Data_Organizer.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "consumer_data=pd.read_csv('consumer_data.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "consumer_data=consumer_data.reset_index()\n",
    "consumer_data=consumer_data.set_index(['GEOGRAPHY_ID','QUARTER'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "demographics = pd.read_csv('Demographics_quarter_data.csv')\n",
    "demographics=demographics.reset_index()\n",
    "demographics=demographics.set_index(['GEOGRAPHY_ID','QUARTER'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GEOGRAPHY_ID  QUARTER\n",
       "91902         Y16Q4       6409\n",
       "              Y14Q4       6373\n",
       "              Y15Q1       6382\n",
       "              Y15Q2       6404\n",
       "              Y15Q3       6419\n",
       "              Y15Q4       6429\n",
       "              Y16Q2       6446\n",
       "              Y16Q1       6449\n",
       "              Y16Q3       6465\n",
       "91910         Y14Q4      27607\n",
       "              Y15Q1      27706\n",
       "              Y15Q4      27884\n",
       "              Y15Q3      27905\n",
       "              Y15Q2      27909\n",
       "              Y16Q1      27926\n",
       "              Y16Q3      28238\n",
       "              Y16Q4      28317\n",
       "              Y16Q2      28287\n",
       "91911         Y14Q4      26021\n",
       "              Y15Q1      26079\n",
       "              Y15Q4      26335\n",
       "              Y15Q2      26314\n",
       "              Y15Q3      26337\n",
       "              Y16Q4      26776\n",
       "              Y16Q1      26821\n",
       "              Y16Q2      27109\n",
       "              Y16Q3      27130\n",
       "91913         Y16Q1      13867\n",
       "              Y16Q2      13894\n",
       "              Y16Q3      13981\n",
       "                         ...  \n",
       "92082         Y16Q1       6043\n",
       "              Y16Q3       6068\n",
       "              Y16Q4       6076\n",
       "92121         Y15Q1       2021\n",
       "              Y16Q3       2021\n",
       "              Y16Q4       2026\n",
       "              Y16Q2       2064\n",
       "              Y15Q3       2106\n",
       "              Y15Q2       2109\n",
       "              Y15Q4       2112\n",
       "              Y16Q1       2114\n",
       "              Y14Q4       1959\n",
       "92126         Y14Q4      24433\n",
       "              Y16Q2      24222\n",
       "              Y16Q3      24339\n",
       "              Y15Q1      24479\n",
       "              Y16Q4      24431\n",
       "              Y15Q2      24737\n",
       "              Y15Q3      24798\n",
       "              Y15Q4      24802\n",
       "              Y16Q1      24836\n",
       "92154         Y16Q2      21544\n",
       "              Y16Q3      21637\n",
       "              Y16Q1      21946\n",
       "              Y14Q4      22026\n",
       "              Y15Q1      22076\n",
       "              Y16Q4      22140\n",
       "              Y15Q2      22257\n",
       "              Y15Q4      22342\n",
       "              Y15Q3      22355\n",
       "Name: HH_CY, dtype: int64"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics['HH_CY']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df=pd.concat([demographics, consumer_data], axis=1, join='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "df = df.drop('index', 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GEOGRAPHY_ID  QUARTER\n",
       "91902         Y14Q4       6373\n",
       "              Y15Q1       6382\n",
       "              Y15Q2       6404\n",
       "              Y15Q3       6419\n",
       "              Y15Q4       6429\n",
       "              Y16Q1       6449\n",
       "              Y16Q2       6446\n",
       "              Y16Q3       6465\n",
       "              Y16Q4       6409\n",
       "91910         Y14Q4      27607\n",
       "              Y15Q1      27706\n",
       "              Y15Q2      27909\n",
       "              Y15Q3      27905\n",
       "              Y15Q4      27884\n",
       "              Y16Q1      27926\n",
       "              Y16Q2      28287\n",
       "              Y16Q3      28238\n",
       "              Y16Q4      28317\n",
       "91911         Y14Q4      26021\n",
       "              Y15Q1      26079\n",
       "              Y15Q2      26314\n",
       "              Y15Q3      26337\n",
       "              Y15Q4      26335\n",
       "              Y16Q1      26821\n",
       "              Y16Q2      27109\n",
       "              Y16Q3      27130\n",
       "              Y16Q4      26776\n",
       "91913         Y14Q4      13206\n",
       "              Y15Q1      13244\n",
       "              Y15Q2      13417\n",
       "                         ...  \n",
       "92082         Y16Q2       6034\n",
       "              Y16Q3       6068\n",
       "              Y16Q4       6076\n",
       "92121         Y14Q4       1959\n",
       "              Y15Q1       2021\n",
       "              Y15Q2       2109\n",
       "              Y15Q3       2106\n",
       "              Y15Q4       2112\n",
       "              Y16Q1       2114\n",
       "              Y16Q2       2064\n",
       "              Y16Q3       2021\n",
       "              Y16Q4       2026\n",
       "92126         Y14Q4      24433\n",
       "              Y15Q1      24479\n",
       "              Y15Q2      24737\n",
       "              Y15Q3      24798\n",
       "              Y15Q4      24802\n",
       "              Y16Q1      24836\n",
       "              Y16Q2      24222\n",
       "              Y16Q3      24339\n",
       "              Y16Q4      24431\n",
       "92154         Y14Q4      22026\n",
       "              Y15Q1      22076\n",
       "              Y15Q2      22257\n",
       "              Y15Q3      22355\n",
       "              Y15Q4      22342\n",
       "              Y16Q1      21946\n",
       "              Y16Q2      21544\n",
       "              Y16Q3      21637\n",
       "              Y16Q4      22140\n",
       "Name: HH_CY, dtype: int64"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['HH_CY']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "col_df = pd.read_csv('COSUMEr_data_classes.csv',names=['GEOGRAPHY_ID','Type','Unnamed:2','Unnamed:3','Unnamed:4'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "col_df = col_df.drop(['Unnamed:2','Unnamed:3','Unnamed:4'],1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "col_df=col_df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "col_df=col_df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GEOGRAPHY_ID</th>\n",
       "      <th>Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ALCO_ON_TRIPS_CY</td>\n",
       "      <td>Alcohol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BACON_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BAKERY_FROZEN_REFIG_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BAKING_NEEDS_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BEEF_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BEER_CY</td>\n",
       "      <td>Alcohol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>BEER_FAST_FOOD_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>BEER_FULLSERVICE_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>BISCUITS_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BREAD_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>BREAD_PRODUCTS_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>BREAKFAST_FAST_FOOD_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>BREAKFAST_FULLSERVICE_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>BREAKFAST_MISC_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>BUTTER_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CAKES_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CANDY_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CANNED_FISH_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CANNED_FRUIT_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CANNED_FRUIT_JUICE_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CANNED_VEGT_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CEREALS_READY_TO_EAT_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CHEESE_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CHIPS_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>COLA_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>COOKIES_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CRACKERS_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>DAIRY_MISC_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>DESSERTS_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>DINNER_FAST_FOOD_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>OTHER_FROZEN_FOODS_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>OTHER_MEAT_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>OTHER_PORK_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>PASTA_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>PEANUT_BUTTER_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>PIES_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>PORKCHOPS_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>POULTRY_CHICKEN_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>POULTRY_OTHER_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>RICE_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>ROASTED_COFFEE_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>SALAD_DRESSING_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>SALADS_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>SAUCES_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>SAUSAGE_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>SMOKING_ACCESSORIES_CY</td>\n",
       "      <td>Smoke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>SNACK_BEV_FAST_FOOD_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>SNACK_BEV_FULLSERVICE_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>SNACKS_MISC_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>SOUP_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>SPICES_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>SPORTS_DRINKS_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>SUGAR_CY</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>SWEETENER_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>TEA_CY</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>TOBACCO_PRODUCTS_CY</td>\n",
       "      <td>Smoke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>VEGETABLE_JUICES_CY</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>WHISKEY_CY</td>\n",
       "      <td>Alcohol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>WINE_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>WINE_FULLSERVICE_CY</td>\n",
       "      <td>EO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>106 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 GEOGRAPHY_ID     Type\n",
       "0            ALCO_ON_TRIPS_CY  Alcohol\n",
       "1                    BACON_CY        N\n",
       "2      BAKERY_FROZEN_REFIG_CY        U\n",
       "3             BAKING_NEEDS_CY        U\n",
       "4                     BEEF_CY        N\n",
       "5                     BEER_CY  Alcohol\n",
       "6           BEER_FAST_FOOD_CY       EO\n",
       "7         BEER_FULLSERVICE_CY       EO\n",
       "8                 BISCUITS_CY        U\n",
       "9                    BREAD_CY        U\n",
       "10          BREAD_PRODUCTS_CY        U\n",
       "11     BREAKFAST_FAST_FOOD_CY       EO\n",
       "12   BREAKFAST_FULLSERVICE_CY       EO\n",
       "13          BREAKFAST_MISC_CY       EO\n",
       "14                  BUTTER_CY        U\n",
       "15                   CAKES_CY        U\n",
       "16                   CANDY_CY        U\n",
       "17             CANNED_FISH_CY        N\n",
       "18            CANNED_FRUIT_CY        H\n",
       "19      CANNED_FRUIT_JUICE_CY        H\n",
       "20             CANNED_VEGT_CY        H\n",
       "21    CEREALS_READY_TO_EAT_CY        H\n",
       "22                  CHEESE_CY        U\n",
       "23                   CHIPS_CY        U\n",
       "24                    COLA_CY        U\n",
       "25                 COOKIES_CY        U\n",
       "26                CRACKERS_CY        U\n",
       "27              DAIRY_MISC_CY        H\n",
       "28                DESSERTS_CY        U\n",
       "29        DINNER_FAST_FOOD_CY       EO\n",
       "..                        ...      ...\n",
       "76      OTHER_FROZEN_FOODS_CY        N\n",
       "77              OTHER_MEAT_CY        N\n",
       "78              OTHER_PORK_CY        N\n",
       "79                   PASTA_CY        U\n",
       "80           PEANUT_BUTTER_CY        H\n",
       "81                    PIES_CY        U\n",
       "82               PORKCHOPS_CY        U\n",
       "83         POULTRY_CHICKEN_CY        H\n",
       "84           POULTRY_OTHER_CY        N\n",
       "85                    RICE_CY        N\n",
       "86          ROASTED_COFFEE_CY        U\n",
       "87          SALAD_DRESSING_CY        N\n",
       "88                  SALADS_CY        H\n",
       "89                  SAUCES_CY        N\n",
       "90                 SAUSAGE_CY        N\n",
       "91     SMOKING_ACCESSORIES_CY    Smoke\n",
       "92     SNACK_BEV_FAST_FOOD_CY       EO\n",
       "93   SNACK_BEV_FULLSERVICE_CY       EO\n",
       "94             SNACKS_MISC_CY        N\n",
       "95                    SOUP_CY        H\n",
       "96                  SPICES_CY        H\n",
       "97           SPORTS_DRINKS_CY        N\n",
       "98                   SUGAR_CY        U\n",
       "99               SWEETENER_CY        N\n",
       "100                    TEA_CY        N\n",
       "101       TOBACCO_PRODUCTS_CY    Smoke\n",
       "102       VEGETABLE_JUICES_CY        H\n",
       "103                WHISKEY_CY  Alcohol\n",
       "104                   WINE_CY       EO\n",
       "105       WINE_FULLSERVICE_CY       EO\n",
       "\n",
       "[106 rows x 2 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "demo_cols = pd.read_csv('Demographic_categorized.csv',header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['HH', 'I125', 'I30', 'I150', 'I200', 'I250', 'I50', 'I75', 'I100',\n",
       "       'P25', 'P35', 'P45', 'P55', 'P65', 'P75', 'P85', 'P100', 'PAsian',\n",
       "       'PBlack', 'Pop', 'PF25', 'PF35', 'PF45', 'PF55', 'PF65', 'PF75',\n",
       "       'PF85', 'PF100', 'Pop_F', 'POP_HAWAIIAN', 'POP_HISPANIC', 'PM25',\n",
       "       'PM35', 'PM45', 'PM55', 'PM65', 'PM75', 'PM85', 'PM100', 'Pop_M',\n",
       "       'PWhite'], dtype=object)"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demo_cols.iloc[:,1].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ALCO_ON_TRIPS_CY Alcohol\n",
      "BACON_CY N\n",
      "BAKERY_FROZEN_REFIG_CY U\n",
      "BAKING_NEEDS_CY U\n",
      "BEEF_CY N\n",
      "BEER_CY Alcohol\n",
      "BEER_FAST_FOOD_CY EO\n",
      "BEER_FULLSERVICE_CY EO\n",
      "BISCUITS_CY U\n",
      "BREAD_CY U\n",
      "BREAD_PRODUCTS_CY U\n",
      "BREAKFAST_FAST_FOOD_CY EO\n",
      "BREAKFAST_FULLSERVICE_CY EO\n",
      "BREAKFAST_MISC_CY EO\n",
      "BUTTER_CY U\n",
      "CAKES_CY U\n",
      "CANDY_CY U\n",
      "CANNED_FISH_CY N\n",
      "CANNED_FRUIT_CY H\n",
      "CANNED_FRUIT_JUICE_CY H\n",
      "CANNED_VEGT_CY H\n",
      "CEREALS_READY_TO_EAT_CY H\n",
      "CHEESE_CY U\n",
      "CHIPS_CY U\n",
      "COLA_CY U\n",
      "COOKIES_CY U\n",
      "CRACKERS_CY U\n",
      "DAIRY_MISC_CY H\n",
      "DESSERTS_CY U\n",
      "DINNER_FAST_FOOD_CY EO\n",
      "DINNER_FULLSERVICE_CY EO\n",
      "DINNER_MISC_CY EO\n",
      "DOUGHNUTS_CY U\n",
      "DRIED_FRUIT_CY H\n",
      "DRIED_VEGT_CY H\n",
      "EGGS_CY N\n",
      "FATS_OILS_CY U\n",
      "FEES_PARTICIPATING_SPORTS_CY S\n",
      "FEES_RECREATION_CY S\n",
      "FEES_SPORTS_TRIPS_CY S\n",
      "FLOUR_CY N\n",
      "FLOUR_MIXES_CY U\n",
      "FRESH_APPLES_CY H\n",
      "FRESH_BANANAS_CY H\n",
      "FRESH_CITRUS_CY H\n",
      "FRESH_FISH_CY H\n",
      "FRESH_FRUIT_JUICE_CY H\n",
      "FRESH_LETTUCE_CY H\n",
      "FRESH_MISC_FRUITS_CY H\n",
      "FRESH_MISC_VEGT_CY H\n",
      "FRESH_ORGANGES_CY H\n",
      "FRESH_POTATOES_CY H\n",
      "FRESH_TOMATOES_CY H\n",
      "FROZEN_FISH_CY H\n",
      "FROZEN_FRUIT_JUICE_CY H\n",
      "FROZEN_MEALS_CY N\n",
      "FROZEN_VEGT_CY H\n",
      "FRUIT_FLAVORED_BEV_CY U\n",
      "HAM_CY N\n",
      "ICE_CREAM_CY U\n",
      "INSTANT_COFFEE_CY U\n",
      "JAMS_CY U\n",
      "LUNCH_EMPLOYER_CAFETERIA_CY EO\n",
      "LUNCH_FAST_FOOD_CY EO\n",
      "LUNCH_FULLSERVICE_CY EO\n",
      "LUNCH_MISC_CY EO\n",
      "MARGARINE_CY U\n",
      "MILK_CREAM_CY N\n",
      "NONALC_NONCARB_BEVS_CY N\n",
      "NONCOLA_CARB_BEV_CY N\n",
      "NONDAIRY_MILK_CY H\n",
      "NUTS_CY H\n",
      "OLIVES_CY H\n",
      "OTHER_ALCO_FAST_FOOD_CY EO\n",
      "OTHER_ALCO_FULLSERVICE_CY EO\n",
      "OTHER_ALCOHOL_CY Alcohol\n",
      "OTHER_FROZEN_FOODS_CY N\n",
      "OTHER_MEAT_CY N\n",
      "OTHER_PORK_CY N\n",
      "PASTA_CY U\n",
      "PEANUT_BUTTER_CY H\n",
      "PIES_CY U\n",
      "PORKCHOPS_CY U\n",
      "POULTRY_CHICKEN_CY H\n",
      "POULTRY_OTHER_CY N\n",
      "RICE_CY N\n",
      "ROASTED_COFFEE_CY U\n",
      "SALAD_DRESSING_CY N\n",
      "SALADS_CY H\n",
      "SAUCES_CY N\n",
      "SAUSAGE_CY N\n",
      "SMOKING_ACCESSORIES_CY Smoke\n",
      "SNACK_BEV_FAST_FOOD_CY EO\n",
      "SNACK_BEV_FULLSERVICE_CY EO\n",
      "SNACKS_MISC_CY N\n",
      "SOUP_CY H\n",
      "SPICES_CY H\n",
      "SPORTS_DRINKS_CY N\n",
      "SUGAR_CY U\n",
      "SWEETENER_CY N\n",
      "TEA_CY N\n",
      "TOBACCO_PRODUCTS_CY Smoke\n",
      "VEGETABLE_JUICES_CY H\n",
      "WHISKEY_CY Alcohol\n",
      "WINE_CY EO\n",
      "WINE_FULLSERVICE_CY EO\n"
     ]
    }
   ],
   "source": [
    "for col in range(len(col_df)):\n",
    "    print col_df.iloc[col][0], col_df.iloc[col][1]\n",
    "    df.rename(columns={col_df.iloc[col][0]: col_df.iloc[col][1]}, inplace=True)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HH_CY HH\n",
      "HH_INC_100TO125_CY I125\n",
      "HH_INC_10TO15_CY I30\n",
      "HH_INC_125TO150_CY I150\n",
      "HH_INC_150TO200_CY I200\n",
      "HH_INC_15TO20_CY I30\n",
      "HH_INC_200PLUS_CY I250\n",
      "HH_INC_20TO25_CY I30\n",
      "HH_INC_25TO30_CY I30\n",
      "HH_INC_30TO35_CY I50\n",
      "HH_INC_35TO40_CY I50\n",
      "HH_INC_40TO45_CY I50\n",
      "HH_INC_45TO50_CY I50\n",
      "HH_INC_50TO60_CY I75\n",
      "HH_INC_60TO75_CY I75\n",
      "HH_INC_75TO100_CY I100\n",
      "HH_INC_UNDER10_CY I30\n",
      "POP_AGE_10TO14_CY P25\n",
      "POP_AGE_15TO19_CY P25\n",
      "POP_AGE_20TO24_CY P25\n",
      "POP_AGE_25TO29_CY P35\n",
      "POP_AGE_30TO34_CY P35\n",
      "POP_AGE_35TO39_CY P45\n",
      "POP_AGE_40TO44_CY P45\n",
      "POP_AGE_45TO49_CY P55\n",
      "POP_AGE_50TO54_CY P55\n",
      "POP_AGE_55TO59_CY P65\n",
      "POP_AGE_5TO9_CY P25\n",
      "POP_AGE_60TO64_CY P65\n",
      "POP_AGE_65TO69_CY P75\n",
      "POP_AGE_70TO74_CY P75\n",
      "POP_AGE_75TO79_CY P85\n",
      "POP_AGE_80TO84_CY P85\n",
      "POP_AGE_85PLUS_CY P100\n",
      "POP_AGE_UNDER5_CY P25\n",
      "POP_ASIAN_CY PAsian\n",
      "POP_BLACK_CY PBlack\n",
      "POP_CY Pop\n",
      "POP_F_AGE_10TO14_CY PF25\n",
      "POP_F_AGE_15TO19_CY PF25\n",
      "POP_F_AGE_20TO24_CY PF25\n",
      "POP_F_AGE_25TO29_CY PF35\n",
      "POP_F_AGE_30TO34_CY PF35\n",
      "POP_F_AGE_35TO39_CY PF45\n",
      "POP_F_AGE_40TO44_CY PF45\n",
      "POP_F_AGE_45TO49_CY PF55\n",
      "POP_F_AGE_50TO54_CY PF55\n",
      "POP_F_AGE_55TO59_CY PF65\n",
      "POP_F_AGE_5TO9_CY PF25\n",
      "POP_F_AGE_60TO64_CY PF65\n",
      "POP_F_AGE_65TO69_CY PF75\n",
      "POP_F_AGE_70TO74_CY PF75\n",
      "POP_F_AGE_75TO79_CY PF85\n",
      "POP_F_AGE_80TO84_CY PF85\n",
      "POP_F_AGE_85PLUS_CY PF100\n",
      "POP_F_AGE_UNDER5_CY PF25\n",
      "POP_F_CY Pop_F\n",
      "POP_HAWAIIAN_CY POP_HAWAIIAN\n",
      "POP_HISPANIC_CY POP_HISPANIC\n",
      "POP_M_AGE_10TO14_CY PM25\n",
      "POP_M_AGE_15TO19_CY PM25\n",
      "POP_M_AGE_20TO24_CY PM25\n",
      "POP_M_AGE_25TO29_CY PM35\n",
      "POP_M_AGE_30TO34_CY PM35\n",
      "POP_M_AGE_35TO39_CY PM45\n",
      "POP_M_AGE_40TO44_CY PM45\n",
      "POP_M_AGE_45TO49_CY PM55\n",
      "POP_M_AGE_50TO54_CY PM55\n",
      "POP_M_AGE_55TO59_CY PM65\n",
      "POP_M_AGE_5TO9_CY PM25\n",
      "POP_M_AGE_60TO64_CY PM65\n",
      "POP_M_AGE_65TO69_CY PM75\n",
      "POP_M_AGE_70TO74_CY PM75\n",
      "POP_M_AGE_75TO79_CY PM85\n",
      "POP_M_AGE_80TO84_CY PM85\n",
      "POP_M_AGE_85PLUS_CY PM100\n",
      "POP_M_AGE_UNDER5_CY PM25\n",
      "POP_M_CY Pop_M\n",
      "POP_WHITE_CY PWhite\n"
     ]
    }
   ],
   "source": [
    "for col in range(len(demo_cols)):\n",
    "    print demo_cols.iloc[col][0], demo_cols.iloc[col][1]\n",
    "    df.rename(columns={demo_cols.iloc[col][0]: demo_cols.iloc[col][1]}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>STATE_ABBR</th>\n",
       "      <th>POP_CN</th>\n",
       "      <th>HH_CN</th>\n",
       "      <th>GQ_CN</th>\n",
       "      <th>HU_CN</th>\n",
       "      <th>Pop</th>\n",
       "      <th>HH</th>\n",
       "      <th>GQ_CY</th>\n",
       "      <th>HU_CY</th>\n",
       "      <th>POP_FY</th>\n",
       "      <th>...</th>\n",
       "      <th>FROZEN_FRUIT_JUICE_FY</th>\n",
       "      <th>HAM_FY</th>\n",
       "      <th>MILK_CREAM_FY</th>\n",
       "      <th>TOBACCO_PRODUCTS_FY</th>\n",
       "      <th>DINNER_MISC_FY</th>\n",
       "      <th>LUNCH_MISC_FY</th>\n",
       "      <th>OTHER_MAJOR_HA_FY</th>\n",
       "      <th>SNACKS_MISC_FY</th>\n",
       "      <th>SMOKING_ACCESSORIES_FY</th>\n",
       "      <th>WINE_MISC_FY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEOGRAPHY_ID</th>\n",
       "      <th>QUARTER</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 rowspan=\"9\" valign=\"top\">91902</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17581</td>\n",
       "      <td>5941</td>\n",
       "      <td>42</td>\n",
       "      <td>6160</td>\n",
       "      <td>18735</td>\n",
       "      <td>6373</td>\n",
       "      <td>42</td>\n",
       "      <td>6474</td>\n",
       "      <td>19815</td>\n",
       "      <td>...</td>\n",
       "      <td>148370</td>\n",
       "      <td>301075</td>\n",
       "      <td>1375283</td>\n",
       "      <td>1522317</td>\n",
       "      <td>95982</td>\n",
       "      <td>68263</td>\n",
       "      <td>68703</td>\n",
       "      <td>267031</td>\n",
       "      <td>12012</td>\n",
       "      <td>31618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17581</td>\n",
       "      <td>5941</td>\n",
       "      <td>42</td>\n",
       "      <td>6160</td>\n",
       "      <td>18759</td>\n",
       "      <td>6382</td>\n",
       "      <td>42</td>\n",
       "      <td>6482</td>\n",
       "      <td>19835</td>\n",
       "      <td>...</td>\n",
       "      <td>148660</td>\n",
       "      <td>301521</td>\n",
       "      <td>1378116</td>\n",
       "      <td>1524190</td>\n",
       "      <td>95649</td>\n",
       "      <td>68540</td>\n",
       "      <td>68711</td>\n",
       "      <td>268009</td>\n",
       "      <td>12029</td>\n",
       "      <td>31810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17581</td>\n",
       "      <td>5941</td>\n",
       "      <td>42</td>\n",
       "      <td>6160</td>\n",
       "      <td>18885</td>\n",
       "      <td>6404</td>\n",
       "      <td>42</td>\n",
       "      <td>6513</td>\n",
       "      <td>19970</td>\n",
       "      <td>...</td>\n",
       "      <td>149406</td>\n",
       "      <td>303076</td>\n",
       "      <td>1386144</td>\n",
       "      <td>1533057</td>\n",
       "      <td>96304</td>\n",
       "      <td>68993</td>\n",
       "      <td>68920</td>\n",
       "      <td>269676</td>\n",
       "      <td>12098</td>\n",
       "      <td>31807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17581</td>\n",
       "      <td>5941</td>\n",
       "      <td>42</td>\n",
       "      <td>6160</td>\n",
       "      <td>18921</td>\n",
       "      <td>6419</td>\n",
       "      <td>42</td>\n",
       "      <td>6526</td>\n",
       "      <td>20004</td>\n",
       "      <td>...</td>\n",
       "      <td>149662</td>\n",
       "      <td>303522</td>\n",
       "      <td>1388063</td>\n",
       "      <td>1539188</td>\n",
       "      <td>96425</td>\n",
       "      <td>69110</td>\n",
       "      <td>68994</td>\n",
       "      <td>269526</td>\n",
       "      <td>12145</td>\n",
       "      <td>31860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17581</td>\n",
       "      <td>5941</td>\n",
       "      <td>42</td>\n",
       "      <td>6160</td>\n",
       "      <td>18950</td>\n",
       "      <td>6429</td>\n",
       "      <td>42</td>\n",
       "      <td>6530</td>\n",
       "      <td>20027</td>\n",
       "      <td>...</td>\n",
       "      <td>149781</td>\n",
       "      <td>303756</td>\n",
       "      <td>1389665</td>\n",
       "      <td>1532964</td>\n",
       "      <td>96399</td>\n",
       "      <td>69099</td>\n",
       "      <td>68936</td>\n",
       "      <td>269860</td>\n",
       "      <td>12097</td>\n",
       "      <td>31800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17581</td>\n",
       "      <td>5941</td>\n",
       "      <td>42</td>\n",
       "      <td>6160</td>\n",
       "      <td>19005</td>\n",
       "      <td>6449</td>\n",
       "      <td>42</td>\n",
       "      <td>6532</td>\n",
       "      <td>20086</td>\n",
       "      <td>...</td>\n",
       "      <td>150844</td>\n",
       "      <td>304693</td>\n",
       "      <td>1406228</td>\n",
       "      <td>1563398</td>\n",
       "      <td>98924</td>\n",
       "      <td>70364</td>\n",
       "      <td>71908</td>\n",
       "      <td>277297</td>\n",
       "      <td>12336</td>\n",
       "      <td>33402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17581</td>\n",
       "      <td>5941</td>\n",
       "      <td>42</td>\n",
       "      <td>6160</td>\n",
       "      <td>19005</td>\n",
       "      <td>6446</td>\n",
       "      <td>42</td>\n",
       "      <td>6540</td>\n",
       "      <td>20015</td>\n",
       "      <td>...</td>\n",
       "      <td>150440</td>\n",
       "      <td>303494</td>\n",
       "      <td>1402188</td>\n",
       "      <td>1507731</td>\n",
       "      <td>98977</td>\n",
       "      <td>70424</td>\n",
       "      <td>71718</td>\n",
       "      <td>277030</td>\n",
       "      <td>11897</td>\n",
       "      <td>33246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17581</td>\n",
       "      <td>5941</td>\n",
       "      <td>42</td>\n",
       "      <td>6160</td>\n",
       "      <td>19050</td>\n",
       "      <td>6465</td>\n",
       "      <td>42</td>\n",
       "      <td>6555</td>\n",
       "      <td>20061</td>\n",
       "      <td>...</td>\n",
       "      <td>149704</td>\n",
       "      <td>304355</td>\n",
       "      <td>1365608</td>\n",
       "      <td>1517621</td>\n",
       "      <td>98218</td>\n",
       "      <td>69222</td>\n",
       "      <td>70906</td>\n",
       "      <td>277794</td>\n",
       "      <td>11973</td>\n",
       "      <td>32637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17401</td>\n",
       "      <td>5877</td>\n",
       "      <td>42</td>\n",
       "      <td>6094</td>\n",
       "      <td>18887</td>\n",
       "      <td>6409</td>\n",
       "      <td>42</td>\n",
       "      <td>6491</td>\n",
       "      <td>19886</td>\n",
       "      <td>...</td>\n",
       "      <td>148281</td>\n",
       "      <td>301367</td>\n",
       "      <td>1352418</td>\n",
       "      <td>1497313</td>\n",
       "      <td>97307</td>\n",
       "      <td>68549</td>\n",
       "      <td>70193</td>\n",
       "      <td>275199</td>\n",
       "      <td>11816</td>\n",
       "      <td>32356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91910</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75845</td>\n",
       "      <td>26082</td>\n",
       "      <td>955</td>\n",
       "      <td>27560</td>\n",
       "      <td>79396</td>\n",
       "      <td>27607</td>\n",
       "      <td>936</td>\n",
       "      <td>28336</td>\n",
       "      <td>83633</td>\n",
       "      <td>...</td>\n",
       "      <td>544150</td>\n",
       "      <td>1200029</td>\n",
       "      <td>5404789</td>\n",
       "      <td>7449926</td>\n",
       "      <td>325931</td>\n",
       "      <td>241368</td>\n",
       "      <td>191814</td>\n",
       "      <td>993845</td>\n",
       "      <td>58785</td>\n",
       "      <td>81415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75845</td>\n",
       "      <td>26082</td>\n",
       "      <td>955</td>\n",
       "      <td>27560</td>\n",
       "      <td>79631</td>\n",
       "      <td>27706</td>\n",
       "      <td>937</td>\n",
       "      <td>28403</td>\n",
       "      <td>83897</td>\n",
       "      <td>...</td>\n",
       "      <td>546537</td>\n",
       "      <td>1203966</td>\n",
       "      <td>5427388</td>\n",
       "      <td>7476604</td>\n",
       "      <td>325820</td>\n",
       "      <td>242929</td>\n",
       "      <td>192420</td>\n",
       "      <td>999960</td>\n",
       "      <td>59002</td>\n",
       "      <td>82157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75845</td>\n",
       "      <td>26082</td>\n",
       "      <td>955</td>\n",
       "      <td>27560</td>\n",
       "      <td>80152</td>\n",
       "      <td>27909</td>\n",
       "      <td>986</td>\n",
       "      <td>28587</td>\n",
       "      <td>84475</td>\n",
       "      <td>...</td>\n",
       "      <td>551001</td>\n",
       "      <td>1212594</td>\n",
       "      <td>5470724</td>\n",
       "      <td>7518142</td>\n",
       "      <td>329205</td>\n",
       "      <td>245376</td>\n",
       "      <td>193981</td>\n",
       "      <td>1009705</td>\n",
       "      <td>59329</td>\n",
       "      <td>82477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75845</td>\n",
       "      <td>26082</td>\n",
       "      <td>955</td>\n",
       "      <td>27560</td>\n",
       "      <td>80089</td>\n",
       "      <td>27905</td>\n",
       "      <td>985</td>\n",
       "      <td>28578</td>\n",
       "      <td>84356</td>\n",
