
    "wg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAGHCAYAAACd7Xc2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x197b9e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjsAAAGHCAYAAABWNpPIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nF6c4iUKCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x196dad30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Is there any relationship between GRACE and the well data?\n",
    "\n",
    "# 1. Compare g_mean to g_rpt. Make 2 histograms, one for working and one for not. Anything there?\n",
    "\n",
    "\n",
    "# differences between mean and report time GRACE values\n",
    "d_mean_rpt_yes = wg[wg['FUNC']=='Yes' ]['grace_at_rpt_date']-wg[wg['FUNC']=='Yes']['grace_mean']\n",
    "d_mean_rpt_no  = wg[wg['FUNC']=='No'  ]['grace_at_rpt_date']-wg[wg['FUNC']=='No' ]['grace_mean']\n",
    "\n",
    "bins = np.arange(-40,40)\n",
    "\n",
    "plt.hist(d_mean_rpt_yes,bins=bins,alpha=0.5,label='Not functioning')\n",
    "plt.hist(d_mean_rpt_no ,bins=bins,alpha=0.5,label='Functioning')\n",
    "plt.ylabel('Number of records')\n",
    "plt.title('GRACE LWE at report dates for African sites minus 2002-2016 mean',size=12)\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel('Anomaly in liquid water equivalent (cm)')\n",
    "plt.show()\n",
    "\n",
    "# 2. Histograms of g_std for working and not. Any difference?\n",
    "\n",
    "d_std_yes = wg[wg['FUNC']=='Yes' ]['grace_std']\n",
    "d_std_no  = wg[wg['FUNC']=='No'  ]['grace_std']\n",
    "\n",
    "bins = np.arange(0,30)\n",
    "\n",
    "plt.hist(d_std_yes,bins=bins,alpha=0.5,label='Not functioning')\n",
    "plt.hist(d_std_no ,bins=bins,alpha=0.5,label='Functioning')\n",
    "plt.ylabel('Number of records')\n",
    "plt.title('GRACE standard deviation of LWE at African sites, 2002-2016')\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel('Liquid water equivalent (cm)')\n",
    "plt.show()\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}