NetworkInference2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import networkx as nx\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn import manifold\n",
    "\n",
    "from scipy.optimize import minimize\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "orderdf = pd.read_csv('ignored_assets/orders.csv', parse_dates = [6,7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "coredf = orderdf[orderdf['dest_district_hash'].isin(orderdf['start_district_hash'].unique())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dtable = pd.pivot_table(coredf, index=['start_district_hash'], \n",
    "                        columns=['dest_district_hash'], aggfunc=[np.mean],\n",
    "                       values=['expected_travel_time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dtable.to_csv('travel_time.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x15457e790>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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30iyc+n4AgPHpCKHsllIzk9Vn8tA2x0ey51XuI7OiqEA3okSR5l8bRKJY19n7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\nwr74FhZZCPviW1hkIeyLb2GRhfj/AW4Lk4nRGSleAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1102a6d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dtable.as_matrix())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"21\" halign=\"left\">mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"21\" halign=\"left\">expected_travel_time</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dest_district_hash</th>\n",
       "      <th>08232402614a9b48895cc3d0aeb0e9f2</th>\n",
       "      <th>08f5b445ec6b29deba62e6fd8b0325a6</th>\n",
       "      <th>0a5fef95db34383403d11cb6af937309</th>\n",
       "      <th>1afd7afbc81ecc1b13886a569d869e8a</th>\n",
       "      <th>1c60154546102e6525f68cb4f31e0657</th>\n",
       "      <th>1cbfbdd079ef93e74405c53fcfff8567</th>\n",
       "      <th>1ecbb52d73c522f184a6fc53128b1ea1</th>\n",
       "      <th>2301bc920194c95cf0c7486e5675243c</th>\n",
       "      <th>2350be163432e42270d2670cb3c02f80</th>\n",
       "      <th>2407d482f0ffa22a947068f2551fe62c</th>\n",
       "      <th>...</th>\n",
       "      <th>d4ec2125aff74eded207d2d915ef682f</th>\n",
       "      <th>d524868ce69cb9db10fc5af177fb9423</th>\n",
       "      <th>d5cb17978de290c56e84c9cf97e63186</th>\n",
       "      <th>dd8d3b9665536d6e05b29c2648c0e69a</th>\n",
       "      <th>de092beab9305613aca8f79d7d7224e7</th>\n",
       "      <th>f2c8c4bb99e6377d21de71275afd6cd2</th>\n",
       "      <th>f47f35242ed40655814bc086d7514046</th>\n",
       "      <th>f9280c5dab6910ed44e518248048b9fe</th>\n",
       "      <th>fc34648599753c9e74ab238e9a4a07ad</th>\n",
       "      <th>fff4e8465d1e12621bc361276b6217cf</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_district_hash</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>08232402614a9b48895cc3d0aeb0e9f2</th>\n",
       "      <td>3.708321</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39.447134</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.727373</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.738122</td>\n",
       "      <td>14.963080</td>\n",
       "      <td>36.953058</td>\n",
       "      <td>...</td>\n",
       "      <td>27.624363</td>\n",
       "      <td>15.133627</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.724743</td>\n",
       "      <td>14.063037</td>\n",
       "      <td>52.456812</td>\n",
       "      <td>34.915663</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.301162</td>\n",
       "      <td>27.294872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08f5b445ec6b29deba62e6fd8b0325a6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3.883002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.778298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.682373</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.460005</td>\n",
       "      <td>18.507634</td>\n",
       "      <td>12.562315</td>\n",
       "      <td>...</td>\n",
       "      <td>21.741370</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.555933</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.653956</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.762766</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "<p>66 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                             mean  \\\n",
       "                                             expected_travel_time   \n",
       "dest_district_hash               08232402614a9b48895cc3d0aeb0e9f2   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         3.708321   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        29.357642   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        33.491041   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                        24.228781   \n",
       "2350be163432e42270d2670cb3c02f80                        14.533159   \n",
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       "364bf755f9b270f0f9141d1a61de43ee                        38.586084   \n",
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       "3a43dcdff3c0b66b1acb1644ff055f9d                        40.281321   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         9.040270   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        31.564070   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        22.042247   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        17.093758   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        47.124480   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        32.953439   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         8.015032   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        23.901287   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        21.073819   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.628920   \n",
       "693a21b16653871bbd455403da5412b4                        59.773955   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        21.191075   \n",
       "8316146a6f78cc6d9f113f0390859417                        17.730002   \n",
       "87285a66236346350541b8815c5fae94                        34.022437   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        43.718453   \n",
       "91690261186ae5bee8f83808ea1e4a01                        43.601808   \n",
       "929ec6c160e6f52c20a4217c7978f681                        29.280678   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        44.791585   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        22.677637   \n",
       "b26a240205c852804ff8758628c0a86a                        26.361714   \n",
       "b702e920dcd2765e624dc1ce3a770512                        52.402655   \n",
       "ba32abfc048219e933bee869741da911                        71.853167   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        70.608957   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        36.631118   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         8.109252   \n",
       "d05052b4bda7662a084f235e880f50fa                        42.272058   \n",
       "d4ec2125aff74eded207d2d915ef682f                        27.121922   \n",
       "d524868ce69cb9db10fc5af177fb9423                        13.434433   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        49.317401   \n",
       "de092beab9305613aca8f79d7d7224e7                        12.772600   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        69.053693   \n",
       "f47f35242ed40655814bc086d7514046                        36.019900   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        33.623313   \n",
       "fff4e8465d1e12621bc361276b6217cf                        26.750530   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               08f5b445ec6b29deba62e6fd8b0325a6   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                         3.883002   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        10.574805   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        38.959347   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                              NaN   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                        13.010933   \n",
       "2920ece99323b4c111d6f9affc7ea034                        14.275259   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        39.519242   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        48.860154   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        42.614216   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        40.592374   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        38.831038   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        25.928872   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         7.151277   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         5.633832   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        34.767913   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                              NaN   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        38.492768   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        31.260794   \n",
       "62afaf3288e236b389af9cfdc5206415                        20.612500   \n",
       "693a21b16653871bbd455403da5412b4                        41.583854   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        28.839368   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                              NaN   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        25.433222   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        55.604553   \n",
       "91690261186ae5bee8f83808ea1e4a01                         7.844494   \n",
       "929ec6c160e6f52c20a4217c7978f681                        29.399263   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        15.349925   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        10.465626   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        34.666820   \n",
       "b26a240205c852804ff8758628c0a86a                        35.506663   \n",
       "b702e920dcd2765e624dc1ce3a770512                        22.020585   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        46.191322   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        28.857912   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                        41.338900   \n",
       "d4ec2125aff74eded207d2d915ef682f                        20.914666   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        18.098439   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                              NaN   \n",
       "f9280c5dab6910ed44e518248048b9fe                        20.282856   \n",
       "fc34648599753c9e74ab238e9a4a07ad                              NaN   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               0a5fef95db34383403d11cb6af937309   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                         3.301761   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        42.283723   \n",
       "1c60154546102e6525f68cb4f31e0657                        37.559610   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                              NaN   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                        54.745270   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                        47.877227   \n",
       "2920ece99323b4c111d6f9affc7ea034                        78.851853   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        39.912502   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        63.983535   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                       115.245015   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                              NaN   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                              NaN   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        51.743612   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        44.558295   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        54.589744   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                              NaN   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                              NaN   \n",
       "52e56004d92b8c74d53e1e42699cba6f                              NaN   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                              NaN   \n",
       "62afaf3288e236b389af9cfdc5206415                        45.238518   \n",
       "693a21b16653871bbd455403da5412b4                        27.363487   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        53.656586   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                              NaN   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        31.675531   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        39.348163   \n",
       "91690261186ae5bee8f83808ea1e4a01                        49.319993   \n",
       "929ec6c160e6f52c20a4217c7978f681                        37.217452   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        38.862143   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        49.146322   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        57.855797   \n",
       "b26a240205c852804ff8758628c0a86a                        65.367719   \n",
       "b702e920dcd2765e624dc1ce3a770512                              NaN   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        41.376227   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                        37.948426   \n",
       "d4ec2125aff74eded207d2d915ef682f                        48.681965   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        39.855846   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                              NaN   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                              NaN   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1afd7afbc81ecc1b13886a569d869e8a   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        39.447134   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        10.778298   \n",
       "0a5fef95db34383403d11cb6af937309                        34.760136   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         3.937943   \n",
       "1c60154546102e6525f68cb4f31e0657                        41.315571   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        27.783171   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       148.683178   \n",
       "2301bc920194c95cf0c7486e5675243c                        36.331410   \n",
       "2350be163432e42270d2670cb3c02f80                        32.361017   \n",
       "2407d482f0ffa22a947068f2551fe62c                         7.654040   \n",
       "2920ece99323b4c111d6f9affc7ea034                         6.080801   \n",
       "307afa4120c590b3a46cf4ff5415608a                        31.328448   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        45.306793   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        31.494874   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        38.586903   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        31.763263   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        42.458690   \n",
       "44c097b7bd219d104050abbafe51bd49                        36.891595   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        18.493743   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        38.959347   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        17.935678   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        13.638282   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        16.113003   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         6.956678   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        29.583053   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        42.211677   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        34.010188   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        31.252045   \n",
       "62afaf3288e236b389af9cfdc5206415                        14.521034   \n",
       "693a21b16653871bbd455403da5412b4                        52.171387   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        21.678023   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                        40.012303   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        22.008983   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        38.318465   \n",
       "91690261186ae5bee8f83808ea1e4a01                         6.073384   \n",
       "929ec6c160e6f52c20a4217c7978f681                        15.485161   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        13.595324   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        20.829710   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        25.814823   \n",
       "b26a240205c852804ff8758628c0a86a                        26.036488   \n",
       "b702e920dcd2765e624dc1ce3a770512                        11.432581   \n",
       "ba32abfc048219e933bee869741da911                        75.585800   \n",
       "bf44d327f0232325c6d5280926d7b37d                        77.452116   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        34.710651   \n",
       "c9f855e3e13480aad0af64b418e810c3                        39.244479   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        25.673184   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        32.209504   \n",
       "d05052b4bda7662a084f235e880f50fa                        37.500912   \n",
       "d4ec2125aff74eded207d2d915ef682f                        13.235489   \n",
       "d524868ce69cb9db10fc5af177fb9423                        52.770086   \n",
       "d5cb17978de290c56e84c9cf97e63186                        18.271234   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        18.510762   \n",
       "de092beab9305613aca8f79d7d7224e7                        49.644007   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        79.551721   \n",
       "f47f35242ed40655814bc086d7514046                        34.596438   \n",
       "f9280c5dab6910ed44e518248048b9fe                        11.528674   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        42.539135   \n",
       "fff4e8465d1e12621bc361276b6217cf                        48.897480   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1c60154546102e6525f68cb4f31e0657   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        37.447631   \n",
       "1c60154546102e6525f68cb4f31e0657                         4.414752   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        55.522902   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                        23.982161   \n",
       "2350be163432e42270d2670cb3c02f80                        27.372635   \n",
       "2407d482f0ffa22a947068f2551fe62c                        38.044135   \n",
       "2920ece99323b4c111d6f9affc7ea034                        31.806332   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         5.805715   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        38.392274   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        66.720798   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                              NaN   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        57.700271   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        27.624034   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        40.125795   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        46.191322   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        74.069418   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        18.344233   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        40.592374   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        18.523187   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        32.060643   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.185846   \n",
       "693a21b16653871bbd455403da5412b4                        26.702676   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        29.418493   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                        22.455281   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        19.331422   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         8.346294   \n",
       "91690261186ae5bee8f83808ea1e4a01                        34.587502   \n",
       "929ec6c160e6f52c20a4217c7978f681                        28.711799   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        34.270228   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        12.388191   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        26.595004   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        31.053749   \n",
       "b26a240205c852804ff8758628c0a86a                        50.981533   \n",
       "b702e920dcd2765e624dc1ce3a770512                        65.554351   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                       122.710280   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                        11.978356   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        15.250879   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                         6.094133   \n",
       "d4ec2125aff74eded207d2d915ef682f                        30.613196   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        27.506388   \n",
       "de092beab9305613aca8f79d7d7224e7                        60.188692   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        91.216196   \n",
       "f47f35242ed40655814bc086d7514046                        54.123165   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        24.788891   \n",
       "fff4e8465d1e12621bc361276b6217cf                        34.060268   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1cbfbdd079ef93e74405c53fcfff8567   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        31.727373   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        34.682373   \n",
       "0a5fef95db34383403d11cb6af937309                        62.754877   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        26.288303   \n",
       "1c60154546102e6525f68cb4f31e0657                        51.603638   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         3.831013   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                        43.058577   \n",
       "2350be163432e42270d2670cb3c02f80                        39.309282   \n",
       "2407d482f0ffa22a947068f2551fe62c                        32.310939   \n",
       "2920ece99323b4c111d6f9affc7ea034                        26.545031   \n",
       "307afa4120c590b3a46cf4ff5415608a                         6.380684   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        49.070114   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        19.545598   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        14.552554   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        26.694152   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        18.699051   \n",
       "44c097b7bd219d104050abbafe51bd49                        14.978938   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        22.537744   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        42.331441   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        10.582284   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                         5.060601   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        32.908554   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        35.304478   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        27.009740   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        11.027399   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        38.726058   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.167071   \n",
       "693a21b16653871bbd455403da5412b4                        78.986915   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        16.217776   \n",
       "8316146a6f78cc6d9f113f0390859417                        52.256849   \n",
       "87285a66236346350541b8815c5fae94                        66.409746   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        39.840015   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        43.535776   \n",
       "91690261186ae5bee8f83808ea1e4a01                        29.065280   \n",
       "929ec6c160e6f52c20a4217c7978f681                        14.386617   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        40.333635   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        42.925269   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        14.239904   \n",
       "b26a240205c852804ff8758628c0a86a                         5.392084   \n",
       "b702e920dcd2765e624dc1ce3a770512                        11.177601   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                        93.315802   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        24.368755   \n",
       "c9f855e3e13480aad0af64b418e810c3                        41.525532   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        33.645679   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        24.752016   \n",
       "d05052b4bda7662a084f235e880f50fa                        44.147706   \n",
       "d4ec2125aff74eded207d2d915ef682f                        20.775457   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                        11.089028   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        40.654584   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        42.925269   \n",
       "f47f35242ed40655814bc086d7514046                        10.175649   \n",
       "f9280c5dab6910ed44e518248048b9fe                        16.486707   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        57.505863   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1ecbb52d73c522f184a6fc53128b1ea1   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                       135.059071   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                              NaN   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                         2.706511   \n",
       "2301bc920194c95cf0c7486e5675243c                              NaN   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                        94.995486   \n",
       "2920ece99323b4c111d6f9affc7ea034                       176.211339   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                              NaN   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                       181.693643   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                       182.199103   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                       191.763973   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                              NaN   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                       179.010813   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                       165.635548   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                              NaN   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                              NaN   \n",
       "52e56004d92b8c74d53e1e42699cba6f                       176.833445   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                              NaN   \n",
       "62afaf3288e236b389af9cfdc5206415                       178.075711   \n",
       "693a21b16653871bbd455403da5412b4                       196.896342   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                       186.631604   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                       215.092923   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                       210.478033   \n",
       "91690261186ae5bee8f83808ea1e4a01                       126.419583   \n",
       "929ec6c160e6f52c20a4217c7978f681                       177.891024   \n",
       "a5609739c6b5c2719a3752327c5e33a7                       176.096250   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                       192.697131   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                       176.833445   \n",
       "b26a240205c852804ff8758628c0a86a                       139.157190   \n",
       "b702e920dcd2765e624dc1ce3a770512                              NaN   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                        65.321061   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                       175.589234   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                              NaN   \n",
       "cb6041cc08444746caf6039d8b9e43cb                       190.830815   \n",
       "d05052b4bda7662a084f235e880f50fa                       208.560817   \n",
       "d4ec2125aff74eded207d2d915ef682f                       165.177203   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         8.491738   \n",
       "de092beab9305613aca8f79d7d7224e7                       209.027396   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                              NaN   \n",
       "f9280c5dab6910ed44e518248048b9fe                        15.397107   \n",
       "fc34648599753c9e74ab238e9a4a07ad                       212.137923   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               2301bc920194c95cf0c7486e5675243c   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        27.738122   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        35.460005   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        32.724519   \n",
       "1c60154546102e6525f68cb4f31e0657                        22.979016   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        41.797703   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         2.957091   \n",
       "2350be163432e42270d2670cb3c02f80                        12.733077   \n",
       "2407d482f0ffa22a947068f2551fe62c                        30.366609   \n",
       "2920ece99323b4c111d6f9affc7ea034                        27.803780   \n",
       "307afa4120c590b3a46cf4ff5415608a                        47.707704   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        26.610556   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        26.633203   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        51.620605   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        18.975965   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        58.788955   \n",
       "44c097b7bd219d104050abbafe51bd49                        41.926790   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        18.690347   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         6.604685   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        42.925269   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        43.391848   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        37.948426   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         7.650908   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        26.310999   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        35.986965   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         6.063588   \n",
       "62afaf3288e236b389af9cfdc5206415                        21.820702   \n",
       "693a21b16653871bbd455403da5412b4                        50.320227   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        22.340218   \n",
       "8316146a6f78cc6d9f113f0390859417                        12.635261   \n",
       "87285a66236346350541b8815c5fae94                         6.802658   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        40.634790   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        28.702092   \n",
       "91690261186ae5bee8f83808ea1e4a01                        33.912927   \n",
       "929ec6c160e6f52c20a4217c7978f681                        25.128576   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        37.036375   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        12.810927   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        87.600209   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        25.734127   \n",
       "b26a240205c852804ff8758628c0a86a                        39.128698   \n",
       "b702e920dcd2765e624dc1ce3a770512                        49.673168   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        15.855470   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        20.249529   \n",
       "d05052b4bda7662a084f235e880f50fa                        21.154692   \n",
       "d4ec2125aff74eded207d2d915ef682f                        24.296756   \n",
       "d524868ce69cb9db10fc5af177fb9423                        12.994050   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        28.755264   \n",
       "de092beab9305613aca8f79d7d7224e7                        15.019727   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                        41.525532   \n",
       "f9280c5dab6910ed44e518248048b9fe                        50.390533   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         7.535986   \n",
       "fff4e8465d1e12621bc361276b6217cf                        14.120154   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               2350be163432e42270d2670cb3c02f80   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        14.963080   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        18.507634   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        30.767553   \n",
       "1c60154546102e6525f68cb4f31e0657                        27.537493   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        36.227739   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                        13.021540   \n",
       "2350be163432e42270d2670cb3c02f80                         3.866281   \n",
       "2407d482f0ffa22a947068f2551fe62c                        26.430948   \n",
       "2920ece99323b4c111d6f9affc7ea034                        24.602668   \n",
       "307afa4120c590b3a46cf4ff5415608a                        51.790270   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        30.671038   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        15.082418   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        41.962950   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         6.638849   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        34.060268   \n",
       "44c097b7bd219d104050abbafe51bd49                        37.525913   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        13.760448   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         8.571841   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        33.127110   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        15.706999   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        15.776203   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        26.803298   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         5.880068   \n",