       "      <td>...</td>\n",
       "      <td>550373</td>\n",
       "      <td>1209681</td>\n",
       "      <td>5460962</td>\n",
       "      <td>7545614</td>\n",
       "      <td>328894</td>\n",
       "      <td>245359</td>\n",
       "      <td>193706</td>\n",
       "      <td>1007349</td>\n",
       "      <td>59540</td>\n",
       "      <td>82396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75845</td>\n",
       "      <td>26082</td>\n",
       "      <td>955</td>\n",
       "      <td>27560</td>\n",
       "      <td>79970</td>\n",
       "      <td>27884</td>\n",
       "      <td>985</td>\n",
       "      <td>28456</td>\n",
       "      <td>84178</td>\n",
       "      <td>...</td>\n",
       "      <td>549272</td>\n",
       "      <td>1209055</td>\n",
       "      <td>5453208</td>\n",
       "      <td>7513971</td>\n",
       "      <td>327721</td>\n",
       "      <td>244530</td>\n",
       "      <td>193157</td>\n",
       "      <td>1004622</td>\n",
       "      <td>59296</td>\n",
       "      <td>82095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75885</td>\n",
       "      <td>26099</td>\n",
       "      <td>955</td>\n",
       "      <td>27579</td>\n",
       "      <td>80056</td>\n",
       "      <td>27926</td>\n",
       "      <td>984</td>\n",
       "      <td>28434</td>\n",
       "      <td>84250</td>\n",
       "      <td>...</td>\n",
       "      <td>550688</td>\n",
       "      <td>1210307</td>\n",
       "      <td>5470979</td>\n",
       "      <td>7684569</td>\n",
       "      <td>328725</td>\n",
       "      <td>242880</td>\n",
       "      <td>195912</td>\n",
       "      <td>1009323</td>\n",
       "      <td>60641</td>\n",
       "      <td>82709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75885</td>\n",
       "      <td>26099</td>\n",
       "      <td>955</td>\n",
       "      <td>27579</td>\n",
       "      <td>81028</td>\n",
       "      <td>28287</td>\n",
       "      <td>1000</td>\n",
       "      <td>28902</td>\n",
       "      <td>85153</td>\n",
       "      <td>...</td>\n",
       "      <td>556701</td>\n",
       "      <td>1222907</td>\n",
       "      <td>5532582</td>\n",
       "      <td>7617760</td>\n",
       "      <td>333020</td>\n",
       "      <td>246274</td>\n",
       "      <td>197663</td>\n",
       "      <td>1021842</td>\n",
       "      <td>60113</td>\n",
       "      <td>83177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75885</td>\n",
       "      <td>26099</td>\n",
       "      <td>955</td>\n",
       "      <td>27579</td>\n",
       "      <td>80872</td>\n",
       "      <td>28238</td>\n",
       "      <td>999</td>\n",
       "      <td>28764</td>\n",
       "      <td>84927</td>\n",
       "      <td>...</td>\n",
       "      <td>551884</td>\n",
       "      <td>1219675</td>\n",
       "      <td>5365754</td>\n",
       "      <td>7638497</td>\n",
       "      <td>331352</td>\n",
       "      <td>242162</td>\n",
       "      <td>195940</td>\n",
       "      <td>1023953</td>\n",
       "      <td>60280</td>\n",
       "      <td>82292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75885</td>\n",
       "      <td>26099</td>\n",
       "      <td>955</td>\n",
       "      <td>27579</td>\n",
       "      <td>81022</td>\n",
       "      <td>28317</td>\n",
       "      <td>999</td>\n",
       "      <td>28826</td>\n",
       "      <td>85073</td>\n",
       "      <td>...</td>\n",
       "      <td>553234</td>\n",
       "      <td>1222266</td>\n",
       "      <td>5377667</td>\n",
       "      <td>7649582</td>\n",
       "      <td>332224</td>\n",
       "      <td>242790</td>\n",
       "      <td>196458</td>\n",
       "      <td>1026723</td>\n",
       "      <td>60362</td>\n",
       "      <td>82509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91911</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>83209</td>\n",
       "      <td>24670</td>\n",
       "      <td>748</td>\n",
       "      <td>25682</td>\n",
       "      <td>86613</td>\n",
       "      <td>26021</td>\n",
       "      <td>735</td>\n",
       "      <td>26486</td>\n",
       "      <td>91106</td>\n",
       "      <td>...</td>\n",
       "      <td>542695</td>\n",
       "      <td>1259450</td>\n",
       "      <td>5556994</td>\n",
       "      <td>7809794</td>\n",
       "      <td>300504</td>\n",
       "      <td>224574</td>\n",
       "      <td>179102</td>\n",
       "      <td>917409</td>\n",
       "      <td>61627</td>\n",
       "      <td>67090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>83209</td>\n",
       "      <td>24670</td>\n",
       "      <td>748</td>\n",
       "      <td>25682</td>\n",
       "      <td>86748</td>\n",
       "      <td>26079</td>\n",
       "      <td>735</td>\n",
       "      <td>26524</td>\n",
       "      <td>91241</td>\n",
       "      <td>...</td>\n",
       "      <td>544051</td>\n",
       "      <td>1261214</td>\n",
       "      <td>5569479</td>\n",
       "      <td>7818002</td>\n",
       "      <td>300029</td>\n",
       "      <td>225669</td>\n",
       "      <td>179338</td>\n",
       "      <td>921632</td>\n",
       "      <td>61693</td>\n",
       "      <td>67654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>83209</td>\n",
       "      <td>24670</td>\n",
       "      <td>748</td>\n",
       "      <td>25682</td>\n",
       "      <td>87521</td>\n",
       "      <td>26314</td>\n",
       "      <td>772</td>\n",
       "      <td>26792</td>\n",
       "      <td>92137</td>\n",
       "      <td>...</td>\n",
       "      <td>549728</td>\n",
       "      <td>1273637</td>\n",
       "      <td>5627470</td>\n",
       "      <td>7886047</td>\n",
       "      <td>303778</td>\n",
       "      <td>228440</td>\n",
       "      <td>181186</td>\n",
       "      <td>932375</td>\n",
       "      <td>62231</td>\n",
       "      <td>68102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>83209</td>\n",
       "      <td>24670</td>\n",
       "      <td>748</td>\n",
       "      <td>25682</td>\n",
       "      <td>87549</td>\n",
       "      <td>26337</td>\n",
       "      <td>772</td>\n",
       "      <td>26801</td>\n",
       "      <td>92132</td>\n",
       "      <td>...</td>\n",
       "      <td>549967</td>\n",
       "      <td>1272452</td>\n",
       "      <td>5625739</td>\n",
       "      <td>7938371</td>\n",
       "      <td>303977</td>\n",
       "      <td>228774</td>\n",
       "      <td>181301</td>\n",
       "      <td>931627</td>\n",
       "      <td>62645</td>\n",
       "      <td>68161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>83209</td>\n",
       "      <td>24670</td>\n",
       "      <td>748</td>\n",
       "      <td>25682</td>\n",
       "      <td>87494</td>\n",
       "      <td>26335</td>\n",
       "      <td>771</td>\n",
       "      <td>26769</td>\n",
       "      <td>92030</td>\n",
       "      <td>...</td>\n",
       "      <td>549442</td>\n",
       "      <td>1272912</td>\n",
       "      <td>5623191</td>\n",
       "      <td>7924206</td>\n",
       "      <td>303268</td>\n",
       "      <td>228331</td>\n",
       "      <td>181009</td>\n",
       "      <td>930108</td>\n",
       "      <td>62530</td>\n",
       "      <td>68010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>84552</td>\n",
       "      <td>25069</td>\n",
       "      <td>748</td>\n",
       "      <td>26126</td>\n",
       "      <td>89089</td>\n",
       "      <td>26821</td>\n",
       "      <td>771</td>\n",
       "      <td>27200</td>\n",
       "      <td>93718</td>\n",
       "      <td>...</td>\n",
       "      <td>562646</td>\n",
       "      <td>1298486</td>\n",
       "      <td>5739442</td>\n",
       "      <td>8134584</td>\n",
       "      <td>309443</td>\n",
       "      <td>230177</td>\n",
       "      <td>184829</td>\n",
       "      <td>951041</td>\n",
       "      <td>64189</td>\n",
       "      <td>69443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>84552</td>\n",
       "      <td>25069</td>\n",
       "      <td>748</td>\n",
       "      <td>26126</td>\n",
       "      <td>90029</td>\n",
       "      <td>27109</td>\n",
       "      <td>781</td>\n",
       "      <td>27558</td>\n",
       "      <td>94551</td>\n",
       "      <td>...</td>\n",
       "      <td>567856</td>\n",
       "      <td>1309276</td>\n",
       "      <td>5792342</td>\n",
       "      <td>8096935</td>\n",
       "      <td>313136</td>\n",
       "      <td>233135</td>\n",
       "      <td>186490</td>\n",
       "      <td>961302</td>\n",
       "      <td>63893</td>\n",
       "      <td>69848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>84552</td>\n",
       "      <td>25069</td>\n",
       "      <td>748</td>\n",
       "      <td>26126</td>\n",
       "      <td>90035</td>\n",
       "      <td>27130</td>\n",
       "      <td>781</td>\n",
       "      <td>27548</td>\n",
       "      <td>94519</td>\n",
       "      <td>...</td>\n",
       "      <td>564309</td>\n",
       "      <td>1309079</td>\n",
       "      <td>5632539</td>\n",
       "      <td>8097854</td>\n",
       "      <td>312963</td>\n",
       "      <td>230112</td>\n",
       "      <td>185623</td>\n",
       "      <td>966678</td>\n",
       "      <td>63903</td>\n",
       "      <td>69604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>83251</td>\n",
       "      <td>24676</td>\n",
       "      <td>748</td>\n",
       "      <td>25686</td>\n",
       "      <td>88798</td>\n",
       "      <td>26776</td>\n",
       "      <td>780</td>\n",
       "      <td>27145</td>\n",
       "      <td>93209</td>\n",
       "      <td>...</td>\n",
       "      <td>555509</td>\n",
       "      <td>1288711</td>\n",
       "      <td>5545109</td>\n",
       "      <td>7988898</td>\n",
       "      <td>307830</td>\n",
       "      <td>226348</td>\n",
       "      <td>182386</td>\n",
       "      <td>952008</td>\n",
       "      <td>63041</td>\n",
       "      <td>68228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">91913</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>39567</td>\n",
       "      <td>11745</td>\n",
       "      <td>24</td>\n",
       "      <td>12387</td>\n",
       "      <td>44098</td>\n",
       "      <td>13206</td>\n",
       "      <td>24</td>\n",
       "      <td>13520</td>\n",
       "      <td>47118</td>\n",
       "      <td>...</td>\n",
       "      <td>321259</td>\n",
       "      <td>659761</td>\n",
       "      <td>3062645</td>\n",
       "      <td>3520277</td>\n",
       "      <td>204224</td>\n",
       "      <td>146421</td>\n",
       "      <td>132730</td>\n",
       "      <td>596059</td>\n",
       "      <td>27779</td>\n",
       "      <td>60219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>39567</td>\n",
       "      <td>11745</td>\n",
       "      <td>24</td>\n",
       "      <td>12387</td>\n",
       "      <td>44201</td>\n",
       "      <td>13244</td>\n",
       "      <td>24</td>\n",
       "      <td>13546</td>\n",
       "      <td>47195</td>\n",
       "      <td>...</td>\n",
       "      <td>322236</td>\n",
       "      <td>660879</td>\n",
       "      <td>3071194</td>\n",
       "      <td>3523092</td>\n",
       "      <td>203886</td>\n",
       "      <td>147197</td>\n",
       "      <td>132962</td>\n",
       "      <td>599116</td>\n",
       "      <td>27802</td>\n",
       "      <td>60707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>39567</td>\n",
       "      <td>11745</td>\n",
       "      <td>24</td>\n",
       "      <td>12387</td>\n",
       "      <td>44749</td>\n",
       "      <td>13417</td>\n",
       "      <td>24</td>\n",
       "      <td>13739</td>\n",
       "      <td>47807</td>\n",
       "      <td>...</td>\n",
       "      <td>326798</td>\n",
       "      <td>669634</td>\n",
       "      <td>3114346</td>\n",
       "      <td>3569818</td>\n",
       "      <td>207141</td>\n",
       "      <td>149502</td>\n",
       "      <td>134698</td>\n",
       "      <td>608401</td>\n",
       "      <td>28170</td>\n",
       "      <td>61195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">92082</th>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>19578</td>\n",
       "      <td>6418</td>\n",
       "      <td>58</td>\n",
       "      <td>6944</td>\n",
       "      <td>18299</td>\n",
       "      <td>6034</td>\n",
       "      <td>61</td>\n",
       "      <td>6206</td>\n",
       "      <td>18740</td>\n",
       "      <td>...</td>\n",
       "      <td>135609</td>\n",
       "      <td>279274</td>\n",
       "      <td>1276852</td>\n",
       "      <td>2248326</td>\n",
       "      <td>82963</td>\n",
       "      <td>59961</td>\n",
       "      <td>62201</td>\n",
       "      <td>237741</td>\n",
       "      <td>17743</td>\n",
       "      <td>25140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>19578</td>\n",
       "      <td>6418</td>\n",
       "      <td>58</td>\n",
       "      <td>6944</td>\n",
       "      <td>18401</td>\n",
       "      <td>6068</td>\n",
       "      <td>61</td>\n",
       "      <td>6237</td>\n",
       "      <td>18878</td>\n",
       "      <td>...</td>\n",
       "      <td>135776</td>\n",
       "      <td>281273</td>\n",
       "      <td>1251316</td>\n",
       "      <td>2263510</td>\n",
       "      <td>83357</td>\n",
       "      <td>59590</td>\n",
       "      <td>62316</td>\n",
       "      <td>240816</td>\n",
       "      <td>17861</td>\n",
       "      <td>25101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>19578</td>\n",
       "      <td>6418</td>\n",
       "      <td>58</td>\n",
       "      <td>6944</td>\n",
       "      <td>18429</td>\n",
       "      <td>6076</td>\n",
       "      <td>61</td>\n",
       "      <td>6235</td>\n",
       "      <td>18904</td>\n",
       "      <td>...</td>\n",
       "      <td>135906</td>\n",
       "      <td>281510</td>\n",
       "      <td>1252367</td>\n",
       "      <td>2263965</td>\n",
       "      <td>83398</td>\n",
       "      <td>59620</td>\n",
       "      <td>62330</td>\n",
       "      <td>240984</td>\n",
       "      <td>17866</td>\n",
       "      <td>25098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92121</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4742</td>\n",
       "      <td>1912</td>\n",
       "      <td>0</td>\n",
       "      <td>1995</td>\n",
       "      <td>4913</td>\n",
       "      <td>1959</td>\n",
       "      <td>0</td>\n",
       "      <td>1999</td>\n",
       "      <td>5163</td>\n",
       "      <td>...</td>\n",
       "      <td>42372</td>\n",
       "      <td>75681</td>\n",
       "      <td>385659</td>\n",
       "      <td>613109</td>\n",
       "      <td>32137</td>\n",
       "      <td>22366</td>\n",
       "      <td>19613</td>\n",
       "      <td>90126</td>\n",
       "      <td>4839</td>\n",
       "      <td>12169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4709</td>\n",
       "      <td>1899</td>\n",
       "      <td>0</td>\n",
       "      <td>1981</td>\n",
       "      <td>5088</td>\n",
       "      <td>2021</td>\n",
       "      <td>0</td>\n",
       "      <td>2062</td>\n",
       "      <td>5395</td>\n",
       "      <td>...</td>\n",
       "      <td>44374</td>\n",
       "      <td>79112</td>\n",
       "      <td>403470</td>\n",
       "      <td>636267</td>\n",
       "      <td>33554</td>\n",
       "      <td>23492</td>\n",
       "      <td>20687</td>\n",
       "      <td>94508</td>\n",
       "      <td>5021</td>\n",
       "      <td>12888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4709</td>\n",
       "      <td>1899</td>\n",
       "      <td>0</td>\n",
       "      <td>1981</td>\n",
       "      <td>5338</td>\n",
       "      <td>2109</td>\n",
       "      <td>0</td>\n",
       "      <td>2152</td>\n",
       "      <td>5703</td>\n",
       "      <td>...</td>\n",
       "      <td>46979</td>\n",
       "      <td>83809</td>\n",
       "      <td>426880</td>\n",
       "      <td>668370</td>\n",
       "      <td>35589</td>\n",
       "      <td>24895</td>\n",
       "      <td>22020</td>\n",
       "      <td>99956</td>\n",
       "      <td>5274</td>\n",
       "      <td>13614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4709</td>\n",
       "      <td>1899</td>\n",
       "      <td>0</td>\n",
       "      <td>1981</td>\n",
       "      <td>5328</td>\n",
       "      <td>2106</td>\n",
       "      <td>0</td>\n",
       "      <td>2148</td>\n",
       "      <td>5685</td>\n",
       "      <td>...</td>\n",
       "      <td>46849</td>\n",
       "      <td>83485</td>\n",
       "      <td>425457</td>\n",
       "      <td>667609</td>\n",
       "      <td>35472</td>\n",
       "      <td>24827</td>\n",
       "      <td>21925</td>\n",
       "      <td>99467</td>\n",
       "      <td>5268</td>\n",
       "      <td>13571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4709</td>\n",
       "      <td>1899</td>\n",
       "      <td>0</td>\n",
       "      <td>1981</td>\n",
       "      <td>5351</td>\n",
       "      <td>2112</td>\n",
       "      <td>0</td>\n",
       "      <td>2153</td>\n",
       "      <td>5708</td>\n",
       "      <td>...</td>\n",
       "      <td>46997</td>\n",
       "      <td>84212</td>\n",
       "      <td>427485</td>\n",
       "      <td>667632</td>\n",
       "      <td>35555</td>\n",
       "      <td>24862</td>\n",
       "      <td>22000</td>\n",
       "      <td>99785</td>\n",
       "      <td>5268</td>\n",
       "      <td>13605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4709</td>\n",
       "      <td>1899</td>\n",
       "      <td>0</td>\n",
       "      <td>1981</td>\n",
       "      <td>5361</td>\n",
       "      <td>2114</td>\n",
       "      <td>0</td>\n",
       "      <td>2148</td>\n",
       "      <td>5715</td>\n",
       "      <td>...</td>\n",
       "      <td>47493</td>\n",
       "      <td>84328</td>\n",
       "      <td>432018</td>\n",
       "      <td>661483</td>\n",
       "      <td>36614</td>\n",
       "      <td>25286</td>\n",
       "      <td>22631</td>\n",
       "      <td>102535</td>\n",
       "      <td>5220</td>\n",
       "      <td>14195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4709</td>\n",
       "      <td>1899</td>\n",
       "      <td>0</td>\n",
       "      <td>1981</td>\n",
       "      <td>5239</td>\n",
       "      <td>2064</td>\n",
       "      <td>0</td>\n",
       "      <td>2103</td>\n",
       "      <td>5545</td>\n",
       "      <td>...</td>\n",
       "      <td>46106</td>\n",
       "      <td>81818</td>\n",
       "      <td>419283</td>\n",
       "      <td>622274</td>\n",
       "      <td>35602</td>\n",
       "      <td>24595</td>\n",
       "      <td>21942</td>\n",
       "      <td>99591</td>\n",
       "      <td>4910</td>\n",
       "      <td>13709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4709</td>\n",
       "      <td>1899</td>\n",
       "      <td>0</td>\n",
       "      <td>1981</td>\n",
       "      <td>5116</td>\n",
       "      <td>2021</td>\n",
       "      <td>0</td>\n",
       "      <td>2056</td>\n",
       "      <td>5389</td>\n",
       "      <td>...</td>\n",
       "      <td>44415</td>\n",
       "      <td>79388</td>\n",
       "      <td>395678</td>\n",
       "      <td>613390</td>\n",
       "      <td>34197</td>\n",
       "      <td>23422</td>\n",
       "      <td>20857</td>\n",
       "      <td>96745</td>\n",
       "      <td>4840</td>\n",
       "      <td>12986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4709</td>\n",
       "      <td>1899</td>\n",
       "      <td>0</td>\n",
       "      <td>1981</td>\n",
       "      <td>5130</td>\n",
       "      <td>2026</td>\n",
       "      <td>0</td>\n",
       "      <td>2057</td>\n",
       "      <td>5404</td>\n",
       "      <td>...</td>\n",
       "      <td>44528</td>\n",
       "      <td>79560</td>\n",
       "      <td>396729</td>\n",
       "      <td>615599</td>\n",
       "      <td>34299</td>\n",
       "      <td>23492</td>\n",
       "      <td>20913</td>\n",
       "      <td>97051</td>\n",
       "      <td>4858</td>\n",
       "      <td>13027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92126</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>69617</td>\n",
       "      <td>22743</td>\n",
       "      <td>306</td>\n",
       "      <td>23577</td>\n",
       "      <td>75131</td>\n",
       "      <td>24433</td>\n",
       "      <td>305</td>\n",
       "      <td>24822</td>\n",
       "      <td>79804</td>\n",
       "      <td>...</td>\n",
       "      <td>549490</td>\n",
       "      <td>1153520</td>\n",
       "      <td>5287558</td>\n",
       "      <td>9005314</td>\n",
       "      <td>354860</td>\n",
       "      <td>257275</td>\n",
       "      <td>214335</td>\n",
       "      <td>1024144</td>\n",
       "      <td>71065</td>\n",
       "      <td>105833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>69650</td>\n",
       "      <td>22756</td>\n",
       "      <td>306</td>\n",
       "      <td>23591</td>\n",
       "      <td>75281</td>\n",
       "      <td>24479</td>\n",
       "      <td>305</td>\n",
       "      <td>24855</td>\n",
       "      <td>79924</td>\n",
       "      <td>...</td>\n",
       "      <td>550851</td>\n",
       "      <td>1155137</td>\n",
       "      <td>5300325</td>\n",
       "      <td>9019491</td>\n",
       "      <td>353915</td>\n",
       "      <td>258422</td>\n",
       "      <td>214642</td>\n",
       "      <td>1028418</td>\n",
       "      <td>71175</td>\n",
       "      <td>106530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>69650</td>\n",
       "      <td>22756</td>\n",
       "      <td>306</td>\n",
       "      <td>23591</td>\n",
       "      <td>76270</td>\n",
       "      <td>24737</td>\n",
       "      <td>308</td>\n",
       "      <td>25145</td>\n",
       "      <td>81116</td>\n",
       "      <td>...</td>\n",
       "      <td>558500</td>\n",
       "      <td>1171215</td>\n",
       "      <td>5379314</td>\n",
       "      <td>9150186</td>\n",
       "      <td>359186</td>\n",
       "      <td>262185</td>\n",
       "      <td>217214</td>\n",
       "      <td>1042952</td>\n",
       "      <td>72208</td>\n",
       "      <td>107361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>69650</td>\n",
       "      <td>22756</td>\n",
       "      <td>306</td>\n",
       "      <td>23591</td>\n",
       "      <td>76489</td>\n",
       "      <td>24798</td>\n",
       "      <td>308</td>\n",
       "      <td>25204</td>\n",
       "      <td>81329</td>\n",
       "      <td>...</td>\n",
       "      <td>559784</td>\n",
       "      <td>1172667</td>\n",
       "      <td>5389503</td>\n",
       "      <td>9210727</td>\n",
       "      <td>359907</td>\n",
       "      <td>262873</td>\n",
       "      <td>217585</td>\n",
       "      <td>1043388</td>\n",
       "      <td>72683</td>\n",
       "      <td>107565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>69650</td>\n",
       "      <td>22756</td>\n",
       "      <td>306</td>\n",
       "      <td>23591</td>\n",
       "      <td>76544</td>\n",
       "      <td>24802</td>\n",
       "      <td>308</td>\n",
       "      <td>25165</td>\n",
       "      <td>81333</td>\n",
       "      <td>...</td>\n",
       "      <td>559619</td>\n",
       "      <td>1178068</td>\n",
       "      <td>5391933</td>\n",
       "      <td>9210336</td>\n",
       "      <td>359275</td>\n",
       "      <td>262473</td>\n",
       "      <td>217479</td>\n",
       "      <td>1042158</td>\n",
       "      <td>72680</td>\n",
       "      <td>107463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>69650</td>\n",
       "      <td>22756</td>\n",
       "      <td>306</td>\n",
       "      <td>23591</td>\n",
       "      <td>76708</td>\n",
       "      <td>24836</td>\n",
       "      <td>308</td>\n",
       "      <td>25150</td>\n",
       "      <td>81490</td>\n",
       "      <td>...</td>\n",
       "      <td>568190</td>\n",
       "      <td>1179794</td>\n",
       "      <td>5457327</td>\n",
       "      <td>9146485</td>\n",
       "      <td>372594</td>\n",
       "      <td>268339</td>\n",
       "      <td>229499</td>\n",
       "      <td>1080471</td>\n",
       "      <td>72175</td>\n",
       "      <td>117681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>69650</td>\n",
       "      <td>22756</td>\n",
       "      <td>306</td>\n",
       "      <td>23591</td>\n",
       "      <td>74855</td>\n",
       "      <td>24222</td>\n",
       "      <td>318</td>\n",
       "      <td>24580</td>\n",
       "      <td>78912</td>\n",
       "      <td>...</td>\n",
       "      <td>550753</td>\n",
       "      <td>1142364</td>\n",
       "      <td>5290458</td>\n",
       "      <td>8660597</td>\n",
       "      <td>362239</td>\n",
       "      <td>260967</td>\n",
       "      <td>222661</td>\n",
       "      <td>1048833</td>\n",
       "      <td>68342</td>\n",
       "      <td>113838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>69650</td>\n",
       "      <td>22756</td>\n",
       "      <td>306</td>\n",
       "      <td>23591</td>\n",
       "      <td>75207</td>\n",
       "      <td>24339</td>\n",
       "      <td>318</td>\n",
       "      <td>24677</td>\n",
       "      <td>79306</td>\n",
       "      <td>...</td>\n",
       "      <td>549834</td>\n",
       "      <td>1147888</td>\n",
       "      <td>5168863</td>\n",
       "      <td>8766951</td>\n",
       "      <td>361593</td>\n",
       "      <td>257849</td>\n",
       "      <td>221453</td>\n",
       "      <td>1056456</td>\n",
       "      <td>69180</td>\n",
       "      <td>112529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>69650</td>\n",
       "      <td>22756</td>\n",
       "      <td>306</td>\n",
       "      <td>23591</td>\n",
       "      <td>75559</td>\n",
       "      <td>24431</td>\n",
       "      <td>318</td>\n",
       "      <td>24728</td>\n",
       "      <td>79705</td>\n",
       "      <td>...</td>\n",
       "      <td>552188</td>\n",
       "      <td>1153217</td>\n",
       "      <td>5191523</td>\n",
       "      <td>8807494</td>\n",
       "      <td>362998</td>\n",
       "      <td>258868</td>\n",
       "      <td>222373</td>\n",
       "      <td>1060578</td>\n",
       "      <td>69501</td>\n",
       "      <td>112971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92154</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>79106</td>\n",
       "      <td>20195</td>\n",
       "      <td>4838</td>\n",
       "      <td>21199</td>\n",
       "      <td>85938</td>\n",
       "      <td>22026</td>\n",
       "      <td>4723</td>\n",
       "      <td>22454</td>\n",
       "      <td>91187</td>\n",
       "      <td>...</td>\n",
       "      <td>502315</td>\n",
       "      <td>1212795</td>\n",
       "      <td>5137719</td>\n",
       "      <td>7759852</td>\n",
       "      <td>270123</td>\n",
       "      <td>203676</td>\n",
       "      <td>164844</td>\n",
       "      <td>812979</td>\n",
       "      <td>61235</td>\n",
       "      <td>60550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>79106</td>\n",
       "      <td>20195</td>\n",
       "      <td>4838</td>\n",
       "      <td>21199</td>\n",
       "      <td>86150</td>\n",
       "      <td>22076</td>\n",
       "      <td>4722</td>\n",
       "      <td>22494</td>\n",
       "      <td>91370</td>\n",
       "      <td>...</td>\n",
       "      <td>503718</td>\n",
       "      <td>1215125</td>\n",
       "      <td>5151673</td>\n",
       "      <td>7774746</td>\n",
       "      <td>269752</td>\n",
       "      <td>204704</td>\n",
       "      <td>165100</td>\n",
       "      <td>816789</td>\n",
       "      <td>61351</td>\n",
       "      <td>61101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>79106</td>\n",
       "      <td>20195</td>\n",
       "      <td>4838</td>\n",
       "      <td>21199</td>\n",
       "      <td>87151</td>\n",
       "      <td>22257</td>\n",
       "      <td>4962</td>\n",
       "      <td>22728</td>\n",
       "      <td>92454</td>\n",
       "      <td>...</td>\n",
       "      <td>509234</td>\n",
       "      <td>1231472</td>\n",
       "      <td>5212166</td>\n",
       "      <td>7898916</td>\n",
       "      <td>273001</td>\n",
       "      <td>207374</td>\n",
       "      <td>166634</td>\n",
       "      <td>826045</td>\n",
       "      <td>62333</td>\n",
       "      <td>61486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>79106</td>\n",
       "      <td>20195</td>\n",
       "      <td>4838</td>\n",
       "      <td>21199</td>\n",
       "      <td>87526</td>\n",
       "      <td>22355</td>\n",
       "      <td>4964</td>\n",
       "      <td>22799</td>\n",
       "      <td>92851</td>\n",
       "      <td>...</td>\n",
       "      <td>511557</td>\n",
       "      <td>1235218</td>\n",
       "      <td>5232832</td>\n",
       "      <td>7989476</td>\n",
       "      <td>274286</td>\n",
       "      <td>208546</td>\n",
       "      <td>167435</td>\n",
       "      <td>828583</td>\n",
       "      <td>63043</td>\n",
       "      <td>61799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>79106</td>\n",
       "      <td>20195</td>\n",
       "      <td>4838</td>\n",
       "      <td>21199</td>\n",
       "      <td>87503</td>\n",
       "      <td>22342</td>\n",
       "      <td>4964</td>\n",
       "      <td>22687</td>\n",
       "      <td>92744</td>\n",
       "      <td>...</td>\n",
       "      <td>510876</td>\n",
       "      <td>1236361</td>\n",
       "      <td>5229531</td>\n",
       "      <td>7986017</td>\n",
       "      <td>273411</td>\n",
       "      <td>207936</td>\n",
       "      <td>167061</td>\n",
       "      <td>826237</td>\n",
       "      <td>63022</td>\n",
       "      <td>61575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>77771</td>\n",
       "      <td>19792</td>\n",
       "      <td>4838</td>\n",
       "      <td>20749</td>\n",
       "      <td>86242</td>\n",
       "      <td>21946</td>\n",
       "      <td>4964</td>\n",
       "      <td>22306</td>\n",
       "      <td>91392</td>\n",
       "      <td>...</td>\n",
       "      <td>506573</td>\n",
       "      <td>1215327</td>\n",
       "      <td>5179305</td>\n",
       "      <td>8065428</td>\n",
       "      <td>275784</td>\n",