       "62afaf3288e236b389af9cfdc5206415                        17.936806   \n",
       "693a21b16653871bbd455403da5412b4                        53.952465   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        13.901312   \n",
       "8316146a6f78cc6d9f113f0390859417                        18.796469   \n",
       "87285a66236346350541b8815c5fae94                        19.333445   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        29.321158   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        29.040898   \n",
       "91690261186ae5bee8f83808ea1e4a01                        28.862578   \n",
       "929ec6c160e6f52c20a4217c7978f681                        20.988122   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        28.736356   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        23.375608   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        18.785637   \n",
       "b26a240205c852804ff8758628c0a86a                        29.760879   \n",
       "b702e920dcd2765e624dc1ce3a770512                        37.921209   \n",
       "ba32abfc048219e933bee869741da911                        71.386588   \n",
       "bf44d327f0232325c6d5280926d7b37d                       164.702390   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        69.053693   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        20.062053   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        12.189884   \n",
       "d05052b4bda7662a084f235e880f50fa                        28.510722   \n",
       "d4ec2125aff74eded207d2d915ef682f                        20.162998   \n",
       "d524868ce69cb9db10fc5af177fb9423                        14.693953   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        35.990738   \n",
       "de092beab9305613aca8f79d7d7224e7                        14.272532   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        65.787640   \n",
       "f47f35242ed40655814bc086d7514046                        41.972115   \n",
       "f9280c5dab6910ed44e518248048b9fe                        41.362229   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        18.535522   \n",
       "fff4e8465d1e12621bc361276b6217cf                        19.210884   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               2407d482f0ffa22a947068f2551fe62c   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        36.953058   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        12.562315   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         7.534714   \n",
       "1c60154546102e6525f68cb4f31e0657                        39.896393   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        32.174385   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                        29.371589   \n",
       "2350be163432e42270d2670cb3c02f80                        26.402233   \n",
       "2407d482f0ffa22a947068f2551fe62c                         3.487150   \n",
       "2920ece99323b4c111d6f9affc7ea034                         5.678475   \n",
       "307afa4120c590b3a46cf4ff5415608a                        37.821177   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        38.724449   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        28.508903   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        43.313075   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        28.415012   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                         9.798159   \n",
       "44c097b7bd219d104050abbafe51bd49                        40.433313   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        15.006974   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        28.461320   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        14.682457   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        21.372574   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        24.520248   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        12.064091   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        24.533775   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        41.580424   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        34.628023   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        25.625880   \n",
       "62afaf3288e236b389af9cfdc5206415                         7.673133   \n",
       "693a21b16653871bbd455403da5412b4                        38.449243   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        19.437171   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                        34.958988   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        14.424482   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        30.747933   \n",
       "91690261186ae5bee8f83808ea1e4a01                         4.642232   \n",
       "929ec6c160e6f52c20a4217c7978f681                        17.430889   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         6.470332   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        17.448964   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        25.132638   \n",
       "b26a240205c852804ff8758628c0a86a                        31.753733   \n",
       "b702e920dcd2765e624dc1ce3a770512                        18.989041   \n",
       "ba32abfc048219e933bee869741da911                        90.049749   \n",
       "bf44d327f0232325c6d5280926d7b37d                        86.892564   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        44.615042   \n",
       "c9f855e3e13480aad0af64b418e810c3                        25.064624   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        18.529348   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        28.186756   \n",
       "d05052b4bda7662a084f235e880f50fa                        31.742218   \n",
       "d4ec2125aff74eded207d2d915ef682f                         9.959459   \n",
       "d524868ce69cb9db10fc5af177fb9423                        47.280006   \n",
       "d5cb17978de290c56e84c9cf97e63186                        28.082224   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        11.487017   \n",
       "de092beab9305613aca8f79d7d7224e7                        24.787010   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        74.127740   \n",
       "f47f35242ed40655814bc086d7514046                        38.490127   \n",
       "f9280c5dab6910ed44e518248048b9fe                        18.907202   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        40.030086   \n",
       "fff4e8465d1e12621bc361276b6217cf                        47.824348   \n",
       "\n",
       "                                               ...                 \\\n",
       "                                               ...                  \n",
       "dest_district_hash                             ...                  \n",
       "start_district_hash                            ...                  \n",
       "08232402614a9b48895cc3d0aeb0e9f2               ...                  \n",
       "08f5b445ec6b29deba62e6fd8b0325a6               ...                  \n",
       "0a5fef95db34383403d11cb6af937309               ...                  \n",
       "1afd7afbc81ecc1b13886a569d869e8a               ...                  \n",
       "1c60154546102e6525f68cb4f31e0657               ...                  \n",
       "1cbfbdd079ef93e74405c53fcfff8567               ...                  \n",
       "1ecbb52d73c522f184a6fc53128b1ea1               ...                  \n",
       "2301bc920194c95cf0c7486e5675243c               ...                  \n",
       "2350be163432e42270d2670cb3c02f80               ...                  \n",
       "2407d482f0ffa22a947068f2551fe62c               ...                  \n",
       "2920ece99323b4c111d6f9affc7ea034               ...                  \n",
       "307afa4120c590b3a46cf4ff5415608a               ...                  \n",
       "364bf755f9b270f0f9141d1a61de43ee               ...                  \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901               ...                  \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d               ...                  \n",
       "3e12208dd0be281c92a6ab57d9a6fb32               ...                  \n",
       "445ff793ebd3477d4a2e0b36b2db9271               ...                  \n",
       "44c097b7bd219d104050abbafe51bd49               ...                  \n",
       "4725c39a5e5f4c188d382da3910b3f3f               ...                  \n",
       "49ac89aa860c27e26c0836cb8dab2df2               ...                  \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0               ...                  \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d               ...                  \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1               ...                  \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb               ...                  \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc               ...                  \n",
       "52d7b69796362a8ed1691a6cc02ddde4               ...                  \n",
       "52e56004d92b8c74d53e1e42699cba6f               ...                  \n",
       "58c7a4888306d8ff3a641d1c0feccbe3               ...                  \n",
       "62afaf3288e236b389af9cfdc5206415               ...                  \n",
       "693a21b16653871bbd455403da5412b4               ...                  \n",
       "...                                            ...                  \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c               ...                  \n",
       "8316146a6f78cc6d9f113f0390859417               ...                  \n",
       "87285a66236346350541b8815c5fae94               ...                  \n",
       "8bb37d24db1ad665e706c2655d9c4c72               ...                  \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a               ...                  \n",
       "91690261186ae5bee8f83808ea1e4a01               ...                  \n",
       "929ec6c160e6f52c20a4217c7978f681               ...                  \n",
       "a5609739c6b5c2719a3752327c5e33a7               ...                  \n",
       "a735449c5c09df639c35a7d61fad3ee5               ...                  \n",
       "a814069db8d32f0fa6e188f41059c6e1               ...                  \n",
       "b05379ac3f9b7d99370d443cfd5dcc28               ...                  \n",
       "b26a240205c852804ff8758628c0a86a               ...                  \n",
       "b702e920dcd2765e624dc1ce3a770512               ...                  \n",
       "ba32abfc048219e933bee869741da911               ...                  \n",
       "bf44d327f0232325c6d5280926d7b37d               ...                  \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5               ...                  \n",
       "c9f855e3e13480aad0af64b418e810c3               ...                  \n",
       "ca064c2682ca48c6a21de012e87c0df5               ...                  \n",
       "cb6041cc08444746caf6039d8b9e43cb               ...                  \n",
       "d05052b4bda7662a084f235e880f50fa               ...                  \n",
       "d4ec2125aff74eded207d2d915ef682f               ...                  \n",
       "d524868ce69cb9db10fc5af177fb9423               ...                  \n",
       "d5cb17978de290c56e84c9cf97e63186               ...                  \n",
       "dd8d3b9665536d6e05b29c2648c0e69a               ...                  \n",
       "de092beab9305613aca8f79d7d7224e7               ...                  \n",
       "f2c8c4bb99e6377d21de71275afd6cd2               ...                  \n",
       "f47f35242ed40655814bc086d7514046               ...                  \n",
       "f9280c5dab6910ed44e518248048b9fe               ...                  \n",
       "fc34648599753c9e74ab238e9a4a07ad               ...                  \n",
       "fff4e8465d1e12621bc361276b6217cf               ...                  \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               d4ec2125aff74eded207d2d915ef682f   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        27.624363   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        21.741370   \n",
       "0a5fef95db34383403d11cb6af937309                        48.244270   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        12.948208   \n",
       "1c60154546102e6525f68cb4f31e0657                        31.207725   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        20.819774   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       167.282298   \n",
       "2301bc920194c95cf0c7486e5675243c                        24.614608   \n",
       "2350be163432e42270d2670cb3c02f80                        20.398808   \n",
       "2407d482f0ffa22a947068f2551fe62c                         9.939700   \n",
       "2920ece99323b4c111d6f9affc7ea034                         7.130092   \n",
       "307afa4120c590b3a46cf4ff5415608a                        24.931725   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        32.398066   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        18.126959   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        32.868766   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        19.874036   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        37.566680   \n",
       "44c097b7bd219d104050abbafe51bd49                        27.858108   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         7.127716   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        25.700090   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        25.172835   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        25.994177   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        15.807217   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        17.285782   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        19.303045   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        29.186718   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        20.287520   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        20.041051   \n",
       "62afaf3288e236b389af9cfdc5206415                         6.662174   \n",
       "693a21b16653871bbd455403da5412b4                        42.299778   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         9.954755   \n",
       "8316146a6f78cc6d9f113f0390859417                        32.282824   \n",
       "87285a66236346350541b8815c5fae94                        28.693743   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        18.488724   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        25.731832   \n",
       "91690261186ae5bee8f83808ea1e4a01                        12.718195   \n",
       "929ec6c160e6f52c20a4217c7978f681                         8.117066   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        13.670561   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        31.548517   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        27.662383   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        14.544855   \n",
       "b26a240205c852804ff8758628c0a86a                        19.319263   \n",
       "b702e920dcd2765e624dc1ce3a770512                        22.339805   \n",
       "ba32abfc048219e933bee869741da911                        61.580780   \n",
       "bf44d327f0232325c6d5280926d7b37d                        91.902137   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        52.110102   \n",
       "c9f855e3e13480aad0af64b418e810c3                        26.081767   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        14.347045   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        22.580938   \n",
       "d05052b4bda7662a084f235e880f50fa                        25.707388   \n",
       "d4ec2125aff74eded207d2d915ef682f                         4.462866   \n",
       "d524868ce69cb9db10fc5af177fb9423                        39.736979   \n",
       "d5cb17978de290c56e84c9cf97e63186                        33.800207   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        17.816638   \n",
       "de092beab9305613aca8f79d7d7224e7                        38.259479   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        59.503275   \n",
       "f47f35242ed40655814bc086d7514046                        26.235148   \n",
       "f9280c5dab6910ed44e518248048b9fe                        23.729513   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        33.349683   \n",
       "fff4e8465d1e12621bc361276b6217cf                        43.336956   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               d524868ce69cb9db10fc5af177fb9423   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        15.133627   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        50.740467   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                              NaN   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       218.825555   \n",
       "2301bc920194c95cf0c7486e5675243c                        13.538307   \n",
       "2350be163432e42270d2670cb3c02f80                        16.182126   \n",
       "2407d482f0ffa22a947068f2551fe62c                        37.392975   \n",
       "2920ece99323b4c111d6f9affc7ea034                        32.973139   \n",
       "307afa4120c590b3a46cf4ff5415608a                        49.130770   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        38.617189   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        30.155484   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        52.490139   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        18.074162   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        45.958032   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        28.385436   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         6.045757   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        76.985537   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        22.994111   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        22.717954   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        39.165975   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        13.305736   \n",
       "62afaf3288e236b389af9cfdc5206415                        33.732249   \n",
       "693a21b16653871bbd455403da5412b4                        70.401588   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        29.460990   \n",
       "8316146a6f78cc6d9f113f0390859417                         5.248005   \n",
       "87285a66236346350541b8815c5fae94                        15.579654   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        43.961741   \n",
       "91690261186ae5bee8f83808ea1e4a01                        40.592374   \n",
       "929ec6c160e6f52c20a4217c7978f681                        39.856451   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        46.269085   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        23.317286   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         8.398422   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        33.717434   \n",
       "b26a240205c852804ff8758628c0a86a                        39.765862   \n",
       "b702e920dcd2765e624dc1ce3a770512                        52.101323   \n",
       "ba32abfc048219e933bee869741da911                        79.201787   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        37.970891   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        19.738321   \n",
       "d05052b4bda7662a084f235e880f50fa                        24.262108   \n",
       "d4ec2125aff74eded207d2d915ef682f                        32.584108   \n",
       "d524868ce69cb9db10fc5af177fb9423                         2.858922   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        52.653441   \n",
       "de092beab9305613aca8f79d7d7224e7                         3.642892   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        78.851853   \n",
       "f47f35242ed40655814bc086d7514046                        44.636059   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        14.708199   \n",
       "fff4e8465d1e12621bc361276b6217cf                        10.299857   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               d5cb17978de290c56e84c9cf97e63186   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        19.397794   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        11.672145   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                              NaN   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                        26.252360   \n",
       "2920ece99323b4c111d6f9affc7ea034                        24.182931   \n",
       "307afa4120c590b3a46cf4ff5415608a                         8.128372   \n",
       "364bf755f9b270f0f9141d1a61de43ee                              NaN   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        20.879411   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        18.564933   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                              NaN   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        24.262108   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        42.078761   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        35.926584   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         7.851252   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        27.828105   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        48.244270   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        47.124480   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        37.326321   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        53.190007   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.683500   \n",
       "693a21b16653871bbd455403da5412b4                        71.905010   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        28.773569   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                              NaN   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        43.158558   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        55.134086   \n",
       "91690261186ae5bee8f83808ea1e4a01                        26.613667   \n",
       "929ec6c160e6f52c20a4217c7978f681                        29.759626   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        37.419637   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        34.653698   \n",
       "b26a240205c852804ff8758628c0a86a                        19.899595   \n",
       "b702e920dcd2765e624dc1ce3a770512                        10.373221   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        12.158158   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        50.297217   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                              NaN   \n",
       "d4ec2125aff74eded207d2d915ef682f                        34.639151   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                         3.746771   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        46.657901   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        50.623823   \n",
       "f47f35242ed40655814bc086d7514046                        16.228466   \n",
       "f9280c5dab6910ed44e518248048b9fe                         9.135491   \n",
       "fc34648599753c9e74ab238e9a4a07ad                              NaN   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               dd8d3b9665536d6e05b29c2648c0e69a   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        45.724743   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        17.555933   \n",
       "0a5fef95db34383403d11cb6af937309                        27.392076   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        17.259640   \n",
       "1c60154546102e6525f68cb4f31e0657                        25.710532   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        41.366117   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       189.431078   \n",
       "2301bc920194c95cf0c7486e5675243c                        34.176912   \n",
       "2350be163432e42270d2670cb3c02f80                        36.719768   \n",
       "2407d482f0ffa22a947068f2551fe62c                        11.594103   \n",
       "2920ece99323b4c111d6f9affc7ea034                        16.699381   \n",
       "307afa4120c590b3a46cf4ff5415608a                        42.925269   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        30.383266   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        37.121432   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        53.283323   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        39.789191   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        50.157244   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        23.062282   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        12.364344   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        38.119505   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        37.186347   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        21.523707   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        22.309577   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        50.157244   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        39.192637   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        31.839352   \n",
       "62afaf3288e236b389af9cfdc5206415                        13.724610   \n",
       "693a21b16653871bbd455403da5412b4                        21.564065   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        26.929891   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                        31.133545   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         5.613998   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        21.532732   \n",
       "91690261186ae5bee8f83808ea1e4a01                        12.444074   \n",
       "929ec6c160e6f52c20a4217c7978f681                        25.796679   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         4.622912   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        38.586084   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        10.908000   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        34.391115   \n",
       "b26a240205c852804ff8758628c0a86a                        35.738538   \n",
       "b702e920dcd2765e624dc1ce3a770512                        32.456791   \n",
       "ba32abfc048219e933bee869741da911                        81.184748   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        52.956718   \n",
       "c9f855e3e13480aad0af64b418e810c3                        12.086789   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        17.746049   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        45.491453   \n",
       "d05052b4bda7662a084f235e880f50fa                        21.536305   \n",
       "d4ec2125aff74eded207d2d915ef682f                        17.966195   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                        31.882899   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         3.684901   \n",
       "de092beab9305613aca8f79d7d7224e7                        49.224086   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        77.685405   \n",
       "f47f35242ed40655814bc086d7514046                        50.235007   \n",
       "f9280c5dab6910ed44e518248048b9fe                        31.404100   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        35.326696   \n",
       "fff4e8465d1e12621bc361276b6217cf                        46.424611   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               de092beab9305613aca8f79d7d7224e7   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        14.063037   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                        69.053693   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        50.483849   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        42.151525   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       209.493975   \n",
       "2301bc920194c95cf0c7486e5675243c                        16.067925   \n",
       "2350be163432e42270d2670cb3c02f80                        14.916151   \n",
       "2407d482f0ffa22a947068f2551fe62c                        44.418322   \n",
       "2920ece99323b4c111d6f9affc7ea034                        38.542759   \n",
       "307afa4120c590b3a46cf4ff5415608a                        42.225400   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        41.058953   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        23.158408   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        54.929074   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        18.243776   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        34.993426   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        27.118194   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         7.576484   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        26.277730   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        21.405735   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        31.053166   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        13.616582   \n",
       "62afaf3288e236b389af9cfdc5206415                        32.073544   \n",
       "693a21b16653871bbd455403da5412b4                        45.608098   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        29.564642   \n",
       "8316146a6f78cc6d9f113f0390859417                         8.204519   \n",
       "87285a66236346350541b8815c5fae94                        18.060870   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        50.857112   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        43.234908   \n",
       "91690261186ae5bee8f83808ea1e4a01                        71.386588   \n",
       "929ec6c160e6f52c20a4217c7978f681                        34.458415   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        45.958032   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        62.988166   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        32.086156   \n",
       "b26a240205c852804ff8758628c0a86a                        40.115426   \n",
       "b702e920dcd2765e624dc1ce3a770512                        47.591059   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                        46.657901   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        38.374329   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        18.915891   \n",
       "d05052b4bda7662a084f235e880f50fa                        53.812112   \n",
       "d4ec2125aff74eded207d2d915ef682f                        36.170911   \n",
       "d524868ce69cb9db10fc5af177fb9423                         3.251843   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                              NaN   \n",
       "de092beab9305613aca8f79d7d7224e7                         2.710173   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                        40.125795   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        18.435483   \n",
       "fff4e8465d1e12621bc361276b6217cf                        14.702000   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               f2c8c4bb99e6377d21de71275afd6cd2   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        52.456812   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        67.653956   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        61.728403   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        42.493683   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       150.798336   \n",
       "2301bc920194c95cf0c7486e5675243c                        75.585800   \n",
       "2350be163432e42270d2670cb3c02f80                        85.850538   \n",
       "2407d482f0ffa22a947068f2551fe62c                        74.678563   \n",
       "2920ece99323b4c111d6f9affc7ea034                        78.951001   \n",
       "307afa4120c590b3a46cf4ff5415608a                        30.394290   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        97.219513   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        55.339727   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        28.280573   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        58.675643   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        27.061583   \n",
       "44c097b7bd219d104050abbafe51bd49                        32.341702   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        55.345602   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        75.741326   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        69.986851   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        68.353825   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        41.992111   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        75.725773   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        58.089087   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        49.923954   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        68.493799   \n",
       "62afaf3288e236b389af9cfdc5206415                        65.334670   \n",
       "693a21b16653871bbd455403da5412b4                       144.260398   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        54.366661   \n",
       "8316146a6f78cc6d9f113f0390859417                         8.398422   \n",
       "87285a66236346350541b8815c5fae94                        95.359862   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        75.912405   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        81.996595   \n",
       "91690261186ae5bee8f83808ea1e4a01                        71.969812   \n",
       "929ec6c160e6f52c20a4217c7978f681                        46.654013   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        76.880556   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        75.585800   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        52.417236   \n",
       "b26a240205c852804ff8758628c0a86a                        40.541376   \n",
       "b702e920dcd2765e624dc1ce3a770512                        54.569007   \n",
       "ba32abfc048219e933bee869741da911                         3.538487   \n",
       "bf44d327f0232325c6d5280926d7b37d                        76.731039   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        81.205956   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        71.171244   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        57.855797   \n",
       "d05052b4bda7662a084f235e880f50fa                        78.385274   \n",
       "d4ec2125aff74eded207d2d915ef682f                        58.750978   \n",
       "d524868ce69cb9db10fc5af177fb9423                        95.182118   \n",
       "d5cb17978de290c56e84c9cf97e63186                        41.525532   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        66.876325   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                         2.421439   \n",
       "f47f35242ed40655814bc086d7514046                        31.139483   \n",
       "f9280c5dab6910ed44e518248048b9fe                        48.815829   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        90.788499   \n",
       "fff4e8465d1e12621bc361276b6217cf                        84.450801   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               f47f35242ed40655814bc086d7514046   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        34.915663   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        30.576641   \n",
       "1c60154546102e6525f68cb4f31e0657                        63.454745   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         9.740185   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                        40.032479   \n",
       "2350be163432e42270d2670cb3c02f80                        33.377063   \n",
       "2407d482f0ffa22a947068f2551fe62c                        40.709526   \n",
       "2920ece99323b4c111d6f9affc7ea034                        34.628316   \n",
       "307afa4120c590b3a46cf4ff5415608a                         4.632561   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        59.729890   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        17.855746   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         5.569652   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        27.754084   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                         8.103088   \n",
       "44c097b7bd219d104050abbafe51bd49                         4.247122   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        24.644922   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        48.057638   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        19.404503   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        11.931698   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        27.341530   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        34.928822   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        22.599173   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         7.263233   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        45.258164   \n",
       "62afaf3288e236b389af9cfdc5206415                        31.698082   \n",
       "693a21b16653871bbd455403da5412b4                        70.580679   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        17.651921   \n",
       "8316146a6f78cc6d9f113f0390859417                        52.723428   \n",
       "87285a66236346350541b8815c5fae94                        51.607228   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        41.408887   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        49.265088   \n",
       "91690261186ae5bee8f83808ea1e4a01                        36.342916   \n",
       "929ec6c160e6f52c20a4217c7978f681                        17.519490   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        38.206989   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        48.524217   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        12.983600   \n",
       "b26a240205c852804ff8758628c0a86a                         7.584265   \n",
       "b702e920dcd2765e624dc1ce3a770512                        24.287065   \n",
       "ba32abfc048219e933bee869741da911                        36.393163   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        24.234663   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        34.989184   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        24.824032   \n",
       "d05052b4bda7662a084f235e880f50fa                        51.090402   \n",
       "d4ec2125aff74eded207d2d915ef682f                        25.160522   \n",
       "d524868ce69cb9db10fc5af177fb9423                        50.546059   \n",
       "d5cb17978de290c56e84c9cf97e63186                        13.126423   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        46.648569   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        31.882899   \n",
       "f47f35242ed40655814bc086d7514046                         4.683282   \n",
       "f9280c5dab6910ed44e518248048b9fe                        26.348383   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        48.804164   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               f9280c5dab6910ed44e518248048b9fe   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        20.762766   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        11.658606   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        17.500506   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                        77.918695   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                        19.029727   \n",
       "2920ece99323b4c111d6f9affc7ea034                        16.539636   \n",
       "307afa4120c590b3a46cf4ff5415608a                        21.542619   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        95.182118   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        32.615245   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        29.394478   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        41.496371   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        43.858427   \n",
       "44c097b7bd219d104050abbafe51bd49                        29.834812   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        29.898519   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        26.828293   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         6.567251   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        11.924085   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        11.235010   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        44.558295   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        34.410202   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        24.603846   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        41.992111   \n",
       "62afaf3288e236b389af9cfdc5206415                        24.265326   \n",
       "693a21b16653871bbd455403da5412b4                        67.235644   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        29.509865   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                              NaN   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        35.428899   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        55.042992   \n",
       "91690261186ae5bee8f83808ea1e4a01                        15.850116   \n",
       "929ec6c160e6f52c20a4217c7978f681                        24.151316   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        24.689806   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        28.636287   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        25.322253   \n",
       "b26a240205c852804ff8758628c0a86a                        17.788178   \n",
       "b702e920dcd2765e624dc1ce3a770512                         5.296944   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        22.958080   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        37.044040   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        17.107897   \n",
       "d05052b4bda7662a084f235e880f50fa                        45.958032   \n",
       "d4ec2125aff74eded207d2d915ef682f                        23.483740   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                         8.465076   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        33.360399   \n",
       "de092beab9305613aca8f79d7d7224e7                        51.323691   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                        23.254298   \n",
       "f9280c5dab6910ed44e518248048b9fe                         3.419117   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        60.538626   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               fc34648599753c9e74ab238e9a4a07ad   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        29.301162   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                        69.986851   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        26.550845   \n",
       "1c60154546102e6525f68cb4f31e0657                        28.886067   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        39.735035   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       213.109963   \n",
       "2301bc920194c95cf0c7486e5675243c                         7.412089   \n",
       "2350be163432e42270d2670cb3c02f80                        17.022577   \n",
       "2407d482f0ffa22a947068f2551fe62c                        38.158615   \n",
       "2920ece99323b4c111d6f9affc7ea034                        33.522093   \n",
       "307afa4120c590b3a46cf4ff5415608a                        62.055008   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        31.550790   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        34.120836   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        60.308670   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        25.040296   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        75.585800   \n",
       "44c097b7bd219d104050abbafe51bd49                        49.926410   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        27.935040   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        10.667540   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        59.855422   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        58.244613   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        47.509408   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        95.648697   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        13.887779   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        34.905942   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        43.667455   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        12.894384   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.826828   \n",
       "693a21b16653871bbd455403da5412b4                        51.377398   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        30.613603   \n",
       "8316146a6f78cc6d9f113f0390859417                        10.331938   \n",
       "87285a66236346350541b8815c5fae94                         4.575754   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        33.213760   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        32.650884   \n",
       "91690261186ae5bee8f83808ea1e4a01                        41.312528   \n",
       "929ec6c160e6f52c20a4217c7978f681                        36.345324   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        37.082111   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        10.838858   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        47.940993   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        33.323178   \n",
       "b26a240205c852804ff8758628c0a86a                        49.576019   \n",
       "b702e920dcd2765e624dc1ce3a770512                        49.037454   \n",
       "ba32abfc048219e933bee869741da911                        81.917943   \n",
       "bf44d327f0232325c6d5280926d7b37d                       118.324437   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        84.317492   \n",
       "c9f855e3e13480aad0af64b418e810c3                        32.290012   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        20.579845   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        27.796247   \n",
       "d05052b4bda7662a084f235e880f50fa                        20.727920   \n",
       "d4ec2125aff74eded207d2d915ef682f                        31.638656   \n",
       "d524868ce69cb9db10fc5af177fb9423                        13.806830   \n",
       "d5cb17978de290c56e84c9cf97e63186                        64.854482   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        36.043228   \n",
       "de092beab9305613aca8f79d7d7224e7                        17.171180   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        84.580406   \n",
       "f47f35242ed40655814bc086d7514046                        54.162645   \n",
       "f9280c5dab6910ed44e518248048b9fe                        25.195267   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         3.328920   \n",
       "fff4e8465d1e12621bc361276b6217cf                         6.585854   \n",
       "\n",
       "                                                                   \n",
       "                                                                   \n",
       "dest_district_hash               fff4e8465d1e12621bc361276b6217cf  \n",
       "start_district_hash                                                \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        27.294872  \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN  \n",
       "0a5fef95db34383403d11cb6af937309                              NaN  \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        53.656586  \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN  \n",
       "1cbfbdd079ef93e74405c53fcfff8567                              NaN  \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN  \n",
       "2301bc920194c95cf0c7486e5675243c                        14.005415  \n",
       "2350be163432e42270d2670cb3c02f80                        22.318944  \n",
       "2407d482f0ffa22a947068f2551fe62c                        41.385558  \n",
       "2920ece99323b4c111d6f9affc7ea034                        43.975072  \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN  \n",
       "364bf755f9b270f0f9141d1a61de43ee                              NaN  \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        37.151354  \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        68.493799  \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        26.119941  \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN  \n",
       "44c097b7bd219d104050abbafe51bd49                        55.989481  \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        31.828465  \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        10.171422  \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN  \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN  \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN  \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN  \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        19.456345  \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        27.839214  \n",
       "52e56004d92b8c74d53e1e42699cba6f                        44.091716  \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        12.820554  \n",
       "62afaf3288e236b389af9cfdc5206415                        40.514611  \n",
       "693a21b16653871bbd455403da5412b4                        60.095376  \n",
       "...                                                           ...  \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        31.449647  \n",
       "8316146a6f78cc6d9f113f0390859417                         6.044531  \n",
       "87285a66236346350541b8815c5fae94                        10.464360  \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN  \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        41.992111  \n",
       "91690261186ae5bee8f83808ea1e4a01                              NaN  \n",
       "929ec6c160e6f52c20a4217c7978f681                        31.183030  \n",
       "a5609739c6b5c2719a3752327c5e33a7                        45.724743  \n",
       "a735449c5c09df639c35a7d61fad3ee5                        16.852834  \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN  \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        40.024703  \n",
       "b26a240205c852804ff8758628c0a86a                        50.192237  \n",
       "b702e920dcd2765e624dc1ce3a770512                        60.701929  \n",
       "ba32abfc048219e933bee869741da911                              NaN  \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN  \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN  \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN  \n",
       "ca064c2682ca48c6a21de012e87c0df5                        29.043171  \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN  \n",
       "d05052b4bda7662a084f235e880f50fa                        36.393163  \n",
       "d4ec2125aff74eded207d2d915ef682f                        38.101360  \n",
       "d524868ce69cb9db10fc5af177fb9423                        10.337317  \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN  \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        43.858427  \n",
       "de092beab9305613aca8f79d7d7224e7                        15.086055  \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN  \n",
       "f47f35242ed40655814bc086d7514046                        53.656586  \n",
       "f9280c5dab6910ed44e518248048b9fe                        69.520272  \n",
       "fc34648599753c9e74ab238e9a4a07ad                         6.803866  \n",
       "fff4e8465d1e12621bc361276b6217cf                         3.390810  \n",
       "\n",
       "[66 rows x 66 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dmatrix = dtable.as_matrix()\n",
    "\n",
    "dmatrix_nonan = dmatrix\n",
    "\n",
    "#Obtain mean of columns as you need, nanmean is just convenient.\n",
    "col_mean = np.nanmean(dmatrix,axis=0)\n",
    "\n",
    "#Find indicies that you need to replace\n",
    "inds = np.where(np.isnan(dmatrix))\n",
    "\n",
    "#Place column means in the indices. Align the arrays using take\n",
    "dmatrix_nonan[inds]=np.take(col_mean,inds[1])\n",
    "\n",
    "D = (dmatrix_nonan + dmatrix_nonan.T) / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mds = manifold.MDS(n_components=2, max_iter=30000, eps=1e-9,\n",
    "                   dissimilarity=\"precomputed\", n_jobs=1)\n",
    "pos = mds.fit(D).embedding_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's the mean travel time between known OD-pairs. Unlike the previous case, we are going to:\n",
    "- Use Linear Regression to find the missing OD distances\n",
    "- Measure distances in _time_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A Regression Approach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "N = len(dtable.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = np.zeros((len(dtable.index), 2), dtype=np.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dtable2 = pd.pivot_table(coredf, index=['start_district_hash'], \n",
    "                        columns=['dest_district_hash'], aggfunc=[len],\n",
    "                       values=['expected_travel_time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11e2a2f50>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LpF6kOfaIh7UCpghtlZNnPj8Rruu0f0wJ1dVLxrMcvfS8brp130NOxY398YQRaev+LYlj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\naCBq+EI0EDV8IRqIGr4QDUQNX4gG8v9EStdD7SAQLAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15457ee50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dtable2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def fake_len(x):\n",
    "    #print coredf.ix[x.index[0]]\n",
    "    #raise Exception\n",
    "    return tuple(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dtable3 = pd.pivot_table(coredf, index=['start_district_hash'], \n",
    "                        columns=['dest_district_hash'], aggfunc=[fake_len],\n",
    "                       values=['expected_travel_time']).as_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "C = 1 / float(len(coredf))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def loss(x):\n",
    "    \n",
    "    l = 0\n",
    "    lprime = np.zeros(len(x), dtype=np.float64)\n",
    "    \n",
    "    for i in range(N):\n",
    "        xi = x[2 * i]\n",
    "        yi = x[2 * i + 1]\n",
    "        for j in range(N):\n",
    "            xj = x[2 * j] \n",
    "            yj = x[2 * j + 1]\n",
    "            if dtable3[i][j]:\n",
    "                #for dijk in dtable3[i][j]:\n",
    "                    dijk = np.array(dtable3[i][j])\n",
    "                    squaredDistance = (xj - xi) * (xj - xi) + (yj - yi) * (yj - yi)\n",
    "                    distance = np.sqrt(squaredDistance)\n",
    "                    delta = squaredDistance - dijk * dijk\n",
    "                \n",
    "                    l += (delta * delta).sum() * C\n",
    "                \n",
    "                    lprime[2*i]     += 4 * delta.sum() * (xi - xj) * C\n",
    "                    lprime[2*i + 1] += 4 * delta.sum() * (yi - yj) * C\n",
    "\n",
    "                    lprime[2*j]     += 4 * delta.sum() * (xj - xi) * C\n",
    "                    lprime[2*j + 1] += 4 * delta.sum() * (yj - yi) * C\n",
    "    print l\n",
    "    \n",
    "    return (l, lprime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = np.zeros(len(dtable.index)*2, dtype=np.float64)\n",
    "\n",
    "for i in range(N):\n",
    "    x[2*i:2*i+2,] = pos[i,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "67942.2985948\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(67942.298594822481,\n",
       " array([  2.75042543e+00,   5.68488090e+00,  -8.38952202e-01,\n",
       "         -5.08311523e+00,  -6.40049604e-02,  -5.04735877e+00,\n",
       "          1.95183535e+01,   5.71479818e+01,   3.71555564e+00,\n",
       "         -2.32512047e+00,   2.50640335e+01,   1.92041405e+00,\n",
       "         -1.80790871e+02,  -2.24276754e+02,   2.69572569e+01,\n",
       "          5.32528812e+00,   6.47146693e+00,   8.35099822e+00,\n",
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       "          2.04846543e+00,   1.04946718e+01,   5.45047875e+00,\n",
       "         -1.74517008e+00,   9.58590909e+00,  -5.46038013e+00,\n",
       "         -1.28385663e+02,   1.90067884e+01,  -6.56236905e+00,\n",
       "          8.65850450e+00,   1.26663996e+01,  -3.04412513e+00,\n",
       "          2.74789213e+00,   8.26886395e+00,   4.85780385e+00,\n",
       "         -2.42059452e+01,  -6.34227618e+01,   7.58130416e+00,\n",
       "          1.60817594e+00,   6.84509635e-01,  -4.21501113e+00,\n",
       "         -7.19121426e+00,   2.59849106e-01,  -1.45420399e+00,\n",
       "          3.58252216e+00,  -1.36552984e-02,   4.58842597e+00,\n",
       "         -1.42709549e+01,  -8.83123394e-02,  -2.43170680e+00,\n",
       "          1.38131222e+01,  -2.31371072e+01,   3.94316213e+01,\n",
       "          6.68206494e+00,   1.53102389e+00,  -2.28793085e+01,\n",
       "         -2.77602222e+01,   1.33471285e+02,  -1.54448409e+02,\n",
       "         -7.63847918e-01,   1.23072716e+01,   7.69132287e+00,\n",
       "          6.02112387e+01,  -2.80815926e+00,  -2.60977547e+00,\n",
       "         -1.36332660e+00,   4.23584327e+00,   2.48129992e+00,\n",
       "         -3.61479118e+00,  -5.00421239e+00,  -2.92712935e+00,\n",
       "         -2.10251496e+01,  -1.09803594e+02,   3.82899232e+00,\n",
       "          1.68436711e+00,  -1.19744900e+01,  -2.99908323e+00,\n",
       "          6.88562073e+00,   1.95022125e+00,  -1.06855600e+02,\n",
       "          1.13057652e+02,   1.88360800e+01,   2.94592836e+01,\n",
       "          8.99747678e+00,   8.19611426e+00,   6.08953374e+00,\n",
       "          3.45284389e+01,   7.25140627e+00,   3.04603661e+00,\n",
       "          1.03127789e+00,  -4.35328285e+00,   1.54265956e+01,\n",
       "         -9.84000147e+01,   6.29251691e+01,   3.67233008e+01,\n",
       "          2.82409990e+01,   9.30053215e+00,  -1.24936447e+01,\n",
       "          1.92215605e+01,  -6.65634380e+01,  -1.45157396e+01,\n",
       "         -2.65020019e+01,   9.22359443e-01,   2.91700534e+01,\n",
       "         -2.04232286e+00,  -4.60527867e+01,   3.38122529e+01,\n",
       "          1.51782980e+00,   6.55929265e+00,   1.36364312e+01,\n",
       "         -3.47207059e+00,   3.11274360e+01,   4.31378495e+01,\n",
       "          6.65276917e+00,   7.18731696e+00,  -5.50620088e+00,\n",
       "          9.19561572e-01,   5.60867720e+00,   8.21935642e+00,\n",
       "          7.29707877e+00,   4.40729961e+00,  -3.42316392e+01,\n",
       "          5.07503661e+01,   1.11156822e+01,   1.28714264e+01,\n",
       "         -4.13426677e+00,   8.09410451e-01,   1.47172547e+01,\n",
       "          7.47486535e+00,   3.80451224e+00,   1.45456219e+00]))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loss(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "53214.1676398\n",
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      "53214.1676398\n"
     ]
    }
   ],
   "source": [
    "res = minimize(loss, x, method='CG', jac=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "pos2 = np.zeros(pos.shape,dtype=np.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(N):\n",
    "    pos2[i,:] = res.x[2*i:2*i+2,]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "posdf = pd.DataFrame(pos2, columns=['x','y'], index = dtable2.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1112db5d0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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e65Gjx1gmcSyCmQG92GHTP3WOUi3zGsJS0yTXvUiLmRWXRA+/u/cKcCzieM++X7AqWqky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\nm5klwgHfzCwRDvhmZon4f1caFbb2Lf+zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12ed1ca50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(pos2[:,0],pos2[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "posdf.to_csv('inferred_locations.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x112545c90>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ry5Ki196W4pkiItmNZWL6ebAFEZ9NikV4fTqbENlYudICZww0ryGecuoWcp4bfvYMzSvT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\nQfiN7+HRgvAb38OjBfH/A6gvSYyVnVheAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111321210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D2 = squareform(pdist(pos2))\n",
    "plt.imshow(D2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12f14ecd0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VPdKhI4/az5AotpNoidwqNqfEwnt0WqyrS/0SmRXG9e9ZooOSWEh0Cl8/qfrNffxRmc9B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\nzWfPnPMnxzkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11256c190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dtable.as_matrix())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mmmXbRlrHp37hrtbxlK+/oP0dcQbmq+tKyG6RvGpL7qnylOrDqW51N9ZTK91E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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12f174a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.abs(dtable.as_matrix() - D2));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.1650016012590321"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.nan_to_num(np.abs(dtable.as_matrix() - D2)).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This finishes the show!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "42.157738807360566"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D2.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x12f24ce50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(np.diag(dtable));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.079615916294097"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orderdf['expected_travel_time'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'posdf' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-14-c8cfccebbdc1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mposdf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'posdf' is not defined"
     ]
    }
   ],
   "source": [
    "posdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dstd = pd.pivot_table(coredf, index=['start_district_hash'], \n",
    "                        columns=['dest_district_hash'], aggfunc=[np.std],\n",
    "                       values=['expected_travel_time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                              std  \\\n",
       "                                             expected_travel_time   \n",
       "dest_district_hash               08232402614a9b48895cc3d0aeb0e9f2   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         3.380146   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        15.866069   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         2.527377   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         2.976131   \n",
       "2350be163432e42270d2670cb3c02f80                         2.947708   \n",
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       "3e12208dd0be281c92a6ab57d9a6fb32                         3.089776   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                         5.524327   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         4.906162   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         4.009718   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         7.457435   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         2.683649   \n",
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       "62afaf3288e236b389af9cfdc5206415                        12.331299   \n",
       "693a21b16653871bbd455403da5412b4                         8.308659   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         5.096115   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                         5.437173   \n",
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       "b05379ac3f9b7d99370d443cfd5dcc28                         6.839916   \n",
       "b26a240205c852804ff8758628c0a86a                         7.319857   \n",
       "b702e920dcd2765e624dc1ce3a770512                        34.933594   \n",
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       "c4ec24e0a58ebedaa1661e5c09e47bb5                        16.111057   \n",
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       "ca064c2682ca48c6a21de012e87c0df5                         6.900272   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         3.016869   \n",
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       "d4ec2125aff74eded207d2d915ef682f                         8.608044   \n",
       "d524868ce69cb9db10fc5af177fb9423                         2.656119   \n",
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       "dd8d3b9665536d6e05b29c2648c0e69a                         0.197953   \n",
       "de092beab9305613aca8f79d7d7224e7                         2.670697   \n",
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       "f47f35242ed40655814bc086d7514046                         4.263805   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         6.815616   \n",
       "fff4e8465d1e12621bc361276b6217cf                         2.463019   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               08f5b445ec6b29deba62e6fd8b0325a6   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                         2.361726   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         4.265645   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         1.319685   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                              NaN   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                         3.378217   \n",
       "2920ece99323b4c111d6f9affc7ea034                         3.225292   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         1.781574   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         5.144909   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         0.712711   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                              NaN   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                         0.909829   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         7.251362   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         2.848594   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         2.406523   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         1.689355   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                              NaN   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         1.649606   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                              NaN   \n",
       "62afaf3288e236b389af9cfdc5206415                         6.933765   \n",
       "693a21b16653871bbd455403da5412b4                         8.260557   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        14.030923   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                              NaN   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         4.792960   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        17.205458   \n",
       "91690261186ae5bee8f83808ea1e4a01                         3.752345   \n",
       "929ec6c160e6f52c20a4217c7978f681                         8.005345   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         4.384552   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         2.296235   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        18.144585   \n",
       "b26a240205c852804ff8758628c0a86a                         3.592961   \n",
       "b702e920dcd2765e624dc1ce3a770512                         3.178296   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                         8.195072   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         2.637582   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                              NaN   \n",
       "d4ec2125aff74eded207d2d915ef682f                         6.913542   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         5.099384   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                              NaN   \n",
       "f9280c5dab6910ed44e518248048b9fe                         1.421271   \n",
       "fc34648599753c9e74ab238e9a4a07ad                              NaN   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               0a5fef95db34383403d11cb6af937309   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                         2.815747   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        20.415450   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                              NaN   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         0.269380   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                         6.196119   \n",
       "2920ece99323b4c111d6f9affc7ea034                              NaN   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        10.743545   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         0.841569   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                              NaN   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                              NaN   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                              NaN   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         6.467936   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        18.467926   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         1.319685   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                              NaN   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                              NaN   \n",