       "      <td>206941</td>\n",
       "      <td>169475</td>\n",
       "      <td>832376</td>\n",
       "      <td>63643</td>\n",
       "      <td>63904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>77771</td>\n",
       "      <td>19792</td>\n",
       "      <td>4838</td>\n",
       "      <td>20749</td>\n",
       "      <td>84827</td>\n",
       "      <td>21544</td>\n",
       "      <td>5046</td>\n",
       "      <td>21970</td>\n",
       "      <td>89307</td>\n",
       "      <td>...</td>\n",
       "      <td>494643</td>\n",
       "      <td>1187297</td>\n",
       "      <td>5058313</td>\n",
       "      <td>7807214</td>\n",
       "      <td>270150</td>\n",
       "      <td>202961</td>\n",
       "      <td>165634</td>\n",
       "      <td>814017</td>\n",
       "      <td>61608</td>\n",
       "      <td>62339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>77771</td>\n",
       "      <td>19792</td>\n",
       "      <td>4838</td>\n",
       "      <td>20749</td>\n",
       "      <td>85176</td>\n",
       "      <td>21637</td>\n",
       "      <td>5046</td>\n",
       "      <td>21977</td>\n",
       "      <td>89692</td>\n",
       "      <td>...</td>\n",
       "      <td>493858</td>\n",
       "      <td>1192764</td>\n",
       "      <td>4940887</td>\n",
       "      <td>7850821</td>\n",
       "      <td>270975</td>\n",
       "      <td>201118</td>\n",
       "      <td>165812</td>\n",
       "      <td>821961</td>\n",
       "      <td>61951</td>\n",
       "      <td>62280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>79106</td>\n",
       "      <td>20195</td>\n",
       "      <td>4838</td>\n",
       "      <td>21199</td>\n",
       "      <td>86934</td>\n",
       "      <td>22140</td>\n",
       "      <td>5047</td>\n",
       "      <td>22544</td>\n",
       "      <td>91558</td>\n",
       "      <td>...</td>\n",
       "      <td>505855</td>\n",
       "      <td>1220201</td>\n",
       "      <td>5059967</td>\n",
       "      <td>7986772</td>\n",
       "      <td>278047</td>\n",
       "      <td>206312</td>\n",
       "      <td>170208</td>\n",
       "      <td>842476</td>\n",
       "      <td>63022</td>\n",
       "      <td>64128</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180 rows × 1186 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      STATE_ABBR  POP_CN  HH_CN  GQ_CN  HU_CN    Pop     HH  \\\n",
       "GEOGRAPHY_ID QUARTER                                                          \n",
       "91902        Y14Q4           NaN   17581   5941     42   6160  18735   6373   \n",
       "             Y15Q1           NaN   17581   5941     42   6160  18759   6382   \n",
       "             Y15Q2           NaN   17581   5941     42   6160  18885   6404   \n",
       "             Y15Q3           NaN   17581   5941     42   6160  18921   6419   \n",
       "             Y15Q4           NaN   17581   5941     42   6160  18950   6429   \n",
       "             Y16Q1           NaN   17581   5941     42   6160  19005   6449   \n",
       "             Y16Q2           NaN   17581   5941     42   6160  19005   6446   \n",
       "             Y16Q3           NaN   17581   5941     42   6160  19050   6465   \n",
       "             Y16Q4           NaN   17401   5877     42   6094  18887   6409   \n",
       "91910        Y14Q4           NaN   75845  26082    955  27560  79396  27607   \n",
       "             Y15Q1           NaN   75845  26082    955  27560  79631  27706   \n",
       "             Y15Q2           NaN   75845  26082    955  27560  80152  27909   \n",
       "             Y15Q3           NaN   75845  26082    955  27560  80089  27905   \n",
       "             Y15Q4           NaN   75845  26082    955  27560  79970  27884   \n",
       "             Y16Q1           NaN   75885  26099    955  27579  80056  27926   \n",
       "             Y16Q2           NaN   75885  26099    955  27579  81028  28287   \n",
       "             Y16Q3           NaN   75885  26099    955  27579  80872  28238   \n",
       "             Y16Q4           NaN   75885  26099    955  27579  81022  28317   \n",
       "91911        Y14Q4           NaN   83209  24670    748  25682  86613  26021   \n",
       "             Y15Q1           NaN   83209  24670    748  25682  86748  26079   \n",
       "             Y15Q2           NaN   83209  24670    748  25682  87521  26314   \n",
       "             Y15Q3           NaN   83209  24670    748  25682  87549  26337   \n",
       "             Y15Q4           NaN   83209  24670    748  25682  87494  26335   \n",
       "             Y16Q1           NaN   84552  25069    748  26126  89089  26821   \n",
       "             Y16Q2           NaN   84552  25069    748  26126  90029  27109   \n",
       "             Y16Q3           NaN   84552  25069    748  26126  90035  27130   \n",
       "             Y16Q4           NaN   83251  24676    748  25686  88798  26776   \n",
       "91913        Y14Q4           NaN   39567  11745     24  12387  44098  13206   \n",
       "             Y15Q1           NaN   39567  11745     24  12387  44201  13244   \n",
       "             Y15Q2           NaN   39567  11745     24  12387  44749  13417   \n",
       "...                          ...     ...    ...    ...    ...    ...    ...   \n",
       "92082        Y16Q2           NaN   19578   6418     58   6944  18299   6034   \n",
       "             Y16Q3           NaN   19578   6418     58   6944  18401   6068   \n",
       "             Y16Q4           NaN   19578   6418     58   6944  18429   6076   \n",
       "92121        Y14Q4           NaN    4742   1912      0   1995   4913   1959   \n",
       "             Y15Q1           NaN    4709   1899      0   1981   5088   2021   \n",
       "             Y15Q2           NaN    4709   1899      0   1981   5338   2109   \n",
       "             Y15Q3           NaN    4709   1899      0   1981   5328   2106   \n",
       "             Y15Q4           NaN    4709   1899      0   1981   5351   2112   \n",
       "             Y16Q1           NaN    4709   1899      0   1981   5361   2114   \n",
       "             Y16Q2           NaN    4709   1899      0   1981   5239   2064   \n",
       "             Y16Q3           NaN    4709   1899      0   1981   5116   2021   \n",
       "             Y16Q4           NaN    4709   1899      0   1981   5130   2026   \n",
       "92126        Y14Q4           NaN   69617  22743    306  23577  75131  24433   \n",
       "             Y15Q1           NaN   69650  22756    306  23591  75281  24479   \n",
       "             Y15Q2           NaN   69650  22756    306  23591  76270  24737   \n",
       "             Y15Q3           NaN   69650  22756    306  23591  76489  24798   \n",
       "             Y15Q4           NaN   69650  22756    306  23591  76544  24802   \n",
       "             Y16Q1           NaN   69650  22756    306  23591  76708  24836   \n",
       "             Y16Q2           NaN   69650  22756    306  23591  74855  24222   \n",
       "             Y16Q3           NaN   69650  22756    306  23591  75207  24339   \n",
       "             Y16Q4           NaN   69650  22756    306  23591  75559  24431   \n",
       "92154        Y14Q4           NaN   79106  20195   4838  21199  85938  22026   \n",
       "             Y15Q1           NaN   79106  20195   4838  21199  86150  22076   \n",
       "             Y15Q2           NaN   79106  20195   4838  21199  87151  22257   \n",
       "             Y15Q3           NaN   79106  20195   4838  21199  87526  22355   \n",
       "             Y15Q4           NaN   79106  20195   4838  21199  87503  22342   \n",
       "             Y16Q1           NaN   77771  19792   4838  20749  86242  21946   \n",
       "             Y16Q2           NaN   77771  19792   4838  20749  84827  21544   \n",
       "             Y16Q3           NaN   77771  19792   4838  20749  85176  21637   \n",
       "             Y16Q4           NaN   79106  20195   4838  21199  86934  22140   \n",
       "\n",
       "                      GQ_CY  HU_CY  POP_FY      ...       \\\n",
       "GEOGRAPHY_ID QUARTER                            ...        \n",
       "91902        Y14Q4       42   6474   19815      ...        \n",
       "             Y15Q1       42   6482   19835      ...        \n",
       "             Y15Q2       42   6513   19970      ...        \n",
       "             Y15Q3       42   6526   20004      ...        \n",
       "             Y15Q4       42   6530   20027      ...        \n",
       "             Y16Q1       42   6532   20086      ...        \n",
       "             Y16Q2       42   6540   20015      ...        \n",
       "             Y16Q3       42   6555   20061      ...        \n",
       "             Y16Q4       42   6491   19886      ...        \n",
       "91910        Y14Q4      936  28336   83633      ...        \n",
       "             Y15Q1      937  28403   83897      ...        \n",
       "             Y15Q2      986  28587   84475      ...        \n",
       "             Y15Q3      985  28578   84356      ...        \n",
       "             Y15Q4      985  28456   84178      ...        \n",
       "             Y16Q1      984  28434   84250      ...        \n",
       "             Y16Q2     1000  28902   85153      ...        \n",
       "             Y16Q3      999  28764   84927      ...        \n",
       "             Y16Q4      999  28826   85073      ...        \n",
       "91911        Y14Q4      735  26486   91106      ...        \n",
       "             Y15Q1      735  26524   91241      ...        \n",
       "             Y15Q2      772  26792   92137      ...        \n",
       "             Y15Q3      772  26801   92132      ...        \n",
       "             Y15Q4      771  26769   92030      ...        \n",
       "             Y16Q1      771  27200   93718      ...        \n",
       "             Y16Q2      781  27558   94551      ...        \n",
       "             Y16Q3      781  27548   94519      ...        \n",
       "             Y16Q4      780  27145   93209      ...        \n",
       "91913        Y14Q4       24  13520   47118      ...        \n",
       "             Y15Q1       24  13546   47195      ...        \n",
       "             Y15Q2       24  13739   47807      ...        \n",
       "...                     ...    ...     ...      ...        \n",
       "92082        Y16Q2       61   6206   18740      ...        \n",
       "             Y16Q3       61   6237   18878      ...        \n",
       "             Y16Q4       61   6235   18904      ...        \n",
       "92121        Y14Q4        0   1999    5163      ...        \n",
       "             Y15Q1        0   2062    5395      ...        \n",
       "             Y15Q2        0   2152    5703      ...        \n",
       "             Y15Q3        0   2148    5685      ...        \n",
       "             Y15Q4        0   2153    5708      ...        \n",
       "             Y16Q1        0   2148    5715      ...        \n",
       "             Y16Q2        0   2103    5545      ...        \n",
       "             Y16Q3        0   2056    5389      ...        \n",
       "             Y16Q4        0   2057    5404      ...        \n",
       "92126        Y14Q4      305  24822   79804      ...        \n",
       "             Y15Q1      305  24855   79924      ...        \n",
       "             Y15Q2      308  25145   81116      ...        \n",
       "             Y15Q3      308  25204   81329      ...        \n",
       "             Y15Q4      308  25165   81333      ...        \n",
       "             Y16Q1      308  25150   81490      ...        \n",
       "             Y16Q2      318  24580   78912      ...        \n",
       "             Y16Q3      318  24677   79306      ...        \n",
       "             Y16Q4      318  24728   79705      ...        \n",
       "92154        Y14Q4     4723  22454   91187      ...        \n",
       "             Y15Q1     4722  22494   91370      ...        \n",
       "             Y15Q2     4962  22728   92454      ...        \n",
       "             Y15Q3     4964  22799   92851      ...        \n",
       "             Y15Q4     4964  22687   92744      ...        \n",
       "             Y16Q1     4964  22306   91392      ...        \n",
       "             Y16Q2     5046  21970   89307      ...        \n",
       "             Y16Q3     5046  21977   89692      ...        \n",
       "             Y16Q4     5047  22544   91558      ...        \n",
       "\n",
       "                      FROZEN_FRUIT_JUICE_FY   HAM_FY  MILK_CREAM_FY  \\\n",
       "GEOGRAPHY_ID QUARTER                                                  \n",
       "91902        Y14Q4                   148370   301075        1375283   \n",
       "             Y15Q1                   148660   301521        1378116   \n",
       "             Y15Q2                   149406   303076        1386144   \n",
       "             Y15Q3                   149662   303522        1388063   \n",
       "             Y15Q4                   149781   303756        1389665   \n",
       "             Y16Q1                   150844   304693        1406228   \n",
       "             Y16Q2                   150440   303494        1402188   \n",
       "             Y16Q3                   149704   304355        1365608   \n",
       "             Y16Q4                   148281   301367        1352418   \n",
       "91910        Y14Q4                   544150  1200029        5404789   \n",
       "             Y15Q1                   546537  1203966        5427388   \n",
       "             Y15Q2                   551001  1212594        5470724   \n",
       "             Y15Q3                   550373  1209681        5460962   \n",
       "             Y15Q4                   549272  1209055        5453208   \n",
       "             Y16Q1                   550688  1210307        5470979   \n",
       "             Y16Q2                   556701  1222907        5532582   \n",
       "             Y16Q3                   551884  1219675        5365754   \n",
       "             Y16Q4                   553234  1222266        5377667   \n",
       "91911        Y14Q4                   542695  1259450        5556994   \n",
       "             Y15Q1                   544051  1261214        5569479   \n",
       "             Y15Q2                   549728  1273637        5627470   \n",
       "             Y15Q3                   549967  1272452        5625739   \n",
       "             Y15Q4                   549442  1272912        5623191   \n",
       "             Y16Q1                   562646  1298486        5739442   \n",
       "             Y16Q2                   567856  1309276        5792342   \n",
       "             Y16Q3                   564309  1309079        5632539   \n",
       "             Y16Q4                   555509  1288711        5545109   \n",
       "91913        Y14Q4                   321259   659761        3062645   \n",
       "             Y15Q1                   322236   660879        3071194   \n",
       "             Y15Q2                   326798   669634        3114346   \n",
       "...                                     ...      ...            ...   \n",
       "92082        Y16Q2                   135609   279274        1276852   \n",
       "             Y16Q3                   135776   281273        1251316   \n",
       "             Y16Q4                   135906   281510        1252367   \n",
       "92121        Y14Q4                    42372    75681         385659   \n",
       "             Y15Q1                    44374    79112         403470   \n",
       "             Y15Q2                    46979    83809         426880   \n",
       "             Y15Q3                    46849    83485         425457   \n",
       "             Y15Q4                    46997    84212         427485   \n",
       "             Y16Q1                    47493    84328         432018   \n",
       "             Y16Q2                    46106    81818         419283   \n",
       "             Y16Q3                    44415    79388         395678   \n",
       "             Y16Q4                    44528    79560         396729   \n",
       "92126        Y14Q4                   549490  1153520        5287558   \n",
       "             Y15Q1                   550851  1155137        5300325   \n",
       "             Y15Q2                   558500  1171215        5379314   \n",
       "             Y15Q3                   559784  1172667        5389503   \n",
       "             Y15Q4                   559619  1178068        5391933   \n",
       "             Y16Q1                   568190  1179794        5457327   \n",
       "             Y16Q2                   550753  1142364        5290458   \n",
       "             Y16Q3                   549834  1147888        5168863   \n",
       "             Y16Q4                   552188  1153217        5191523   \n",
       "92154        Y14Q4                   502315  1212795        5137719   \n",
       "             Y15Q1                   503718  1215125        5151673   \n",
       "             Y15Q2                   509234  1231472        5212166   \n",
       "             Y15Q3                   511557  1235218        5232832   \n",
       "             Y15Q4                   510876  1236361        5229531   \n",
       "             Y16Q1                   506573  1215327        5179305   \n",
       "             Y16Q2                   494643  1187297        5058313   \n",
       "             Y16Q3                   493858  1192764        4940887   \n",
       "             Y16Q4                   505855  1220201        5059967   \n",
       "\n",
       "                      TOBACCO_PRODUCTS_FY  DINNER_MISC_FY  LUNCH_MISC_FY  \\\n",
       "GEOGRAPHY_ID QUARTER                                                       \n",
       "91902        Y14Q4                1522317           95982          68263   \n",
       "             Y15Q1                1524190           95649          68540   \n",
       "             Y15Q2                1533057           96304          68993   \n",
       "             Y15Q3                1539188           96425          69110   \n",
       "             Y15Q4                1532964           96399          69099   \n",
       "             Y16Q1                1563398           98924          70364   \n",
       "             Y16Q2                1507731           98977          70424   \n",
       "             Y16Q3                1517621           98218          69222   \n",
       "             Y16Q4                1497313           97307          68549   \n",
       "91910        Y14Q4                7449926          325931         241368   \n",
       "             Y15Q1                7476604          325820         242929   \n",
       "             Y15Q2                7518142          329205         245376   \n",
       "             Y15Q3                7545614          328894         245359   \n",
       "             Y15Q4                7513971          327721         244530   \n",
       "             Y16Q1                7684569          328725         242880   \n",
       "             Y16Q2                7617760          333020         246274   \n",
       "             Y16Q3                7638497          331352         242162   \n",
       "             Y16Q4                7649582          332224         242790   \n",
       "91911        Y14Q4                7809794          300504         224574   \n",
       "             Y15Q1                7818002          300029         225669   \n",
       "             Y15Q2                7886047          303778         228440   \n",
       "             Y15Q3                7938371          303977         228774   \n",
       "             Y15Q4                7924206          303268         228331   \n",
       "             Y16Q1                8134584          309443         230177   \n",
       "             Y16Q2                8096935          313136         233135   \n",
       "             Y16Q3                8097854          312963         230112   \n",
       "             Y16Q4                7988898          307830         226348   \n",
       "91913        Y14Q4                3520277          204224         146421   \n",
       "             Y15Q1                3523092          203886         147197   \n",
       "             Y15Q2                3569818          207141         149502   \n",
       "...                                   ...             ...            ...   \n",
       "92082        Y16Q2                2248326           82963          59961   \n",
       "             Y16Q3                2263510           83357          59590   \n",
       "             Y16Q4                2263965           83398          59620   \n",
       "92121        Y14Q4                 613109           32137          22366   \n",
       "             Y15Q1                 636267           33554          23492   \n",
       "             Y15Q2                 668370           35589          24895   \n",
       "             Y15Q3                 667609           35472          24827   \n",
       "             Y15Q4                 667632           35555          24862   \n",
       "             Y16Q1                 661483           36614          25286   \n",
       "             Y16Q2                 622274           35602          24595   \n",
       "             Y16Q3                 613390           34197          23422   \n",
       "             Y16Q4                 615599           34299          23492   \n",
       "92126        Y14Q4                9005314          354860         257275   \n",
       "             Y15Q1                9019491          353915         258422   \n",
       "             Y15Q2                9150186          359186         262185   \n",
       "             Y15Q3                9210727          359907         262873   \n",
       "             Y15Q4                9210336          359275         262473   \n",
       "             Y16Q1                9146485          372594         268339   \n",
       "             Y16Q2                8660597          362239         260967   \n",
       "             Y16Q3                8766951          361593         257849   \n",
       "             Y16Q4                8807494          362998         258868   \n",
       "92154        Y14Q4                7759852          270123         203676   \n",
       "             Y15Q1                7774746          269752         204704   \n",
       "             Y15Q2                7898916          273001         207374   \n",
       "             Y15Q3                7989476          274286         208546   \n",
       "             Y15Q4                7986017          273411         207936   \n",
       "             Y16Q1                8065428          275784         206941   \n",
       "             Y16Q2                7807214          270150         202961   \n",
       "             Y16Q3                7850821          270975         201118   \n",
       "             Y16Q4                7986772          278047         206312   \n",
       "\n",
       "                      OTHER_MAJOR_HA_FY  SNACKS_MISC_FY  \\\n",
       "GEOGRAPHY_ID QUARTER                                      \n",
       "91902        Y14Q4                68703          267031   \n",
       "             Y15Q1                68711          268009   \n",
       "             Y15Q2                68920          269676   \n",
       "             Y15Q3                68994          269526   \n",
       "             Y15Q4                68936          269860   \n",
       "             Y16Q1                71908          277297   \n",
       "             Y16Q2                71718          277030   \n",
       "             Y16Q3                70906          277794   \n",
       "             Y16Q4                70193          275199   \n",
       "91910        Y14Q4               191814          993845   \n",
       "             Y15Q1               192420          999960   \n",
       "             Y15Q2               193981         1009705   \n",
       "             Y15Q3               193706         1007349   \n",
       "             Y15Q4               193157         1004622   \n",
       "             Y16Q1               195912         1009323   \n",
       "             Y16Q2               197663         1021842   \n",
       "             Y16Q3               195940         1023953   \n",
       "             Y16Q4               196458         1026723   \n",
       "91911        Y14Q4               179102          917409   \n",
       "             Y15Q1               179338          921632   \n",
       "             Y15Q2               181186          932375   \n",
       "             Y15Q3               181301          931627   \n",
       "             Y15Q4               181009          930108   \n",
       "             Y16Q1               184829          951041   \n",
       "             Y16Q2               186490          961302   \n",
       "             Y16Q3               185623          966678   \n",
       "             Y16Q4               182386          952008   \n",
       "91913        Y14Q4               132730          596059   \n",
       "             Y15Q1               132962          599116   \n",
       "             Y15Q2               134698          608401   \n",
       "...                                 ...             ...   \n",
       "92082        Y16Q2                62201          237741   \n",
       "             Y16Q3                62316          240816   \n",
       "             Y16Q4                62330          240984   \n",
       "92121        Y14Q4                19613           90126   \n",
       "             Y15Q1                20687           94508   \n",
       "             Y15Q2                22020           99956   \n",
       "             Y15Q3                21925           99467   \n",
       "             Y15Q4                22000           99785   \n",
       "             Y16Q1                22631          102535   \n",
       "             Y16Q2                21942           99591   \n",
       "             Y16Q3                20857           96745   \n",
       "             Y16Q4                20913           97051   \n",
       "92126        Y14Q4               214335         1024144   \n",
       "             Y15Q1               214642         1028418   \n",
       "             Y15Q2               217214         1042952   \n",
       "             Y15Q3               217585         1043388   \n",
       "             Y15Q4               217479         1042158   \n",
       "             Y16Q1               229499         1080471   \n",
       "             Y16Q2               222661         1048833   \n",
       "             Y16Q3               221453         1056456   \n",
       "             Y16Q4               222373         1060578   \n",
       "92154        Y14Q4               164844          812979   \n",
       "             Y15Q1               165100          816789   \n",
       "             Y15Q2               166634          826045   \n",
       "             Y15Q3               167435          828583   \n",
       "             Y15Q4               167061          826237   \n",
       "             Y16Q1               169475          832376   \n",
       "             Y16Q2               165634          814017   \n",
       "             Y16Q3               165812          821961   \n",
       "             Y16Q4               170208          842476   \n",
       "\n",
       "                      SMOKING_ACCESSORIES_FY  WINE_MISC_FY  \n",
       "GEOGRAPHY_ID QUARTER                                        \n",
       "91902        Y14Q4                     12012         31618  \n",
       "             Y15Q1                     12029         31810  \n",
       "             Y15Q2                     12098         31807  \n",
       "             Y15Q3                     12145         31860  \n",
       "             Y15Q4                     12097         31800  \n",
       "             Y16Q1                     12336         33402  \n",
       "             Y16Q2                     11897         33246  \n",
       "             Y16Q3                     11973         32637  \n",
       "             Y16Q4                     11816         32356  \n",
       "91910        Y14Q4                     58785         81415  \n",
       "             Y15Q1                     59002         82157  \n",
       "             Y15Q2                     59329         82477  \n",
       "             Y15Q3                     59540         82396  \n",
       "             Y15Q4                     59296         82095  \n",
       "             Y16Q1                     60641         82709  \n",
       "             Y16Q2                     60113         83177  \n",
       "             Y16Q3                     60280         82292  \n",
       "             Y16Q4                     60362         82509  \n",
       "91911        Y14Q4                     61627         67090  \n",
       "             Y15Q1                     61693         67654  \n",
       "             Y15Q2                     62231         68102  \n",
       "             Y15Q3                     62645         68161  \n",
       "             Y15Q4                     62530         68010  \n",
       "             Y16Q1                     64189         69443  \n",
       "             Y16Q2                     63893         69848  \n",
       "             Y16Q3                     63903         69604  \n",
       "             Y16Q4                     63041         68228  \n",
       "91913        Y14Q4                     27779         60219  \n",
       "             Y15Q1                     27802         60707  \n",
       "             Y15Q2                     28170         61195  \n",
       "...                                      ...           ...  \n",
       "92082        Y16Q2                     17743         25140  \n",
       "             Y16Q3                     17861         25101  \n",
       "             Y16Q4                     17866         25098  \n",
       "92121        Y14Q4                      4839         12169  \n",
       "             Y15Q1                      5021         12888  \n",
       "             Y15Q2                      5274         13614  \n",
       "             Y15Q3                      5268         13571  \n",