       "52e56004d92b8c74d53e1e42699cba6f                              NaN   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                              NaN   \n",
       "62afaf3288e236b389af9cfdc5206415                        16.016051   \n",
       "693a21b16653871bbd455403da5412b4                        11.108823   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         2.639369   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                              NaN   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         9.743697   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         1.942523   \n",
       "91690261186ae5bee8f83808ea1e4a01                        12.015692   \n",
       "929ec6c160e6f52c20a4217c7978f681                        23.116451   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         3.772031   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        23.562625   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                              NaN   \n",
       "b26a240205c852804ff8758628c0a86a                              NaN   \n",
       "b702e920dcd2765e624dc1ce3a770512                              NaN   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         2.966063   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                         0.575868   \n",
       "d4ec2125aff74eded207d2d915ef682f                         6.917771   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        12.552305   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                              NaN   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                              NaN   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1afd7afbc81ecc1b13886a569d869e8a   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         4.423226   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                         3.671581   \n",
       "0a5fef95db34383403d11cb6af937309                        22.764562   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         1.657379   \n",
       "1c60154546102e6525f68cb4f31e0657                         2.521398   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         6.194239   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        71.168620   \n",
       "2301bc920194c95cf0c7486e5675243c                         6.433714   \n",
       "2350be163432e42270d2670cb3c02f80                         3.590229   \n",
       "2407d482f0ffa22a947068f2551fe62c                         2.805854   \n",
       "2920ece99323b4c111d6f9affc7ea034                         3.132474   \n",
       "307afa4120c590b3a46cf4ff5415608a                         5.984023   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        10.824215   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         9.602560   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        10.107874   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         4.282200   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                         1.319685   \n",
       "44c097b7bd219d104050abbafe51bd49                         4.735904   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         4.888528   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         4.318482   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         5.089460   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         3.857568   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                         6.676312   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         2.737714   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         3.302567   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         4.499881   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        10.494990   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         4.834330   \n",
       "62afaf3288e236b389af9cfdc5206415                         4.007057   \n",
       "693a21b16653871bbd455403da5412b4                        19.769011   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         5.865852   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                         9.155209   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         5.019331   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         7.633962   \n",
       "91690261186ae5bee8f83808ea1e4a01                         2.396574   \n",
       "929ec6c160e6f52c20a4217c7978f681                         5.188809   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         3.694741   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         4.776693   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         7.795384   \n",
       "b26a240205c852804ff8758628c0a86a                         7.313452   \n",
       "b702e920dcd2765e624dc1ce3a770512                         2.984170   \n",
       "ba32abfc048219e933bee869741da911                        16.142555   \n",
       "bf44d327f0232325c6d5280926d7b37d                         0.466579   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        10.596031   \n",
       "c9f855e3e13480aad0af64b418e810c3                         5.012547   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         5.757963   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        13.448919   \n",
       "d05052b4bda7662a084f235e880f50fa                         4.183490   \n",
       "d4ec2125aff74eded207d2d915ef682f                         4.112966   \n",
       "d524868ce69cb9db10fc5af177fb9423                         8.499909   \n",
       "d5cb17978de290c56e84c9cf97e63186                         4.490808   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         4.040706   \n",
       "de092beab9305613aca8f79d7d7224e7                         2.692448   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                         9.234426   \n",
       "f47f35242ed40655814bc086d7514046                         7.489606   \n",
       "f9280c5dab6910ed44e518248048b9fe                         2.901961   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        12.817930   \n",
       "fff4e8465d1e12621bc361276b6217cf                         2.606169   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1c60154546102e6525f68cb4f31e0657   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        10.369378   \n",
       "1c60154546102e6525f68cb4f31e0657                         3.568192   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                              NaN   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         2.568304   \n",
       "2350be163432e42270d2670cb3c02f80                         5.711862   \n",
       "2407d482f0ffa22a947068f2551fe62c                        10.138526   \n",
       "2920ece99323b4c111d6f9affc7ea034                         9.802331   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         2.877278   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        13.993705   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                              NaN   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                              NaN   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        14.095526   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         8.488254   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        21.978381   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         4.537016   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         1.682275   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        18.232815   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         1.760561   \n",
       "62afaf3288e236b389af9cfdc5206415                         6.912101   \n",
       "693a21b16653871bbd455403da5412b4                         9.459523   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         6.359957   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                         5.681486   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         3.083363   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         3.022763   \n",
       "91690261186ae5bee8f83808ea1e4a01                        14.705474   \n",
       "929ec6c160e6f52c20a4217c7978f681                        11.116381   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         5.638275   \n",
       "a735449c5c09df639c35a7d61fad3ee5                         3.755936   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        13.835697   \n",
       "b26a240205c852804ff8758628c0a86a                        26.632903   \n",
       "b702e920dcd2765e624dc1ce3a770512                        26.723616   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                         3.480405   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         3.916211   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                         2.979709   \n",
       "d4ec2125aff74eded207d2d915ef682f                         8.682494   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         7.277796   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                         0.989764   \n",
       "f47f35242ed40655814bc086d7514046                              NaN   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         4.941836   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1cbfbdd079ef93e74405c53fcfff8567   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         0.000000   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                         2.693795   \n",
       "0a5fef95db34383403d11cb6af937309                         5.500885   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         6.947026   \n",
       "1c60154546102e6525f68cb4f31e0657                         5.344723   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         2.386975   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         4.513327   \n",
       "2350be163432e42270d2670cb3c02f80                         7.093305   \n",
       "2407d482f0ffa22a947068f2551fe62c                         6.213498   \n",
       "2920ece99323b4c111d6f9affc7ea034                         5.636822   \n",
       "307afa4120c590b3a46cf4ff5415608a                         3.069118   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         2.924147   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         4.960906   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         3.915621   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         7.164834   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                         5.499109   \n",
       "44c097b7bd219d104050abbafe51bd49                         4.223770   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         5.213765   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         5.680361   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         7.314861   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                         2.931537   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         2.861977   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         3.532879   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         3.822279   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         3.924231   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                              NaN   \n",
       "62afaf3288e236b389af9cfdc5206415                         7.548366   \n",
       "693a21b16653871bbd455403da5412b4                        25.673171   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         4.172448   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                        33.416092   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         2.462022   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         3.493259   \n",
       "91690261186ae5bee8f83808ea1e4a01                        12.635263   \n",
       "929ec6c160e6f52c20a4217c7978f681                         3.997132   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         3.670371   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         3.375498   \n",
       "b26a240205c852804ff8758628c0a86a                         2.365343   \n",
       "b702e920dcd2765e624dc1ce3a770512                         5.981965   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                         4.237288   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         3.566719   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         3.132572   \n",
       "d05052b4bda7662a084f235e880f50fa                         3.929304   \n",
       "d4ec2125aff74eded207d2d915ef682f                         5.424864   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                         2.563295   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         3.286761   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                         5.611894   \n",
       "f47f35242ed40655814bc086d7514046                         4.126481   \n",
       "f9280c5dab6910ed44e518248048b9fe                         4.276649   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        12.204854   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1ecbb52d73c522f184a6fc53128b1ea1   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        58.463491   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                              NaN   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                         1.513317   \n",
       "2301bc920194c95cf0c7486e5675243c                              NaN   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                       111.249422   \n",
       "2920ece99323b4c111d6f9affc7ea034                         9.565818   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                              NaN   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         2.738213   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         7.588187   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         2.639369   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                              NaN   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         1.077518   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                              NaN   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                              NaN   \n",
       "52e56004d92b8c74d53e1e42699cba6f                              NaN   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                              NaN   \n",
       "62afaf3288e236b389af9cfdc5206415                         6.514893   \n",
       "693a21b16653871bbd455403da5412b4                              NaN   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        14.015982   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                              NaN   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         2.417623   \n",
       "91690261186ae5bee8f83808ea1e4a01                        73.714970   \n",
       "929ec6c160e6f52c20a4217c7978f681                         6.722085   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         2.802661   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         0.659842   \n",
       "b26a240205c852804ff8758628c0a86a                        82.424300   \n",
       "b702e920dcd2765e624dc1ce3a770512                              NaN   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                        45.265378   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        32.056162   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                              NaN   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                              NaN   \n",
       "d4ec2125aff74eded207d2d915ef682f                        38.343304   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                              NaN   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                              NaN   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         2.650344   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               2301bc920194c95cf0c7486e5675243c   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         6.559194   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        10.354432   \n",
       "1c60154546102e6525f68cb4f31e0657                         0.890525   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        11.166816   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         1.752449   \n",
       "2350be163432e42270d2670cb3c02f80                         2.840558   \n",
       "2407d482f0ffa22a947068f2551fe62c                         4.946449   \n",
       "2920ece99323b4c111d6f9affc7ea034                         7.209426   \n",
       "307afa4120c590b3a46cf4ff5415608a                         3.173080   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         6.086975   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         7.637146   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        16.350612   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         5.144398   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        20.395951   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         4.752523   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         2.751397   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         2.812405   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         4.277858   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         4.713769   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        13.653833   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         2.832120   \n",
       "62afaf3288e236b389af9cfdc5206415                         6.079095   \n",
       "693a21b16653871bbd455403da5412b4                        17.114024   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         5.455424   \n",
       "8316146a6f78cc6d9f113f0390859417                         2.772958   \n",
       "87285a66236346350541b8815c5fae94                         2.258120   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        13.515425   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         6.448350   \n",
       "91690261186ae5bee8f83808ea1e4a01                         4.444062   \n",
       "929ec6c160e6f52c20a4217c7978f681                         8.920936   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         6.457130   \n",
       "a735449c5c09df639c35a7d61fad3ee5                         2.498685   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         1.676874   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         8.259258   \n",
       "b26a240205c852804ff8758628c0a86a                         8.002938   \n",
       "b702e920dcd2765e624dc1ce3a770512                         6.711325   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         5.237490   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         5.351070   \n",
       "d05052b4bda7662a084f235e880f50fa                         6.121137   \n",
       "d4ec2125aff74eded207d2d915ef682f                         6.739052   \n",
       "d524868ce69cb9db10fc5af177fb9423                         2.263645   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        15.219824   \n",
       "de092beab9305613aca8f79d7d7224e7                         1.790357   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                         2.639369   \n",
       "f9280c5dab6910ed44e518248048b9fe                        23.087412   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         2.418882   \n",
       "fff4e8465d1e12621bc361276b6217cf                         2.787212   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               2350be163432e42270d2670cb3c02f80   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         3.994759   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        15.491079   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         8.447239   \n",
       "1c60154546102e6525f68cb4f31e0657                         2.519181   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         4.363916   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         2.887958   \n",
       "2350be163432e42270d2670cb3c02f80                         2.019550   \n",
       "2407d482f0ffa22a947068f2551fe62c                         5.056486   \n",
       "2920ece99323b4c111d6f9affc7ea034                         7.512713   \n",
       "307afa4120c590b3a46cf4ff5415608a                         2.121096   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         7.907859   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         3.831652   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         6.195656   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         3.358734   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                         4.782908   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         3.595082   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         3.941436   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         3.544017   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         3.582294   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         5.831989   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         3.520428   \n",
       "62afaf3288e236b389af9cfdc5206415                         4.563039   \n",
       "693a21b16653871bbd455403da5412b4                        17.027179   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         4.529744   \n",
       "8316146a6f78cc6d9f113f0390859417                         2.098038   \n",
       "87285a66236346350541b8815c5fae94                         4.322118   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         1.585421   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         3.924760   \n",
       "91690261186ae5bee8f83808ea1e4a01                         3.092261   \n",
       "929ec6c160e6f52c20a4217c7978f681                         5.390240   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         2.205838   \n",
       "a735449c5c09df639c35a7d61fad3ee5                         4.203874   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         5.198865   \n",
       "b26a240205c852804ff8758628c0a86a                         7.456282   \n",
       "b702e920dcd2765e624dc1ce3a770512                        20.811736   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         3.927277   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         4.077691   \n",
       "d05052b4bda7662a084f235e880f50fa                         6.083278   \n",
       "d4ec2125aff74eded207d2d915ef682f                         4.491100   \n",
       "d524868ce69cb9db10fc5af177fb9423                         2.613168   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         6.915627   \n",
       "de092beab9305613aca8f79d7d7224e7                         3.611493   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                        20.984714   \n",
       "f9280c5dab6910ed44e518248048b9fe                         5.047794   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         4.341830   \n",
       "fff4e8465d1e12621bc361276b6217cf                         4.259230   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               2407d482f0ffa22a947068f2551fe62c   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         3.434985   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                         3.402070   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         2.846754   \n",
       "1c60154546102e6525f68cb4f31e0657                         5.354322   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        10.924107   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         7.688675   \n",
       "2350be163432e42270d2670cb3c02f80                         3.890537   \n",
       "2407d482f0ffa22a947068f2551fe62c                         1.630035   \n",
       "2920ece99323b4c111d6f9affc7ea034                         2.763140   \n",
       "307afa4120c590b3a46cf4ff5415608a                         9.441699   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         6.929594   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         8.394781   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         8.079756   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         5.073287   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                         7.209003   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         4.609789   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         4.472741   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         4.074093   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                         8.124936   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         2.969183   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         4.821896   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         9.504769   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        10.684634   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         5.499574   \n",
       "62afaf3288e236b389af9cfdc5206415                         3.793656   \n",
       "693a21b16653871bbd455403da5412b4                        14.619333   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         5.882099   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                         7.304582   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         3.659578   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         7.347850   \n",
       "91690261186ae5bee8f83808ea1e4a01                         1.903273   \n",
       "929ec6c160e6f52c20a4217c7978f681                         5.571176   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         2.568407   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         3.284616   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         8.032932   \n",
       "b26a240205c852804ff8758628c0a86a                         8.822491   \n",
       "b702e920dcd2765e624dc1ce3a770512                         3.604171   \n",
       "ba32abfc048219e933bee869741da911                        18.992689   \n",
       "bf44d327f0232325c6d5280926d7b37d                        23.097305   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        14.349507   \n",
       "c9f855e3e13480aad0af64b418e810c3                         7.275614   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         5.730470   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         9.253986   \n",
       "d05052b4bda7662a084f235e880f50fa                         2.785128   \n",
       "d4ec2125aff74eded207d2d915ef682f                         4.470062   \n",
       "d524868ce69cb9db10fc5af177fb9423                         9.823123   \n",
       "d5cb17978de290c56e84c9cf97e63186                         2.422731   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         2.527912   \n",
       "de092beab9305613aca8f79d7d7224e7                        16.479909   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        12.024032   \n",
       "f47f35242ed40655814bc086d7514046                         7.249652   \n",
       "f9280c5dab6910ed44e518248048b9fe                         2.995881   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        13.117203   \n",
       "fff4e8465d1e12621bc361276b6217cf                         9.567714   \n",
       "\n",
       "                                               ...                 \\\n",
       "                                               ...                  \n",
       "dest_district_hash                             ...                  \n",
       "start_district_hash                            ...                  \n",
       "08232402614a9b48895cc3d0aeb0e9f2               ...                  \n",
       "08f5b445ec6b29deba62e6fd8b0325a6               ...                  \n",
       "0a5fef95db34383403d11cb6af937309               ...                  \n",
       "1afd7afbc81ecc1b13886a569d869e8a               ...                  \n",
       "1c60154546102e6525f68cb4f31e0657               ...                  \n",
       "1cbfbdd079ef93e74405c53fcfff8567               ...                  \n",
       "1ecbb52d73c522f184a6fc53128b1ea1               ...                  \n",
       "2301bc920194c95cf0c7486e5675243c               ...                  \n",
       "2350be163432e42270d2670cb3c02f80               ...                  \n",
       "2407d482f0ffa22a947068f2551fe62c               ...                  \n",
       "2920ece99323b4c111d6f9affc7ea034               ...                  \n",
       "307afa4120c590b3a46cf4ff5415608a               ...                  \n",
       "364bf755f9b270f0f9141d1a61de43ee               ...                  \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901               ...                  \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d               ...                  \n",
       "3e12208dd0be281c92a6ab57d9a6fb32               ...                  \n",
       "445ff793ebd3477d4a2e0b36b2db9271               ...                  \n",
       "44c097b7bd219d104050abbafe51bd49               ...                  \n",
       "4725c39a5e5f4c188d382da3910b3f3f               ...                  \n",
       "49ac89aa860c27e26c0836cb8dab2df2               ...                  \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0               ...                  \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d               ...                  \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1               ...                  \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb               ...                  \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc               ...                  \n",
       "52d7b69796362a8ed1691a6cc02ddde4               ...                  \n",
       "52e56004d92b8c74d53e1e42699cba6f               ...                  \n",
       "58c7a4888306d8ff3a641d1c0feccbe3               ...                  \n",
       "62afaf3288e236b389af9cfdc5206415               ...                  \n",
       "693a21b16653871bbd455403da5412b4               ...                  \n",
       "...                                            ...                  \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c               ...                  \n",
       "8316146a6f78cc6d9f113f0390859417               ...                  \n",
       "87285a66236346350541b8815c5fae94               ...                  \n",
       "8bb37d24db1ad665e706c2655d9c4c72               ...                  \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a               ...                  \n",
       "91690261186ae5bee8f83808ea1e4a01               ...                  \n",
       "929ec6c160e6f52c20a4217c7978f681               ...                  \n",
       "a5609739c6b5c2719a3752327c5e33a7               ...                  \n",
       "a735449c5c09df639c35a7d61fad3ee5               ...                  \n",
       "a814069db8d32f0fa6e188f41059c6e1               ...                  \n",
       "b05379ac3f9b7d99370d443cfd5dcc28               ...                  \n",
       "b26a240205c852804ff8758628c0a86a               ...                  \n",
       "b702e920dcd2765e624dc1ce3a770512               ...                  \n",
       "ba32abfc048219e933bee869741da911               ...                  \n",
       "bf44d327f0232325c6d5280926d7b37d               ...                  \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5               ...                  \n",
       "c9f855e3e13480aad0af64b418e810c3               ...                  \n",
       "ca064c2682ca48c6a21de012e87c0df5               ...                  \n",
       "cb6041cc08444746caf6039d8b9e43cb               ...                  \n",
       "d05052b4bda7662a084f235e880f50fa               ...                  \n",
       "d4ec2125aff74eded207d2d915ef682f               ...                  \n",
       "d524868ce69cb9db10fc5af177fb9423               ...                  \n",
       "d5cb17978de290c56e84c9cf97e63186               ...                  \n",
       "dd8d3b9665536d6e05b29c2648c0e69a               ...                  \n",
       "de092beab9305613aca8f79d7d7224e7               ...                  \n",
       "f2c8c4bb99e6377d21de71275afd6cd2               ...                  \n",
       "f47f35242ed40655814bc086d7514046               ...                  \n",
       "f9280c5dab6910ed44e518248048b9fe               ...                  \n",
       "fc34648599753c9e74ab238e9a4a07ad               ...                  \n",
       "fff4e8465d1e12621bc361276b6217cf               ...                  \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               d4ec2125aff74eded207d2d915ef682f   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         6.780676   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                         6.364970   \n",
       "0a5fef95db34383403d11cb6af937309                         3.469667   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         4.132974   \n",
       "1c60154546102e6525f68cb4f31e0657                         4.936939   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         5.512418   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        50.008284   \n",
       "2301bc920194c95cf0c7486e5675243c                         5.199292   \n",
       "2350be163432e42270d2670cb3c02f80                         3.905367   \n",
       "2407d482f0ffa22a947068f2551fe62c                         4.144046   \n",
       "2920ece99323b4c111d6f9affc7ea034                         3.502859   \n",
       "307afa4120c590b3a46cf4ff5415608a                         6.148290   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         6.491354   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         5.322020   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         8.333940   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         4.568246   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                         3.745589   \n",
       "44c097b7bd219d104050abbafe51bd49                         7.555234   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         3.166710   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         6.771718   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         7.609226   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         5.678231   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                         5.914457   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         4.574158   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         3.917267   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         7.163959   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         6.647174   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         4.672563   \n",
       "62afaf3288e236b389af9cfdc5206415                         3.068105   \n",
       "693a21b16653871bbd455403da5412b4                        17.222177   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         4.015046   \n",
       "8316146a6f78cc6d9f113f0390859417                         8.620505   \n",
       "87285a66236346350541b8815c5fae94                         9.129241   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         4.454606   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         5.521548   \n",
       "91690261186ae5bee8f83808ea1e4a01                         3.562068   \n",
       "929ec6c160e6f52c20a4217c7978f681                         4.057791   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         4.088116   \n",
       "a735449c5c09df639c35a7d61fad3ee5                         6.421449   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         4.655072   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         4.973948   \n",
       "b26a240205c852804ff8758628c0a86a                         5.393347   \n",
       "b702e920dcd2765e624dc1ce3a770512                         5.859301   \n",
       "ba32abfc048219e933bee869741da911                        10.730807   \n",
       "bf44d327f0232325c6d5280926d7b37d                        33.362646   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        12.220215   \n",
       "c9f855e3e13480aad0af64b418e810c3                         5.620144   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         4.065825   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         6.327667   \n",
       "d05052b4bda7662a084f235e880f50fa                         4.953608   \n",
       "d4ec2125aff74eded207d2d915ef682f                         2.501508   \n",
       "d524868ce69cb9db10fc5af177fb9423                        12.167852   \n",
       "d5cb17978de290c56e84c9cf97e63186                         8.520455   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         4.123661   \n",
       "de092beab9305613aca8f79d7d7224e7                         6.967510   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                         8.786615   \n",
       "f47f35242ed40655814bc086d7514046                         6.945751   \n",
       "f9280c5dab6910ed44e518248048b9fe                         5.797307   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         7.851287   \n",
       "fff4e8465d1e12621bc361276b6217cf                        12.989934   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               d524868ce69cb9db10fc5af177fb9423   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         4.932792   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         1.919034   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                              NaN   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                         0.000000   \n",
       "2301bc920194c95cf0c7486e5675243c                         4.112085   \n",
       "2350be163432e42270d2670cb3c02f80                         3.417401   \n",
       "2407d482f0ffa22a947068f2551fe62c                        13.520057   \n",
       "2920ece99323b4c111d6f9affc7ea034                        13.310602   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         1.210111   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         5.261849   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         1.649606   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         6.351417   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                              NaN   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         9.853395   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         2.395312   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         5.637299   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         3.409210   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         3.265593   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         3.477804   \n",
       "62afaf3288e236b389af9cfdc5206415                         7.594921   \n",
       "693a21b16653871bbd455403da5412b4                        21.989246   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        12.789941   \n",
       "8316146a6f78cc6d9f113f0390859417                         2.258998   \n",
       "87285a66236346350541b8815c5fae94                         3.350880   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         2.262283   \n",
       "91690261186ae5bee8f83808ea1e4a01                         0.000000   \n",
       "929ec6c160e6f52c20a4217c7978f681                        14.335662   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         4.362218   \n",
       "a735449c5c09df639c35a7d61fad3ee5                         0.296929   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         3.817186   \n",
       "b26a240205c852804ff8758628c0a86a                         1.627399   \n",
       "b702e920dcd2765e624dc1ce3a770512                         0.388505   \n",
       "ba32abfc048219e933bee869741da911                         1.284858   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        19.451658   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         3.786418   \n",
       "d05052b4bda7662a084f235e880f50fa                         0.000000   \n",
       "d4ec2125aff74eded207d2d915ef682f                        11.036783   \n",
       "d524868ce69cb9db10fc5af177fb9423                         1.737759   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         1.688518   \n",
       "de092beab9305613aca8f79d7d7224e7                         2.435410   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                         3.501934   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         3.585970   \n",
       "fff4e8465d1e12621bc361276b6217cf                         2.463374   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               d5cb17978de290c56e84c9cf97e63186   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         5.933551   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         2.703543   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                              NaN   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                         7.884073   \n",
       "2920ece99323b4c111d6f9affc7ea034                        11.065521   \n",
       "307afa4120c590b3a46cf4ff5415608a                         3.271076   \n",
       "364bf755f9b270f0f9141d1a61de43ee                              NaN   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        20.513202   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         4.280610   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                              NaN   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                         1.660567   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        21.187451   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         4.789744   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         5.028375   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                              NaN   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                              NaN   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        10.072057   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                              NaN   \n",
       "62afaf3288e236b389af9cfdc5206415                        13.762072   \n",
       "693a21b16653871bbd455403da5412b4                        24.784136   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        13.575751   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                              NaN   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         1.366952   \n",
       "91690261186ae5bee8f83808ea1e4a01                         3.748682   \n",
       "929ec6c160e6f52c20a4217c7978f681                        13.372987   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         0.527874   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        10.079063   \n",
       "b26a240205c852804ff8758628c0a86a                         6.426796   \n",
       "b702e920dcd2765e624dc1ce3a770512                         2.336148   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                         2.598009   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         4.540463   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                              NaN   \n",
       "d4ec2125aff74eded207d2d915ef682f                        13.464405   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                         2.223865   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         0.000000   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        19.465350   \n",
       "f47f35242ed40655814bc086d7514046                         2.498108   \n",
       "f9280c5dab6910ed44e518248048b9fe                         2.766146   \n",
       "fc34648599753c9e74ab238e9a4a07ad                              NaN   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               dd8d3b9665536d6e05b29c2648c0e69a   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                         3.551186   \n",
       "0a5fef95db34383403d11cb6af937309                        10.794616   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         4.494316   \n",
       "1c60154546102e6525f68cb4f31e0657                         3.877495   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         2.002435   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         7.534720   \n",
       "2350be163432e42270d2670cb3c02f80                         5.199792   \n",
       "2407d482f0ffa22a947068f2551fe62c                         2.833034   \n",
       "2920ece99323b4c111d6f9affc7ea034                         4.092399   \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         7.074422   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         9.581616   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         2.973768   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        11.079956   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                         4.948818   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         6.097889   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         3.039973   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         3.807125   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         5.170072   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         5.366069   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         4.948818   \n",
       "52e56004d92b8c74d53e1e42699cba6f                              NaN   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         1.714511   \n",
       "62afaf3288e236b389af9cfdc5206415                         3.888612   \n",
       "693a21b16653871bbd455403da5412b4                         7.799152   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         8.459775   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                         4.908712   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         2.505267   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         4.777291   \n",
       "91690261186ae5bee8f83808ea1e4a01                         3.100688   \n",
       "929ec6c160e6f52c20a4217c7978f681                         6.996592   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         2.070885   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         2.806911   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         9.083312   \n",
       "b26a240205c852804ff8758628c0a86a                        12.755313   \n",
       "b702e920dcd2765e624dc1ce3a770512                         4.154451   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                         1.649606   \n",
       "c9f855e3e13480aad0af64b418e810c3                        11.333635   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         3.511794   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         6.712903   \n",
       "d05052b4bda7662a084f235e880f50fa                         5.709706   \n",
       "d4ec2125aff74eded207d2d915ef682f                         5.136986   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                        20.339491   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         1.687508   \n",
       "de092beab9305613aca8f79d7d7224e7                         1.649606   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                         0.989764   \n",
       "f47f35242ed40655814bc086d7514046                         6.798832   \n",
       "f9280c5dab6910ed44e518248048b9fe                         2.874175   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         5.350064   \n",
       "fff4e8465d1e12621bc361276b6217cf                        10.887399   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               de092beab9305613aca8f79d7d7224e7   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         4.502471   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                              NaN   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         2.479739   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         2.267936   \n",
       "2350be163432e42270d2670cb3c02f80                         3.827157   \n",
       "2407d482f0ffa22a947068f2551fe62c                         9.587035   \n",
       "2920ece99323b4c111d6f9affc7ea034                         6.466519   \n",
       "307afa4120c590b3a46cf4ff5415608a                         6.928345   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         2.720600   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         6.977794   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         8.568024   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         5.900010   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                        17.977930   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         9.958733   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         2.340584   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         6.477734   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         4.263770   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         7.794236   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         4.185053   \n",
       "62afaf3288e236b389af9cfdc5206415                        13.497198   \n",
       "693a21b16653871bbd455403da5412b4                        23.746141   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         6.877551   \n",
       "8316146a6f78cc6d9f113f0390859417                         3.910854   \n",
       "87285a66236346350541b8815c5fae94                         2.996031   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         2.309097   \n",
       "91690261186ae5bee8f83808ea1e4a01                        29.033064   \n",
       "929ec6c160e6f52c20a4217c7978f681                         9.053829   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         6.862572   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         8.841405   \n",
       "b26a240205c852804ff8758628c0a86a                        14.188007   \n",
       "b702e920dcd2765e624dc1ce3a770512                              NaN   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         4.636640   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         5.954465   \n",
       "d05052b4bda7662a084f235e880f50fa                        11.044560   \n",
       "d4ec2125aff74eded207d2d915ef682f                        10.867809   \n",
       "d524868ce69cb9db10fc5af177fb9423                         2.149435   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                              NaN   \n",
       "de092beab9305613aca8f79d7d7224e7                         1.821617   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                              NaN   \n",
       "f9280c5dab6910ed44e518248048b9fe                              NaN   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         3.925189   \n",
       "fff4e8465d1e12621bc361276b6217cf                         3.071580   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               f2c8c4bb99e6377d21de71275afd6cd2   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        31.559805   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         3.027375   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         3.536406   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        18.717257   \n",
       "2301bc920194c95cf0c7486e5675243c                              NaN   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                        25.561453   \n",
       "2920ece99323b4c111d6f9affc7ea034                        12.740220   \n",
       "307afa4120c590b3a46cf4ff5415608a                         3.422589   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         7.585184   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        20.059479   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         5.850337   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         2.035885   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                         1.794965   \n",
       "44c097b7bd219d104050abbafe51bd49                         2.303170   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        26.493687   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         5.999367   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         1.979527   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        35.961409   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         9.306117   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         1.649606   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        10.695758   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         3.066670   \n",
       "62afaf3288e236b389af9cfdc5206415                        20.889334   \n",
       "693a21b16653871bbd455403da5412b4                        68.962660   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        14.585882   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                        19.288670   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         8.316609   \n",
       "91690261186ae5bee8f83808ea1e4a01                        11.096452   \n",
       "929ec6c160e6f52c20a4217c7978f681                        21.293746   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         6.309041   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        13.870300   \n",
       "b26a240205c852804ff8758628c0a86a                        15.154349   \n",
       "b702e920dcd2765e624dc1ce3a770512                        13.547771   \n",
       "ba32abfc048219e933bee869741da911                         1.505419   \n",
       "bf44d327f0232325c6d5280926d7b37d                         1.621168   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        20.659753   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        10.242809   \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN   \n",
       "d05052b4bda7662a084f235e880f50fa                              NaN   \n",
       "d4ec2125aff74eded207d2d915ef682f                        25.682036   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        52.295022   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                         1.249500   \n",
       "f47f35242ed40655814bc086d7514046                         5.252155   \n",
       "f9280c5dab6910ed44e518248048b9fe                        15.180344   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        17.153097   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               f47f35242ed40655814bc086d7514046   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         4.371621   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         9.796764   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         4.088042   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         4.059506   \n",
       "2350be163432e42270d2670cb3c02f80                         3.343660   \n",
       "2407d482f0ffa22a947068f2551fe62c                        11.800523   \n",
       "2920ece99323b4c111d6f9affc7ea034                         9.709897   \n",
       "307afa4120c590b3a46cf4ff5415608a                         2.528862   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         4.035670   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         5.763961   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         2.351727   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         3.887264   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                         3.107637   \n",
       "44c097b7bd219d104050abbafe51bd49                         2.473215   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         7.046145   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         2.501582   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                         3.726616   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        16.908581   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         2.888305   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         6.326989   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         2.956294   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                              NaN   \n",
       "62afaf3288e236b389af9cfdc5206415                        11.361470   \n",
       "693a21b16653871bbd455403da5412b4                        24.755496   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         5.551522   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                         8.334031   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        22.146331   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         8.553694   \n",
       "91690261186ae5bee8f83808ea1e4a01                         7.702909   \n",
       "929ec6c160e6f52c20a4217c7978f681                         4.938316   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        17.500408   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         4.993765   \n",
       "b26a240205c852804ff8758628c0a86a                         3.144273   \n",
       "b702e920dcd2765e624dc1ce3a770512                         4.424729   \n",
       "ba32abfc048219e933bee869741da911                         1.682275   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                         6.245606   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         9.953047   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         4.194648   \n",
       "d05052b4bda7662a084f235e880f50fa                         3.629133   \n",
       "d4ec2125aff74eded207d2d915ef682f                         7.384621   \n",
       "d524868ce69cb9db10fc5af177fb9423                         6.436987   \n",
       "d5cb17978de290c56e84c9cf97e63186                         2.201673   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         2.789425   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                         1.737446   \n",
       "f47f35242ed40655814bc086d7514046                         2.754718   \n",
       "f9280c5dab6910ed44e518248048b9fe                         3.193737   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        15.846632   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               f9280c5dab6910ed44e518248048b9fe   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                              NaN   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                         6.493108   \n",
       "0a5fef95db34383403d11cb6af937309                              NaN   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         3.590466   \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         5.106334   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN   \n",
       "2301bc920194c95cf0c7486e5675243c                         0.000000   \n",
       "2350be163432e42270d2670cb3c02f80                              NaN   \n",
       "2407d482f0ffa22a947068f2551fe62c                         4.418842   \n",
       "2920ece99323b4c111d6f9affc7ea034                         4.096520   \n",
       "307afa4120c590b3a46cf4ff5415608a                         6.690257   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        33.222260   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         5.892687   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         6.248211   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         3.696206   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN   \n",
       "44c097b7bd219d104050abbafe51bd49                         2.625496   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         8.573433   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                              NaN   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         1.271680   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         3.849791   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                         4.208720   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         5.408553   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         3.059563   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         1.166448   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         2.980451   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                              NaN   \n",
       "62afaf3288e236b389af9cfdc5206415                         6.293681   \n",
       "693a21b16653871bbd455403da5412b4                        24.536302   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         8.669927   \n",
       "8316146a6f78cc6d9f113f0390859417                              NaN   \n",
       "87285a66236346350541b8815c5fae94                              NaN   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         1.400773   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         6.828924   \n",
       "91690261186ae5bee8f83808ea1e4a01                         2.710845   \n",
       "929ec6c160e6f52c20a4217c7978f681                        10.687524   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         3.508471   \n",
       "a735449c5c09df639c35a7d61fad3ee5                              NaN   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         2.378278   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         8.881918   \n",
       "b26a240205c852804ff8758628c0a86a                         4.029997   \n",
       "b702e920dcd2765e624dc1ce3a770512                         2.258634   \n",
       "ba32abfc048219e933bee869741da911                              NaN   \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                         6.955314   \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         6.079423   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        15.150053   \n",
       "d05052b4bda7662a084f235e880f50fa                         1.649606   \n",
       "d4ec2125aff74eded207d2d915ef682f                         6.531429   \n",
       "d524868ce69cb9db10fc5af177fb9423                              NaN   \n",
       "d5cb17978de290c56e84c9cf97e63186                         3.744688   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         4.877381   \n",
       "de092beab9305613aca8f79d7d7224e7                              NaN   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN   \n",
       "f47f35242ed40655814bc086d7514046                         6.691979   \n",
       "f9280c5dab6910ed44e518248048b9fe                         1.811025   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         5.943162   \n",
       "fff4e8465d1e12621bc361276b6217cf                              NaN   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               fc34648599753c9e74ab238e9a4a07ad   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         6.581652   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN   \n",
       "0a5fef95db34383403d11cb6af937309                        15.836217   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        17.751678   \n",
       "1c60154546102e6525f68cb4f31e0657                         7.755939   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        18.550004   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                         2.730584   \n",
       "2301bc920194c95cf0c7486e5675243c                         2.432996   \n",
       "2350be163432e42270d2670cb3c02f80                         4.734748   \n",
       "2407d482f0ffa22a947068f2551fe62c                         9.942334   \n",
       "2920ece99323b4c111d6f9affc7ea034                        11.821083   \n",
       "307afa4120c590b3a46cf4ff5415608a                        12.607840   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         5.495091   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         7.672891   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         6.942191   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         7.266970   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        25.733852   \n",
       "44c097b7bd219d104050abbafe51bd49                         4.285434   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         7.318350   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         2.606362   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         6.981631   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         5.897505   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                         1.306838   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         3.828832   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        10.011936   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         9.547881   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         3.297251   \n",
       "62afaf3288e236b389af9cfdc5206415                         6.885559   \n",
       "693a21b16653871bbd455403da5412b4                        18.796998   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         8.516566   \n",
       "8316146a6f78cc6d9f113f0390859417                         3.267327   \n",
       "87285a66236346350541b8815c5fae94                         2.141529   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         4.275625   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         6.873161   \n",
       "91690261186ae5bee8f83808ea1e4a01                         3.238024   \n",
       "929ec6c160e6f52c20a4217c7978f681                        13.422514   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         9.206347   \n",
       "a735449c5c09df639c35a7d61fad3ee5                         4.642206   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         1.340146   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        13.308475   \n",
       "b26a240205c852804ff8758628c0a86a                         6.903675   \n",
       "b702e920dcd2765e624dc1ce3a770512                        17.198139   \n",
       "ba32abfc048219e933bee869741da911                        26.458597   \n",
       "bf44d327f0232325c6d5280926d7b37d                        38.891661   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        14.192273   \n",
       "c9f855e3e13480aad0af64b418e810c3                         2.163845   \n",
       "ca064c2682ca48c6a21de012e87c0df5                         4.405362   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         5.861431   \n",
       "d05052b4bda7662a084f235e880f50fa                        11.653910   \n",
       "d4ec2125aff74eded207d2d915ef682f                        11.140884   \n",
       "d524868ce69cb9db10fc5af177fb9423                         3.521524   \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         4.589194   \n",
       "de092beab9305613aca8f79d7d7224e7                         2.584735   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        14.615433   \n",
       "f47f35242ed40655814bc086d7514046                         4.149487   \n",
       "f9280c5dab6910ed44e518248048b9fe                        26.143417   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         1.514701   \n",
       "fff4e8465d1e12621bc361276b6217cf                         2.464706   \n",
       "\n",
       "                                                                   \n",
       "                                                                   \n",
       "dest_district_hash               fff4e8465d1e12621bc361276b6217cf  \n",
       "start_district_hash                                                \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         2.947214  \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                              NaN  \n",
       "0a5fef95db34383403d11cb6af937309                              NaN  \n",
       "1afd7afbc81ecc1b13886a569d869e8a                              NaN  \n",
       "1c60154546102e6525f68cb4f31e0657                              NaN  \n",
       "1cbfbdd079ef93e74405c53fcfff8567                              NaN  \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                              NaN  \n",
       "2301bc920194c95cf0c7486e5675243c                         3.032699  \n",
       "2350be163432e42270d2670cb3c02f80                         4.520713  \n",
       "2407d482f0ffa22a947068f2551fe62c                         0.733286  \n",
       "2920ece99323b4c111d6f9affc7ea034                         3.127008  \n",
       "307afa4120c590b3a46cf4ff5415608a                              NaN  \n",
       "364bf755f9b270f0f9141d1a61de43ee                              NaN  \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                         3.673318  \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        12.499616  \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         8.854431  \n",
       "445ff793ebd3477d4a2e0b36b2db9271                              NaN  \n",
       "44c097b7bd219d104050abbafe51bd49                         2.424416  \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         9.478416  \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         2.949391  \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                              NaN  \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                              NaN  \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                              NaN  \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                              NaN  \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         2.951888  \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        17.240289  \n",
       "52e56004d92b8c74d53e1e42699cba6f                         0.329921  \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         2.968792  \n",
       "62afaf3288e236b389af9cfdc5206415                         6.699377  \n",
       "693a21b16653871bbd455403da5412b4                        10.743482  \n",
       "...                                                           ...  \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         9.723897  \n",