       "             Y15Q4                      5268         13605  \n",
       "             Y16Q1                      5220         14195  \n",
       "             Y16Q2                      4910         13709  \n",
       "             Y16Q3                      4840         12986  \n",
       "             Y16Q4                      4858         13027  \n",
       "92126        Y14Q4                     71065        105833  \n",
       "             Y15Q1                     71175        106530  \n",
       "             Y15Q2                     72208        107361  \n",
       "             Y15Q3                     72683        107565  \n",
       "             Y15Q4                     72680        107463  \n",
       "             Y16Q1                     72175        117681  \n",
       "             Y16Q2                     68342        113838  \n",
       "             Y16Q3                     69180        112529  \n",
       "             Y16Q4                     69501        112971  \n",
       "92154        Y14Q4                     61235         60550  \n",
       "             Y15Q1                     61351         61101  \n",
       "             Y15Q2                     62333         61486  \n",
       "             Y15Q3                     63043         61799  \n",
       "             Y15Q4                     63022         61575  \n",
       "             Y16Q1                     63643         63904  \n",
       "             Y16Q2                     61608         62339  \n",
       "             Y16Q3                     61951         62280  \n",
       "             Y16Q4                     63022         64128  \n",
       "\n",
       "[180 rows x 1186 columns]"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "new_df=pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for col in demo_cols.iloc[:,1].unique():\n",
    "    try:\n",
    "        new_df[col]=df[col].sum(axis=1)\n",
    "    except:\n",
    "        new_df[col]=df[col]\n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#new_df=pd.DataFrame()\n",
    "for col in ['U','N','Alcohol','EO','S']:\n",
    "    new_df[col]=df[col].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>HH</th>\n",
       "      <th>I125</th>\n",
       "      <th>I30</th>\n",
       "      <th>I150</th>\n",
       "      <th>I200</th>\n",
       "      <th>I250</th>\n",
       "      <th>I50</th>\n",
       "      <th>I75</th>\n",
       "      <th>I100</th>\n",
       "      <th>P25</th>\n",
       "      <th>...</th>\n",
       "      <th>PM75</th>\n",
       "      <th>PM85</th>\n",
       "      <th>PM100</th>\n",
       "      <th>Pop_M</th>\n",
       "      <th>PWhite</th>\n",
       "      <th>U</th>\n",
       "      <th>N</th>\n",
       "      <th>Alcohol</th>\n",
       "      <th>EO</th>\n",
       "      <th>S</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEOGRAPHY_ID</th>\n",
       "      <th>QUARTER</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",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91902</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>6373</td>\n",
       "      <td>751</td>\n",
       "      <td>896</td>\n",
       "      <td>538</td>\n",
       "      <td>616</td>\n",
       "      <td>785</td>\n",
       "      <td>790</td>\n",
       "      <td>1067</td>\n",
       "      <td>930</td>\n",
       "      <td>5628</td>\n",
       "      <td>...</td>\n",
       "      <td>941</td>\n",
       "      <td>488</td>\n",
       "      <td>183</td>\n",
       "      <td>9123</td>\n",
       "      <td>14369</td>\n",
       "      <td>8677850</td>\n",
       "      <td>8732420</td>\n",
       "      <td>1545726</td>\n",
       "      <td>20509376</td>\n",
       "      <td>3231620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>6382</td>\n",
       "      <td>757</td>\n",
       "      <td>887</td>\n",
       "      <td>543</td>\n",
       "      <td>623</td>\n",
       "      <td>792</td>\n",
       "      <td>786</td>\n",
       "      <td>1059</td>\n",
       "      <td>935</td>\n",
       "      <td>5641</td>\n",
       "      <td>...</td>\n",
       "      <td>944</td>\n",
       "      <td>488</td>\n",
       "      <td>182</td>\n",
       "      <td>9133</td>\n",
       "      <td>14386</td>\n",
       "      <td>8688594</td>\n",
       "      <td>8735300</td>\n",
       "      <td>1542965</td>\n",
       "      <td>20502442</td>\n",
       "      <td>3243333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>6404</td>\n",
       "      <td>764</td>\n",
       "      <td>881</td>\n",
       "      <td>548</td>\n",
       "      <td>630</td>\n",
       "      <td>803</td>\n",
       "      <td>783</td>\n",
       "      <td>1053</td>\n",
       "      <td>942</td>\n",
       "      <td>5682</td>\n",
       "      <td>...</td>\n",
       "      <td>949</td>\n",
       "      <td>491</td>\n",
       "      <td>185</td>\n",
       "      <td>9192</td>\n",
       "      <td>14490</td>\n",
       "      <td>8732574</td>\n",
       "      <td>8774956</td>\n",
       "      <td>1552341</td>\n",
       "      <td>20602952</td>\n",
       "      <td>3214021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>6419</td>\n",
       "      <td>765</td>\n",
       "      <td>883</td>\n",
       "      <td>550</td>\n",
       "      <td>631</td>\n",
       "      <td>806</td>\n",
       "      <td>785</td>\n",
       "      <td>1057</td>\n",
       "      <td>942</td>\n",
       "      <td>5698</td>\n",
       "      <td>...</td>\n",
       "      <td>952</td>\n",
       "      <td>489</td>\n",
       "      <td>181</td>\n",
       "      <td>9206</td>\n",
       "      <td>14460</td>\n",
       "      <td>8742835</td>\n",
       "      <td>8796197</td>\n",
       "      <td>1556404</td>\n",
       "      <td>20646842</td>\n",
       "      <td>3217308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>6429</td>\n",
       "      <td>766</td>\n",
       "      <td>885</td>\n",
       "      <td>550</td>\n",
       "      <td>631</td>\n",
       "      <td>807</td>\n",
       "      <td>789</td>\n",
       "      <td>1060</td>\n",
       "      <td>941</td>\n",
       "      <td>5657</td>\n",
       "      <td>...</td>\n",
       "      <td>971</td>\n",
       "      <td>500</td>\n",
       "      <td>191</td>\n",
       "      <td>9220</td>\n",
       "      <td>14481</td>\n",
       "      <td>8741293</td>\n",
       "      <td>8799317</td>\n",
       "      <td>1557157</td>\n",
       "      <td>20685027</td>\n",
       "      <td>3221579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>6449</td>\n",
       "      <td>694</td>\n",
       "      <td>756</td>\n",
       "      <td>653</td>\n",
       "      <td>794</td>\n",
       "      <td>834</td>\n",
       "      <td>741</td>\n",
       "      <td>1048</td>\n",
       "      <td>929</td>\n",
       "      <td>5671</td>\n",
       "      <td>...</td>\n",
       "      <td>971</td>\n",
       "      <td>503</td>\n",
       "      <td>192</td>\n",
       "      <td>9245</td>\n",
       "      <td>14524</td>\n",
       "      <td>8852725</td>\n",
       "      <td>8900427</td>\n",
       "      <td>1592753</td>\n",
       "      <td>21187854</td>\n",
       "      <td>3498235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>6446</td>\n",
       "      <td>700</td>\n",
       "      <td>741</td>\n",
       "      <td>659</td>\n",
       "      <td>804</td>\n",
       "      <td>844</td>\n",
       "      <td>727</td>\n",
       "      <td>1036</td>\n",
       "      <td>935</td>\n",
       "      <td>5642</td>\n",
       "      <td>...</td>\n",
       "      <td>981</td>\n",
       "      <td>497</td>\n",
       "      <td>191</td>\n",
       "      <td>9253</td>\n",
       "      <td>14458</td>\n",
       "      <td>8855089</td>\n",
       "      <td>8907296</td>\n",
       "      <td>1597704</td>\n",
       "      <td>21241806</td>\n",
       "      <td>3505762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>6465</td>\n",
       "      <td>701</td>\n",
       "      <td>714</td>\n",
       "      <td>694</td>\n",
       "      <td>796</td>\n",
       "      <td>844</td>\n",
       "      <td>691</td>\n",
       "      <td>1064</td>\n",
       "      <td>961</td>\n",
       "      <td>5656</td>\n",
       "      <td>...</td>\n",
       "      <td>983</td>\n",
       "      <td>500</td>\n",
       "      <td>191</td>\n",
       "      <td>9274</td>\n",
       "      <td>14498</td>\n",
       "      <td>8812205</td>\n",
       "      <td>8884214</td>\n",
       "      <td>1615392</td>\n",
       "      <td>21037514</td>\n",
       "      <td>3449887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>6409</td>\n",
       "      <td>690</td>\n",
       "      <td>713</td>\n",
       "      <td>677</td>\n",
       "      <td>793</td>\n",
       "      <td>841</td>\n",
       "      <td>691</td>\n",
       "      <td>1058</td>\n",
       "      <td>946</td>\n",
       "      <td>5617</td>\n",
       "      <td>...</td>\n",
       "      <td>974</td>\n",
       "      <td>496</td>\n",
       "      <td>191</td>\n",
       "      <td>9192</td>\n",
       "      <td>14373</td>\n",
       "      <td>8725943</td>\n",
       "      <td>8798039</td>\n",
       "      <td>1600687</td>\n",
       "      <td>20839030</td>\n",
       "      <td>3419425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91910</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>27607</td>\n",
       "      <td>2685</td>\n",
       "      <td>7444</td>\n",
       "      <td>1401</td>\n",
       "      <td>1620</td>\n",
       "      <td>679</td>\n",
       "      <td>5305</td>\n",
       "      <td>4733</td>\n",
       "      <td>3740</td>\n",
       "      <td>27094</td>\n",
       "      <td>...</td>\n",
       "      <td>2601</td>\n",
       "      <td>1316</td>\n",
       "      <td>616</td>\n",
       "      <td>38814</td>\n",
       "      <td>62234</td>\n",
       "      <td>32289444</td>\n",
       "      <td>33962646</td>\n",
       "      <td>5578994</td>\n",
       "      <td>71634757</td>\n",
       "      <td>7243334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>27706</td>\n",
       "      <td>2721</td>\n",
       "      <td>7434</td>\n",
       "      <td>1418</td>\n",
       "      <td>1640</td>\n",
       "      <td>688</td>\n",
       "      <td>5300</td>\n",
       "      <td>4723</td>\n",
       "      <td>3782</td>\n",
       "      <td>27181</td>\n",
       "      <td>...</td>\n",
       "      <td>2611</td>\n",
       "      <td>1320</td>\n",
       "      <td>619</td>\n",
       "      <td>38927</td>\n",
       "      <td>62429</td>\n",
       "      <td>32379696</td>\n",
       "      <td>34025307</td>\n",
       "      <td>5585597</td>\n",
       "      <td>71751699</td>\n",
       "      <td>7292434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>27909</td>\n",
       "      <td>2761</td>\n",
       "      <td>7461</td>\n",
       "      <td>1440</td>\n",
       "      <td>1667</td>\n",
       "      <td>700</td>\n",
       "      <td>5310</td>\n",
       "      <td>4724</td>\n",
       "      <td>3846</td>\n",
       "      <td>27346</td>\n",
       "      <td>...</td>\n",
       "      <td>2627</td>\n",
       "      <td>1330</td>\n",
       "      <td>626</td>\n",
       "      <td>39174</td>\n",
       "      <td>62855</td>\n",
       "      <td>32599313</td>\n",
       "      <td>34231325</td>\n",
       "      <td>5632842</td>\n",
       "      <td>72320305</td>\n",
       "      <td>7264173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>27905</td>\n",
       "      <td>2762</td>\n",
       "      <td>7461</td>\n",
       "      <td>1439</td>\n",
       "      <td>1666</td>\n",
       "      <td>699</td>\n",
       "      <td>5308</td>\n",
       "      <td>4725</td>\n",
       "      <td>3845</td>\n",
       "      <td>27312</td>\n",
       "      <td>...</td>\n",
       "      <td>2630</td>\n",
       "      <td>1319</td>\n",
       "      <td>615</td>\n",
       "      <td>39130</td>\n",
       "      <td>62700</td>\n",
       "      <td>32547984</td>\n",
       "      <td>34216031</td>\n",
       "      <td>5637115</td>\n",
       "      <td>72315684</td>\n",
       "      <td>7245685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>27884</td>\n",
       "      <td>2751</td>\n",
       "      <td>7454</td>\n",
       "      <td>1438</td>\n",
       "      <td>1667</td>\n",
       "      <td>700</td>\n",
       "      <td>5309</td>\n",
       "      <td>4723</td>\n",
       "      <td>3842</td>\n",
       "      <td>26959</td>\n",
       "      <td>...</td>\n",
       "      <td>2725</td>\n",
       "      <td>1339</td>\n",
       "      <td>618</td>\n",
       "      <td>39095</td>\n",
       "      <td>62617</td>\n",
       "      <td>32488052</td>\n",
       "      <td>34166012</td>\n",
       "      <td>5630055</td>\n",
       "      <td>72285110</td>\n",
       "      <td>7240680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>27926</td>\n",
       "      <td>2514</td>\n",
       "      <td>7185</td>\n",
       "      <td>1699</td>\n",
       "      <td>1620</td>\n",
       "      <td>747</td>\n",
       "      <td>5394</td>\n",
       "      <td>4595</td>\n",
       "      <td>4172</td>\n",
       "      <td>27000</td>\n",
       "      <td>...</td>\n",
       "      <td>2730</td>\n",
       "      <td>1341</td>\n",
       "      <td>620</td>\n",
       "      <td>39139</td>\n",
       "      <td>62701</td>\n",
       "      <td>32598802</td>\n",
       "      <td>34272455</td>\n",
       "      <td>5606414</td>\n",
       "      <td>72337696</td>\n",
       "      <td>7296510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>28287</td>\n",
       "      <td>2570</td>\n",
       "      <td>7249</td>\n",
       "      <td>1740</td>\n",
       "      <td>1653</td>\n",
       "      <td>761</td>\n",
       "      <td>5433</td>\n",
       "      <td>4631</td>\n",
       "      <td>4250</td>\n",
       "      <td>27215</td>\n",
       "      <td>...</td>\n",
       "      <td>2783</td>\n",
       "      <td>1346</td>\n",
       "      <td>627</td>\n",
       "      <td>39628</td>\n",
       "      <td>63303</td>\n",
       "      <td>32996589</td>\n",
       "      <td>34708588</td>\n",
       "      <td>5685430</td>\n",
       "      <td>73315582</td>\n",
       "      <td>7380480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>28238</td>\n",
       "      <td>2587</td>\n",
       "      <td>7008</td>\n",
       "      <td>1844</td>\n",
       "      <td>1641</td>\n",
       "      <td>765</td>\n",
       "      <td>5139</td>\n",
       "      <td>4848</td>\n",
       "      <td>4406</td>\n",
       "      <td>27162</td>\n",
       "      <td>...</td>\n",
       "      <td>2779</td>\n",
       "      <td>1346</td>\n",
       "      <td>627</td>\n",
       "      <td>39558</td>\n",
       "      <td>63189</td>\n",
       "      <td>32727978</td>\n",
       "      <td>34491540</td>\n",
       "      <td>5715015</td>\n",
       "      <td>72729340</td>\n",
       "      <td>7311079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>28317</td>\n",
       "      <td>2596</td>\n",
       "      <td>7032</td>\n",
       "      <td>1846</td>\n",
       "      <td>1643</td>\n",
       "      <td>767</td>\n",
       "      <td>5151</td>\n",
       "      <td>4865</td>\n",
       "      <td>4417</td>\n",
       "      <td>27208</td>\n",
       "      <td>...</td>\n",
       "      <td>2783</td>\n",
       "      <td>1348</td>\n",
       "      <td>629</td>\n",
       "      <td>39633</td>\n",
       "      <td>63308</td>\n",
       "      <td>32799553</td>\n",
       "      <td>34566988</td>\n",
       "      <td>5729948</td>\n",
       "      <td>72913838</td>\n",
       "      <td>7331299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91911</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>26021</td>\n",
       "      <td>1983</td>\n",
       "      <td>7497</td>\n",
       "      <td>1296</td>\n",
       "      <td>1163</td>\n",
       "      <td>589</td>\n",
       "      <td>5509</td>\n",
       "      <td>4597</td>\n",
       "      <td>3387</td>\n",
       "      <td>31923</td>\n",
       "      <td>...</td>\n",
       "      <td>2414</td>\n",
       "      <td>1347</td>\n",
       "      <td>585</td>\n",
       "      <td>41876</td>\n",
       "      <td>70217</td>\n",
       "      <td>32702252</td>\n",
       "      <td>34858795</td>\n",
       "      <td>5336818</td>\n",
       "      <td>66152803</td>\n",
       "      <td>5954466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>26079</td>\n",
       "      <td>2009</td>\n",
       "      <td>7469</td>\n",
       "      <td>1315</td>\n",
       "      <td>1177</td>\n",
       "      <td>597</td>\n",
       "      <td>5496</td>\n",
       "      <td>4581</td>\n",
       "      <td>3435</td>\n",
       "      <td>31984</td>\n",
       "      <td>...</td>\n",
       "      <td>2417</td>\n",
       "      <td>1347</td>\n",
       "      <td>585</td>\n",
       "      <td>41943</td>\n",
       "      <td>70326</td>\n",
       "      <td>32741916</td>\n",
       "      <td>34866995</td>\n",
       "      <td>5336815</td>\n",
       "      <td>66197541</td>\n",
       "      <td>5993216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>26314</td>\n",
       "      <td>2047</td>\n",
       "      <td>7504</td>\n",
       "      <td>1337</td>\n",
       "      <td>1205</td>\n",
       "      <td>609</td>\n",
       "      <td>5514</td>\n",
       "      <td>4601</td>\n",
       "      <td>3497</td>\n",
       "      <td>32278</td>\n",
       "      <td>...</td>\n",
       "      <td>2436</td>\n",
       "      <td>1358</td>\n",
       "      <td>587</td>\n",
       "      <td>42309</td>\n",
       "      <td>70972</td>\n",
       "      <td>33035907</td>\n",
       "      <td>35154533</td>\n",
       "      <td>5392229</td>\n",
       "      <td>66862736</td>\n",
       "      <td>5991580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>26337</td>\n",
       "      <td>2049</td>\n",
       "      <td>7507</td>\n",
       "      <td>1338</td>\n",
       "      <td>1203</td>\n",
       "      <td>611</td>\n",
       "      <td>5522</td>\n",
       "      <td>4606</td>\n",
       "      <td>3501</td>\n",
       "      <td>32243</td>\n",
       "      <td>...</td>\n",
       "      <td>2443</td>\n",
       "      <td>1348</td>\n",
       "      <td>583</td>\n",
       "      <td>42310</td>\n",
       "      <td>70932</td>\n",
       "      <td>33026137</td>\n",
       "      <td>35175427</td>\n",
       "      <td>5404100</td>\n",
       "      <td>66938088</td>\n",
       "      <td>5983895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>26335</td>\n",
       "      <td>2046</td>\n",
       "      <td>7504</td>\n",
       "      <td>1339</td>\n",
       "      <td>1205</td>\n",
       "      <td>610</td>\n",
       "      <td>5526</td>\n",
       "      <td>4607</td>\n",
       "      <td>3498</td>\n",
       "      <td>31794</td>\n",
       "      <td>...</td>\n",
       "      <td>2531</td>\n",
       "      <td>1350</td>\n",
       "      <td>592</td>\n",
       "      <td>42311</td>\n",
       "      <td>70872</td>\n",
       "      <td>32987701</td>\n",
       "      <td>35152577</td>\n",
       "      <td>5404944</td>\n",
       "      <td>66945814</td>\n",
       "      <td>5977135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>26821</td>\n",
       "      <td>2221</td>\n",
       "      <td>7486</td>\n",
       "      <td>1249</td>\n",
       "      <td>1205</td>\n",
       "      <td>624</td>\n",
       "      <td>5621</td>\n",
       "      <td>4579</td>\n",
       "      <td>3836</td>\n",
       "      <td>32356</td>\n",
       "      <td>...</td>\n",
       "      <td>2592</td>\n",
       "      <td>1382</td>\n",
       "      <td>602</td>\n",
       "      <td>43097</td>\n",
       "      <td>71935</td>\n",
       "      <td>33676177</td>\n",
       "      <td>35890183</td>\n",
       "      <td>5465453</td>\n",
       "      <td>68131580</td>\n",
       "      <td>6060286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>27109</td>\n",
       "      <td>2270</td>\n",
       "      <td>7524</td>\n",
       "      <td>1279</td>\n",
       "      <td>1233</td>\n",
       "      <td>638</td>\n",
       "      <td>5649</td>\n",
       "      <td>4597</td>\n",
       "      <td>3919</td>\n",
       "      <td>32603</td>\n",
       "      <td>...</td>\n",
       "      <td>2630</td>\n",
       "      <td>1381</td>\n",
       "      <td>611</td>\n",
       "      <td>43574</td>\n",
       "      <td>72581</td>\n",
       "      <td>34035616</td>\n",
       "      <td>36285548</td>\n",
       "      <td>5535802</td>\n",
       "      <td>68969000</td>\n",
       "      <td>6124391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>27130</td>\n",
       "      <td>2296</td>\n",
       "      <td>7326</td>\n",
       "      <td>1367</td>\n",
       "      <td>1237</td>\n",
       "      <td>650</td>\n",
       "      <td>5317</td>\n",
       "      <td>4838</td>\n",
       "      <td>4099</td>\n",
       "      <td>32575</td>\n",
       "      <td>...</td>\n",
       "      <td>2634</td>\n",
       "      <td>1383</td>\n",
       "      <td>612</td>\n",
       "      <td>43583</td>\n",
       "      <td>72586</td>\n",
       "      <td>33832331</td>\n",
       "      <td>36135781</td>\n",
       "      <td>5570168</td>\n",
       "      <td>68659869</td>\n",
       "      <td>6079170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>26776</td>\n",
       "      <td>2267</td>\n",
       "      <td>7299</td>\n",
       "      <td>1330</td>\n",
       "      <td>1197</td>\n",
       "      <td>636</td>\n",
       "      <td>5273</td>\n",
       "      <td>4752</td>\n",
       "      <td>4022</td>\n",
       "      <td>32157</td>\n",
       "      <td>...</td>\n",
       "      <td>2587</td>\n",
       "      <td>1356</td>\n",
       "      <td>602</td>\n",
       "      <td>42971</td>\n",
       "      <td>71780</td>\n",
       "      <td>33304814</td>\n",
       "      <td>35567546</td>\n",
       "      <td>5489256</td>\n",
       "      <td>67558128</td>\n",
       "      <td>5965572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">91913</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>13206</td>\n",
       "      <td>2206</td>\n",
       "      <td>1512</td>\n",
       "      <td>1337</td>\n",
       "      <td>1441</td>\n",
       "      <td>684</td>\n",
       "      <td>1692</td>\n",
       "      <td>2137</td>\n",
       "      <td>2197</td>\n",
       "      <td>16880</td>\n",
       "      <td>...</td>\n",
       "      <td>1003</td>\n",
       "      <td>424</td>\n",
       "      <td>158</td>\n",
       "      <td>21491</td>\n",
       "      <td>26231</td>\n",
       "      <td>18049125</td>\n",
       "      <td>19205342</td>\n",
       "      <td>3038252</td>\n",
       "      <td>43301880</td>\n",
       "      <td>5463352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>13244</td>\n",
       "      <td>2229</td>\n",
       "      <td>1497</td>\n",
       "      <td>1351</td>\n",
       "      <td>1456</td>\n",
       "      <td>694</td>\n",
       "      <td>1679</td>\n",
       "      <td>2123</td>\n",
       "      <td>2215</td>\n",
       "      <td>16924</td>\n",
       "      <td>...</td>\n",
       "      <td>1006</td>\n",
       "      <td>425</td>\n",
       "      <td>158</td>\n",
       "      <td>21542</td>\n",
       "      <td>26276</td>\n",
       "      <td>18090484</td>\n",
       "      <td>19232393</td>\n",
       "      <td>3039013</td>\n",
       "      <td>43352948</td>\n",
       "      <td>5496123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>13417</td>\n",
       "      <td>2272</td>\n",
       "      <td>1503</td>\n",
       "      <td>1376</td>\n",
       "      <td>1484</td>\n",
       "      <td>706</td>\n",
       "      <td>1686</td>\n",
       "      <td>2129</td>\n",
       "      <td>2261</td>\n",
       "      <td>17136</td>\n",
       "      <td>...</td>\n",
       "      <td>1018</td>\n",
       "      <td>432</td>\n",
       "      <td>160</td>\n",
       "      <td>21804</td>\n",
       "      <td>26635</td>\n",
       "      <td>18319299</td>\n",
       "      <td>19459735</td>\n",
       "      <td>3082533</td>\n",
       "      <td>43936093</td>\n",
       "      <td>5503450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">92082</th>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>6034</td>\n",
       "      <td>693</td>\n",
       "      <td>1141</td>\n",
       "      <td>501</td>\n",
       "      <td>745</td>\n",
       "      <td>517</td>\n",
       "      <td>791</td>\n",
       "      <td>777</td>\n",
       "      <td>869</td>\n",
       "      <td>5756</td>\n",
       "      <td>...</td>\n",
       "      <td>971</td>\n",
       "      <td>449</td>\n",
       "      <td>166</td>\n",
       "      <td>9193</td>\n",
       "      <td>15147</td>\n",
       "      <td>8552999</td>\n",
       "      <td>8334386</td>\n",
       "      <td>1452407</td>\n",
       "      <td>18507779</td>\n",
       "      <td>2811094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>6068</td>\n",
       "      <td>704</td>\n",
       "      <td>1083</td>\n",
       "      <td>536</td>\n",
       "      <td>748</td>\n",
       "      <td>529</td>\n",
       "      <td>737</td>\n",
       "      <td>818</td>\n",
       "      <td>913</td>\n",
       "      <td>5786</td>\n",
       "      <td>...</td>\n",
       "      <td>974</td>\n",
       "      <td>452</td>\n",
       "      <td>167</td>\n",
       "      <td>9243</td>\n",
       "      <td>15230</td>\n",
       "      <td>8549877</td>\n",
       "      <td>8348885</td>\n",
       "      <td>1481803</td>\n",
       "      <td>18503979</td>\n",
       "      <td>2835536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>6076</td>\n",
       "      <td>705</td>\n",
       "      <td>1087</td>\n",
       "      <td>536</td>\n",
       "      <td>747</td>\n",
       "      <td>529</td>\n",
       "      <td>739</td>\n",
       "      <td>821</td>\n",
       "      <td>912</td>\n",
       "      <td>5799</td>\n",
       "      <td>...</td>\n",
       "      <td>977</td>\n",
       "      <td>453</td>\n",
       "      <td>168</td>\n",
       "      <td>9257</td>\n",
       "      <td>15251</td>\n",
       "      <td>8557362</td>\n",
       "      <td>8356692</td>\n",
       "      <td>1483021</td>\n",
       "      <td>18518396</td>\n",
       "      <td>2836909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92121</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>1959</td>\n",
       "      <td>198</td>\n",
       "      <td>318</td>\n",
       "      <td>176</td>\n",
       "      <td>303</td>\n",
       "      <td>312</td>\n",
       "      <td>159</td>\n",
       "      <td>218</td>\n",
       "      <td>275</td>\n",
       "      <td>1478</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>50</td>\n",
       "      <td>12</td>\n",
       "      <td>2542</td>\n",
       "      <td>2879</td>\n",
       "      <td>2408309</td>\n",
       "      <td>2486733</td>\n",
       "      <td>500726</td>\n",
       "      <td>6933147</td>\n",
       "      <td>1103316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>2021</td>\n",
       "      <td>205</td>\n",
       "      <td>318</td>\n",
       "      <td>183</td>\n",
       "      <td>319</td>\n",
       "      <td>332</td>\n",
       "      <td>156</td>\n",
       "      <td>220</td>\n",
       "      <td>288</td>\n",
       "      <td>1528</td>\n",
       "      <td>...</td>\n",
       "      <td>114</td>\n",
       "      <td>53</td>\n",
       "      <td>13</td>\n",
       "      <td>2631</td>\n",
       "      <td>2991</td>\n",
       "      <td>2499456</td>\n",
       "      <td>2573200</td>\n",
       "      <td>518073</td>\n",
       "      <td>7184579</td>\n",
       "      <td>1158510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>2109</td>\n",
       "      <td>215</td>\n",
       "      <td>321</td>\n",
       "      <td>195</td>\n",
       "      <td>340</td>\n",
       "      <td>355</td>\n",
       "      <td>158</td>\n",
       "      <td>222</td>\n",
       "      <td>303</td>\n",
       "      <td>1597</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>56</td>\n",
       "      <td>14</td>\n",
       "      <td>2758</td>\n",
       "      <td>3145</td>\n",
       "      <td>2626980</td>\n",
       "      <td>2698379</td>\n",
       "      <td>544472</td>\n",
       "      <td>7544244</td>\n",
       "      <td>1207638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>2106</td>\n",
       "      <td>214</td>\n",
       "      <td>321</td>\n",
       "      <td>194</td>\n",
       "      <td>339</td>\n",
       "      <td>354</td>\n",
       "      <td>159</td>\n",
       "      <td>222</td>\n",
       "      <td>303</td>\n",
       "      <td>1593</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>56</td>\n",
       "      <td>14</td>\n",
       "      <td>2752</td>\n",
       "      <td>3095</td>\n",
       "      <td>2616823</td>\n",
       "      <td>2695388</td>\n",
       "      <td>542976</td>\n",
       "      <td>7527624</td>\n",
       "      <td>1203014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>2112</td>\n",
       "      <td>215</td>\n",
       "      <td>321</td>\n",
       "      <td>196</td>\n",
       "      <td>341</td>\n",
       "      <td>355</td>\n",
       "      <td>158</td>\n",
       "      <td>223</td>\n",
       "      <td>303</td>\n",
       "      <td>1578</td>\n",
       "      <td>...</td>\n",
       "      <td>128</td>\n",
       "      <td>58</td>\n",
       "      <td>15</td>\n",
       "      <td>2762</td>\n",
       "      <td>3111</td>\n",
       "      <td>2632689</td>\n",
       "      <td>2708895</td>\n",
       "      <td>542642</td>\n",
       "      <td>7556116</td>\n",
       "      <td>1210690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>2114</td>\n",
       "      <td>226</td>\n",
       "      <td>254</td>\n",
       "      <td>233</td>\n",
       "      <td>332</td>\n",
       "      <td>389</td>\n",
       "      <td>153</td>\n",
       "      <td>222</td>\n",
       "      <td>305</td>\n",
       "      <td>1581</td>\n",
       "      <td>...</td>\n",
       "      <td>128</td>\n",
       "      <td>58</td>\n",
       "      <td>15</td>\n",
       "      <td>2767</td>\n",
       "      <td>3117</td>\n",
       "      <td>2667350</td>\n",
       "      <td>2737136</td>\n",
       "      <td>547065</td>\n",
       "      <td>7740269</td>\n",
       "      <td>1268061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>2064</td>\n",
       "      <td>222</td>\n",
       "      <td>245</td>\n",
       "      <td>227</td>\n",
       "      <td>328</td>\n",
       "      <td>382</td>\n",
       "      <td>146</td>\n",
       "      <td>214</td>\n",
       "      <td>300</td>\n",
       "      <td>1542</td>\n",
       "      <td>...</td>\n",
       "      <td>127</td>\n",
       "      <td>56</td>\n",
       "      <td>15</td>\n",
       "      <td>2705</td>\n",
       "      <td>3005</td>\n",
       "      <td>2603976</td>\n",
       "      <td>2676600</td>\n",
       "      <td>534342</td>\n",
       "      <td>7565449</td>\n",
       "      <td>1234834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>2021</td>\n",
       "      <td>218</td>\n",
       "      <td>222</td>\n",
       "      <td>232</td>\n",
       "      <td>312</td>\n",
       "      <td>371</td>\n",
       "      <td>143</td>\n",
       "      <td>220</td>\n",
       "      <td>303</td>\n",
       "      <td>1505</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>55</td>\n",
       "      <td>14</td>\n",
       "      <td>2643</td>\n",
       "      <td>2937</td>\n",
       "      <td>2521251</td>\n",
       "      <td>2599408</td>\n",
       "      <td>524031</td>\n",
       "      <td>7296526</td>\n",
       "      <td>1162710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>2026</td>\n",
       "      <td>219</td>\n",
       "      <td>222</td>\n",
       "      <td>232</td>\n",
       "      <td>314</td>\n",
       "      <td>372</td>\n",
       "      <td>144</td>\n",
       "      <td>220</td>\n",
       "      <td>303</td>\n",
       "      <td>1512</td>\n",
       "      <td>...</td>\n",
       "      <td>123</td>\n",
       "      <td>55</td>\n",
       "      <td>14</td>\n",
       "      <td>2651</td>\n",
       "      <td>2944</td>\n",
       "      <td>2527729</td>\n",
       "      <td>2606058</td>\n",
       "      <td>525445</td>\n",
       "      <td>7316129</td>\n",
       "      <td>1166206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92126</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>24433</td>\n",
       "      <td>3377</td>\n",
       "      <td>3070</td>\n",
       "      <td>2153</td>\n",
       "      <td>2219</td>\n",
       "      <td>1205</td>\n",
       "      <td>3603</td>\n",
       "      <td>4426</td>\n",
       "      <td>4380</td>\n",
       "      <td>23146</td>\n",
       "      <td>...</td>\n",
       "      <td>2563</td>\n",
       "      <td>1028</td>\n",
       "      <td>305</td>\n",
       "      <td>38925</td>\n",
       "      <td>30901</td>\n",
       "      <td>31443838</td>\n",
       "      <td>34179286</td>\n",
       "      <td>5230208</td>\n",
       "      <td>75633445</td>\n",
       "      <td>9180289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>24479</td>\n",
       "      <td>3407</td>\n",
       "      <td>3046</td>\n",
       "      <td>2179</td>\n",
       "      <td>2246</td>\n",
       "      <td>1218</td>\n",
       "      <td>3580</td>\n",
       "      <td>4388</td>\n",
       "      <td>4415</td>\n",
       "      <td>23198</td>\n",
       "      <td>...</td>\n",
       "      <td>2566</td>\n",
       "      <td>1029</td>\n",
       "      <td>306</td>\n",
       "      <td>39005</td>\n",
       "      <td>30978</td>\n",
       "      <td>31504914</td>\n",
       "      <td>34205801</td>\n",
       "      <td>5229023</td>\n",
       "      <td>75648377</td>\n",
       "      <td>9228121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>24737</td>\n",
       "      <td>3470</td>\n",
       "      <td>3051</td>\n",
       "      <td>2226</td>\n",
       "      <td>2286</td>\n",
       "      <td>1245</td>\n",
       "      <td>3581</td>\n",
       "      <td>4403</td>\n",
       "      <td>4475</td>\n",
       "      <td>23497</td>\n",
       "      <td>...</td>\n",
       "      <td>2602</td>\n",
       "      <td>1043</td>\n",
       "      <td>310</td>\n",
       "      <td>39500</td>\n",
       "      <td>31409</td>\n",
       "      <td>31912152</td>\n",
       "      <td>34621895</td>\n",
       "      <td>5301902</td>\n",
       "      <td>76578554</td>\n",
       "      <td>9241900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>24798</td>\n",
       "      <td>3479</td>\n",
       "      <td>3059</td>\n",
       "      <td>2230</td>\n",
       "      <td>2289</td>\n",
       "      <td>1246</td>\n",
       "      <td>3592</td>\n",
       "      <td>4416</td>\n",
       "      <td>4487</td>\n",
       "      <td>23547</td>\n",
       "      <td>...</td>\n",
       "      <td>2615</td>\n",
       "      <td>1041</td>\n",
       "      <td>306</td>\n",
       "      <td>39600</td>\n",
       "      <td>31036</td>\n",
       "      <td>31940793</td>\n",
       "      <td>34728018</td>\n",
       "      <td>5313217</td>\n",
       "      <td>76752901</td>\n",
       "      <td>9245225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>24802</td>\n",
       "      <td>3476</td>\n",
       "      <td>3060</td>\n",
       "      <td>2234</td>\n",
       "      <td>2297</td>\n",
       "      <td>1245</td>\n",
       "      <td>3593</td>\n",
       "      <td>4414</td>\n",
       "      <td>4483</td>\n",
       "      <td>23349</td>\n",
       "      <td>...</td>\n",
       "      <td>2723</td>\n",
       "      <td>1099</td>\n",
       "      <td>326</td>\n",
       "      <td>39615</td>\n",
       "      <td>31075</td>\n",
       "      <td>31990755</td>\n",
       "      <td>34772179</td>\n",
       "      <td>5302287</td>\n",
       "      <td>76761472</td>\n",
       "      <td>9260128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>24836</td>\n",
       "      <td>3626</td>\n",
       "      <td>2831</td>\n",
       "      <td>2739</td>\n",
       "      <td>2581</td>\n",
       "      <td>1663</td>\n",
       "      <td>3200</td>\n",
       "      <td>3997</td>\n",
       "      <td>4199</td>\n",
       "      <td>23397</td>\n",
       "      <td>...</td>\n",
       "      <td>2727</td>\n",
       "      <td>1105</td>\n",
       "      <td>327</td>\n",
       "      <td>39699</td>\n",
       "      <td>31146</td>\n",
       "      <td>32507681</td>\n",
       "      <td>35188659</td>\n",
       "      <td>5431528</td>\n",
       "      <td>79294974</td>\n",
       "      <td>10093031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>24222</td>\n",
       "      <td>3564</td>\n",
       "      <td>2719</td>\n",
       "      <td>2696</td>\n",
       "      <td>2553</td>\n",
       "      <td>1652</td>\n",
       "      <td>3071</td>\n",
       "      <td>3846</td>\n",
       "      <td>4121</td>\n",
       "      <td>22748</td>\n",
       "      <td>...</td>\n",
       "      <td>2686</td>\n",
       "      <td>1070</td>\n",
       "      <td>319</td>\n",
       "      <td>38767</td>\n",
       "      <td>29956</td>\n",
       "      <td>31715956</td>\n",
       "      <td>34373235</td>\n",
       "      <td>5308859</td>\n",
       "      <td>77555665</td>\n",
       "      <td>9869379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>24339</td>\n",
       "      <td>3583</td>\n",
       "      <td>2561</td>\n",
       "      <td>2847</td>\n",
       "      <td>2541</td>\n",
       "      <td>1661</td>\n",
       "      <td>2880</td>\n",
       "      <td>3996</td>\n",
       "      <td>4270</td>\n",
       "      <td>22833</td>\n",
       "      <td>...</td>\n",
       "      <td>2704</td>\n",
       "      <td>1076</td>\n",
       "      <td>323</td>\n",
       "      <td>38952</td>\n",
       "      <td>30126</td>\n",
       "      <td>31663982</td>\n",
       "      <td>34374565</td>\n",
       "      <td>5372125</td>\n",
       "      <td>77188247</td>\n",
       "      <td>9745741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>24431</td>\n",
       "      <td>3599</td>\n",
       "      <td>2571</td>\n",
       "      <td>2860</td>\n",
       "      <td>2547</td>\n",
       "      <td>1668</td>\n",
       "      <td>2895</td>\n",
       "      <td>4013</td>\n",
       "      <td>4278</td>\n",
       "      <td>22942</td>\n",
       "      <td>...</td>\n",
       "      <td>2715</td>\n",
       "      <td>1078</td>\n",
       "      <td>324</td>\n",
       "      <td>39132</td>\n",
       "      <td>30296</td>\n",
       "      <td>31799366</td>\n",
       "      <td>34517543</td>\n",
       "      <td>5394590</td>\n",
       "      <td>77482307</td>\n",
       "      <td>9787275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92154</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>22026</td>\n",
       "      <td>1978</td>\n",
       "      <td>5300</td>\n",
       "      <td>1243</td>\n",
       "      <td>1068</td>\n",
       "      <td>427</td>\n",
       "      <td>4408</td>\n",
       "      <td>4632</td>\n",
       "      <td>2970</td>\n",
       "      <td>30562</td>\n",
       "      <td>...</td>\n",
       "      <td>2587</td>\n",
       "      <td>1277</td>\n",
       "      <td>432</td>\n",
       "      <td>44348</td>\n",
       "      <td>63850</td>\n",
       "      <td>30273153</td>\n",
       "      <td>32672034</td>\n",
       "      <td>4834619</td>\n",
       "      <td>59038695</td>\n",
       "      <td>5401056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>22076</td>\n",
       "      <td>2005</td>\n",
       "      <td>5272</td>\n",
       "      <td>1263</td>\n",
       "      <td>1083</td>\n",
       "      <td>434</td>\n",
       "      <td>4388</td>\n",
       "      <td>4624</td>\n",
       "      <td>3007</td>\n",
       "      <td>30649</td>\n",
       "      <td>...</td>\n",
       "      <td>2590</td>\n",
       "      <td>1280</td>\n",
       "      <td>432</td>\n",
       "      <td>44454</td>\n",
       "      <td>64010</td>\n",
       "      <td>30334630</td>\n",
       "      <td>32704396</td>\n",
       "      <td>4838169</td>\n",
       "      <td>59104614</td>\n",
       "      <td>5439510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>22257</td>\n",
       "      <td>2045</td>\n",
       "      <td>5280</td>\n",
       "      <td>1286</td>\n",
       "      <td>1108</td>\n",
       "      <td>442</td>\n",
       "      <td>4396</td>\n",
       "      <td>4636</td>\n",
       "      <td>3064</td>\n",
       "      <td>30935</td>\n",
       "      <td>...</td>\n",
       "      <td>2618</td>\n",
       "      <td>1289</td>\n",
       "      <td>437</td>\n",
       "      <td>45049</td>\n",
       "      <td>64757</td>\n",
       "      <td>30678960</td>\n",
       "      <td>33051249</td>\n",
       "      <td>4899502</td>\n",
       "      <td>59717638</td>\n",
       "      <td>5441906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>22355</td>\n",
       "      <td>2054</td>\n",
       "      <td>5293</td>\n",
       "      <td>1292</td>\n",
       "      <td>1114</td>\n",
       "      <td>444</td>\n",
       "      <td>4422</td>\n",
       "      <td>4654</td>\n",
       "      <td>3082</td>\n",
       "      <td>31072</td>\n",
       "      <td>...</td>\n",
       "      <td>2635</td>\n",
       "      <td>1282</td>\n",
       "      <td>433</td>\n",
       "      <td>45226</td>\n",
       "      <td>64998</td>\n",
       "      <td>30792246</td>\n",
       "      <td>33202657</td>\n",
       "      <td>4929724</td>\n",
       "      <td>60018841</td>\n",
       "      <td>5456814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>22342</td>\n",
       "      <td>2054</td>\n",
       "      <td>5285</td>\n",
       "      <td>1292</td>\n",
       "      <td>1112</td>\n",
       "      <td>445</td>\n",
       "      <td>4417</td>\n",
       "      <td>4655</td>\n",
       "      <td>3082</td>\n",
       "      <td>30556</td>\n",
       "      <td>...</td>\n",
       "      <td>2736</td>\n",
       "      <td>1309</td>\n",
       "      <td>458</td>\n",
       "      <td>45232</td>\n",
       "      <td>64969</td>\n",
       "      <td>30778151</td>\n",
       "      <td>33204649</td>\n",
       "      <td>4932997</td>\n",
       "      <td>60005324</td>\n",
       "      <td>5452302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>21946</td>\n",
       "      <td>2242</td>\n",
       "      <td>5019</td>\n",
       "      <td>1651</td>\n",
       "      <td>1088</td>\n",
       "      <td>470</td>\n",
       "      <td>4051</td>\n",
       "      <td>4060</td>\n",
       "      <td>3365</td>\n",
       "      <td>30136</td>\n",
       "      <td>...</td>\n",
       "      <td>2682</td>\n",
       "      <td>1282</td>\n",
       "      <td>448</td>\n",
       "      <td>44609</td>\n",
       "      <td>64128</td>\n",
       "      <td>30536429</td>\n",
       "      <td>32880412</td>\n",
       "      <td>4876524</td>\n",
       "      <td>60150512</td>\n",
       "      <td>5618083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>21544</td>\n",
       "      <td>2236</td>\n",
       "      <td>4871</td>\n",
       "      <td>1641</td>\n",
       "      <td>1083</td>\n",
       "      <td>470</td>\n",
       "      <td>3942</td>\n",
       "      <td>3957</td>\n",
       "      <td>3344</td>\n",
       "      <td>29500</td>\n",
       "      <td>...</td>\n",
       "      <td>2659</td>\n",
       "      <td>1243</td>\n",
       "      <td>440</td>\n",
       "      <td>43980</td>\n",
       "      <td>62896</td>\n",
       "      <td>30030355</td>\n",
       "      <td>32346200</td>\n",
       "      <td>4810152</td>\n",
       "      <td>59235752</td>\n",
       "      <td>5534643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>21637</td>\n",
       "      <td>2269</td>\n",
       "      <td>4692</td>\n",
       "      <td>1745</td>\n",
       "      <td>1086</td>\n",
       "      <td>477</td>\n",
       "      <td>3743</td>\n",
       "      <td>4140</td>\n",
       "      <td>3485</td>\n",
       "      <td>29621</td>\n",
       "      <td>...</td>\n",
       "      <td>2668</td>\n",
       "      <td>1252</td>\n",
       "      <td>443</td>\n",
       "      <td>44157</td>\n",
       "      <td>63147</td>\n",
       "      <td>29974155</td>\n",
       "      <td>32343940</td>\n",
       "      <td>4860826</td>\n",
       "      <td>59164419</td>\n",
       "      <td>5524594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>22140</td>\n",
       "      <td>2311</td>\n",
       "      <td>4751</td>\n",
       "      <td>1794</td>\n",
       "      <td>1138</td>\n",
       "      <td>495</td>\n",
       "      <td>3808</td>\n",
       "      <td>4261</td>\n",
       "      <td>3582</td>\n",
       "      <td>30238</td>\n",
       "      <td>...</td>\n",
       "      <td>2732</td>\n",
       "      <td>1287</td>\n",
       "      <td>453</td>\n",
       "      <td>45029</td>\n",
       "      <td>64349</td>\n",
       "      <td>30685176</td>\n",
       "      <td>33111387</td>\n",
       "      <td>4974959</td>\n",
       "      <td>60685433</td>\n",
       "      <td>5680263</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         HH  I125   I30  I150  I200  I250   I50   I75  I100  \\\n",
       "GEOGRAPHY_ID QUARTER                                                          \n",
       "91902        Y14Q4     6373   751   896   538   616   785   790  1067   930   \n",
       "             Y15Q1     6382   757   887   543   623   792   786  1059   935   \n",
       "             Y15Q2     6404   764   881   548   630   803   783  1053   942   \n",
       "             Y15Q3     6419   765   883   550   631   806   785  1057   942   \n",
       "             Y15Q4     6429   766   885   550   631   807   789  1060   941   \n",
       "             Y16Q1     6449   694   756   653   794   834   741  1048   929   \n",
       "             Y16Q2     6446   700   741   659   804   844   727  1036   935   \n",
       "             Y16Q3     6465   701   714   694   796   844   691  1064   961   \n",
       "             Y16Q4     6409   690   713   677   793   841   691  1058   946   \n",
       "91910        Y14Q4    27607  2685  7444  1401  1620   679  5305  4733  3740   \n",
       "             Y15Q1    27706  2721  7434  1418  1640   688  5300  4723  3782   \n",
       "             Y15Q2    27909  2761  7461  1440  1667   700  5310  4724  3846   \n",
       "             Y15Q3    27905  2762  7461  1439  1666   699  5308  4725  3845   \n",
       "             Y15Q4    27884  2751  7454  1438  1667   700  5309  4723  3842   \n",
       "             Y16Q1    27926  2514  7185  1699  1620   747  5394  4595  4172   \n",
       "             Y16Q2    28287  2570  7249  1740  1653   761  5433  4631  4250   \n",
       "             Y16Q3    28238  2587  7008  1844  1641   765  5139  4848  4406   \n",
       "             Y16Q4    28317  2596  7032  1846  1643   767  5151  4865  4417   \n",
       "91911        Y14Q4    26021  1983  7497  1296  1163   589  5509  4597  3387   \n",
       "             Y15Q1    26079  2009  7469  1315  1177   597  5496  4581  3435   \n",
       "             Y15Q2    26314  2047  7504  1337  1205   609  5514  4601  3497   \n",
       "             Y15Q3    26337  2049  7507  1338  1203   611  5522  4606  3501   \n",
       "             Y15Q4    26335  2046  7504  1339  1205   610  5526  4607  3498   \n",
       "             Y16Q1    26821  2221  7486  1249  1205   624  5621  4579  3836   \n",
       "             Y16Q2    27109  2270  7524  1279  1233   638  5649  4597  3919   \n",
       "             Y16Q3    27130  2296  7326  1367  1237   650  5317  4838  4099   \n",
       "             Y16Q4    26776  2267  7299  1330  1197   636  5273  4752  4022   \n",
       "91913        Y14Q4    13206  2206  1512  1337  1441   684  1692  2137  2197   \n",
       "             Y15Q1    13244  2229  1497  1351  1456   694  1679  2123  2215   \n",
       "             Y15Q2    13417  2272  1503  1376  1484   706  1686  2129  2261   \n",
       "...                     ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "92082        Y16Q2     6034   693  1141   501   745   517   791   777   869   \n",
       "             Y16Q3     6068   704  1083   536   748   529   737   818   913   \n",
       "             Y16Q4     6076   705  1087   536   747   529   739   821   912   \n",
       "92121        Y14Q4     1959   198   318   176   303   312   159   218   275   \n",
       "             Y15Q1     2021   205   318   183   319   332   156   220   288   \n",
       "             Y15Q2     2109   215   321   195   340   355   158   222   303   \n",
       "             Y15Q3     2106   214   321   194   339   354   159   222   303   \n",
       "             Y15Q4     2112   215   321   196   341   355   158   223   303   \n",
       "             Y16Q1     2114   226   254   233   332   389   153   222   305   \n",
       "             Y16Q2     2064   222   245   227   328   382   146   214   300   \n",
       "             Y16Q3     2021   218   222   232   312   371   143   220   303   \n",
       "             Y16Q4     2026   219   222   232   314   372   144   220   303   \n",
       "92126        Y14Q4    24433  3377  3070  2153  2219  1205  3603  4426  4380   \n",
       "             Y15Q1    24479  3407  3046  2179  2246  1218  3580  4388  4415   \n",
       "             Y15Q2    24737  3470  3051  2226  2286  1245  3581  4403  4475   \n",
       "             Y15Q3    24798  3479  3059  2230  2289  1246  3592  4416  4487   \n",
       "             Y15Q4    24802  3476  3060  2234  2297  1245  3593  4414  4483   \n",
       "             Y16Q1    24836  3626  2831  2739  2581  1663  3200  3997  4199   \n",
       "             Y16Q2    24222  3564  2719  2696  2553  1652  3071  3846  4121   \n",
       "             Y16Q3    24339  3583  2561  2847  2541  1661  2880  3996  4270   \n",
       "             Y16Q4    24431  3599  2571  2860  2547  1668  2895  4013  4278   \n",
       "92154        Y14Q4    22026  1978  5300  1243  1068   427  4408  4632  2970   \n",
       "             Y15Q1    22076  2005  5272  1263  1083   434  4388  4624  3007   \n",
       "             Y15Q2    22257  2045  5280  1286  1108   442  4396  4636  3064   \n",
       "             Y15Q3    22355  2054  5293  1292  1114   444  4422  4654  3082   \n",
       "             Y15Q4    22342  2054  5285  1292  1112   445  4417  4655  3082   \n",
       "             Y16Q1    21946  2242  5019  1651  1088   470  4051  4060  3365   \n",
       "             Y16Q2    21544  2236  4871  1641  1083   470  3942  3957  3344   \n",
       "             Y16Q3    21637  2269  4692  1745  1086   477  3743  4140  3485   \n",
       "             Y16Q4    22140  2311  4751  1794  1138   495  3808  4261  3582   \n",
       "\n",
       "                        P25    ...     PM75  PM85  PM100  Pop_M  PWhite  \\\n",
       "GEOGRAPHY_ID QUARTER           ...                                        \n",
       "91902        Y14Q4     5628    ...      941   488    183   9123   14369   \n",
       "             Y15Q1     5641    ...      944   488    182   9133   14386   \n",
       "             Y15Q2     5682    ...      949   491    185   9192   14490   \n",
       "             Y15Q3     5698    ...      952   489    181   9206   14460   \n",
       "             Y15Q4     5657    ...      971   500    191   9220   14481   \n",
       "             Y16Q1     5671    ...      971   503    192   9245   14524   \n",
       "             Y16Q2     5642    ...      981   497    191   9253   14458   \n",
       "             Y16Q3     5656    ...      983   500    191   9274   14498   \n",
       "             Y16Q4     5617    ...      974   496    191   9192   14373   \n",
       "91910        Y14Q4    27094    ...     2601  1316    616  38814   62234   \n",
       "             Y15Q1    27181    ...     2611  1320    619  38927   62429   \n",
       "             Y15Q2    27346    ...     2627  1330    626  39174   62855   \n",
       "             Y15Q3    27312    ...     2630  1319    615  39130   62700   \n",
       "             Y15Q4    26959    ...     2725  1339    618  39095   62617   \n",
       "             Y16Q1    27000    ...     2730  1341    620  39139   62701   \n",
       "             Y16Q2    27215    ...     2783  1346    627  39628   63303   \n",
       "             Y16Q3    27162    ...     2779  1346    627  39558   63189   \n",
       "             Y16Q4    27208    ...     2783  1348    629  39633   63308   \n",
       "91911        Y14Q4    31923    ...     2414  1347    585  41876   70217   \n",
       "             Y15Q1    31984    ...     2417  1347    585  41943   70326   \n",
       "             Y15Q2    32278    ...     2436  1358    587  42309   70972   \n",
       "             Y15Q3    32243    ...     2443  1348    583  42310   70932   \n",
       "             Y15Q4    31794    ...     2531  1350    592  42311   70872   \n",
       "             Y16Q1    32356    ...     2592  1382    602  43097   71935   \n",
       "             Y16Q2    32603    ...     2630  1381    611  43574   72581   \n",
       "             Y16Q3    32575    ...     2634  1383    612  43583   72586   \n",
       "             Y16Q4    32157    ...     2587  1356    602  42971   71780   \n",
       "91913        Y14Q4    16880    ...     1003   424    158  21491   26231   \n",
       "             Y15Q1    16924    ...     1006   425    158  21542   26276   \n",
       "             Y15Q2    17136    ...     1018   432    160  21804   26635   \n",
       "...                     ...    ...      ...   ...    ...    ...     ...   \n",
       "92082        Y16Q2     5756    ...      971   449    166   9193   15147   \n",
       "             Y16Q3     5786    ...      974   452    167   9243   15230   \n",
       "             Y16Q4     5799    ...      977   453    168   9257   15251   \n",
       "92121        Y14Q4     1478    ...      109    50     12   2542    2879   \n",
       "             Y15Q1     1528    ...      114    53     13   2631    2991   \n",
       "             Y15Q2     1597    ...      122    56     14   2758    3145   \n",
       "             Y15Q3     1593    ...      122    56     14   2752    3095   \n",
       "             Y15Q4     1578    ...      128    58     15   2762    3111   \n",
       "             Y16Q1     1581    ...      128    58     15   2767    3117   \n",
       "             Y16Q2     1542    ...      127    56     15   2705    3005   \n",
       "             Y16Q3     1505    ...      122    55     14   2643    2937   \n",
       "             Y16Q4     1512    ...      123    55     14   2651    2944   \n",
       "92126        Y14Q4    23146    ...     2563  1028    305  38925   30901   \n",
       "             Y15Q1    23198    ...     2566  1029    306  39005   30978   \n",
       "             Y15Q2    23497    ...     2602  1043    310  39500   31409   \n",
       "             Y15Q3    23547    ...     2615  1041    306  39600   31036   \n",
       "             Y15Q4    23349    ...     2723  1099    326  39615   31075   \n",
       "             Y16Q1    23397    ...     2727  1105    327  39699   31146   \n",
       "             Y16Q2    22748    ...     2686  1070    319  38767   29956   \n",
       "             Y16Q3    22833    ...     2704  1076    323  38952   30126   \n",
       "             Y16Q4    22942    ...     2715  1078    324  39132   30296   \n",
       "92154        Y14Q4    30562    ...     2587  1277    432  44348   63850   \n",
       "             Y15Q1    30649    ...     2590  1280    432  44454   64010   \n",
       "             Y15Q2    30935    ...     2618  1289    437  45049   64757   \n",
       "             Y15Q3    31072    ...     2635  1282    433  45226   64998   \n",
       "             Y15Q4    30556    ...     2736  1309    458  45232   64969   \n",
       "             Y16Q1    30136    ...     2682  1282    448  44609   64128   \n",
       "             Y16Q2    29500    ...     2659  1243    440  43980   62896   \n",
       "             Y16Q3    29621    ...     2668  1252    443  44157   63147   \n",
       "             Y16Q4    30238    ...     2732  1287    453  45029   64349   \n",
       "\n",
       "                             U         N  Alcohol        EO         S  \n",
       "GEOGRAPHY_ID QUARTER                                                   \n",
       "91902        Y14Q4     8677850   8732420  1545726  20509376   3231620  \n",
       "             Y15Q1     8688594   8735300  1542965  20502442   3243333  \n",
       "             Y15Q2     8732574   8774956  1552341  20602952   3214021  \n",
       "             Y15Q3     8742835   8796197  1556404  20646842   3217308  \n",
       "             Y15Q4     8741293   8799317  1557157  20685027   3221579  \n",
       "             Y16Q1     8852725   8900427  1592753  21187854   3498235  \n",
       "             Y16Q2     8855089   8907296  1597704  21241806   3505762  \n",
       "             Y16Q3     8812205   8884214  1615392  21037514   3449887  \n",
       "             Y16Q4     8725943   8798039  1600687  20839030   3419425  \n",
       "91910        Y14Q4    32289444  33962646  5578994  71634757   7243334  \n",
       "             Y15Q1    32379696  34025307  5585597  71751699   7292434  \n",
       "             Y15Q2    32599313  34231325  5632842  72320305   7264173  \n",
       "             Y15Q3    32547984  34216031  5637115  72315684   7245685  \n",
       "             Y15Q4    32488052  34166012  5630055  72285110   7240680  \n",
       "             Y16Q1    32598802  34272455  5606414  72337696   7296510  \n",
       "             Y16Q2    32996589  34708588  5685430  73315582   7380480  \n",
       "             Y16Q3    32727978  34491540  5715015  72729340   7311079  \n",
       "             Y16Q4    32799553  34566988  5729948  72913838   7331299  \n",
       "91911        Y14Q4    32702252  34858795  5336818  66152803   5954466  \n",
       "             Y15Q1    32741916  34866995  5336815  66197541   5993216  \n",
       "             Y15Q2    33035907  35154533  5392229  66862736   5991580  \n",
       "             Y15Q3    33026137  35175427  5404100  66938088   5983895  \n",
       "             Y15Q4    32987701  35152577  5404944  66945814   5977135  \n",
       "             Y16Q1    33676177  35890183  5465453  68131580   6060286  \n",
       "             Y16Q2    34035616  36285548  5535802  68969000   6124391  \n",
       "             Y16Q3    33832331  36135781  5570168  68659869   6079170  \n",
       "             Y16Q4    33304814  35567546  5489256  67558128   5965572  \n",
       "91913        Y14Q4    18049125  19205342  3038252  43301880   5463352  \n",
       "             Y15Q1    18090484  19232393  3039013  43352948   5496123  \n",
       "             Y15Q2    18319299  19459735  3082533  43936093   5503450  \n",
       "...                        ...       ...      ...       ...       ...  \n",
       "92082        Y16Q2     8552999   8334386  1452407  18507779   2811094  \n",
       "             Y16Q3     8549877   8348885  1481803  18503979   2835536  \n",
       "             Y16Q4     8557362   8356692  1483021  18518396   2836909  \n",
       "92121        Y14Q4     2408309   2486733   500726   6933147   1103316  \n",
       "             Y15Q1     2499456   2573200   518073   7184579   1158510  \n",
       "             Y15Q2     2626980   2698379   544472   7544244   1207638  \n",
       "             Y15Q3     2616823   2695388   542976   7527624   1203014  \n",
       "             Y15Q4     2632689   2708895   542642   7556116   1210690  \n",
       "             Y16Q1     2667350   2737136   547065   7740269   1268061  \n",
       "             Y16Q2     2603976   2676600   534342   7565449   1234834  \n",
       "             Y16Q3     2521251   2599408   524031   7296526   1162710  \n",
       "             Y16Q4     2527729   2606058   525445   7316129   1166206  \n",
       "92126        Y14Q4    31443838  34179286  5230208  75633445   9180289  \n",
       "             Y15Q1    31504914  34205801  5229023  75648377   9228121  \n",
       "             Y15Q2    31912152  34621895  5301902  76578554   9241900  \n",
       "             Y15Q3    31940793  34728018  5313217  76752901   9245225  \n",
       "             Y15Q4    31990755  34772179  5302287  76761472   9260128  \n",