       "8316146a6f78cc6d9f113f0390859417                         2.706610  \n",
       "87285a66236346350541b8815c5fae94                         2.700509  \n",
       "8bb37d24db1ad665e706c2655d9c4c72                              NaN  \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         7.427903  \n",
       "91690261186ae5bee8f83808ea1e4a01                              NaN  \n",
       "929ec6c160e6f52c20a4217c7978f681                        18.643126  \n",
       "a5609739c6b5c2719a3752327c5e33a7                              NaN  \n",
       "a735449c5c09df639c35a7d61fad3ee5                         2.420601  \n",
       "a814069db8d32f0fa6e188f41059c6e1                              NaN  \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                         2.136181  \n",
       "b26a240205c852804ff8758628c0a86a                         2.435875  \n",
       "b702e920dcd2765e624dc1ce3a770512                              NaN  \n",
       "ba32abfc048219e933bee869741da911                              NaN  \n",
       "bf44d327f0232325c6d5280926d7b37d                              NaN  \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                              NaN  \n",
       "c9f855e3e13480aad0af64b418e810c3                              NaN  \n",
       "ca064c2682ca48c6a21de012e87c0df5                         4.294971  \n",
       "cb6041cc08444746caf6039d8b9e43cb                              NaN  \n",
       "d05052b4bda7662a084f235e880f50fa                              NaN  \n",
       "d4ec2125aff74eded207d2d915ef682f                         9.213310  \n",
       "d524868ce69cb9db10fc5af177fb9423                         3.151256  \n",
       "d5cb17978de290c56e84c9cf97e63186                              NaN  \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                              NaN  \n",
       "de092beab9305613aca8f79d7d7224e7                         3.151855  \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                              NaN  \n",
       "f47f35242ed40655814bc086d7514046                              NaN  \n",
       "f9280c5dab6910ed44e518248048b9fe                         5.278739  \n",
       "fc34648599753c9e74ab238e9a4a07ad                         2.568713  \n",
       "fff4e8465d1e12621bc361276b6217cf                         1.734317  \n",
       "\n",
       "[66 rows x 66 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dstd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>34.596438</td>\n",
       "      <td>54.123165</td>\n",
       "      <td>10.175649</td>\n",
       "      <td>158.495381</td>\n",
       "      <td>41.525532</td>\n",
       "      <td>41.972115</td>\n",
       "      <td>38.490127</td>\n",
       "      <td>...</td>\n",
       "      <td>26.235148</td>\n",
       "      <td>44.636059</td>\n",
       "      <td>16.228466</td>\n",
       "      <td>50.235007</td>\n",
       "      <td>40.125795</td>\n",
       "      <td>31.139483</td>\n",
       "      <td>4.683282</td>\n",
       "      <td>23.254298</td>\n",
       "      <td>54.162645</td>\n",
       "      <td>53.656586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f9280c5dab6910ed44e518248048b9fe</th>\n",
       "      <td>32.565244</td>\n",
       "      <td>20.282856</td>\n",
       "      <td>47.854464</td>\n",
       "      <td>11.528674</td>\n",
       "      <td>35.953307</td>\n",
       "      <td>16.486707</td>\n",
       "      <td>15.397107</td>\n",
       "      <td>50.390533</td>\n",
       "      <td>41.362229</td>\n",
       "      <td>18.907202</td>\n",
       "      <td>...</td>\n",
       "      <td>23.729513</td>\n",
       "      <td>37.243591</td>\n",
       "      <td>9.135491</td>\n",
       "      <td>31.404100</td>\n",
       "      <td>36.693146</td>\n",
       "      <td>48.815829</td>\n",
       "      <td>26.348383</td>\n",
       "      <td>3.419117</td>\n",
       "      <td>25.195267</td>\n",
       "      <td>69.520272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fc34648599753c9e74ab238e9a4a07ad</th>\n",
       "      <td>33.623313</td>\n",
       "      <td>25.817782</td>\n",
       "      <td>47.854464</td>\n",
       "      <td>42.539135</td>\n",
       "      <td>24.788891</td>\n",
       "      <td>57.505863</td>\n",
       "      <td>212.137923</td>\n",
       "      <td>7.535986</td>\n",
       "      <td>18.535522</td>\n",
       "      <td>40.030086</td>\n",
       "      <td>...</td>\n",
       "      <td>33.349683</td>\n",
       "      <td>14.708199</td>\n",
       "      <td>30.041683</td>\n",
       "      <td>35.326696</td>\n",
       "      <td>18.435483</td>\n",
       "      <td>90.788499</td>\n",
       "      <td>48.804164</td>\n",
       "      <td>60.538626</td>\n",
       "      <td>3.328920</td>\n",
       "      <td>6.803866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fff4e8465d1e12621bc361276b6217cf</th>\n",
       "      <td>26.750530</td>\n",
       "      <td>25.817782</td>\n",
       "      <td>47.854464</td>\n",
       "      <td>48.897480</td>\n",
       "      <td>34.060268</td>\n",
       "      <td>31.387213</td>\n",
       "      <td>158.495381</td>\n",
       "      <td>14.120154</td>\n",
       "      <td>19.210884</td>\n",
       "      <td>47.824348</td>\n",
       "      <td>...</td>\n",
       "      <td>43.336956</td>\n",
       "      <td>10.299857</td>\n",
       "      <td>30.041683</td>\n",
       "      <td>46.424611</td>\n",
       "      <td>14.702000</td>\n",
       "      <td>84.450801</td>\n",
       "      <td>30.758271</td>\n",
       "      <td>29.938291</td>\n",
       "      <td>6.585854</td>\n",
       "      <td>3.390810</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                             mean  \\\n",
       "                                             expected_travel_time   \n",
       "dest_district_hash               08232402614a9b48895cc3d0aeb0e9f2   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                         3.708321   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        32.565244   \n",
       "0a5fef95db34383403d11cb6af937309                        32.565244   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        29.357642   \n",
       "1c60154546102e6525f68cb4f31e0657                        32.565244   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        33.491041   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        32.565244   \n",
       "2301bc920194c95cf0c7486e5675243c                        24.228781   \n",
       "2350be163432e42270d2670cb3c02f80                        14.533159   \n",
       "2407d482f0ffa22a947068f2551fe62c                        35.279205   \n",
       "2920ece99323b4c111d6f9affc7ea034                        32.144838   \n",
       "307afa4120c590b3a46cf4ff5415608a                        38.570531   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        38.586084   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        15.041720   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        40.281321   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         9.040270   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        32.565244   \n",
       "44c097b7bd219d104050abbafe51bd49                        31.564070   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        22.042247   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        17.093758   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        32.565244   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        32.565244   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        32.565244   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        47.124480   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        32.953439   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                         8.015032   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        23.901287   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        21.073819   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.628920   \n",
       "693a21b16653871bbd455403da5412b4                        59.773955   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        21.191075   \n",
       "8316146a6f78cc6d9f113f0390859417                        17.730002   \n",
       "87285a66236346350541b8815c5fae94                        34.022437   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        32.565244   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        43.718453   \n",
       "91690261186ae5bee8f83808ea1e4a01                        43.601808   \n",
       "929ec6c160e6f52c20a4217c7978f681                        29.280678   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        44.791585   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        32.565244   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        32.565244   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        22.677637   \n",
       "b26a240205c852804ff8758628c0a86a                        26.361714   \n",
       "b702e920dcd2765e624dc1ce3a770512                        52.402655   \n",
       "ba32abfc048219e933bee869741da911                        71.853167   \n",
       "bf44d327f0232325c6d5280926d7b37d                        32.565244   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        70.608957   \n",
       "c9f855e3e13480aad0af64b418e810c3                        32.565244   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        36.631118   \n",
       "cb6041cc08444746caf6039d8b9e43cb                         8.109252   \n",
       "d05052b4bda7662a084f235e880f50fa                        42.272058   \n",
       "d4ec2125aff74eded207d2d915ef682f                        27.121922   \n",
       "d524868ce69cb9db10fc5af177fb9423                        13.434433   \n",
       "d5cb17978de290c56e84c9cf97e63186                        32.565244   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        49.317401   \n",
       "de092beab9305613aca8f79d7d7224e7                        12.772600   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        69.053693   \n",
       "f47f35242ed40655814bc086d7514046                        36.019900   \n",
       "f9280c5dab6910ed44e518248048b9fe                        32.565244   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        33.623313   \n",
       "fff4e8465d1e12621bc361276b6217cf                        26.750530   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               08f5b445ec6b29deba62e6fd8b0325a6   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        25.817782   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                         3.883002   \n",
       "0a5fef95db34383403d11cb6af937309                        25.817782   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        10.574805   \n",
       "1c60154546102e6525f68cb4f31e0657                        25.817782   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        38.959347   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        25.817782   \n",
       "2301bc920194c95cf0c7486e5675243c                        25.817782   \n",
       "2350be163432e42270d2670cb3c02f80                        25.817782   \n",
       "2407d482f0ffa22a947068f2551fe62c                        13.010933   \n",
       "2920ece99323b4c111d6f9affc7ea034                        14.275259   \n",
       "307afa4120c590b3a46cf4ff5415608a                        25.817782   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        39.519242   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        48.860154   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        42.614216   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        40.592374   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        25.817782   \n",
       "44c097b7bd219d104050abbafe51bd49                        38.831038   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        25.928872   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        25.817782   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                         7.151277   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        25.817782   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        25.817782   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         5.633832   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        34.767913   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        25.817782   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        38.492768   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        31.260794   \n",
       "62afaf3288e236b389af9cfdc5206415                        20.612500   \n",
       "693a21b16653871bbd455403da5412b4                        41.583854   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        28.839368   \n",
       "8316146a6f78cc6d9f113f0390859417                        25.817782   \n",
       "87285a66236346350541b8815c5fae94                        25.817782   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        25.433222   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        55.604553   \n",
       "91690261186ae5bee8f83808ea1e4a01                         7.844494   \n",
       "929ec6c160e6f52c20a4217c7978f681                        29.399263   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        15.349925   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        25.817782   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        10.465626   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        34.666820   \n",
       "b26a240205c852804ff8758628c0a86a                        35.506663   \n",
       "b702e920dcd2765e624dc1ce3a770512                        22.020585   \n",
       "ba32abfc048219e933bee869741da911                        25.817782   \n",
       "bf44d327f0232325c6d5280926d7b37d                        25.817782   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        46.191322   \n",
       "c9f855e3e13480aad0af64b418e810c3                        25.817782   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        28.857912   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        25.817782   \n",
       "d05052b4bda7662a084f235e880f50fa                        41.338900   \n",
       "d4ec2125aff74eded207d2d915ef682f                        20.914666   \n",
       "d524868ce69cb9db10fc5af177fb9423                        25.817782   \n",
       "d5cb17978de290c56e84c9cf97e63186                        25.817782   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        18.098439   \n",
       "de092beab9305613aca8f79d7d7224e7                        25.817782   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        25.817782   \n",
       "f47f35242ed40655814bc086d7514046                        25.817782   \n",
       "f9280c5dab6910ed44e518248048b9fe                        20.282856   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        25.817782   \n",
       "fff4e8465d1e12621bc361276b6217cf                        25.817782   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               0a5fef95db34383403d11cb6af937309   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        47.854464   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        47.854464   \n",
       "0a5fef95db34383403d11cb6af937309                         3.301761   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        42.283723   \n",
       "1c60154546102e6525f68cb4f31e0657                        37.559610   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        47.854464   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        47.854464   \n",
       "2301bc920194c95cf0c7486e5675243c                        54.745270   \n",
       "2350be163432e42270d2670cb3c02f80                        47.854464   \n",
       "2407d482f0ffa22a947068f2551fe62c                        47.877227   \n",
       "2920ece99323b4c111d6f9affc7ea034                        78.851853   \n",
       "307afa4120c590b3a46cf4ff5415608a                        47.854464   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        39.912502   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        63.983535   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                       115.245015   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        47.854464   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        47.854464   \n",
       "44c097b7bd219d104050abbafe51bd49                        47.854464   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        51.743612   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        47.854464   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        44.558295   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        47.854464   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        47.854464   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        54.589744   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        47.854464   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        47.854464   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        47.854464   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        47.854464   \n",
       "62afaf3288e236b389af9cfdc5206415                        45.238518   \n",
       "693a21b16653871bbd455403da5412b4                        27.363487   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        53.656586   \n",
       "8316146a6f78cc6d9f113f0390859417                        47.854464   \n",
       "87285a66236346350541b8815c5fae94                        47.854464   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        31.675531   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        39.348163   \n",
       "91690261186ae5bee8f83808ea1e4a01                        49.319993   \n",
       "929ec6c160e6f52c20a4217c7978f681                        37.217452   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        38.862143   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        47.854464   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        49.146322   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        57.855797   \n",
       "b26a240205c852804ff8758628c0a86a                        65.367719   \n",
       "b702e920dcd2765e624dc1ce3a770512                        47.854464   \n",
       "ba32abfc048219e933bee869741da911                        47.854464   \n",
       "bf44d327f0232325c6d5280926d7b37d                        47.854464   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        47.854464   \n",
       "c9f855e3e13480aad0af64b418e810c3                        47.854464   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        41.376227   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        47.854464   \n",
       "d05052b4bda7662a084f235e880f50fa                        37.948426   \n",
       "d4ec2125aff74eded207d2d915ef682f                        48.681965   \n",
       "d524868ce69cb9db10fc5af177fb9423                        47.854464   \n",
       "d5cb17978de290c56e84c9cf97e63186                        47.854464   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        39.855846   \n",
       "de092beab9305613aca8f79d7d7224e7                        47.854464   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        47.854464   \n",
       "f47f35242ed40655814bc086d7514046                        47.854464   \n",
       "f9280c5dab6910ed44e518248048b9fe                        47.854464   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        47.854464   \n",
       "fff4e8465d1e12621bc361276b6217cf                        47.854464   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1afd7afbc81ecc1b13886a569d869e8a   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        39.447134   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        10.778298   \n",
       "0a5fef95db34383403d11cb6af937309                        34.760136   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         3.937943   \n",
       "1c60154546102e6525f68cb4f31e0657                        41.315571   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        27.783171   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       148.683178   \n",
       "2301bc920194c95cf0c7486e5675243c                        36.331410   \n",
       "2350be163432e42270d2670cb3c02f80                        32.361017   \n",
       "2407d482f0ffa22a947068f2551fe62c                         7.654040   \n",
       "2920ece99323b4c111d6f9affc7ea034                         6.080801   \n",
       "307afa4120c590b3a46cf4ff5415608a                        31.328448   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        45.306793   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        31.494874   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        38.586903   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        31.763263   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        42.458690   \n",
       "44c097b7bd219d104050abbafe51bd49                        36.891595   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        18.493743   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        38.959347   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        17.935678   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        13.638282   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        16.113003   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                         6.956678   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        29.583053   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        42.211677   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        34.010188   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        31.252045   \n",
       "62afaf3288e236b389af9cfdc5206415                        14.521034   \n",
       "693a21b16653871bbd455403da5412b4                        52.171387   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        21.678023   \n",
       "8316146a6f78cc6d9f113f0390859417                        32.017064   \n",
       "87285a66236346350541b8815c5fae94                        40.012303   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        22.008983   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        38.318465   \n",
       "91690261186ae5bee8f83808ea1e4a01                         6.073384   \n",
       "929ec6c160e6f52c20a4217c7978f681                        15.485161   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        13.595324   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        32.017064   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        20.829710   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        25.814823   \n",
       "b26a240205c852804ff8758628c0a86a                        26.036488   \n",
       "b702e920dcd2765e624dc1ce3a770512                        11.432581   \n",
       "ba32abfc048219e933bee869741da911                        75.585800   \n",
       "bf44d327f0232325c6d5280926d7b37d                        77.452116   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        34.710651   \n",
       "c9f855e3e13480aad0af64b418e810c3                        39.244479   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        25.673184   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        32.209504   \n",
       "d05052b4bda7662a084f235e880f50fa                        37.500912   \n",
       "d4ec2125aff74eded207d2d915ef682f                        13.235489   \n",
       "d524868ce69cb9db10fc5af177fb9423                        52.770086   \n",
       "d5cb17978de290c56e84c9cf97e63186                        18.271234   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        18.510762   \n",
       "de092beab9305613aca8f79d7d7224e7                        49.644007   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        79.551721   \n",
       "f47f35242ed40655814bc086d7514046                        34.596438   \n",
       "f9280c5dab6910ed44e518248048b9fe                        11.528674   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        42.539135   \n",
       "fff4e8465d1e12621bc361276b6217cf                        48.897480   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1c60154546102e6525f68cb4f31e0657   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        35.953307   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        35.953307   \n",
       "0a5fef95db34383403d11cb6af937309                        35.953307   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        37.447631   \n",
       "1c60154546102e6525f68cb4f31e0657                         4.414752   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        55.522902   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        35.953307   \n",
       "2301bc920194c95cf0c7486e5675243c                        23.982161   \n",
       "2350be163432e42270d2670cb3c02f80                        27.372635   \n",
       "2407d482f0ffa22a947068f2551fe62c                        38.044135   \n",
       "2920ece99323b4c111d6f9affc7ea034                        31.806332   \n",
       "307afa4120c590b3a46cf4ff5415608a                        35.953307   \n",
       "364bf755f9b270f0f9141d1a61de43ee                         5.805715   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        38.392274   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        66.720798   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        35.953307   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        35.953307   \n",
       "44c097b7bd219d104050abbafe51bd49                        57.700271   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        27.624034   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        35.953307   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        40.125795   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        35.953307   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        46.191322   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        74.069418   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        18.344233   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        40.592374   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        18.523187   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        32.060643   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.185846   \n",
       "693a21b16653871bbd455403da5412b4                        26.702676   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        29.418493   \n",
       "8316146a6f78cc6d9f113f0390859417                        35.953307   \n",
       "87285a66236346350541b8815c5fae94                        22.455281   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        19.331422   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                         8.346294   \n",
       "91690261186ae5bee8f83808ea1e4a01                        34.587502   \n",
       "929ec6c160e6f52c20a4217c7978f681                        28.711799   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        34.270228   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        12.388191   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        26.595004   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        31.053749   \n",
       "b26a240205c852804ff8758628c0a86a                        50.981533   \n",
       "b702e920dcd2765e624dc1ce3a770512                        65.554351   \n",
       "ba32abfc048219e933bee869741da911                        35.953307   \n",
       "bf44d327f0232325c6d5280926d7b37d                       122.710280   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        35.953307   \n",
       "c9f855e3e13480aad0af64b418e810c3                        11.978356   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        15.250879   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        35.953307   \n",
       "d05052b4bda7662a084f235e880f50fa                         6.094133   \n",
       "d4ec2125aff74eded207d2d915ef682f                        30.613196   \n",
       "d524868ce69cb9db10fc5af177fb9423                        35.953307   \n",
       "d5cb17978de290c56e84c9cf97e63186                        35.953307   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        27.506388   \n",
       "de092beab9305613aca8f79d7d7224e7                        60.188692   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        91.216196   \n",
       "f47f35242ed40655814bc086d7514046                        54.123165   \n",
       "f9280c5dab6910ed44e518248048b9fe                        35.953307   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        24.788891   \n",
       "fff4e8465d1e12621bc361276b6217cf                        34.060268   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1cbfbdd079ef93e74405c53fcfff8567   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        31.727373   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        34.682373   \n",
       "0a5fef95db34383403d11cb6af937309                        62.754877   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        26.288303   \n",
       "1c60154546102e6525f68cb4f31e0657                        51.603638   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         3.831013   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        31.387213   \n",
       "2301bc920194c95cf0c7486e5675243c                        43.058577   \n",
       "2350be163432e42270d2670cb3c02f80                        39.309282   \n",
       "2407d482f0ffa22a947068f2551fe62c                        32.310939   \n",
       "2920ece99323b4c111d6f9affc7ea034                        26.545031   \n",
       "307afa4120c590b3a46cf4ff5415608a                         6.380684   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        49.070114   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        19.545598   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        14.552554   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        26.694152   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        18.699051   \n",
       "44c097b7bd219d104050abbafe51bd49                        14.978938   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        22.537744   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        31.387213   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        42.331441   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        10.582284   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                         5.060601   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        32.908554   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        35.304478   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        27.009740   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        11.027399   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        38.726058   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.167071   \n",
       "693a21b16653871bbd455403da5412b4                        78.986915   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        16.217776   \n",
       "8316146a6f78cc6d9f113f0390859417                        52.256849   \n",
       "87285a66236346350541b8815c5fae94                        66.409746   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        39.840015   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        43.535776   \n",
       "91690261186ae5bee8f83808ea1e4a01                        29.065280   \n",
       "929ec6c160e6f52c20a4217c7978f681                        14.386617   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        40.333635   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        31.387213   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        42.925269   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        14.239904   \n",
       "b26a240205c852804ff8758628c0a86a                         5.392084   \n",
       "b702e920dcd2765e624dc1ce3a770512                        11.177601   \n",
       "ba32abfc048219e933bee869741da911                        31.387213   \n",
       "bf44d327f0232325c6d5280926d7b37d                        93.315802   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        24.368755   \n",
       "c9f855e3e13480aad0af64b418e810c3                        41.525532   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        33.645679   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        24.752016   \n",
       "d05052b4bda7662a084f235e880f50fa                        44.147706   \n",
       "d4ec2125aff74eded207d2d915ef682f                        20.775457   \n",
       "d524868ce69cb9db10fc5af177fb9423                        31.387213   \n",
       "d5cb17978de290c56e84c9cf97e63186                        11.089028   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        40.654584   \n",
       "de092beab9305613aca8f79d7d7224e7                        31.387213   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        42.925269   \n",
       "f47f35242ed40655814bc086d7514046                        10.175649   \n",
       "f9280c5dab6910ed44e518248048b9fe                        16.486707   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        57.505863   \n",
       "fff4e8465d1e12621bc361276b6217cf                        31.387213   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               1ecbb52d73c522f184a6fc53128b1ea1   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                       158.495381   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                       158.495381   \n",
       "0a5fef95db34383403d11cb6af937309                       158.495381   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                       135.059071   \n",
       "1c60154546102e6525f68cb4f31e0657                       158.495381   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                       158.495381   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                         2.706511   \n",
       "2301bc920194c95cf0c7486e5675243c                       158.495381   \n",
       "2350be163432e42270d2670cb3c02f80                       158.495381   \n",
       "2407d482f0ffa22a947068f2551fe62c                        94.995486   \n",
       "2920ece99323b4c111d6f9affc7ea034                       176.211339   \n",
       "307afa4120c590b3a46cf4ff5415608a                       158.495381   \n",
       "364bf755f9b270f0f9141d1a61de43ee                       158.495381   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                       181.693643   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                       182.199103   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                       191.763973   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                       158.495381   \n",