       "             Y16Q1    32507681  35188659  5431528  79294974  10093031  \n",
       "             Y16Q2    31715956  34373235  5308859  77555665   9869379  \n",
       "             Y16Q3    31663982  34374565  5372125  77188247   9745741  \n",
       "             Y16Q4    31799366  34517543  5394590  77482307   9787275  \n",
       "92154        Y14Q4    30273153  32672034  4834619  59038695   5401056  \n",
       "             Y15Q1    30334630  32704396  4838169  59104614   5439510  \n",
       "             Y15Q2    30678960  33051249  4899502  59717638   5441906  \n",
       "             Y15Q3    30792246  33202657  4929724  60018841   5456814  \n",
       "             Y15Q4    30778151  33204649  4932997  60005324   5452302  \n",
       "             Y16Q1    30536429  32880412  4876524  60150512   5618083  \n",
       "             Y16Q2    30030355  32346200  4810152  59235752   5534643  \n",
       "             Y16Q3    29974155  32343940  4860826  59164419   5524594  \n",
       "             Y16Q4    30685176  33111387  4974959  60685433   5680263  \n",
       "\n",
       "[180 rows x 46 columns]"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "latest_df=pd.DataFrame()\n",
    "latest_df=new_df.copy(deep=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>HH</th>\n",
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       "      <th>I150</th>\n",
       "      <th>I200</th>\n",
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       "    <tr>\n",
       "      <th>GEOGRAPHY_ID</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91902</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>6373</td>\n",
       "      <td>751</td>\n",
       "      <td>896</td>\n",
       "      <td>538</td>\n",
       "      <td>616</td>\n",
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       "      <td>1067</td>\n",
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       "      <td>941</td>\n",
       "      <td>488</td>\n",
       "      <td>183</td>\n",
       "      <td>9123</td>\n",
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       "      <td>8677850</td>\n",
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       "      <td>1545726</td>\n",
       "      <td>20509376</td>\n",
       "      <td>3231620</td>\n",
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       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>6382</td>\n",
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       "      <td>1542965</td>\n",
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       "      <th>Y15Q2</th>\n",
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       "      <td>764</td>\n",
       "      <td>881</td>\n",
       "      <td>548</td>\n",
       "      <td>630</td>\n",
       "      <td>803</td>\n",
       "      <td>783</td>\n",
       "      <td>1053</td>\n",
       "      <td>942</td>\n",
       "      <td>5682</td>\n",
       "      <td>...</td>\n",
       "      <td>949</td>\n",
       "      <td>491</td>\n",
       "      <td>185</td>\n",
       "      <td>9192</td>\n",
       "      <td>14490</td>\n",
       "      <td>8732574</td>\n",
       "      <td>8774956</td>\n",
       "      <td>1552341</td>\n",
       "      <td>20602952</td>\n",
       "      <td>3214021</td>\n",
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       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>6419</td>\n",
       "      <td>765</td>\n",
       "      <td>883</td>\n",
       "      <td>550</td>\n",
       "      <td>631</td>\n",
       "      <td>806</td>\n",
       "      <td>785</td>\n",
       "      <td>1057</td>\n",
       "      <td>942</td>\n",
       "      <td>5698</td>\n",
       "      <td>...</td>\n",
       "      <td>952</td>\n",
       "      <td>489</td>\n",
       "      <td>181</td>\n",
       "      <td>9206</td>\n",
       "      <td>14460</td>\n",
       "      <td>8742835</td>\n",
       "      <td>8796197</td>\n",
       "      <td>1556404</td>\n",
       "      <td>20646842</td>\n",
       "      <td>3217308</td>\n",
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       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>6429</td>\n",
       "      <td>766</td>\n",
       "      <td>885</td>\n",
       "      <td>550</td>\n",
       "      <td>631</td>\n",
       "      <td>807</td>\n",
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       "      <td>1557157</td>\n",
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       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
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       "      <td>694</td>\n",
       "      <td>756</td>\n",
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       "      <td>794</td>\n",
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       "      <td>9245</td>\n",
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       "      <td>741</td>\n",
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       "      <td>981</td>\n",
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       "      <td>9253</td>\n",
       "      <td>14458</td>\n",
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       "      <td>8907296</td>\n",
       "      <td>1597704</td>\n",
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       "      <td>3505762</td>\n",
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       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>6465</td>\n",
       "      <td>701</td>\n",
       "      <td>714</td>\n",
       "      <td>694</td>\n",
       "      <td>796</td>\n",
       "      <td>844</td>\n",
       "      <td>691</td>\n",
       "      <td>1064</td>\n",
       "      <td>961</td>\n",
       "      <td>5656</td>\n",
       "      <td>...</td>\n",
       "      <td>983</td>\n",
       "      <td>500</td>\n",
       "      <td>191</td>\n",
       "      <td>9274</td>\n",
       "      <td>14498</td>\n",
       "      <td>8812205</td>\n",
       "      <td>8884214</td>\n",
       "      <td>1615392</td>\n",
       "      <td>21037514</td>\n",
       "      <td>3449887</td>\n",
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       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>6409</td>\n",
       "      <td>690</td>\n",
       "      <td>713</td>\n",
       "      <td>677</td>\n",
       "      <td>793</td>\n",
       "      <td>841</td>\n",
       "      <td>691</td>\n",
       "      <td>1058</td>\n",
       "      <td>946</td>\n",
       "      <td>5617</td>\n",
       "      <td>...</td>\n",
       "      <td>974</td>\n",
       "      <td>496</td>\n",
       "      <td>191</td>\n",
       "      <td>9192</td>\n",
       "      <td>14373</td>\n",
       "      <td>8725943</td>\n",
       "      <td>8798039</td>\n",
       "      <td>1600687</td>\n",
       "      <td>20839030</td>\n",
       "      <td>3419425</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91910</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>27607</td>\n",
       "      <td>2685</td>\n",
       "      <td>7444</td>\n",
       "      <td>1401</td>\n",
       "      <td>1620</td>\n",
       "      <td>679</td>\n",
       "      <td>5305</td>\n",
       "      <td>4733</td>\n",
       "      <td>3740</td>\n",
       "      <td>27094</td>\n",
       "      <td>...</td>\n",
       "      <td>2601</td>\n",
       "      <td>1316</td>\n",
       "      <td>616</td>\n",
       "      <td>38814</td>\n",
       "      <td>62234</td>\n",
       "      <td>32289444</td>\n",
       "      <td>33962646</td>\n",
       "      <td>5578994</td>\n",
       "      <td>71634757</td>\n",
       "      <td>7243334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>27706</td>\n",
       "      <td>2721</td>\n",
       "      <td>7434</td>\n",
       "      <td>1418</td>\n",
       "      <td>1640</td>\n",
       "      <td>688</td>\n",
       "      <td>5300</td>\n",
       "      <td>4723</td>\n",
       "      <td>3782</td>\n",
       "      <td>27181</td>\n",
       "      <td>...</td>\n",
       "      <td>2611</td>\n",
       "      <td>1320</td>\n",
       "      <td>619</td>\n",
       "      <td>38927</td>\n",
       "      <td>62429</td>\n",
       "      <td>32379696</td>\n",
       "      <td>34025307</td>\n",
       "      <td>5585597</td>\n",
       "      <td>71751699</td>\n",
       "      <td>7292434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>27909</td>\n",
       "      <td>2761</td>\n",
       "      <td>7461</td>\n",
       "      <td>1440</td>\n",
       "      <td>1667</td>\n",
       "      <td>700</td>\n",
       "      <td>5310</td>\n",
       "      <td>4724</td>\n",
       "      <td>3846</td>\n",
       "      <td>27346</td>\n",
       "      <td>...</td>\n",
       "      <td>2627</td>\n",
       "      <td>1330</td>\n",
       "      <td>626</td>\n",
       "      <td>39174</td>\n",
       "      <td>62855</td>\n",
       "      <td>32599313</td>\n",
       "      <td>34231325</td>\n",
       "      <td>5632842</td>\n",
       "      <td>72320305</td>\n",
       "      <td>7264173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>27905</td>\n",
       "      <td>2762</td>\n",
       "      <td>7461</td>\n",
       "      <td>1439</td>\n",
       "      <td>1666</td>\n",
       "      <td>699</td>\n",
       "      <td>5308</td>\n",
       "      <td>4725</td>\n",
       "      <td>3845</td>\n",
       "      <td>27312</td>\n",
       "      <td>...</td>\n",
       "      <td>2630</td>\n",
       "      <td>1319</td>\n",
       "      <td>615</td>\n",
       "      <td>39130</td>\n",
       "      <td>62700</td>\n",
       "      <td>32547984</td>\n",
       "      <td>34216031</td>\n",
       "      <td>5637115</td>\n",
       "      <td>72315684</td>\n",
       "      <td>7245685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>27884</td>\n",
       "      <td>2751</td>\n",
       "      <td>7454</td>\n",
       "      <td>1438</td>\n",
       "      <td>1667</td>\n",
       "      <td>700</td>\n",
       "      <td>5309</td>\n",
       "      <td>4723</td>\n",
       "      <td>3842</td>\n",
       "      <td>26959</td>\n",
       "      <td>...</td>\n",
       "      <td>2725</td>\n",
       "      <td>1339</td>\n",
       "      <td>618</td>\n",
       "      <td>39095</td>\n",
       "      <td>62617</td>\n",
       "      <td>32488052</td>\n",
       "      <td>34166012</td>\n",
       "      <td>5630055</td>\n",
       "      <td>72285110</td>\n",
       "      <td>7240680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>27926</td>\n",
       "      <td>2514</td>\n",
       "      <td>7185</td>\n",
       "      <td>1699</td>\n",
       "      <td>1620</td>\n",
       "      <td>747</td>\n",
       "      <td>5394</td>\n",
       "      <td>4595</td>\n",
       "      <td>4172</td>\n",
       "      <td>27000</td>\n",
       "      <td>...</td>\n",
       "      <td>2730</td>\n",
       "      <td>1341</td>\n",
       "      <td>620</td>\n",
       "      <td>39139</td>\n",
       "      <td>62701</td>\n",
       "      <td>32598802</td>\n",
       "      <td>34272455</td>\n",
       "      <td>5606414</td>\n",
       "      <td>72337696</td>\n",
       "      <td>7296510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>28287</td>\n",
       "      <td>2570</td>\n",
       "      <td>7249</td>\n",
       "      <td>1740</td>\n",
       "      <td>1653</td>\n",
       "      <td>761</td>\n",
       "      <td>5433</td>\n",
       "      <td>4631</td>\n",
       "      <td>4250</td>\n",
       "      <td>27215</td>\n",
       "      <td>...</td>\n",
       "      <td>2783</td>\n",
       "      <td>1346</td>\n",
       "      <td>627</td>\n",
       "      <td>39628</td>\n",
       "      <td>63303</td>\n",
       "      <td>32996589</td>\n",
       "      <td>34708588</td>\n",
       "      <td>5685430</td>\n",
       "      <td>73315582</td>\n",
       "      <td>7380480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>28238</td>\n",
       "      <td>2587</td>\n",
       "      <td>7008</td>\n",
       "      <td>1844</td>\n",
       "      <td>1641</td>\n",
       "      <td>765</td>\n",
       "      <td>5139</td>\n",
       "      <td>4848</td>\n",
       "      <td>4406</td>\n",
       "      <td>27162</td>\n",
       "      <td>...</td>\n",
       "      <td>2779</td>\n",
       "      <td>1346</td>\n",
       "      <td>627</td>\n",
       "      <td>39558</td>\n",
       "      <td>63189</td>\n",
       "      <td>32727978</td>\n",
       "      <td>34491540</td>\n",
       "      <td>5715015</td>\n",
       "      <td>72729340</td>\n",
       "      <td>7311079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>28317</td>\n",
       "      <td>2596</td>\n",
       "      <td>7032</td>\n",
       "      <td>1846</td>\n",
       "      <td>1643</td>\n",
       "      <td>767</td>\n",
       "      <td>5151</td>\n",
       "      <td>4865</td>\n",
       "      <td>4417</td>\n",
       "      <td>27208</td>\n",
       "      <td>...</td>\n",
       "      <td>2783</td>\n",
       "      <td>1348</td>\n",
       "      <td>629</td>\n",
       "      <td>39633</td>\n",
       "      <td>63308</td>\n",
       "      <td>32799553</td>\n",
       "      <td>34566988</td>\n",
       "      <td>5729948</td>\n",
       "      <td>72913838</td>\n",
       "      <td>7331299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91911</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>26021</td>\n",
       "      <td>1983</td>\n",
       "      <td>7497</td>\n",
       "      <td>1296</td>\n",
       "      <td>1163</td>\n",
       "      <td>589</td>\n",
       "      <td>5509</td>\n",
       "      <td>4597</td>\n",
       "      <td>3387</td>\n",
       "      <td>31923</td>\n",
       "      <td>...</td>\n",
       "      <td>2414</td>\n",
       "      <td>1347</td>\n",
       "      <td>585</td>\n",
       "      <td>41876</td>\n",
       "      <td>70217</td>\n",
       "      <td>32702252</td>\n",
       "      <td>34858795</td>\n",
       "      <td>5336818</td>\n",
       "      <td>66152803</td>\n",
       "      <td>5954466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>26079</td>\n",
       "      <td>2009</td>\n",
       "      <td>7469</td>\n",
       "      <td>1315</td>\n",
       "      <td>1177</td>\n",
       "      <td>597</td>\n",
       "      <td>5496</td>\n",
       "      <td>4581</td>\n",
       "      <td>3435</td>\n",
       "      <td>31984</td>\n",
       "      <td>...</td>\n",
       "      <td>2417</td>\n",
       "      <td>1347</td>\n",
       "      <td>585</td>\n",
       "      <td>41943</td>\n",
       "      <td>70326</td>\n",
       "      <td>32741916</td>\n",
       "      <td>34866995</td>\n",
       "      <td>5336815</td>\n",
       "      <td>66197541</td>\n",
       "      <td>5993216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>26314</td>\n",
       "      <td>2047</td>\n",
       "      <td>7504</td>\n",
       "      <td>1337</td>\n",
       "      <td>1205</td>\n",
       "      <td>609</td>\n",
       "      <td>5514</td>\n",
       "      <td>4601</td>\n",
       "      <td>3497</td>\n",
       "      <td>32278</td>\n",
       "      <td>...</td>\n",
       "      <td>2436</td>\n",
       "      <td>1358</td>\n",
       "      <td>587</td>\n",
       "      <td>42309</td>\n",
       "      <td>70972</td>\n",
       "      <td>33035907</td>\n",
       "      <td>35154533</td>\n",
       "      <td>5392229</td>\n",
       "      <td>66862736</td>\n",
       "      <td>5991580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>26337</td>\n",
       "      <td>2049</td>\n",
       "      <td>7507</td>\n",
       "      <td>1338</td>\n",
       "      <td>1203</td>\n",
       "      <td>611</td>\n",
       "      <td>5522</td>\n",
       "      <td>4606</td>\n",
       "      <td>3501</td>\n",
       "      <td>32243</td>\n",
       "      <td>...</td>\n",
       "      <td>2443</td>\n",
       "      <td>1348</td>\n",
       "      <td>583</td>\n",
       "      <td>42310</td>\n",
       "      <td>70932</td>\n",
       "      <td>33026137</td>\n",
       "      <td>35175427</td>\n",
       "      <td>5404100</td>\n",
       "      <td>66938088</td>\n",
       "      <td>5983895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>26335</td>\n",
       "      <td>2046</td>\n",
       "      <td>7504</td>\n",
       "      <td>1339</td>\n",
       "      <td>1205</td>\n",
       "      <td>610</td>\n",
       "      <td>5526</td>\n",
       "      <td>4607</td>\n",
       "      <td>3498</td>\n",
       "      <td>31794</td>\n",
       "      <td>...</td>\n",
       "      <td>2531</td>\n",
       "      <td>1350</td>\n",
       "      <td>592</td>\n",
       "      <td>42311</td>\n",
       "      <td>70872</td>\n",
       "      <td>32987701</td>\n",
       "      <td>35152577</td>\n",
       "      <td>5404944</td>\n",
       "      <td>66945814</td>\n",
       "      <td>5977135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>26821</td>\n",
       "      <td>2221</td>\n",
       "      <td>7486</td>\n",
       "      <td>1249</td>\n",
       "      <td>1205</td>\n",
       "      <td>624</td>\n",
       "      <td>5621</td>\n",
       "      <td>4579</td>\n",
       "      <td>3836</td>\n",
       "      <td>32356</td>\n",
       "      <td>...</td>\n",
       "      <td>2592</td>\n",
       "      <td>1382</td>\n",
       "      <td>602</td>\n",
       "      <td>43097</td>\n",
       "      <td>71935</td>\n",
       "      <td>33676177</td>\n",
       "      <td>35890183</td>\n",
       "      <td>5465453</td>\n",
       "      <td>68131580</td>\n",
       "      <td>6060286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>27109</td>\n",
       "      <td>2270</td>\n",
       "      <td>7524</td>\n",
       "      <td>1279</td>\n",
       "      <td>1233</td>\n",
       "      <td>638</td>\n",
       "      <td>5649</td>\n",
       "      <td>4597</td>\n",
       "      <td>3919</td>\n",
       "      <td>32603</td>\n",
       "      <td>...</td>\n",
       "      <td>2630</td>\n",
       "      <td>1381</td>\n",
       "      <td>611</td>\n",
       "      <td>43574</td>\n",
       "      <td>72581</td>\n",
       "      <td>34035616</td>\n",
       "      <td>36285548</td>\n",
       "      <td>5535802</td>\n",
       "      <td>68969000</td>\n",
       "      <td>6124391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>27130</td>\n",
       "      <td>2296</td>\n",
       "      <td>7326</td>\n",
       "      <td>1367</td>\n",
       "      <td>1237</td>\n",
       "      <td>650</td>\n",
       "      <td>5317</td>\n",
       "      <td>4838</td>\n",
       "      <td>4099</td>\n",
       "      <td>32575</td>\n",
       "      <td>...</td>\n",
       "      <td>2634</td>\n",
       "      <td>1383</td>\n",
       "      <td>612</td>\n",
       "      <td>43583</td>\n",
       "      <td>72586</td>\n",
       "      <td>33832331</td>\n",
       "      <td>36135781</td>\n",
       "      <td>5570168</td>\n",
       "      <td>68659869</td>\n",
       "      <td>6079170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>26776</td>\n",
       "      <td>2267</td>\n",
       "      <td>7299</td>\n",
       "      <td>1330</td>\n",
       "      <td>1197</td>\n",
       "      <td>636</td>\n",
       "      <td>5273</td>\n",
       "      <td>4752</td>\n",
       "      <td>4022</td>\n",
       "      <td>32157</td>\n",
       "      <td>...</td>\n",
       "      <td>2587</td>\n",
       "      <td>1356</td>\n",
       "      <td>602</td>\n",
       "      <td>42971</td>\n",
       "      <td>71780</td>\n",
       "      <td>33304814</td>\n",
       "      <td>35567546</td>\n",
       "      <td>5489256</td>\n",
       "      <td>67558128</td>\n",
       "      <td>5965572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">91913</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>13206</td>\n",
       "      <td>2206</td>\n",
       "      <td>1512</td>\n",
       "      <td>1337</td>\n",
       "      <td>1441</td>\n",
       "      <td>684</td>\n",
       "      <td>1692</td>\n",
       "      <td>2137</td>\n",
       "      <td>2197</td>\n",
       "      <td>16880</td>\n",
       "      <td>...</td>\n",
       "      <td>1003</td>\n",
       "      <td>424</td>\n",
       "      <td>158</td>\n",
       "      <td>21491</td>\n",
       "      <td>26231</td>\n",
       "      <td>18049125</td>\n",
       "      <td>19205342</td>\n",
       "      <td>3038252</td>\n",
       "      <td>43301880</td>\n",
       "      <td>5463352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>13244</td>\n",
       "      <td>2229</td>\n",
       "      <td>1497</td>\n",
       "      <td>1351</td>\n",
       "      <td>1456</td>\n",
       "      <td>694</td>\n",
       "      <td>1679</td>\n",
       "      <td>2123</td>\n",
       "      <td>2215</td>\n",
       "      <td>16924</td>\n",
       "      <td>...</td>\n",
       "      <td>1006</td>\n",
       "      <td>425</td>\n",
       "      <td>158</td>\n",
       "      <td>21542</td>\n",
       "      <td>26276</td>\n",
       "      <td>18090484</td>\n",
       "      <td>19232393</td>\n",
       "      <td>3039013</td>\n",
       "      <td>43352948</td>\n",
       "      <td>5496123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>13417</td>\n",
       "      <td>2272</td>\n",
       "      <td>1503</td>\n",
       "      <td>1376</td>\n",
       "      <td>1484</td>\n",
       "      <td>706</td>\n",
       "      <td>1686</td>\n",
       "      <td>2129</td>\n",
       "      <td>2261</td>\n",
       "      <td>17136</td>\n",
       "      <td>...</td>\n",
       "      <td>1018</td>\n",
       "      <td>432</td>\n",
       "      <td>160</td>\n",
       "      <td>21804</td>\n",
       "      <td>26635</td>\n",
       "      <td>18319299</td>\n",
       "      <td>19459735</td>\n",
       "      <td>3082533</td>\n",
       "      <td>43936093</td>\n",
       "      <td>5503450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">92082</th>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>6034</td>\n",
       "      <td>693</td>\n",
       "      <td>1141</td>\n",
       "      <td>501</td>\n",
       "      <td>745</td>\n",
       "      <td>517</td>\n",
       "      <td>791</td>\n",
       "      <td>777</td>\n",
       "      <td>869</td>\n",
       "      <td>5756</td>\n",
       "      <td>...</td>\n",
       "      <td>971</td>\n",
       "      <td>449</td>\n",
       "      <td>166</td>\n",
       "      <td>9193</td>\n",
       "      <td>15147</td>\n",
       "      <td>8552999</td>\n",
       "      <td>8334386</td>\n",
       "      <td>1452407</td>\n",
       "      <td>18507779</td>\n",
       "      <td>2811094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>6068</td>\n",
       "      <td>704</td>\n",
       "      <td>1083</td>\n",
       "      <td>536</td>\n",
       "      <td>748</td>\n",
       "      <td>529</td>\n",
       "      <td>737</td>\n",
       "      <td>818</td>\n",
       "      <td>913</td>\n",
       "      <td>5786</td>\n",
       "      <td>...</td>\n",
       "      <td>974</td>\n",
       "      <td>452</td>\n",
       "      <td>167</td>\n",
       "      <td>9243</td>\n",
       "      <td>15230</td>\n",
       "      <td>8549877</td>\n",
       "      <td>8348885</td>\n",
       "      <td>1481803</td>\n",
       "      <td>18503979</td>\n",
       "      <td>2835536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>6076</td>\n",
       "      <td>705</td>\n",
       "      <td>1087</td>\n",
       "      <td>536</td>\n",
       "      <td>747</td>\n",
       "      <td>529</td>\n",
       "      <td>739</td>\n",
       "      <td>821</td>\n",
       "      <td>912</td>\n",
       "      <td>5799</td>\n",
       "      <td>...</td>\n",
       "      <td>977</td>\n",
       "      <td>453</td>\n",
       "      <td>168</td>\n",
       "      <td>9257</td>\n",
       "      <td>15251</td>\n",
       "      <td>8557362</td>\n",
       "      <td>8356692</td>\n",
       "      <td>1483021</td>\n",
       "      <td>18518396</td>\n",
       "      <td>2836909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92121</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>1959</td>\n",
       "      <td>198</td>\n",
       "      <td>318</td>\n",
       "      <td>176</td>\n",
       "      <td>303</td>\n",
       "      <td>312</td>\n",
       "      <td>159</td>\n",
       "      <td>218</td>\n",
       "      <td>275</td>\n",
       "      <td>1478</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>50</td>\n",
       "      <td>12</td>\n",
       "      <td>2542</td>\n",
       "      <td>2879</td>\n",
       "      <td>2408309</td>\n",
       "      <td>2486733</td>\n",
       "      <td>500726</td>\n",
       "      <td>6933147</td>\n",
       "      <td>1103316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>2021</td>\n",
       "      <td>205</td>\n",
       "      <td>318</td>\n",
       "      <td>183</td>\n",
       "      <td>319</td>\n",
       "      <td>332</td>\n",
       "      <td>156</td>\n",
       "      <td>220</td>\n",
       "      <td>288</td>\n",
       "      <td>1528</td>\n",
       "      <td>...</td>\n",
       "      <td>114</td>\n",
       "      <td>53</td>\n",
       "      <td>13</td>\n",
       "      <td>2631</td>\n",
       "      <td>2991</td>\n",
       "      <td>2499456</td>\n",
       "      <td>2573200</td>\n",
       "      <td>518073</td>\n",
       "      <td>7184579</td>\n",
       "      <td>1158510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>2109</td>\n",
       "      <td>215</td>\n",
       "      <td>321</td>\n",
       "      <td>195</td>\n",
       "      <td>340</td>\n",
       "      <td>355</td>\n",
       "      <td>158</td>\n",
       "      <td>222</td>\n",
       "      <td>303</td>\n",
       "      <td>1597</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>56</td>\n",
       "      <td>14</td>\n",
       "      <td>2758</td>\n",
       "      <td>3145</td>\n",
       "      <td>2626980</td>\n",
       "      <td>2698379</td>\n",
       "      <td>544472</td>\n",
       "      <td>7544244</td>\n",
       "      <td>1207638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>2106</td>\n",
       "      <td>214</td>\n",
       "      <td>321</td>\n",
       "      <td>194</td>\n",
       "      <td>339</td>\n",
       "      <td>354</td>\n",
       "      <td>159</td>\n",
       "      <td>222</td>\n",
       "      <td>303</td>\n",
       "      <td>1593</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>56</td>\n",
       "      <td>14</td>\n",
       "      <td>2752</td>\n",
       "      <td>3095</td>\n",
       "      <td>2616823</td>\n",
       "      <td>2695388</td>\n",
       "      <td>542976</td>\n",
       "      <td>7527624</td>\n",
       "      <td>1203014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>2112</td>\n",
       "      <td>215</td>\n",
       "      <td>321</td>\n",
       "      <td>196</td>\n",
       "      <td>341</td>\n",
       "      <td>355</td>\n",
       "      <td>158</td>\n",
       "      <td>223</td>\n",
       "      <td>303</td>\n",
       "      <td>1578</td>\n",
       "      <td>...</td>\n",
       "      <td>128</td>\n",
       "      <td>58</td>\n",
       "      <td>15</td>\n",
       "      <td>2762</td>\n",
       "      <td>3111</td>\n",
       "      <td>2632689</td>\n",
       "      <td>2708895</td>\n",
       "      <td>542642</td>\n",
       "      <td>7556116</td>\n",
       "      <td>1210690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>2114</td>\n",
       "      <td>226</td>\n",
       "      <td>254</td>\n",
       "      <td>233</td>\n",
       "      <td>332</td>\n",
       "      <td>389</td>\n",
       "      <td>153</td>\n",
       "      <td>222</td>\n",
       "      <td>305</td>\n",
       "      <td>1581</td>\n",
       "      <td>...</td>\n",
       "      <td>128</td>\n",
       "      <td>58</td>\n",
       "      <td>15</td>\n",
       "      <td>2767</td>\n",
       "      <td>3117</td>\n",
       "      <td>2667350</td>\n",
       "      <td>2737136</td>\n",
       "      <td>547065</td>\n",
       "      <td>7740269</td>\n",
       "      <td>1268061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>2064</td>\n",
       "      <td>222</td>\n",
       "      <td>245</td>\n",
       "      <td>227</td>\n",
       "      <td>328</td>\n",
       "      <td>382</td>\n",
       "      <td>146</td>\n",
       "      <td>214</td>\n",
       "      <td>300</td>\n",
       "      <td>1542</td>\n",
       "      <td>...</td>\n",
       "      <td>127</td>\n",
       "      <td>56</td>\n",
       "      <td>15</td>\n",
       "      <td>2705</td>\n",
       "      <td>3005</td>\n",
       "      <td>2603976</td>\n",
       "      <td>2676600</td>\n",
       "      <td>534342</td>\n",
       "      <td>7565449</td>\n",
       "      <td>1234834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>2021</td>\n",
       "      <td>218</td>\n",
       "      <td>222</td>\n",
       "      <td>232</td>\n",
       "      <td>312</td>\n",
       "      <td>371</td>\n",
       "      <td>143</td>\n",
       "      <td>220</td>\n",
       "      <td>303</td>\n",
       "      <td>1505</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>55</td>\n",
       "      <td>14</td>\n",
       "      <td>2643</td>\n",
       "      <td>2937</td>\n",
       "      <td>2521251</td>\n",
       "      <td>2599408</td>\n",
       "      <td>524031</td>\n",
       "      <td>7296526</td>\n",
       "      <td>1162710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>2026</td>\n",
       "      <td>219</td>\n",
       "      <td>222</td>\n",
       "      <td>232</td>\n",
       "      <td>314</td>\n",
       "      <td>372</td>\n",
       "      <td>144</td>\n",
       "      <td>220</td>\n",
       "      <td>303</td>\n",
       "      <td>1512</td>\n",
       "      <td>...</td>\n",
       "      <td>123</td>\n",
       "      <td>55</td>\n",
       "      <td>14</td>\n",
       "      <td>2651</td>\n",
       "      <td>2944</td>\n",
       "      <td>2527729</td>\n",
       "      <td>2606058</td>\n",
       "      <td>525445</td>\n",
       "      <td>7316129</td>\n",
       "      <td>1166206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92126</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>24433</td>\n",
       "      <td>3377</td>\n",
       "      <td>3070</td>\n",
       "      <td>2153</td>\n",
       "      <td>2219</td>\n",
       "      <td>1205</td>\n",
       "      <td>3603</td>\n",