       "44c097b7bd219d104050abbafe51bd49                       158.495381   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                       179.010813   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                       158.495381   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                       158.495381   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                       158.495381   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                       158.495381   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                       165.635548   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                       158.495381   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                       158.495381   \n",
       "52e56004d92b8c74d53e1e42699cba6f                       176.833445   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                       158.495381   \n",
       "62afaf3288e236b389af9cfdc5206415                       178.075711   \n",
       "693a21b16653871bbd455403da5412b4                       196.896342   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                       186.631604   \n",
       "8316146a6f78cc6d9f113f0390859417                       158.495381   \n",
       "87285a66236346350541b8815c5fae94                       215.092923   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                       158.495381   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                       210.478033   \n",
       "91690261186ae5bee8f83808ea1e4a01                       126.419583   \n",
       "929ec6c160e6f52c20a4217c7978f681                       177.891024   \n",
       "a5609739c6b5c2719a3752327c5e33a7                       176.096250   \n",
       "a735449c5c09df639c35a7d61fad3ee5                       158.495381   \n",
       "a814069db8d32f0fa6e188f41059c6e1                       192.697131   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                       176.833445   \n",
       "b26a240205c852804ff8758628c0a86a                       139.157190   \n",
       "b702e920dcd2765e624dc1ce3a770512                       158.495381   \n",
       "ba32abfc048219e933bee869741da911                       158.495381   \n",
       "bf44d327f0232325c6d5280926d7b37d                        65.321061   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                       175.589234   \n",
       "c9f855e3e13480aad0af64b418e810c3                       158.495381   \n",
       "ca064c2682ca48c6a21de012e87c0df5                       158.495381   \n",
       "cb6041cc08444746caf6039d8b9e43cb                       190.830815   \n",
       "d05052b4bda7662a084f235e880f50fa                       208.560817   \n",
       "d4ec2125aff74eded207d2d915ef682f                       165.177203   \n",
       "d524868ce69cb9db10fc5af177fb9423                       158.495381   \n",
       "d5cb17978de290c56e84c9cf97e63186                       158.495381   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         8.491738   \n",
       "de092beab9305613aca8f79d7d7224e7                       209.027396   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                       158.495381   \n",
       "f47f35242ed40655814bc086d7514046                       158.495381   \n",
       "f9280c5dab6910ed44e518248048b9fe                        15.397107   \n",
       "fc34648599753c9e74ab238e9a4a07ad                       212.137923   \n",
       "fff4e8465d1e12621bc361276b6217cf                       158.495381   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               2301bc920194c95cf0c7486e5675243c   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        27.738122   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        35.460005   \n",
       "0a5fef95db34383403d11cb6af937309                        30.803423   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        32.724519   \n",
       "1c60154546102e6525f68cb4f31e0657                        22.979016   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        41.797703   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        30.803423   \n",
       "2301bc920194c95cf0c7486e5675243c                         2.957091   \n",
       "2350be163432e42270d2670cb3c02f80                        12.733077   \n",
       "2407d482f0ffa22a947068f2551fe62c                        30.366609   \n",
       "2920ece99323b4c111d6f9affc7ea034                        27.803780   \n",
       "307afa4120c590b3a46cf4ff5415608a                        47.707704   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        26.610556   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        26.633203   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        51.620605   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        18.975965   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        58.788955   \n",
       "44c097b7bd219d104050abbafe51bd49                        41.926790   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        18.690347   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         6.604685   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        42.925269   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        30.803423   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        43.391848   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        37.948426   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                         7.650908   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        26.310999   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        35.986965   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         6.063588   \n",
       "62afaf3288e236b389af9cfdc5206415                        21.820702   \n",
       "693a21b16653871bbd455403da5412b4                        50.320227   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        22.340218   \n",
       "8316146a6f78cc6d9f113f0390859417                        12.635261   \n",
       "87285a66236346350541b8815c5fae94                         6.802658   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        40.634790   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        28.702092   \n",
       "91690261186ae5bee8f83808ea1e4a01                        33.912927   \n",
       "929ec6c160e6f52c20a4217c7978f681                        25.128576   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        37.036375   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        12.810927   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        87.600209   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        25.734127   \n",
       "b26a240205c852804ff8758628c0a86a                        39.128698   \n",
       "b702e920dcd2765e624dc1ce3a770512                        49.673168   \n",
       "ba32abfc048219e933bee869741da911                        30.803423   \n",
       "bf44d327f0232325c6d5280926d7b37d                        30.803423   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        30.803423   \n",
       "c9f855e3e13480aad0af64b418e810c3                        30.803423   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        15.855470   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        20.249529   \n",
       "d05052b4bda7662a084f235e880f50fa                        21.154692   \n",
       "d4ec2125aff74eded207d2d915ef682f                        24.296756   \n",
       "d524868ce69cb9db10fc5af177fb9423                        12.994050   \n",
       "d5cb17978de290c56e84c9cf97e63186                        30.803423   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        28.755264   \n",
       "de092beab9305613aca8f79d7d7224e7                        15.019727   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        30.803423   \n",
       "f47f35242ed40655814bc086d7514046                        41.525532   \n",
       "f9280c5dab6910ed44e518248048b9fe                        50.390533   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         7.535986   \n",
       "fff4e8465d1e12621bc361276b6217cf                        14.120154   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               2350be163432e42270d2670cb3c02f80   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        14.963080   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        18.507634   \n",
       "0a5fef95db34383403d11cb6af937309                        29.627119   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        30.767553   \n",
       "1c60154546102e6525f68cb4f31e0657                        27.537493   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        36.227739   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        29.627119   \n",
       "2301bc920194c95cf0c7486e5675243c                        13.021540   \n",
       "2350be163432e42270d2670cb3c02f80                         3.866281   \n",
       "2407d482f0ffa22a947068f2551fe62c                        26.430948   \n",
       "2920ece99323b4c111d6f9affc7ea034                        24.602668   \n",
       "307afa4120c590b3a46cf4ff5415608a                        51.790270   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        30.671038   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        15.082418   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        41.962950   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                         6.638849   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        34.060268   \n",
       "44c097b7bd219d104050abbafe51bd49                        37.525913   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        13.760448   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         8.571841   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        29.627119   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        33.127110   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        29.627119   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        29.627119   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        15.706999   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        15.776203   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        26.803298   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                         5.880068   \n",
       "62afaf3288e236b389af9cfdc5206415                        17.936806   \n",
       "693a21b16653871bbd455403da5412b4                        53.952465   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        13.901312   \n",
       "8316146a6f78cc6d9f113f0390859417                        18.796469   \n",
       "87285a66236346350541b8815c5fae94                        19.333445   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        29.321158   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        29.040898   \n",
       "91690261186ae5bee8f83808ea1e4a01                        28.862578   \n",
       "929ec6c160e6f52c20a4217c7978f681                        20.988122   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        28.736356   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        23.375608   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        29.627119   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        18.785637   \n",
       "b26a240205c852804ff8758628c0a86a                        29.760879   \n",
       "b702e920dcd2765e624dc1ce3a770512                        37.921209   \n",
       "ba32abfc048219e933bee869741da911                        71.386588   \n",
       "bf44d327f0232325c6d5280926d7b37d                       164.702390   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        69.053693   \n",
       "c9f855e3e13480aad0af64b418e810c3                        29.627119   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        20.062053   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        12.189884   \n",
       "d05052b4bda7662a084f235e880f50fa                        28.510722   \n",
       "d4ec2125aff74eded207d2d915ef682f                        20.162998   \n",
       "d524868ce69cb9db10fc5af177fb9423                        14.693953   \n",
       "d5cb17978de290c56e84c9cf97e63186                        29.627119   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        35.990738   \n",
       "de092beab9305613aca8f79d7d7224e7                        14.272532   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        65.787640   \n",
       "f47f35242ed40655814bc086d7514046                        41.972115   \n",
       "f9280c5dab6910ed44e518248048b9fe                        41.362229   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        18.535522   \n",
       "fff4e8465d1e12621bc361276b6217cf                        19.210884   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               2407d482f0ffa22a947068f2551fe62c   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        36.953058   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        12.562315   \n",
       "0a5fef95db34383403d11cb6af937309                        28.039769   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                         7.534714   \n",
       "1c60154546102e6525f68cb4f31e0657                        39.896393   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        32.174385   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        28.039769   \n",
       "2301bc920194c95cf0c7486e5675243c                        29.371589   \n",
       "2350be163432e42270d2670cb3c02f80                        26.402233   \n",
       "2407d482f0ffa22a947068f2551fe62c                         3.487150   \n",
       "2920ece99323b4c111d6f9affc7ea034                         5.678475   \n",
       "307afa4120c590b3a46cf4ff5415608a                        37.821177   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        38.724449   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        28.508903   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        43.313075   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        28.415012   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                         9.798159   \n",
       "44c097b7bd219d104050abbafe51bd49                        40.433313   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        15.006974   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        28.461320   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        14.682457   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        21.372574   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        24.520248   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        12.064091   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        24.533775   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        41.580424   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        34.628023   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        25.625880   \n",
       "62afaf3288e236b389af9cfdc5206415                         7.673133   \n",
       "693a21b16653871bbd455403da5412b4                        38.449243   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        19.437171   \n",
       "8316146a6f78cc6d9f113f0390859417                        28.039769   \n",
       "87285a66236346350541b8815c5fae94                        34.958988   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        14.424482   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        30.747933   \n",
       "91690261186ae5bee8f83808ea1e4a01                         4.642232   \n",
       "929ec6c160e6f52c20a4217c7978f681                        17.430889   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         6.470332   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        28.039769   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        17.448964   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        25.132638   \n",
       "b26a240205c852804ff8758628c0a86a                        31.753733   \n",
       "b702e920dcd2765e624dc1ce3a770512                        18.989041   \n",
       "ba32abfc048219e933bee869741da911                        90.049749   \n",
       "bf44d327f0232325c6d5280926d7b37d                        86.892564   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        44.615042   \n",
       "c9f855e3e13480aad0af64b418e810c3                        25.064624   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        18.529348   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        28.186756   \n",
       "d05052b4bda7662a084f235e880f50fa                        31.742218   \n",
       "d4ec2125aff74eded207d2d915ef682f                         9.959459   \n",
       "d524868ce69cb9db10fc5af177fb9423                        47.280006   \n",
       "d5cb17978de290c56e84c9cf97e63186                        28.082224   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        11.487017   \n",
       "de092beab9305613aca8f79d7d7224e7                        24.787010   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        74.127740   \n",
       "f47f35242ed40655814bc086d7514046                        38.490127   \n",
       "f9280c5dab6910ed44e518248048b9fe                        18.907202   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        40.030086   \n",
       "fff4e8465d1e12621bc361276b6217cf                        47.824348   \n",
       "\n",
       "                                               ...                 \\\n",
       "                                               ...                  \n",
       "dest_district_hash                             ...                  \n",
       "start_district_hash                            ...                  \n",
       "08232402614a9b48895cc3d0aeb0e9f2               ...                  \n",
       "08f5b445ec6b29deba62e6fd8b0325a6               ...                  \n",
       "0a5fef95db34383403d11cb6af937309               ...                  \n",
       "1afd7afbc81ecc1b13886a569d869e8a               ...                  \n",
       "1c60154546102e6525f68cb4f31e0657               ...                  \n",
       "1cbfbdd079ef93e74405c53fcfff8567               ...                  \n",
       "1ecbb52d73c522f184a6fc53128b1ea1               ...                  \n",
       "2301bc920194c95cf0c7486e5675243c               ...                  \n",
       "2350be163432e42270d2670cb3c02f80               ...                  \n",
       "2407d482f0ffa22a947068f2551fe62c               ...                  \n",
       "2920ece99323b4c111d6f9affc7ea034               ...                  \n",
       "307afa4120c590b3a46cf4ff5415608a               ...                  \n",
       "364bf755f9b270f0f9141d1a61de43ee               ...                  \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901               ...                  \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d               ...                  \n",
       "3e12208dd0be281c92a6ab57d9a6fb32               ...                  \n",
       "445ff793ebd3477d4a2e0b36b2db9271               ...                  \n",
       "44c097b7bd219d104050abbafe51bd49               ...                  \n",
       "4725c39a5e5f4c188d382da3910b3f3f               ...                  \n",
       "49ac89aa860c27e26c0836cb8dab2df2               ...                  \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0               ...                  \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d               ...                  \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1               ...                  \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb               ...                  \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc               ...                  \n",
       "52d7b69796362a8ed1691a6cc02ddde4               ...                  \n",
       "52e56004d92b8c74d53e1e42699cba6f               ...                  \n",
       "58c7a4888306d8ff3a641d1c0feccbe3               ...                  \n",
       "62afaf3288e236b389af9cfdc5206415               ...                  \n",
       "693a21b16653871bbd455403da5412b4               ...                  \n",
       "...                                            ...                  \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c               ...                  \n",
       "8316146a6f78cc6d9f113f0390859417               ...                  \n",
       "87285a66236346350541b8815c5fae94               ...                  \n",
       "8bb37d24db1ad665e706c2655d9c4c72               ...                  \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a               ...                  \n",
       "91690261186ae5bee8f83808ea1e4a01               ...                  \n",
       "929ec6c160e6f52c20a4217c7978f681               ...                  \n",
       "a5609739c6b5c2719a3752327c5e33a7               ...                  \n",
       "a735449c5c09df639c35a7d61fad3ee5               ...                  \n",
       "a814069db8d32f0fa6e188f41059c6e1               ...                  \n",
       "b05379ac3f9b7d99370d443cfd5dcc28               ...                  \n",
       "b26a240205c852804ff8758628c0a86a               ...                  \n",
       "b702e920dcd2765e624dc1ce3a770512               ...                  \n",
       "ba32abfc048219e933bee869741da911               ...                  \n",
       "bf44d327f0232325c6d5280926d7b37d               ...                  \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5               ...                  \n",
       "c9f855e3e13480aad0af64b418e810c3               ...                  \n",
       "ca064c2682ca48c6a21de012e87c0df5               ...                  \n",
       "cb6041cc08444746caf6039d8b9e43cb               ...                  \n",
       "d05052b4bda7662a084f235e880f50fa               ...                  \n",
       "d4ec2125aff74eded207d2d915ef682f               ...                  \n",
       "d524868ce69cb9db10fc5af177fb9423               ...                  \n",
       "d5cb17978de290c56e84c9cf97e63186               ...                  \n",
       "dd8d3b9665536d6e05b29c2648c0e69a               ...                  \n",
       "de092beab9305613aca8f79d7d7224e7               ...                  \n",
       "f2c8c4bb99e6377d21de71275afd6cd2               ...                  \n",
       "f47f35242ed40655814bc086d7514046               ...                  \n",
       "f9280c5dab6910ed44e518248048b9fe               ...                  \n",
       "fc34648599753c9e74ab238e9a4a07ad               ...                  \n",
       "fff4e8465d1e12621bc361276b6217cf               ...                  \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               d4ec2125aff74eded207d2d915ef682f   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        27.624363   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        21.741370   \n",
       "0a5fef95db34383403d11cb6af937309                        48.244270   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        12.948208   \n",
       "1c60154546102e6525f68cb4f31e0657                        31.207725   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        20.819774   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       167.282298   \n",
       "2301bc920194c95cf0c7486e5675243c                        24.614608   \n",
       "2350be163432e42270d2670cb3c02f80                        20.398808   \n",
       "2407d482f0ffa22a947068f2551fe62c                         9.939700   \n",
       "2920ece99323b4c111d6f9affc7ea034                         7.130092   \n",
       "307afa4120c590b3a46cf4ff5415608a                        24.931725   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        32.398066   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        18.126959   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        32.868766   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        19.874036   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        37.566680   \n",
       "44c097b7bd219d104050abbafe51bd49                        27.858108   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                         7.127716   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        25.700090   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        25.172835   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        25.994177   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        15.807217   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        17.285782   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        19.303045   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        29.186718   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        20.287520   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        20.041051   \n",
       "62afaf3288e236b389af9cfdc5206415                         6.662174   \n",
       "693a21b16653871bbd455403da5412b4                        42.299778   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                         9.954755   \n",
       "8316146a6f78cc6d9f113f0390859417                        32.282824   \n",
       "87285a66236346350541b8815c5fae94                        28.693743   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        18.488724   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        25.731832   \n",
       "91690261186ae5bee8f83808ea1e4a01                        12.718195   \n",
       "929ec6c160e6f52c20a4217c7978f681                         8.117066   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        13.670561   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        31.548517   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        27.662383   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        14.544855   \n",
       "b26a240205c852804ff8758628c0a86a                        19.319263   \n",
       "b702e920dcd2765e624dc1ce3a770512                        22.339805   \n",
       "ba32abfc048219e933bee869741da911                        61.580780   \n",
       "bf44d327f0232325c6d5280926d7b37d                        91.902137   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        52.110102   \n",
       "c9f855e3e13480aad0af64b418e810c3                        26.081767   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        14.347045   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        22.580938   \n",
       "d05052b4bda7662a084f235e880f50fa                        25.707388   \n",
       "d4ec2125aff74eded207d2d915ef682f                         4.462866   \n",
       "d524868ce69cb9db10fc5af177fb9423                        39.736979   \n",
       "d5cb17978de290c56e84c9cf97e63186                        33.800207   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        17.816638   \n",
       "de092beab9305613aca8f79d7d7224e7                        38.259479   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        59.503275   \n",
       "f47f35242ed40655814bc086d7514046                        26.235148   \n",
       "f9280c5dab6910ed44e518248048b9fe                        23.729513   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        33.349683   \n",
       "fff4e8465d1e12621bc361276b6217cf                        43.336956   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               d524868ce69cb9db10fc5af177fb9423   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        15.133627   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        37.243591   \n",
       "0a5fef95db34383403d11cb6af937309                        37.243591   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        50.740467   \n",
       "1c60154546102e6525f68cb4f31e0657                        37.243591   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        37.243591   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       218.825555   \n",
       "2301bc920194c95cf0c7486e5675243c                        13.538307   \n",
       "2350be163432e42270d2670cb3c02f80                        16.182126   \n",
       "2407d482f0ffa22a947068f2551fe62c                        37.392975   \n",
       "2920ece99323b4c111d6f9affc7ea034                        32.973139   \n",
       "307afa4120c590b3a46cf4ff5415608a                        49.130770   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        38.617189   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        30.155484   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        52.490139   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        18.074162   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        37.243591   \n",
       "44c097b7bd219d104050abbafe51bd49                        45.958032   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        28.385436   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         6.045757   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        76.985537   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        37.243591   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        37.243591   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        37.243591   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        22.994111   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        22.717954   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        39.165975   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        13.305736   \n",
       "62afaf3288e236b389af9cfdc5206415                        33.732249   \n",
       "693a21b16653871bbd455403da5412b4                        70.401588   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        29.460990   \n",
       "8316146a6f78cc6d9f113f0390859417                         5.248005   \n",
       "87285a66236346350541b8815c5fae94                        15.579654   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        37.243591   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        43.961741   \n",
       "91690261186ae5bee8f83808ea1e4a01                        40.592374   \n",
       "929ec6c160e6f52c20a4217c7978f681                        39.856451   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        46.269085   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        23.317286   \n",
       "a814069db8d32f0fa6e188f41059c6e1                         8.398422   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        33.717434   \n",
       "b26a240205c852804ff8758628c0a86a                        39.765862   \n",
       "b702e920dcd2765e624dc1ce3a770512                        52.101323   \n",
       "ba32abfc048219e933bee869741da911                        79.201787   \n",
       "bf44d327f0232325c6d5280926d7b37d                        37.243591   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        37.243591   \n",
       "c9f855e3e13480aad0af64b418e810c3                        37.243591   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        37.970891   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        19.738321   \n",
       "d05052b4bda7662a084f235e880f50fa                        24.262108   \n",
       "d4ec2125aff74eded207d2d915ef682f                        32.584108   \n",
       "d524868ce69cb9db10fc5af177fb9423                         2.858922   \n",
       "d5cb17978de290c56e84c9cf97e63186                        37.243591   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        52.653441   \n",
       "de092beab9305613aca8f79d7d7224e7                         3.642892   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        78.851853   \n",
       "f47f35242ed40655814bc086d7514046                        44.636059   \n",
       "f9280c5dab6910ed44e518248048b9fe                        37.243591   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        14.708199   \n",
       "fff4e8465d1e12621bc361276b6217cf                        10.299857   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               d5cb17978de290c56e84c9cf97e63186   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        30.041683   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        30.041683   \n",
       "0a5fef95db34383403d11cb6af937309                        30.041683   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        19.397794   \n",
       "1c60154546102e6525f68cb4f31e0657                        30.041683   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        11.672145   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        30.041683   \n",
       "2301bc920194c95cf0c7486e5675243c                        30.041683   \n",
       "2350be163432e42270d2670cb3c02f80                        30.041683   \n",
       "2407d482f0ffa22a947068f2551fe62c                        26.252360   \n",
       "2920ece99323b4c111d6f9affc7ea034                        24.182931   \n",
       "307afa4120c590b3a46cf4ff5415608a                         8.128372   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        30.041683   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        20.879411   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        18.564933   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        30.041683   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        30.041683   \n",
       "44c097b7bd219d104050abbafe51bd49                        24.262108   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        42.078761   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        30.041683   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        35.926584   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         7.851252   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        30.041683   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        27.828105   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        48.244270   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        47.124480   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        37.326321   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        53.190007   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.683500   \n",
       "693a21b16653871bbd455403da5412b4                        71.905010   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        28.773569   \n",
       "8316146a6f78cc6d9f113f0390859417                        30.041683   \n",
       "87285a66236346350541b8815c5fae94                        30.041683   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        43.158558   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        55.134086   \n",
       "91690261186ae5bee8f83808ea1e4a01                        26.613667   \n",
       "929ec6c160e6f52c20a4217c7978f681                        29.759626   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        37.419637   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        30.041683   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        30.041683   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        34.653698   \n",