       "      <td>4426</td>\n",
       "      <td>4380</td>\n",
       "      <td>23146</td>\n",
       "      <td>...</td>\n",
       "      <td>2563</td>\n",
       "      <td>1028</td>\n",
       "      <td>305</td>\n",
       "      <td>38925</td>\n",
       "      <td>30901</td>\n",
       "      <td>31443838</td>\n",
       "      <td>34179286</td>\n",
       "      <td>5230208</td>\n",
       "      <td>75633445</td>\n",
       "      <td>9180289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>24479</td>\n",
       "      <td>3407</td>\n",
       "      <td>3046</td>\n",
       "      <td>2179</td>\n",
       "      <td>2246</td>\n",
       "      <td>1218</td>\n",
       "      <td>3580</td>\n",
       "      <td>4388</td>\n",
       "      <td>4415</td>\n",
       "      <td>23198</td>\n",
       "      <td>...</td>\n",
       "      <td>2566</td>\n",
       "      <td>1029</td>\n",
       "      <td>306</td>\n",
       "      <td>39005</td>\n",
       "      <td>30978</td>\n",
       "      <td>31504914</td>\n",
       "      <td>34205801</td>\n",
       "      <td>5229023</td>\n",
       "      <td>75648377</td>\n",
       "      <td>9228121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>24737</td>\n",
       "      <td>3470</td>\n",
       "      <td>3051</td>\n",
       "      <td>2226</td>\n",
       "      <td>2286</td>\n",
       "      <td>1245</td>\n",
       "      <td>3581</td>\n",
       "      <td>4403</td>\n",
       "      <td>4475</td>\n",
       "      <td>23497</td>\n",
       "      <td>...</td>\n",
       "      <td>2602</td>\n",
       "      <td>1043</td>\n",
       "      <td>310</td>\n",
       "      <td>39500</td>\n",
       "      <td>31409</td>\n",
       "      <td>31912152</td>\n",
       "      <td>34621895</td>\n",
       "      <td>5301902</td>\n",
       "      <td>76578554</td>\n",
       "      <td>9241900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>24798</td>\n",
       "      <td>3479</td>\n",
       "      <td>3059</td>\n",
       "      <td>2230</td>\n",
       "      <td>2289</td>\n",
       "      <td>1246</td>\n",
       "      <td>3592</td>\n",
       "      <td>4416</td>\n",
       "      <td>4487</td>\n",
       "      <td>23547</td>\n",
       "      <td>...</td>\n",
       "      <td>2615</td>\n",
       "      <td>1041</td>\n",
       "      <td>306</td>\n",
       "      <td>39600</td>\n",
       "      <td>31036</td>\n",
       "      <td>31940793</td>\n",
       "      <td>34728018</td>\n",
       "      <td>5313217</td>\n",
       "      <td>76752901</td>\n",
       "      <td>9245225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>24802</td>\n",
       "      <td>3476</td>\n",
       "      <td>3060</td>\n",
       "      <td>2234</td>\n",
       "      <td>2297</td>\n",
       "      <td>1245</td>\n",
       "      <td>3593</td>\n",
       "      <td>4414</td>\n",
       "      <td>4483</td>\n",
       "      <td>23349</td>\n",
       "      <td>...</td>\n",
       "      <td>2723</td>\n",
       "      <td>1099</td>\n",
       "      <td>326</td>\n",
       "      <td>39615</td>\n",
       "      <td>31075</td>\n",
       "      <td>31990755</td>\n",
       "      <td>34772179</td>\n",
       "      <td>5302287</td>\n",
       "      <td>76761472</td>\n",
       "      <td>9260128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>24836</td>\n",
       "      <td>3626</td>\n",
       "      <td>2831</td>\n",
       "      <td>2739</td>\n",
       "      <td>2581</td>\n",
       "      <td>1663</td>\n",
       "      <td>3200</td>\n",
       "      <td>3997</td>\n",
       "      <td>4199</td>\n",
       "      <td>23397</td>\n",
       "      <td>...</td>\n",
       "      <td>2727</td>\n",
       "      <td>1105</td>\n",
       "      <td>327</td>\n",
       "      <td>39699</td>\n",
       "      <td>31146</td>\n",
       "      <td>32507681</td>\n",
       "      <td>35188659</td>\n",
       "      <td>5431528</td>\n",
       "      <td>79294974</td>\n",
       "      <td>10093031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>24222</td>\n",
       "      <td>3564</td>\n",
       "      <td>2719</td>\n",
       "      <td>2696</td>\n",
       "      <td>2553</td>\n",
       "      <td>1652</td>\n",
       "      <td>3071</td>\n",
       "      <td>3846</td>\n",
       "      <td>4121</td>\n",
       "      <td>22748</td>\n",
       "      <td>...</td>\n",
       "      <td>2686</td>\n",
       "      <td>1070</td>\n",
       "      <td>319</td>\n",
       "      <td>38767</td>\n",
       "      <td>29956</td>\n",
       "      <td>31715956</td>\n",
       "      <td>34373235</td>\n",
       "      <td>5308859</td>\n",
       "      <td>77555665</td>\n",
       "      <td>9869379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>24339</td>\n",
       "      <td>3583</td>\n",
       "      <td>2561</td>\n",
       "      <td>2847</td>\n",
       "      <td>2541</td>\n",
       "      <td>1661</td>\n",
       "      <td>2880</td>\n",
       "      <td>3996</td>\n",
       "      <td>4270</td>\n",
       "      <td>22833</td>\n",
       "      <td>...</td>\n",
       "      <td>2704</td>\n",
       "      <td>1076</td>\n",
       "      <td>323</td>\n",
       "      <td>38952</td>\n",
       "      <td>30126</td>\n",
       "      <td>31663982</td>\n",
       "      <td>34374565</td>\n",
       "      <td>5372125</td>\n",
       "      <td>77188247</td>\n",
       "      <td>9745741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>24431</td>\n",
       "      <td>3599</td>\n",
       "      <td>2571</td>\n",
       "      <td>2860</td>\n",
       "      <td>2547</td>\n",
       "      <td>1668</td>\n",
       "      <td>2895</td>\n",
       "      <td>4013</td>\n",
       "      <td>4278</td>\n",
       "      <td>22942</td>\n",
       "      <td>...</td>\n",
       "      <td>2715</td>\n",
       "      <td>1078</td>\n",
       "      <td>324</td>\n",
       "      <td>39132</td>\n",
       "      <td>30296</td>\n",
       "      <td>31799366</td>\n",
       "      <td>34517543</td>\n",
       "      <td>5394590</td>\n",
       "      <td>77482307</td>\n",
       "      <td>9787275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92154</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>22026</td>\n",
       "      <td>1978</td>\n",
       "      <td>5300</td>\n",
       "      <td>1243</td>\n",
       "      <td>1068</td>\n",
       "      <td>427</td>\n",
       "      <td>4408</td>\n",
       "      <td>4632</td>\n",
       "      <td>2970</td>\n",
       "      <td>30562</td>\n",
       "      <td>...</td>\n",
       "      <td>2587</td>\n",
       "      <td>1277</td>\n",
       "      <td>432</td>\n",
       "      <td>44348</td>\n",
       "      <td>63850</td>\n",
       "      <td>30273153</td>\n",
       "      <td>32672034</td>\n",
       "      <td>4834619</td>\n",
       "      <td>59038695</td>\n",
       "      <td>5401056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>22076</td>\n",
       "      <td>2005</td>\n",
       "      <td>5272</td>\n",
       "      <td>1263</td>\n",
       "      <td>1083</td>\n",
       "      <td>434</td>\n",
       "      <td>4388</td>\n",
       "      <td>4624</td>\n",
       "      <td>3007</td>\n",
       "      <td>30649</td>\n",
       "      <td>...</td>\n",
       "      <td>2590</td>\n",
       "      <td>1280</td>\n",
       "      <td>432</td>\n",
       "      <td>44454</td>\n",
       "      <td>64010</td>\n",
       "      <td>30334630</td>\n",
       "      <td>32704396</td>\n",
       "      <td>4838169</td>\n",
       "      <td>59104614</td>\n",
       "      <td>5439510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>22257</td>\n",
       "      <td>2045</td>\n",
       "      <td>5280</td>\n",
       "      <td>1286</td>\n",
       "      <td>1108</td>\n",
       "      <td>442</td>\n",
       "      <td>4396</td>\n",
       "      <td>4636</td>\n",
       "      <td>3064</td>\n",
       "      <td>30935</td>\n",
       "      <td>...</td>\n",
       "      <td>2618</td>\n",
       "      <td>1289</td>\n",
       "      <td>437</td>\n",
       "      <td>45049</td>\n",
       "      <td>64757</td>\n",
       "      <td>30678960</td>\n",
       "      <td>33051249</td>\n",
       "      <td>4899502</td>\n",
       "      <td>59717638</td>\n",
       "      <td>5441906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>22355</td>\n",
       "      <td>2054</td>\n",
       "      <td>5293</td>\n",
       "      <td>1292</td>\n",
       "      <td>1114</td>\n",
       "      <td>444</td>\n",
       "      <td>4422</td>\n",
       "      <td>4654</td>\n",
       "      <td>3082</td>\n",
       "      <td>31072</td>\n",
       "      <td>...</td>\n",
       "      <td>2635</td>\n",
       "      <td>1282</td>\n",
       "      <td>433</td>\n",
       "      <td>45226</td>\n",
       "      <td>64998</td>\n",
       "      <td>30792246</td>\n",
       "      <td>33202657</td>\n",
       "      <td>4929724</td>\n",
       "      <td>60018841</td>\n",
       "      <td>5456814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>22342</td>\n",
       "      <td>2054</td>\n",
       "      <td>5285</td>\n",
       "      <td>1292</td>\n",
       "      <td>1112</td>\n",
       "      <td>445</td>\n",
       "      <td>4417</td>\n",
       "      <td>4655</td>\n",
       "      <td>3082</td>\n",
       "      <td>30556</td>\n",
       "      <td>...</td>\n",
       "      <td>2736</td>\n",
       "      <td>1309</td>\n",
       "      <td>458</td>\n",
       "      <td>45232</td>\n",
       "      <td>64969</td>\n",
       "      <td>30778151</td>\n",
       "      <td>33204649</td>\n",
       "      <td>4932997</td>\n",
       "      <td>60005324</td>\n",
       "      <td>5452302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>21946</td>\n",
       "      <td>2242</td>\n",
       "      <td>5019</td>\n",
       "      <td>1651</td>\n",
       "      <td>1088</td>\n",
       "      <td>470</td>\n",
       "      <td>4051</td>\n",
       "      <td>4060</td>\n",
       "      <td>3365</td>\n",
       "      <td>30136</td>\n",
       "      <td>...</td>\n",
       "      <td>2682</td>\n",
       "      <td>1282</td>\n",
       "      <td>448</td>\n",
       "      <td>44609</td>\n",
       "      <td>64128</td>\n",
       "      <td>30536429</td>\n",
       "      <td>32880412</td>\n",
       "      <td>4876524</td>\n",
       "      <td>60150512</td>\n",
       "      <td>5618083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>21544</td>\n",
       "      <td>2236</td>\n",
       "      <td>4871</td>\n",
       "      <td>1641</td>\n",
       "      <td>1083</td>\n",
       "      <td>470</td>\n",
       "      <td>3942</td>\n",
       "      <td>3957</td>\n",
       "      <td>3344</td>\n",
       "      <td>29500</td>\n",
       "      <td>...</td>\n",
       "      <td>2659</td>\n",
       "      <td>1243</td>\n",
       "      <td>440</td>\n",
       "      <td>43980</td>\n",
       "      <td>62896</td>\n",
       "      <td>30030355</td>\n",
       "      <td>32346200</td>\n",
       "      <td>4810152</td>\n",
       "      <td>59235752</td>\n",
       "      <td>5534643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>21637</td>\n",
       "      <td>2269</td>\n",
       "      <td>4692</td>\n",
       "      <td>1745</td>\n",
       "      <td>1086</td>\n",
       "      <td>477</td>\n",
       "      <td>3743</td>\n",
       "      <td>4140</td>\n",
       "      <td>3485</td>\n",
       "      <td>29621</td>\n",
       "      <td>...</td>\n",
       "      <td>2668</td>\n",
       "      <td>1252</td>\n",
       "      <td>443</td>\n",
       "      <td>44157</td>\n",
       "      <td>63147</td>\n",
       "      <td>29974155</td>\n",
       "      <td>32343940</td>\n",
       "      <td>4860826</td>\n",
       "      <td>59164419</td>\n",
       "      <td>5524594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>22140</td>\n",
       "      <td>2311</td>\n",
       "      <td>4751</td>\n",
       "      <td>1794</td>\n",
       "      <td>1138</td>\n",
       "      <td>495</td>\n",
       "      <td>3808</td>\n",
       "      <td>4261</td>\n",
       "      <td>3582</td>\n",
       "      <td>30238</td>\n",
       "      <td>...</td>\n",
       "      <td>2732</td>\n",
       "      <td>1287</td>\n",
       "      <td>453</td>\n",
       "      <td>45029</td>\n",
       "      <td>64349</td>\n",
       "      <td>30685176</td>\n",
       "      <td>33111387</td>\n",
       "      <td>4974959</td>\n",
       "      <td>60685433</td>\n",
       "      <td>5680263</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         HH  I125   I30  I150  I200  I250   I50   I75  I100  \\\n",
       "GEOGRAPHY_ID QUARTER                                                          \n",
       "91902        Y14Q4     6373   751   896   538   616   785   790  1067   930   \n",
       "             Y15Q1     6382   757   887   543   623   792   786  1059   935   \n",
       "             Y15Q2     6404   764   881   548   630   803   783  1053   942   \n",
       "             Y15Q3     6419   765   883   550   631   806   785  1057   942   \n",
       "             Y15Q4     6429   766   885   550   631   807   789  1060   941   \n",
       "             Y16Q1     6449   694   756   653   794   834   741  1048   929   \n",
       "             Y16Q2     6446   700   741   659   804   844   727  1036   935   \n",
       "             Y16Q3     6465   701   714   694   796   844   691  1064   961   \n",
       "             Y16Q4     6409   690   713   677   793   841   691  1058   946   \n",
       "91910        Y14Q4    27607  2685  7444  1401  1620   679  5305  4733  3740   \n",
       "             Y15Q1    27706  2721  7434  1418  1640   688  5300  4723  3782   \n",
       "             Y15Q2    27909  2761  7461  1440  1667   700  5310  4724  3846   \n",
       "             Y15Q3    27905  2762  7461  1439  1666   699  5308  4725  3845   \n",
       "             Y15Q4    27884  2751  7454  1438  1667   700  5309  4723  3842   \n",
       "             Y16Q1    27926  2514  7185  1699  1620   747  5394  4595  4172   \n",
       "             Y16Q2    28287  2570  7249  1740  1653   761  5433  4631  4250   \n",
       "             Y16Q3    28238  2587  7008  1844  1641   765  5139  4848  4406   \n",
       "             Y16Q4    28317  2596  7032  1846  1643   767  5151  4865  4417   \n",
       "91911        Y14Q4    26021  1983  7497  1296  1163   589  5509  4597  3387   \n",
       "             Y15Q1    26079  2009  7469  1315  1177   597  5496  4581  3435   \n",
       "             Y15Q2    26314  2047  7504  1337  1205   609  5514  4601  3497   \n",
       "             Y15Q3    26337  2049  7507  1338  1203   611  5522  4606  3501   \n",
       "             Y15Q4    26335  2046  7504  1339  1205   610  5526  4607  3498   \n",
       "             Y16Q1    26821  2221  7486  1249  1205   624  5621  4579  3836   \n",
       "             Y16Q2    27109  2270  7524  1279  1233   638  5649  4597  3919   \n",
       "             Y16Q3    27130  2296  7326  1367  1237   650  5317  4838  4099   \n",
       "             Y16Q4    26776  2267  7299  1330  1197   636  5273  4752  4022   \n",
       "91913        Y14Q4    13206  2206  1512  1337  1441   684  1692  2137  2197   \n",
       "             Y15Q1    13244  2229  1497  1351  1456   694  1679  2123  2215   \n",
       "             Y15Q2    13417  2272  1503  1376  1484   706  1686  2129  2261   \n",
       "...                     ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "92082        Y16Q2     6034   693  1141   501   745   517   791   777   869   \n",
       "             Y16Q3     6068   704  1083   536   748   529   737   818   913   \n",
       "             Y16Q4     6076   705  1087   536   747   529   739   821   912   \n",
       "92121        Y14Q4     1959   198   318   176   303   312   159   218   275   \n",
       "             Y15Q1     2021   205   318   183   319   332   156   220   288   \n",
       "             Y15Q2     2109   215   321   195   340   355   158   222   303   \n",
       "             Y15Q3     2106   214   321   194   339   354   159   222   303   \n",
       "             Y15Q4     2112   215   321   196   341   355   158   223   303   \n",
       "             Y16Q1     2114   226   254   233   332   389   153   222   305   \n",
       "             Y16Q2     2064   222   245   227   328   382   146   214   300   \n",
       "             Y16Q3     2021   218   222   232   312   371   143   220   303   \n",
       "             Y16Q4     2026   219   222   232   314   372   144   220   303   \n",
       "92126        Y14Q4    24433  3377  3070  2153  2219  1205  3603  4426  4380   \n",
       "             Y15Q1    24479  3407  3046  2179  2246  1218  3580  4388  4415   \n",
       "             Y15Q2    24737  3470  3051  2226  2286  1245  3581  4403  4475   \n",
       "             Y15Q3    24798  3479  3059  2230  2289  1246  3592  4416  4487   \n",
       "             Y15Q4    24802  3476  3060  2234  2297  1245  3593  4414  4483   \n",
       "             Y16Q1    24836  3626  2831  2739  2581  1663  3200  3997  4199   \n",
       "             Y16Q2    24222  3564  2719  2696  2553  1652  3071  3846  4121   \n",
       "             Y16Q3    24339  3583  2561  2847  2541  1661  2880  3996  4270   \n",
       "             Y16Q4    24431  3599  2571  2860  2547  1668  2895  4013  4278   \n",
       "92154        Y14Q4    22026  1978  5300  1243  1068   427  4408  4632  2970   \n",
       "             Y15Q1    22076  2005  5272  1263  1083   434  4388  4624  3007   \n",
       "             Y15Q2    22257  2045  5280  1286  1108   442  4396  4636  3064   \n",
       "             Y15Q3    22355  2054  5293  1292  1114   444  4422  4654  3082   \n",
       "             Y15Q4    22342  2054  5285  1292  1112   445  4417  4655  3082   \n",
       "             Y16Q1    21946  2242  5019  1651  1088   470  4051  4060  3365   \n",
       "             Y16Q2    21544  2236  4871  1641  1083   470  3942  3957  3344   \n",
       "             Y16Q3    21637  2269  4692  1745  1086   477  3743  4140  3485   \n",
       "             Y16Q4    22140  2311  4751  1794  1138   495  3808  4261  3582   \n",
       "\n",
       "                        P25    ...     PM75  PM85  PM100  Pop_M  PWhite  \\\n",
       "GEOGRAPHY_ID QUARTER           ...                                        \n",
       "91902        Y14Q4     5628    ...      941   488    183   9123   14369   \n",
       "             Y15Q1     5641    ...      944   488    182   9133   14386   \n",
       "             Y15Q2     5682    ...      949   491    185   9192   14490   \n",
       "             Y15Q3     5698    ...      952   489    181   9206   14460   \n",
       "             Y15Q4     5657    ...      971   500    191   9220   14481   \n",
       "             Y16Q1     5671    ...      971   503    192   9245   14524   \n",
       "             Y16Q2     5642    ...      981   497    191   9253   14458   \n",
       "             Y16Q3     5656    ...      983   500    191   9274   14498   \n",
       "             Y16Q4     5617    ...      974   496    191   9192   14373   \n",
       "91910        Y14Q4    27094    ...     2601  1316    616  38814   62234   \n",
       "             Y15Q1    27181    ...     2611  1320    619  38927   62429   \n",
       "             Y15Q2    27346    ...     2627  1330    626  39174   62855   \n",
       "             Y15Q3    27312    ...     2630  1319    615  39130   62700   \n",
       "             Y15Q4    26959    ...     2725  1339    618  39095   62617   \n",
       "             Y16Q1    27000    ...     2730  1341    620  39139   62701   \n",
       "             Y16Q2    27215    ...     2783  1346    627  39628   63303   \n",
       "             Y16Q3    27162    ...     2779  1346    627  39558   63189   \n",
       "             Y16Q4    27208    ...     2783  1348    629  39633   63308   \n",
       "91911        Y14Q4    31923    ...     2414  1347    585  41876   70217   \n",
       "             Y15Q1    31984    ...     2417  1347    585  41943   70326   \n",
       "             Y15Q2    32278    ...     2436  1358    587  42309   70972   \n",
       "             Y15Q3    32243    ...     2443  1348    583  42310   70932   \n",
       "             Y15Q4    31794    ...     2531  1350    592  42311   70872   \n",
       "             Y16Q1    32356    ...     2592  1382    602  43097   71935   \n",
       "             Y16Q2    32603    ...     2630  1381    611  43574   72581   \n",
       "             Y16Q3    32575    ...     2634  1383    612  43583   72586   \n",
       "             Y16Q4    32157    ...     2587  1356    602  42971   71780   \n",
       "91913        Y14Q4    16880    ...     1003   424    158  21491   26231   \n",
       "             Y15Q1    16924    ...     1006   425    158  21542   26276   \n",
       "             Y15Q2    17136    ...     1018   432    160  21804   26635   \n",
       "...                     ...    ...      ...   ...    ...    ...     ...   \n",
       "92082        Y16Q2     5756    ...      971   449    166   9193   15147   \n",
       "             Y16Q3     5786    ...      974   452    167   9243   15230   \n",
       "             Y16Q4     5799    ...      977   453    168   9257   15251   \n",
       "92121        Y14Q4     1478    ...      109    50     12   2542    2879   \n",
       "             Y15Q1     1528    ...      114    53     13   2631    2991   \n",
       "             Y15Q2     1597    ...      122    56     14   2758    3145   \n",
       "             Y15Q3     1593    ...      122    56     14   2752    3095   \n",
       "             Y15Q4     1578    ...      128    58     15   2762    3111   \n",
       "             Y16Q1     1581    ...      128    58     15   2767    3117   \n",
       "             Y16Q2     1542    ...      127    56     15   2705    3005   \n",
       "             Y16Q3     1505    ...      122    55     14   2643    2937   \n",
       "             Y16Q4     1512    ...      123    55     14   2651    2944   \n",
       "92126        Y14Q4    23146    ...     2563  1028    305  38925   30901   \n",
       "             Y15Q1    23198    ...     2566  1029    306  39005   30978   \n",
       "             Y15Q2    23497    ...     2602  1043    310  39500   31409   \n",
       "             Y15Q3    23547    ...     2615  1041    306  39600   31036   \n",
       "             Y15Q4    23349    ...     2723  1099    326  39615   31075   \n",
       "             Y16Q1    23397    ...     2727  1105    327  39699   31146   \n",
       "             Y16Q2    22748    ...     2686  1070    319  38767   29956   \n",
       "             Y16Q3    22833    ...     2704  1076    323  38952   30126   \n",
       "             Y16Q4    22942    ...     2715  1078    324  39132   30296   \n",
       "92154        Y14Q4    30562    ...     2587  1277    432  44348   63850   \n",
       "             Y15Q1    30649    ...     2590  1280    432  44454   64010   \n",
       "             Y15Q2    30935    ...     2618  1289    437  45049   64757   \n",
       "             Y15Q3    31072    ...     2635  1282    433  45226   64998   \n",
       "             Y15Q4    30556    ...     2736  1309    458  45232   64969   \n",
       "             Y16Q1    30136    ...     2682  1282    448  44609   64128   \n",
       "             Y16Q2    29500    ...     2659  1243    440  43980   62896   \n",
       "             Y16Q3    29621    ...     2668  1252    443  44157   63147   \n",
       "             Y16Q4    30238    ...     2732  1287    453  45029   64349   \n",
       "\n",
       "                             U         N  Alcohol        EO         S  \n",
       "GEOGRAPHY_ID QUARTER                                                   \n",
       "91902        Y14Q4     8677850   8732420  1545726  20509376   3231620  \n",
       "             Y15Q1     8688594   8735300  1542965  20502442   3243333  \n",
       "             Y15Q2     8732574   8774956  1552341  20602952   3214021  \n",
       "             Y15Q3     8742835   8796197  1556404  20646842   3217308  \n",
       "             Y15Q4     8741293   8799317  1557157  20685027   3221579  \n",
       "             Y16Q1     8852725   8900427  1592753  21187854   3498235  \n",
       "             Y16Q2     8855089   8907296  1597704  21241806   3505762  \n",
       "             Y16Q3     8812205   8884214  1615392  21037514   3449887  \n",
       "             Y16Q4     8725943   8798039  1600687  20839030   3419425  \n",
       "91910        Y14Q4    32289444  33962646  5578994  71634757   7243334  \n",
       "             Y15Q1    32379696  34025307  5585597  71751699   7292434  \n",
       "             Y15Q2    32599313  34231325  5632842  72320305   7264173  \n",
       "             Y15Q3    32547984  34216031  5637115  72315684   7245685  \n",
       "             Y15Q4    32488052  34166012  5630055  72285110   7240680  \n",
       "             Y16Q1    32598802  34272455  5606414  72337696   7296510  \n",
       "             Y16Q2    32996589  34708588  5685430  73315582   7380480  \n",
       "             Y16Q3    32727978  34491540  5715015  72729340   7311079  \n",
       "             Y16Q4    32799553  34566988  5729948  72913838   7331299  \n",
       "91911        Y14Q4    32702252  34858795  5336818  66152803   5954466  \n",
       "             Y15Q1    32741916  34866995  5336815  66197541   5993216  \n",
       "             Y15Q2    33035907  35154533  5392229  66862736   5991580  \n",
       "             Y15Q3    33026137  35175427  5404100  66938088   5983895  \n",
       "             Y15Q4    32987701  35152577  5404944  66945814   5977135  \n",
       "             Y16Q1    33676177  35890183  5465453  68131580   6060286  \n",
       "             Y16Q2    34035616  36285548  5535802  68969000   6124391  \n",
       "             Y16Q3    33832331  36135781  5570168  68659869   6079170  \n",
       "             Y16Q4    33304814  35567546  5489256  67558128   5965572  \n",
       "91913        Y14Q4    18049125  19205342  3038252  43301880   5463352  \n",
       "             Y15Q1    18090484  19232393  3039013  43352948   5496123  \n",
       "             Y15Q2    18319299  19459735  3082533  43936093   5503450  \n",
       "...                        ...       ...      ...       ...       ...  \n",
       "92082        Y16Q2     8552999   8334386  1452407  18507779   2811094  \n",
       "             Y16Q3     8549877   8348885  1481803  18503979   2835536  \n",
       "             Y16Q4     8557362   8356692  1483021  18518396   2836909  \n",
       "92121        Y14Q4     2408309   2486733   500726   6933147   1103316  \n",
       "             Y15Q1     2499456   2573200   518073   7184579   1158510  \n",
       "             Y15Q2     2626980   2698379   544472   7544244   1207638  \n",
       "             Y15Q3     2616823   2695388   542976   7527624   1203014  \n",
       "             Y15Q4     2632689   2708895   542642   7556116   1210690  \n",
       "             Y16Q1     2667350   2737136   547065   7740269   1268061  \n",
       "             Y16Q2     2603976   2676600   534342   7565449   1234834  \n",
       "             Y16Q3     2521251   2599408   524031   7296526   1162710  \n",
       "             Y16Q4     2527729   2606058   525445   7316129   1166206  \n",
       "92126        Y14Q4    31443838  34179286  5230208  75633445   9180289  \n",
       "             Y15Q1    31504914  34205801  5229023  75648377   9228121  \n",
       "             Y15Q2    31912152  34621895  5301902  76578554   9241900  \n",
       "             Y15Q3    31940793  34728018  5313217  76752901   9245225  \n",
       "             Y15Q4    31990755  34772179  5302287  76761472   9260128  \n",
       "             Y16Q1    32507681  35188659  5431528  79294974  10093031  \n",
       "             Y16Q2    31715956  34373235  5308859  77555665   9869379  \n",
       "             Y16Q3    31663982  34374565  5372125  77188247   9745741  \n",
       "             Y16Q4    31799366  34517543  5394590  77482307   9787275  \n",
       "92154        Y14Q4    30273153  32672034  4834619  59038695   5401056  \n",
       "             Y15Q1    30334630  32704396  4838169  59104614   5439510  \n",
       "             Y15Q2    30678960  33051249  4899502  59717638   5441906  \n",
       "             Y15Q3    30792246  33202657  4929724  60018841   5456814  \n",
       "             Y15Q4    30778151  33204649  4932997  60005324   5452302  \n",
       "             Y16Q1    30536429  32880412  4876524  60150512   5618083  \n",
       "             Y16Q2    30030355  32346200  4810152  59235752   5534643  \n",
       "             Y16Q3    29974155  32343940  4860826  59164419   5524594  \n",
       "             Y16Q4    30685176  33111387  4974959  60685433   5680263  \n",
       "\n",
       "[180 rows x 46 columns]"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "latest_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "latest_df['tot_expenditure']=0\n",
    "for col in ['U','N','Alcohol','EO','S']:\n",
    "    latest_df['tot_expenditure']+= latest_df[col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>HH</th>\n",
       "      <th>I125</th>\n",
       "      <th>I30</th>\n",
       "      <th>I150</th>\n",
       "      <th>I200</th>\n",
       "      <th>I250</th>\n",
       "      <th>I50</th>\n",
       "      <th>I75</th>\n",
       "      <th>I100</th>\n",
       "      <th>P25</th>\n",
       "      <th>...</th>\n",
       "      <th>PM85</th>\n",
       "      <th>PM100</th>\n",
       "      <th>Pop_M</th>\n",
       "      <th>PWhite</th>\n",
       "      <th>U</th>\n",
       "      <th>N</th>\n",
       "      <th>Alcohol</th>\n",
       "      <th>EO</th>\n",
       "      <th>S</th>\n",
       "      <th>tot_expenditure</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEOGRAPHY_ID</th>\n",
       "      <th>QUARTER</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 rowspan=\"9\" valign=\"top\">91902</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>6373</td>\n",
       "      <td>751</td>\n",
       "      <td>896</td>\n",
       "      <td>538</td>\n",
       "      <td>616</td>\n",
       "      <td>785</td>\n",
       "      <td>790</td>\n",
       "      <td>1067</td>\n",
       "      <td>930</td>\n",
       "      <td>5628</td>\n",