       "b26a240205c852804ff8758628c0a86a                        19.899595   \n",
       "b702e920dcd2765e624dc1ce3a770512                        10.373221   \n",
       "ba32abfc048219e933bee869741da911                        30.041683   \n",
       "bf44d327f0232325c6d5280926d7b37d                        30.041683   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        12.158158   \n",
       "c9f855e3e13480aad0af64b418e810c3                        30.041683   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        50.297217   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        30.041683   \n",
       "d05052b4bda7662a084f235e880f50fa                        30.041683   \n",
       "d4ec2125aff74eded207d2d915ef682f                        34.639151   \n",
       "d524868ce69cb9db10fc5af177fb9423                        30.041683   \n",
       "d5cb17978de290c56e84c9cf97e63186                         3.746771   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        46.657901   \n",
       "de092beab9305613aca8f79d7d7224e7                        30.041683   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        50.623823   \n",
       "f47f35242ed40655814bc086d7514046                        16.228466   \n",
       "f9280c5dab6910ed44e518248048b9fe                         9.135491   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        30.041683   \n",
       "fff4e8465d1e12621bc361276b6217cf                        30.041683   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               dd8d3b9665536d6e05b29c2648c0e69a   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        45.724743   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        17.555933   \n",
       "0a5fef95db34383403d11cb6af937309                        27.392076   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        17.259640   \n",
       "1c60154546102e6525f68cb4f31e0657                        25.710532   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        41.366117   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       189.431078   \n",
       "2301bc920194c95cf0c7486e5675243c                        34.176912   \n",
       "2350be163432e42270d2670cb3c02f80                        36.719768   \n",
       "2407d482f0ffa22a947068f2551fe62c                        11.594103   \n",
       "2920ece99323b4c111d6f9affc7ea034                        16.699381   \n",
       "307afa4120c590b3a46cf4ff5415608a                        42.925269   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        30.383266   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        37.121432   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        53.283323   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        39.789191   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        33.591634   \n",
       "44c097b7bd219d104050abbafe51bd49                        50.157244   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        23.062282   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        33.591634   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        12.364344   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        38.119505   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        37.186347   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        21.523707   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        22.309577   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        50.157244   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        39.192637   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        31.839352   \n",
       "62afaf3288e236b389af9cfdc5206415                        13.724610   \n",
       "693a21b16653871bbd455403da5412b4                        21.564065   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        26.929891   \n",
       "8316146a6f78cc6d9f113f0390859417                        33.591634   \n",
       "87285a66236346350541b8815c5fae94                        31.133545   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                         5.613998   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        21.532732   \n",
       "91690261186ae5bee8f83808ea1e4a01                        12.444074   \n",
       "929ec6c160e6f52c20a4217c7978f681                        25.796679   \n",
       "a5609739c6b5c2719a3752327c5e33a7                         4.622912   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        38.586084   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        10.908000   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        34.391115   \n",
       "b26a240205c852804ff8758628c0a86a                        35.738538   \n",
       "b702e920dcd2765e624dc1ce3a770512                        32.456791   \n",
       "ba32abfc048219e933bee869741da911                        81.184748   \n",
       "bf44d327f0232325c6d5280926d7b37d                        33.591634   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        52.956718   \n",
       "c9f855e3e13480aad0af64b418e810c3                        12.086789   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        17.746049   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        45.491453   \n",
       "d05052b4bda7662a084f235e880f50fa                        21.536305   \n",
       "d4ec2125aff74eded207d2d915ef682f                        17.966195   \n",
       "d524868ce69cb9db10fc5af177fb9423                        33.591634   \n",
       "d5cb17978de290c56e84c9cf97e63186                        31.882899   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                         3.684901   \n",
       "de092beab9305613aca8f79d7d7224e7                        49.224086   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        77.685405   \n",
       "f47f35242ed40655814bc086d7514046                        50.235007   \n",
       "f9280c5dab6910ed44e518248048b9fe                        31.404100   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        35.326696   \n",
       "fff4e8465d1e12621bc361276b6217cf                        46.424611   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               de092beab9305613aca8f79d7d7224e7   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        14.063037   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        36.693146   \n",
       "0a5fef95db34383403d11cb6af937309                        69.053693   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        50.483849   \n",
       "1c60154546102e6525f68cb4f31e0657                        36.693146   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        42.151525   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       209.493975   \n",
       "2301bc920194c95cf0c7486e5675243c                        16.067925   \n",
       "2350be163432e42270d2670cb3c02f80                        14.916151   \n",
       "2407d482f0ffa22a947068f2551fe62c                        44.418322   \n",
       "2920ece99323b4c111d6f9affc7ea034                        38.542759   \n",
       "307afa4120c590b3a46cf4ff5415608a                        42.225400   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        41.058953   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        23.158408   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        54.929074   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        18.243776   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        36.693146   \n",
       "44c097b7bd219d104050abbafe51bd49                        34.993426   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        27.118194   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                         7.576484   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        36.693146   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        36.693146   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        36.693146   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        36.693146   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        26.277730   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        21.405735   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        31.053166   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        13.616582   \n",
       "62afaf3288e236b389af9cfdc5206415                        32.073544   \n",
       "693a21b16653871bbd455403da5412b4                        45.608098   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        29.564642   \n",
       "8316146a6f78cc6d9f113f0390859417                         8.204519   \n",
       "87285a66236346350541b8815c5fae94                        18.060870   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        50.857112   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        43.234908   \n",
       "91690261186ae5bee8f83808ea1e4a01                        71.386588   \n",
       "929ec6c160e6f52c20a4217c7978f681                        34.458415   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        45.958032   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        36.693146   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        62.988166   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        32.086156   \n",
       "b26a240205c852804ff8758628c0a86a                        40.115426   \n",
       "b702e920dcd2765e624dc1ce3a770512                        47.591059   \n",
       "ba32abfc048219e933bee869741da911                        36.693146   \n",
       "bf44d327f0232325c6d5280926d7b37d                        36.693146   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        36.693146   \n",
       "c9f855e3e13480aad0af64b418e810c3                        46.657901   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        38.374329   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        18.915891   \n",
       "d05052b4bda7662a084f235e880f50fa                        53.812112   \n",
       "d4ec2125aff74eded207d2d915ef682f                        36.170911   \n",
       "d524868ce69cb9db10fc5af177fb9423                         3.251843   \n",
       "d5cb17978de290c56e84c9cf97e63186                        36.693146   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        36.693146   \n",
       "de092beab9305613aca8f79d7d7224e7                         2.710173   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        36.693146   \n",
       "f47f35242ed40655814bc086d7514046                        40.125795   \n",
       "f9280c5dab6910ed44e518248048b9fe                        36.693146   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        18.435483   \n",
       "fff4e8465d1e12621bc361276b6217cf                        14.702000   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               f2c8c4bb99e6377d21de71275afd6cd2   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        52.456812   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        67.653956   \n",
       "0a5fef95db34383403d11cb6af937309                        63.009151   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        61.728403   \n",
       "1c60154546102e6525f68cb4f31e0657                        63.009151   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        42.493683   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       150.798336   \n",
       "2301bc920194c95cf0c7486e5675243c                        75.585800   \n",
       "2350be163432e42270d2670cb3c02f80                        85.850538   \n",
       "2407d482f0ffa22a947068f2551fe62c                        74.678563   \n",
       "2920ece99323b4c111d6f9affc7ea034                        78.951001   \n",
       "307afa4120c590b3a46cf4ff5415608a                        30.394290   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        97.219513   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        55.339727   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        28.280573   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        58.675643   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        27.061583   \n",
       "44c097b7bd219d104050abbafe51bd49                        32.341702   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        55.345602   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        75.741326   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        69.986851   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        68.353825   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        41.992111   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        63.009151   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        75.725773   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        58.089087   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        49.923954   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        68.493799   \n",
       "62afaf3288e236b389af9cfdc5206415                        65.334670   \n",
       "693a21b16653871bbd455403da5412b4                       144.260398   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        54.366661   \n",
       "8316146a6f78cc6d9f113f0390859417                         8.398422   \n",
       "87285a66236346350541b8815c5fae94                        95.359862   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        75.912405   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        81.996595   \n",
       "91690261186ae5bee8f83808ea1e4a01                        71.969812   \n",
       "929ec6c160e6f52c20a4217c7978f681                        46.654013   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        76.880556   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        63.009151   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        75.585800   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        52.417236   \n",
       "b26a240205c852804ff8758628c0a86a                        40.541376   \n",
       "b702e920dcd2765e624dc1ce3a770512                        54.569007   \n",
       "ba32abfc048219e933bee869741da911                         3.538487   \n",
       "bf44d327f0232325c6d5280926d7b37d                        76.731039   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        81.205956   \n",
       "c9f855e3e13480aad0af64b418e810c3                        63.009151   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        71.171244   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        57.855797   \n",
       "d05052b4bda7662a084f235e880f50fa                        78.385274   \n",
       "d4ec2125aff74eded207d2d915ef682f                        58.750978   \n",
       "d524868ce69cb9db10fc5af177fb9423                        95.182118   \n",
       "d5cb17978de290c56e84c9cf97e63186                        41.525532   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        66.876325   \n",
       "de092beab9305613aca8f79d7d7224e7                        63.009151   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                         2.421439   \n",
       "f47f35242ed40655814bc086d7514046                        31.139483   \n",
       "f9280c5dab6910ed44e518248048b9fe                        48.815829   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        90.788499   \n",
       "fff4e8465d1e12621bc361276b6217cf                        84.450801   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               f47f35242ed40655814bc086d7514046   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        34.915663   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        30.758271   \n",
       "0a5fef95db34383403d11cb6af937309                        30.758271   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        30.576641   \n",
       "1c60154546102e6525f68cb4f31e0657                        63.454745   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                         9.740185   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        30.758271   \n",
       "2301bc920194c95cf0c7486e5675243c                        40.032479   \n",
       "2350be163432e42270d2670cb3c02f80                        33.377063   \n",
       "2407d482f0ffa22a947068f2551fe62c                        40.709526   \n",
       "2920ece99323b4c111d6f9affc7ea034                        34.628316   \n",
       "307afa4120c590b3a46cf4ff5415608a                         4.632561   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        59.729890   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        17.855746   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                         5.569652   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        27.754084   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                         8.103088   \n",
       "44c097b7bd219d104050abbafe51bd49                         4.247122   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        24.644922   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        30.758271   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        48.057638   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        19.404503   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        11.931698   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        27.341530   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        34.928822   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        22.599173   \n",
       "52e56004d92b8c74d53e1e42699cba6f                         7.263233   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        45.258164   \n",
       "62afaf3288e236b389af9cfdc5206415                        31.698082   \n",
       "693a21b16653871bbd455403da5412b4                        70.580679   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        17.651921   \n",
       "8316146a6f78cc6d9f113f0390859417                        52.723428   \n",
       "87285a66236346350541b8815c5fae94                        51.607228   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        41.408887   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        49.265088   \n",
       "91690261186ae5bee8f83808ea1e4a01                        36.342916   \n",
       "929ec6c160e6f52c20a4217c7978f681                        17.519490   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        38.206989   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        30.758271   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        48.524217   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        12.983600   \n",
       "b26a240205c852804ff8758628c0a86a                         7.584265   \n",
       "b702e920dcd2765e624dc1ce3a770512                        24.287065   \n",
       "ba32abfc048219e933bee869741da911                        36.393163   \n",
       "bf44d327f0232325c6d5280926d7b37d                        30.758271   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        24.234663   \n",
       "c9f855e3e13480aad0af64b418e810c3                        30.758271   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        34.989184   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        24.824032   \n",
       "d05052b4bda7662a084f235e880f50fa                        51.090402   \n",
       "d4ec2125aff74eded207d2d915ef682f                        25.160522   \n",
       "d524868ce69cb9db10fc5af177fb9423                        50.546059   \n",
       "d5cb17978de290c56e84c9cf97e63186                        13.126423   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        46.648569   \n",
       "de092beab9305613aca8f79d7d7224e7                        30.758271   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        31.882899   \n",
       "f47f35242ed40655814bc086d7514046                         4.683282   \n",
       "f9280c5dab6910ed44e518248048b9fe                        26.348383   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        48.804164   \n",
       "fff4e8465d1e12621bc361276b6217cf                        30.758271   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               f9280c5dab6910ed44e518248048b9fe   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        29.938291   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        20.762766   \n",
       "0a5fef95db34383403d11cb6af937309                        29.938291   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        11.658606   \n",
       "1c60154546102e6525f68cb4f31e0657                        29.938291   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        17.500506   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        29.938291   \n",
       "2301bc920194c95cf0c7486e5675243c                        77.918695   \n",
       "2350be163432e42270d2670cb3c02f80                        29.938291   \n",
       "2407d482f0ffa22a947068f2551fe62c                        19.029727   \n",
       "2920ece99323b4c111d6f9affc7ea034                        16.539636   \n",
       "307afa4120c590b3a46cf4ff5415608a                        21.542619   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        95.182118   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        32.615245   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        29.394478   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        41.496371   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        43.858427   \n",
       "44c097b7bd219d104050abbafe51bd49                        29.834812   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        29.898519   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        29.938291   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        26.828293   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                         6.567251   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        11.924085   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        11.235010   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        44.558295   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        34.410202   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        24.603846   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        41.992111   \n",
       "62afaf3288e236b389af9cfdc5206415                        24.265326   \n",
       "693a21b16653871bbd455403da5412b4                        67.235644   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        29.509865   \n",
       "8316146a6f78cc6d9f113f0390859417                        29.938291   \n",
       "87285a66236346350541b8815c5fae94                        29.938291   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        35.428899   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        55.042992   \n",
       "91690261186ae5bee8f83808ea1e4a01                        15.850116   \n",
       "929ec6c160e6f52c20a4217c7978f681                        24.151316   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        24.689806   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        29.938291   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        28.636287   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        25.322253   \n",
       "b26a240205c852804ff8758628c0a86a                        17.788178   \n",
       "b702e920dcd2765e624dc1ce3a770512                         5.296944   \n",
       "ba32abfc048219e933bee869741da911                        29.938291   \n",
       "bf44d327f0232325c6d5280926d7b37d                        29.938291   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        22.958080   \n",
       "c9f855e3e13480aad0af64b418e810c3                        29.938291   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        37.044040   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        17.107897   \n",
       "d05052b4bda7662a084f235e880f50fa                        45.958032   \n",
       "d4ec2125aff74eded207d2d915ef682f                        23.483740   \n",
       "d524868ce69cb9db10fc5af177fb9423                        29.938291   \n",
       "d5cb17978de290c56e84c9cf97e63186                         8.465076   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        33.360399   \n",
       "de092beab9305613aca8f79d7d7224e7                        51.323691   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        29.938291   \n",
       "f47f35242ed40655814bc086d7514046                        23.254298   \n",
       "f9280c5dab6910ed44e518248048b9fe                         3.419117   \n",
       "fc34648599753c9e74ab238e9a4a07ad                        60.538626   \n",
       "fff4e8465d1e12621bc361276b6217cf                        29.938291   \n",
       "\n",
       "                                                                   \\\n",
       "                                                                    \n",
       "dest_district_hash               fc34648599753c9e74ab238e9a4a07ad   \n",
       "start_district_hash                                                 \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        29.301162   \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        41.896926   \n",
       "0a5fef95db34383403d11cb6af937309                        69.986851   \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        26.550845   \n",
       "1c60154546102e6525f68cb4f31e0657                        28.886067   \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        39.735035   \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                       213.109963   \n",
       "2301bc920194c95cf0c7486e5675243c                         7.412089   \n",
       "2350be163432e42270d2670cb3c02f80                        17.022577   \n",
       "2407d482f0ffa22a947068f2551fe62c                        38.158615   \n",
       "2920ece99323b4c111d6f9affc7ea034                        33.522093   \n",
       "307afa4120c590b3a46cf4ff5415608a                        62.055008   \n",
       "364bf755f9b270f0f9141d1a61de43ee                        31.550790   \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        34.120836   \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        60.308670   \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        25.040296   \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        75.585800   \n",
       "44c097b7bd219d104050abbafe51bd49                        49.926410   \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        27.935040   \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        10.667540   \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        59.855422   \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        58.244613   \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        47.509408   \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        95.648697   \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        13.887779   \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        34.905942   \n",
       "52e56004d92b8c74d53e1e42699cba6f                        43.667455   \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        12.894384   \n",
       "62afaf3288e236b389af9cfdc5206415                        28.826828   \n",
       "693a21b16653871bbd455403da5412b4                        51.377398   \n",
       "...                                                           ...   \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        30.613603   \n",
       "8316146a6f78cc6d9f113f0390859417                        10.331938   \n",
       "87285a66236346350541b8815c5fae94                         4.575754   \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        33.213760   \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        32.650884   \n",
       "91690261186ae5bee8f83808ea1e4a01                        41.312528   \n",
       "929ec6c160e6f52c20a4217c7978f681                        36.345324   \n",
       "a5609739c6b5c2719a3752327c5e33a7                        37.082111   \n",
       "a735449c5c09df639c35a7d61fad3ee5                        10.838858   \n",
       "a814069db8d32f0fa6e188f41059c6e1                        47.940993   \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        33.323178   \n",
       "b26a240205c852804ff8758628c0a86a                        49.576019   \n",
       "b702e920dcd2765e624dc1ce3a770512                        49.037454   \n",
       "ba32abfc048219e933bee869741da911                        81.917943   \n",
       "bf44d327f0232325c6d5280926d7b37d                       118.324437   \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        84.317492   \n",
       "c9f855e3e13480aad0af64b418e810c3                        32.290012   \n",
       "ca064c2682ca48c6a21de012e87c0df5                        20.579845   \n",
       "cb6041cc08444746caf6039d8b9e43cb                        27.796247   \n",
       "d05052b4bda7662a084f235e880f50fa                        20.727920   \n",
       "d4ec2125aff74eded207d2d915ef682f                        31.638656   \n",
       "d524868ce69cb9db10fc5af177fb9423                        13.806830   \n",
       "d5cb17978de290c56e84c9cf97e63186                        64.854482   \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        36.043228   \n",
       "de092beab9305613aca8f79d7d7224e7                        17.171180   \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        84.580406   \n",
       "f47f35242ed40655814bc086d7514046                        54.162645   \n",
       "f9280c5dab6910ed44e518248048b9fe                        25.195267   \n",
       "fc34648599753c9e74ab238e9a4a07ad                         3.328920   \n",
       "fff4e8465d1e12621bc361276b6217cf                         6.585854   \n",
       "\n",
       "                                                                   \n",
       "                                                                   \n",
       "dest_district_hash               fff4e8465d1e12621bc361276b6217cf  \n",
       "start_district_hash                                                \n",
       "08232402614a9b48895cc3d0aeb0e9f2                        27.294872  \n",
       "08f5b445ec6b29deba62e6fd8b0325a6                        34.023524  \n",
       "0a5fef95db34383403d11cb6af937309                        34.023524  \n",
       "1afd7afbc81ecc1b13886a569d869e8a                        53.656586  \n",
       "1c60154546102e6525f68cb4f31e0657                        34.023524  \n",
       "1cbfbdd079ef93e74405c53fcfff8567                        34.023524  \n",
       "1ecbb52d73c522f184a6fc53128b1ea1                        34.023524  \n",
       "2301bc920194c95cf0c7486e5675243c                        14.005415  \n",
       "2350be163432e42270d2670cb3c02f80                        22.318944  \n",
       "2407d482f0ffa22a947068f2551fe62c                        41.385558  \n",
       "2920ece99323b4c111d6f9affc7ea034                        43.975072  \n",
       "307afa4120c590b3a46cf4ff5415608a                        34.023524  \n",
       "364bf755f9b270f0f9141d1a61de43ee                        34.023524  \n",
       "38d5ad2d22b61109fd8e7b43cd0e8901                        37.151354  \n",
       "3a43dcdff3c0b66b1acb1644ff055f9d                        68.493799  \n",
       "3e12208dd0be281c92a6ab57d9a6fb32                        26.119941  \n",
       "445ff793ebd3477d4a2e0b36b2db9271                        34.023524  \n",
       "44c097b7bd219d104050abbafe51bd49                        55.989481  \n",
       "4725c39a5e5f4c188d382da3910b3f3f                        31.828465  \n",
       "49ac89aa860c27e26c0836cb8dab2df2                        10.171422  \n",
       "4b7f6f4e2bf237b6cc58f57142bea5c0                        34.023524  \n",
       "4b9e4cf2fbdc8281b8a1f9f12b80ce4d                        34.023524  \n",
       "4f4041f7db0c7f69892d9b74c1a7efa1                        34.023524  \n",
       "4f8d81b5c31af5d1ba579a65ddc8a5cb                        34.023524  \n",
       "52a4e8aaa12f70020e889aed8fd5ddbc                        19.456345  \n",
       "52d7b69796362a8ed1691a6cc02ddde4                        27.839214  \n",
       "52e56004d92b8c74d53e1e42699cba6f                        44.091716  \n",
       "58c7a4888306d8ff3a641d1c0feccbe3                        12.820554  \n",
       "62afaf3288e236b389af9cfdc5206415                        40.514611  \n",
       "693a21b16653871bbd455403da5412b4                        60.095376  \n",
       "...                                                           ...  \n",
       "82cc4851f9e4faa4e54309f8bb73fd7c                        31.449647  \n",
       "8316146a6f78cc6d9f113f0390859417                         6.044531  \n",
       "87285a66236346350541b8815c5fae94                        10.464360  \n",
       "8bb37d24db1ad665e706c2655d9c4c72                        34.023524  \n",
       "90c5a34f06ac86aee0fd70e2adce7d8a                        41.992111  \n",
       "91690261186ae5bee8f83808ea1e4a01                        34.023524  \n",
       "929ec6c160e6f52c20a4217c7978f681                        31.183030  \n",
       "a5609739c6b5c2719a3752327c5e33a7                        45.724743  \n",
       "a735449c5c09df639c35a7d61fad3ee5                        16.852834  \n",
       "a814069db8d32f0fa6e188f41059c6e1                        34.023524  \n",
       "b05379ac3f9b7d99370d443cfd5dcc28                        40.024703  \n",
       "b26a240205c852804ff8758628c0a86a                        50.192237  \n",
       "b702e920dcd2765e624dc1ce3a770512                        60.701929  \n",
       "ba32abfc048219e933bee869741da911                        34.023524  \n",
       "bf44d327f0232325c6d5280926d7b37d                        34.023524  \n",
       "c4ec24e0a58ebedaa1661e5c09e47bb5                        34.023524  \n",
       "c9f855e3e13480aad0af64b418e810c3                        34.023524  \n",
       "ca064c2682ca48c6a21de012e87c0df5                        29.043171  \n",
       "cb6041cc08444746caf6039d8b9e43cb                        34.023524  \n",
       "d05052b4bda7662a084f235e880f50fa                        36.393163  \n",
       "d4ec2125aff74eded207d2d915ef682f                        38.101360  \n",
       "d524868ce69cb9db10fc5af177fb9423                        10.337317  \n",
       "d5cb17978de290c56e84c9cf97e63186                        34.023524  \n",
       "dd8d3b9665536d6e05b29c2648c0e69a                        43.858427  \n",
       "de092beab9305613aca8f79d7d7224e7                        15.086055  \n",
       "f2c8c4bb99e6377d21de71275afd6cd2                        34.023524  \n",
       "f47f35242ed40655814bc086d7514046                        53.656586  \n",
       "f9280c5dab6910ed44e518248048b9fe                        69.520272  \n",
       "fc34648599753c9e74ab238e9a4a07ad                         6.803866  \n",
       "fff4e8465d1e12621bc361276b6217cf                         3.390810  \n",
       "\n",
       "[66 rows x 66 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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