       "      <td>...</td>\n",
       "      <td>488</td>\n",
       "      <td>183</td>\n",
       "      <td>9123</td>\n",
       "      <td>14369</td>\n",
       "      <td>8677850</td>\n",
       "      <td>8732420</td>\n",
       "      <td>1545726</td>\n",
       "      <td>20509376</td>\n",
       "      <td>3231620</td>\n",
       "      <td>42696992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>6382</td>\n",
       "      <td>757</td>\n",
       "      <td>887</td>\n",
       "      <td>543</td>\n",
       "      <td>623</td>\n",
       "      <td>792</td>\n",
       "      <td>786</td>\n",
       "      <td>1059</td>\n",
       "      <td>935</td>\n",
       "      <td>5641</td>\n",
       "      <td>...</td>\n",
       "      <td>488</td>\n",
       "      <td>182</td>\n",
       "      <td>9133</td>\n",
       "      <td>14386</td>\n",
       "      <td>8688594</td>\n",
       "      <td>8735300</td>\n",
       "      <td>1542965</td>\n",
       "      <td>20502442</td>\n",
       "      <td>3243333</td>\n",
       "      <td>42712634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>6404</td>\n",
       "      <td>764</td>\n",
       "      <td>881</td>\n",
       "      <td>548</td>\n",
       "      <td>630</td>\n",
       "      <td>803</td>\n",
       "      <td>783</td>\n",
       "      <td>1053</td>\n",
       "      <td>942</td>\n",
       "      <td>5682</td>\n",
       "      <td>...</td>\n",
       "      <td>491</td>\n",
       "      <td>185</td>\n",
       "      <td>9192</td>\n",
       "      <td>14490</td>\n",
       "      <td>8732574</td>\n",
       "      <td>8774956</td>\n",
       "      <td>1552341</td>\n",
       "      <td>20602952</td>\n",
       "      <td>3214021</td>\n",
       "      <td>42876844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>6419</td>\n",
       "      <td>765</td>\n",
       "      <td>883</td>\n",
       "      <td>550</td>\n",
       "      <td>631</td>\n",
       "      <td>806</td>\n",
       "      <td>785</td>\n",
       "      <td>1057</td>\n",
       "      <td>942</td>\n",
       "      <td>5698</td>\n",
       "      <td>...</td>\n",
       "      <td>489</td>\n",
       "      <td>181</td>\n",
       "      <td>9206</td>\n",
       "      <td>14460</td>\n",
       "      <td>8742835</td>\n",
       "      <td>8796197</td>\n",
       "      <td>1556404</td>\n",
       "      <td>20646842</td>\n",
       "      <td>3217308</td>\n",
       "      <td>42959586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>6429</td>\n",
       "      <td>766</td>\n",
       "      <td>885</td>\n",
       "      <td>550</td>\n",
       "      <td>631</td>\n",
       "      <td>807</td>\n",
       "      <td>789</td>\n",
       "      <td>1060</td>\n",
       "      <td>941</td>\n",
       "      <td>5657</td>\n",
       "      <td>...</td>\n",
       "      <td>500</td>\n",
       "      <td>191</td>\n",
       "      <td>9220</td>\n",
       "      <td>14481</td>\n",
       "      <td>8741293</td>\n",
       "      <td>8799317</td>\n",
       "      <td>1557157</td>\n",
       "      <td>20685027</td>\n",
       "      <td>3221579</td>\n",
       "      <td>43004373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>6449</td>\n",
       "      <td>694</td>\n",
       "      <td>756</td>\n",
       "      <td>653</td>\n",
       "      <td>794</td>\n",
       "      <td>834</td>\n",
       "      <td>741</td>\n",
       "      <td>1048</td>\n",
       "      <td>929</td>\n",
       "      <td>5671</td>\n",
       "      <td>...</td>\n",
       "      <td>503</td>\n",
       "      <td>192</td>\n",
       "      <td>9245</td>\n",
       "      <td>14524</td>\n",
       "      <td>8852725</td>\n",
       "      <td>8900427</td>\n",
       "      <td>1592753</td>\n",
       "      <td>21187854</td>\n",
       "      <td>3498235</td>\n",
       "      <td>44031994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>6446</td>\n",
       "      <td>700</td>\n",
       "      <td>741</td>\n",
       "      <td>659</td>\n",
       "      <td>804</td>\n",
       "      <td>844</td>\n",
       "      <td>727</td>\n",
       "      <td>1036</td>\n",
       "      <td>935</td>\n",
       "      <td>5642</td>\n",
       "      <td>...</td>\n",
       "      <td>497</td>\n",
       "      <td>191</td>\n",
       "      <td>9253</td>\n",
       "      <td>14458</td>\n",
       "      <td>8855089</td>\n",
       "      <td>8907296</td>\n",
       "      <td>1597704</td>\n",
       "      <td>21241806</td>\n",
       "      <td>3505762</td>\n",
       "      <td>44107657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>6465</td>\n",
       "      <td>701</td>\n",
       "      <td>714</td>\n",
       "      <td>694</td>\n",
       "      <td>796</td>\n",
       "      <td>844</td>\n",
       "      <td>691</td>\n",
       "      <td>1064</td>\n",
       "      <td>961</td>\n",
       "      <td>5656</td>\n",
       "      <td>...</td>\n",
       "      <td>500</td>\n",
       "      <td>191</td>\n",
       "      <td>9274</td>\n",
       "      <td>14498</td>\n",
       "      <td>8812205</td>\n",
       "      <td>8884214</td>\n",
       "      <td>1615392</td>\n",
       "      <td>21037514</td>\n",
       "      <td>3449887</td>\n",
       "      <td>43799212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>6409</td>\n",
       "      <td>690</td>\n",
       "      <td>713</td>\n",
       "      <td>677</td>\n",
       "      <td>793</td>\n",
       "      <td>841</td>\n",
       "      <td>691</td>\n",
       "      <td>1058</td>\n",
       "      <td>946</td>\n",
       "      <td>5617</td>\n",
       "      <td>...</td>\n",
       "      <td>496</td>\n",
       "      <td>191</td>\n",
       "      <td>9192</td>\n",
       "      <td>14373</td>\n",
       "      <td>8725943</td>\n",
       "      <td>8798039</td>\n",
       "      <td>1600687</td>\n",
       "      <td>20839030</td>\n",
       "      <td>3419425</td>\n",
       "      <td>43383124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91910</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>27607</td>\n",
       "      <td>2685</td>\n",
       "      <td>7444</td>\n",
       "      <td>1401</td>\n",
       "      <td>1620</td>\n",
       "      <td>679</td>\n",
       "      <td>5305</td>\n",
       "      <td>4733</td>\n",
       "      <td>3740</td>\n",
       "      <td>27094</td>\n",
       "      <td>...</td>\n",
       "      <td>1316</td>\n",
       "      <td>616</td>\n",
       "      <td>38814</td>\n",
       "      <td>62234</td>\n",
       "      <td>32289444</td>\n",
       "      <td>33962646</td>\n",
       "      <td>5578994</td>\n",
       "      <td>71634757</td>\n",
       "      <td>7243334</td>\n",
       "      <td>150709175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>27706</td>\n",
       "      <td>2721</td>\n",
       "      <td>7434</td>\n",
       "      <td>1418</td>\n",
       "      <td>1640</td>\n",
       "      <td>688</td>\n",
       "      <td>5300</td>\n",
       "      <td>4723</td>\n",
       "      <td>3782</td>\n",
       "      <td>27181</td>\n",
       "      <td>...</td>\n",
       "      <td>1320</td>\n",
       "      <td>619</td>\n",
       "      <td>38927</td>\n",
       "      <td>62429</td>\n",
       "      <td>32379696</td>\n",
       "      <td>34025307</td>\n",
       "      <td>5585597</td>\n",
       "      <td>71751699</td>\n",
       "      <td>7292434</td>\n",
       "      <td>151034733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>27909</td>\n",
       "      <td>2761</td>\n",
       "      <td>7461</td>\n",
       "      <td>1440</td>\n",
       "      <td>1667</td>\n",
       "      <td>700</td>\n",
       "      <td>5310</td>\n",
       "      <td>4724</td>\n",
       "      <td>3846</td>\n",
       "      <td>27346</td>\n",
       "      <td>...</td>\n",
       "      <td>1330</td>\n",
       "      <td>626</td>\n",
       "      <td>39174</td>\n",
       "      <td>62855</td>\n",
       "      <td>32599313</td>\n",
       "      <td>34231325</td>\n",
       "      <td>5632842</td>\n",
       "      <td>72320305</td>\n",
       "      <td>7264173</td>\n",
       "      <td>152047958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>27905</td>\n",
       "      <td>2762</td>\n",
       "      <td>7461</td>\n",
       "      <td>1439</td>\n",
       "      <td>1666</td>\n",
       "      <td>699</td>\n",
       "      <td>5308</td>\n",
       "      <td>4725</td>\n",
       "      <td>3845</td>\n",
       "      <td>27312</td>\n",
       "      <td>...</td>\n",
       "      <td>1319</td>\n",
       "      <td>615</td>\n",
       "      <td>39130</td>\n",
       "      <td>62700</td>\n",
       "      <td>32547984</td>\n",
       "      <td>34216031</td>\n",
       "      <td>5637115</td>\n",
       "      <td>72315684</td>\n",
       "      <td>7245685</td>\n",
       "      <td>151962499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>27884</td>\n",
       "      <td>2751</td>\n",
       "      <td>7454</td>\n",
       "      <td>1438</td>\n",
       "      <td>1667</td>\n",
       "      <td>700</td>\n",
       "      <td>5309</td>\n",
       "      <td>4723</td>\n",
       "      <td>3842</td>\n",
       "      <td>26959</td>\n",
       "      <td>...</td>\n",
       "      <td>1339</td>\n",
       "      <td>618</td>\n",
       "      <td>39095</td>\n",
       "      <td>62617</td>\n",
       "      <td>32488052</td>\n",
       "      <td>34166012</td>\n",
       "      <td>5630055</td>\n",
       "      <td>72285110</td>\n",
       "      <td>7240680</td>\n",
       "      <td>151809909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>27926</td>\n",
       "      <td>2514</td>\n",
       "      <td>7185</td>\n",
       "      <td>1699</td>\n",
       "      <td>1620</td>\n",
       "      <td>747</td>\n",
       "      <td>5394</td>\n",
       "      <td>4595</td>\n",
       "      <td>4172</td>\n",
       "      <td>27000</td>\n",
       "      <td>...</td>\n",
       "      <td>1341</td>\n",
       "      <td>620</td>\n",
       "      <td>39139</td>\n",
       "      <td>62701</td>\n",
       "      <td>32598802</td>\n",
       "      <td>34272455</td>\n",
       "      <td>5606414</td>\n",
       "      <td>72337696</td>\n",
       "      <td>7296510</td>\n",
       "      <td>152111877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>28287</td>\n",
       "      <td>2570</td>\n",
       "      <td>7249</td>\n",
       "      <td>1740</td>\n",
       "      <td>1653</td>\n",
       "      <td>761</td>\n",
       "      <td>5433</td>\n",
       "      <td>4631</td>\n",
       "      <td>4250</td>\n",
       "      <td>27215</td>\n",
       "      <td>...</td>\n",
       "      <td>1346</td>\n",
       "      <td>627</td>\n",
       "      <td>39628</td>\n",
       "      <td>63303</td>\n",
       "      <td>32996589</td>\n",
       "      <td>34708588</td>\n",
       "      <td>5685430</td>\n",
       "      <td>73315582</td>\n",
       "      <td>7380480</td>\n",
       "      <td>154086669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>28238</td>\n",
       "      <td>2587</td>\n",
       "      <td>7008</td>\n",
       "      <td>1844</td>\n",
       "      <td>1641</td>\n",
       "      <td>765</td>\n",
       "      <td>5139</td>\n",
       "      <td>4848</td>\n",
       "      <td>4406</td>\n",
       "      <td>27162</td>\n",
       "      <td>...</td>\n",
       "      <td>1346</td>\n",
       "      <td>627</td>\n",
       "      <td>39558</td>\n",
       "      <td>63189</td>\n",
       "      <td>32727978</td>\n",
       "      <td>34491540</td>\n",
       "      <td>5715015</td>\n",
       "      <td>72729340</td>\n",
       "      <td>7311079</td>\n",
       "      <td>152974952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>28317</td>\n",
       "      <td>2596</td>\n",
       "      <td>7032</td>\n",
       "      <td>1846</td>\n",
       "      <td>1643</td>\n",
       "      <td>767</td>\n",
       "      <td>5151</td>\n",
       "      <td>4865</td>\n",
       "      <td>4417</td>\n",
       "      <td>27208</td>\n",
       "      <td>...</td>\n",
       "      <td>1348</td>\n",
       "      <td>629</td>\n",
       "      <td>39633</td>\n",
       "      <td>63308</td>\n",
       "      <td>32799553</td>\n",
       "      <td>34566988</td>\n",
       "      <td>5729948</td>\n",
       "      <td>72913838</td>\n",
       "      <td>7331299</td>\n",
       "      <td>153341626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91911</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>26021</td>\n",
       "      <td>1983</td>\n",
       "      <td>7497</td>\n",
       "      <td>1296</td>\n",
       "      <td>1163</td>\n",
       "      <td>589</td>\n",
       "      <td>5509</td>\n",
       "      <td>4597</td>\n",
       "      <td>3387</td>\n",
       "      <td>31923</td>\n",
       "      <td>...</td>\n",
       "      <td>1347</td>\n",
       "      <td>585</td>\n",
       "      <td>41876</td>\n",
       "      <td>70217</td>\n",
       "      <td>32702252</td>\n",
       "      <td>34858795</td>\n",
       "      <td>5336818</td>\n",
       "      <td>66152803</td>\n",
       "      <td>5954466</td>\n",
       "      <td>145005134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>26079</td>\n",
       "      <td>2009</td>\n",
       "      <td>7469</td>\n",
       "      <td>1315</td>\n",
       "      <td>1177</td>\n",
       "      <td>597</td>\n",
       "      <td>5496</td>\n",
       "      <td>4581</td>\n",
       "      <td>3435</td>\n",
       "      <td>31984</td>\n",
       "      <td>...</td>\n",
       "      <td>1347</td>\n",
       "      <td>585</td>\n",
       "      <td>41943</td>\n",
       "      <td>70326</td>\n",
       "      <td>32741916</td>\n",
       "      <td>34866995</td>\n",
       "      <td>5336815</td>\n",
       "      <td>66197541</td>\n",
       "      <td>5993216</td>\n",
       "      <td>145136483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>26314</td>\n",
       "      <td>2047</td>\n",
       "      <td>7504</td>\n",
       "      <td>1337</td>\n",
       "      <td>1205</td>\n",
       "      <td>609</td>\n",
       "      <td>5514</td>\n",
       "      <td>4601</td>\n",
       "      <td>3497</td>\n",
       "      <td>32278</td>\n",
       "      <td>...</td>\n",
       "      <td>1358</td>\n",
       "      <td>587</td>\n",
       "      <td>42309</td>\n",
       "      <td>70972</td>\n",
       "      <td>33035907</td>\n",
       "      <td>35154533</td>\n",
       "      <td>5392229</td>\n",
       "      <td>66862736</td>\n",
       "      <td>5991580</td>\n",
       "      <td>146436985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>26337</td>\n",
       "      <td>2049</td>\n",
       "      <td>7507</td>\n",
       "      <td>1338</td>\n",
       "      <td>1203</td>\n",
       "      <td>611</td>\n",
       "      <td>5522</td>\n",
       "      <td>4606</td>\n",
       "      <td>3501</td>\n",
       "      <td>32243</td>\n",
       "      <td>...</td>\n",
       "      <td>1348</td>\n",
       "      <td>583</td>\n",
       "      <td>42310</td>\n",
       "      <td>70932</td>\n",
       "      <td>33026137</td>\n",
       "      <td>35175427</td>\n",
       "      <td>5404100</td>\n",
       "      <td>66938088</td>\n",
       "      <td>5983895</td>\n",
       "      <td>146527647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>26335</td>\n",
       "      <td>2046</td>\n",
       "      <td>7504</td>\n",
       "      <td>1339</td>\n",
       "      <td>1205</td>\n",
       "      <td>610</td>\n",
       "      <td>5526</td>\n",
       "      <td>4607</td>\n",
       "      <td>3498</td>\n",
       "      <td>31794</td>\n",
       "      <td>...</td>\n",
       "      <td>1350</td>\n",
       "      <td>592</td>\n",
       "      <td>42311</td>\n",
       "      <td>70872</td>\n",
       "      <td>32987701</td>\n",
       "      <td>35152577</td>\n",
       "      <td>5404944</td>\n",
       "      <td>66945814</td>\n",
       "      <td>5977135</td>\n",
       "      <td>146468171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>26821</td>\n",
       "      <td>2221</td>\n",
       "      <td>7486</td>\n",
       "      <td>1249</td>\n",
       "      <td>1205</td>\n",
       "      <td>624</td>\n",
       "      <td>5621</td>\n",
       "      <td>4579</td>\n",
       "      <td>3836</td>\n",
       "      <td>32356</td>\n",
       "      <td>...</td>\n",
       "      <td>1382</td>\n",
       "      <td>602</td>\n",
       "      <td>43097</td>\n",
       "      <td>71935</td>\n",
       "      <td>33676177</td>\n",
       "      <td>35890183</td>\n",
       "      <td>5465453</td>\n",
       "      <td>68131580</td>\n",
       "      <td>6060286</td>\n",
       "      <td>149223679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>27109</td>\n",
       "      <td>2270</td>\n",
       "      <td>7524</td>\n",
       "      <td>1279</td>\n",
       "      <td>1233</td>\n",
       "      <td>638</td>\n",
       "      <td>5649</td>\n",
       "      <td>4597</td>\n",
       "      <td>3919</td>\n",
       "      <td>32603</td>\n",
       "      <td>...</td>\n",
       "      <td>1381</td>\n",
       "      <td>611</td>\n",
       "      <td>43574</td>\n",
       "      <td>72581</td>\n",
       "      <td>34035616</td>\n",
       "      <td>36285548</td>\n",
       "      <td>5535802</td>\n",
       "      <td>68969000</td>\n",
       "      <td>6124391</td>\n",
       "      <td>150950357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>27130</td>\n",
       "      <td>2296</td>\n",
       "      <td>7326</td>\n",
       "      <td>1367</td>\n",
       "      <td>1237</td>\n",
       "      <td>650</td>\n",
       "      <td>5317</td>\n",
       "      <td>4838</td>\n",
       "      <td>4099</td>\n",
       "      <td>32575</td>\n",
       "      <td>...</td>\n",
       "      <td>1383</td>\n",
       "      <td>612</td>\n",
       "      <td>43583</td>\n",
       "      <td>72586</td>\n",
       "      <td>33832331</td>\n",
       "      <td>36135781</td>\n",
       "      <td>5570168</td>\n",
       "      <td>68659869</td>\n",
       "      <td>6079170</td>\n",
       "      <td>150277319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>26776</td>\n",
       "      <td>2267</td>\n",
       "      <td>7299</td>\n",
       "      <td>1330</td>\n",
       "      <td>1197</td>\n",
       "      <td>636</td>\n",
       "      <td>5273</td>\n",
       "      <td>4752</td>\n",
       "      <td>4022</td>\n",
       "      <td>32157</td>\n",
       "      <td>...</td>\n",
       "      <td>1356</td>\n",
       "      <td>602</td>\n",
       "      <td>42971</td>\n",
       "      <td>71780</td>\n",
       "      <td>33304814</td>\n",
       "      <td>35567546</td>\n",
       "      <td>5489256</td>\n",
       "      <td>67558128</td>\n",
       "      <td>5965572</td>\n",
       "      <td>147885316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">91913</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>13206</td>\n",
       "      <td>2206</td>\n",
       "      <td>1512</td>\n",
       "      <td>1337</td>\n",
       "      <td>1441</td>\n",
       "      <td>684</td>\n",
       "      <td>1692</td>\n",
       "      <td>2137</td>\n",
       "      <td>2197</td>\n",
       "      <td>16880</td>\n",
       "      <td>...</td>\n",
       "      <td>424</td>\n",
       "      <td>158</td>\n",
       "      <td>21491</td>\n",
       "      <td>26231</td>\n",
       "      <td>18049125</td>\n",
       "      <td>19205342</td>\n",
       "      <td>3038252</td>\n",
       "      <td>43301880</td>\n",
       "      <td>5463352</td>\n",
       "      <td>89057951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>13244</td>\n",
       "      <td>2229</td>\n",
       "      <td>1497</td>\n",
       "      <td>1351</td>\n",
       "      <td>1456</td>\n",
       "      <td>694</td>\n",
       "      <td>1679</td>\n",
       "      <td>2123</td>\n",
       "      <td>2215</td>\n",
       "      <td>16924</td>\n",
       "      <td>...</td>\n",
       "      <td>425</td>\n",
       "      <td>158</td>\n",
       "      <td>21542</td>\n",
       "      <td>26276</td>\n",
       "      <td>18090484</td>\n",
       "      <td>19232393</td>\n",
       "      <td>3039013</td>\n",
       "      <td>43352948</td>\n",
       "      <td>5496123</td>\n",
       "      <td>89210961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>13417</td>\n",
       "      <td>2272</td>\n",
       "      <td>1503</td>\n",
       "      <td>1376</td>\n",
       "      <td>1484</td>\n",
       "      <td>706</td>\n",
       "      <td>1686</td>\n",
       "      <td>2129</td>\n",
       "      <td>2261</td>\n",
       "      <td>17136</td>\n",
       "      <td>...</td>\n",
       "      <td>432</td>\n",
       "      <td>160</td>\n",
       "      <td>21804</td>\n",
       "      <td>26635</td>\n",
       "      <td>18319299</td>\n",
       "      <td>19459735</td>\n",
       "      <td>3082533</td>\n",
       "      <td>43936093</td>\n",
       "      <td>5503450</td>\n",
       "      <td>90301110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">92082</th>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>6034</td>\n",
       "      <td>693</td>\n",
       "      <td>1141</td>\n",
       "      <td>501</td>\n",
       "      <td>745</td>\n",
       "      <td>517</td>\n",
       "      <td>791</td>\n",
       "      <td>777</td>\n",
       "      <td>869</td>\n",
       "      <td>5756</td>\n",
       "      <td>...</td>\n",
       "      <td>449</td>\n",
       "      <td>166</td>\n",
       "      <td>9193</td>\n",
       "      <td>15147</td>\n",
       "      <td>8552999</td>\n",
       "      <td>8334386</td>\n",
       "      <td>1452407</td>\n",
       "      <td>18507779</td>\n",
       "      <td>2811094</td>\n",
       "      <td>39658665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>6068</td>\n",
       "      <td>704</td>\n",
       "      <td>1083</td>\n",
       "      <td>536</td>\n",
       "      <td>748</td>\n",
       "      <td>529</td>\n",
       "      <td>737</td>\n",
       "      <td>818</td>\n",
       "      <td>913</td>\n",
       "      <td>5786</td>\n",
       "      <td>...</td>\n",
       "      <td>452</td>\n",
       "      <td>167</td>\n",
       "      <td>9243</td>\n",
       "      <td>15230</td>\n",
       "      <td>8549877</td>\n",
       "      <td>8348885</td>\n",
       "      <td>1481803</td>\n",
       "      <td>18503979</td>\n",
       "      <td>2835536</td>\n",
       "      <td>39720080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>6076</td>\n",
       "      <td>705</td>\n",
       "      <td>1087</td>\n",
       "      <td>536</td>\n",
       "      <td>747</td>\n",
       "      <td>529</td>\n",
       "      <td>739</td>\n",
       "      <td>821</td>\n",
       "      <td>912</td>\n",
       "      <td>5799</td>\n",
       "      <td>...</td>\n",
       "      <td>453</td>\n",
       "      <td>168</td>\n",
       "      <td>9257</td>\n",
       "      <td>15251</td>\n",
       "      <td>8557362</td>\n",
       "      <td>8356692</td>\n",
       "      <td>1483021</td>\n",
       "      <td>18518396</td>\n",
       "      <td>2836909</td>\n",
       "      <td>39752380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92121</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>1959</td>\n",
       "      <td>198</td>\n",
       "      <td>318</td>\n",
       "      <td>176</td>\n",
       "      <td>303</td>\n",
       "      <td>312</td>\n",
       "      <td>159</td>\n",
       "      <td>218</td>\n",
       "      <td>275</td>\n",
       "      <td>1478</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>12</td>\n",
       "      <td>2542</td>\n",
       "      <td>2879</td>\n",
       "      <td>2408309</td>\n",
       "      <td>2486733</td>\n",
       "      <td>500726</td>\n",
       "      <td>6933147</td>\n",
       "      <td>1103316</td>\n",
       "      <td>13432231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>2021</td>\n",
       "      <td>205</td>\n",
       "      <td>318</td>\n",
       "      <td>183</td>\n",
       "      <td>319</td>\n",
       "      <td>332</td>\n",
       "      <td>156</td>\n",
       "      <td>220</td>\n",
       "      <td>288</td>\n",
       "      <td>1528</td>\n",
       "      <td>...</td>\n",
       "      <td>53</td>\n",
       "      <td>13</td>\n",
       "      <td>2631</td>\n",
       "      <td>2991</td>\n",
       "      <td>2499456</td>\n",
       "      <td>2573200</td>\n",
       "      <td>518073</td>\n",
       "      <td>7184579</td>\n",
       "      <td>1158510</td>\n",
       "      <td>13933818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>2109</td>\n",
       "      <td>215</td>\n",
       "      <td>321</td>\n",
       "      <td>195</td>\n",
       "      <td>340</td>\n",
       "      <td>355</td>\n",
       "      <td>158</td>\n",
       "      <td>222</td>\n",
       "      <td>303</td>\n",
       "      <td>1597</td>\n",
       "      <td>...</td>\n",
       "      <td>56</td>\n",
       "      <td>14</td>\n",
       "      <td>2758</td>\n",
       "      <td>3145</td>\n",
       "      <td>2626980</td>\n",
       "      <td>2698379</td>\n",
       "      <td>544472</td>\n",
       "      <td>7544244</td>\n",
       "      <td>1207638</td>\n",
       "      <td>14621713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>2106</td>\n",
       "      <td>214</td>\n",
       "      <td>321</td>\n",
       "      <td>194</td>\n",
       "      <td>339</td>\n",
       "      <td>354</td>\n",
       "      <td>159</td>\n",
       "      <td>222</td>\n",
       "      <td>303</td>\n",
       "      <td>1593</td>\n",
       "      <td>...</td>\n",
       "      <td>56</td>\n",
       "      <td>14</td>\n",
       "      <td>2752</td>\n",
       "      <td>3095</td>\n",
       "      <td>2616823</td>\n",
       "      <td>2695388</td>\n",
       "      <td>542976</td>\n",
       "      <td>7527624</td>\n",
       "      <td>1203014</td>\n",
       "      <td>14585825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>2112</td>\n",
       "      <td>215</td>\n",
       "      <td>321</td>\n",
       "      <td>196</td>\n",
       "      <td>341</td>\n",
       "      <td>355</td>\n",
       "      <td>158</td>\n",
       "      <td>223</td>\n",
       "      <td>303</td>\n",
       "      <td>1578</td>\n",
       "      <td>...</td>\n",
       "      <td>58</td>\n",
       "      <td>15</td>\n",
       "      <td>2762</td>\n",
       "      <td>3111</td>\n",
       "      <td>2632689</td>\n",
       "      <td>2708895</td>\n",
       "      <td>542642</td>\n",
       "      <td>7556116</td>\n",
       "      <td>1210690</td>\n",
       "      <td>14651032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>2114</td>\n",
       "      <td>226</td>\n",
       "      <td>254</td>\n",
       "      <td>233</td>\n",
       "      <td>332</td>\n",
       "      <td>389</td>\n",
       "      <td>153</td>\n",
       "      <td>222</td>\n",
       "      <td>305</td>\n",
       "      <td>1581</td>\n",
       "      <td>...</td>\n",
       "      <td>58</td>\n",
       "      <td>15</td>\n",
       "      <td>2767</td>\n",
       "      <td>3117</td>\n",
       "      <td>2667350</td>\n",
       "      <td>2737136</td>\n",
       "      <td>547065</td>\n",
       "      <td>7740269</td>\n",
       "      <td>1268061</td>\n",
       "      <td>14959881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>2064</td>\n",
       "      <td>222</td>\n",
       "      <td>245</td>\n",
       "      <td>227</td>\n",
       "      <td>328</td>\n",
       "      <td>382</td>\n",
       "      <td>146</td>\n",
       "      <td>214</td>\n",
       "      <td>300</td>\n",
       "      <td>1542</td>\n",
       "      <td>...</td>\n",
       "      <td>56</td>\n",
       "      <td>15</td>\n",
       "      <td>2705</td>\n",
       "      <td>3005</td>\n",
       "      <td>2603976</td>\n",
       "      <td>2676600</td>\n",
       "      <td>534342</td>\n",
       "      <td>7565449</td>\n",
       "      <td>1234834</td>\n",
       "      <td>14615201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>2021</td>\n",
       "      <td>218</td>\n",
       "      <td>222</td>\n",
       "      <td>232</td>\n",
       "      <td>312</td>\n",
       "      <td>371</td>\n",
       "      <td>143</td>\n",
       "      <td>220</td>\n",
       "      <td>303</td>\n",
       "      <td>1505</td>\n",
       "      <td>...</td>\n",
       "      <td>55</td>\n",
       "      <td>14</td>\n",
       "      <td>2643</td>\n",
       "      <td>2937</td>\n",
       "      <td>2521251</td>\n",
       "      <td>2599408</td>\n",
       "      <td>524031</td>\n",
       "      <td>7296526</td>\n",
       "      <td>1162710</td>\n",
       "      <td>14103926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>2026</td>\n",
       "      <td>219</td>\n",
       "      <td>222</td>\n",
       "      <td>232</td>\n",
       "      <td>314</td>\n",
       "      <td>372</td>\n",
       "      <td>144</td>\n",
       "      <td>220</td>\n",
       "      <td>303</td>\n",
       "      <td>1512</td>\n",
       "      <td>...</td>\n",
       "      <td>55</td>\n",
       "      <td>14</td>\n",
       "      <td>2651</td>\n",
       "      <td>2944</td>\n",
       "      <td>2527729</td>\n",
       "      <td>2606058</td>\n",
       "      <td>525445</td>\n",
       "      <td>7316129</td>\n",
       "      <td>1166206</td>\n",
       "      <td>14141567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92126</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>24433</td>\n",
       "      <td>3377</td>\n",
       "      <td>3070</td>\n",
       "      <td>2153</td>\n",
       "      <td>2219</td>\n",
       "      <td>1205</td>\n",
       "      <td>3603</td>\n",
       "      <td>4426</td>\n",
       "      <td>4380</td>\n",
       "      <td>23146</td>\n",
       "      <td>...</td>\n",
       "      <td>1028</td>\n",
       "      <td>305</td>\n",
       "      <td>38925</td>\n",
       "      <td>30901</td>\n",
       "      <td>31443838</td>\n",
       "      <td>34179286</td>\n",
       "      <td>5230208</td>\n",
       "      <td>75633445</td>\n",
       "      <td>9180289</td>\n",
       "      <td>155667066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>24479</td>\n",
       "      <td>3407</td>\n",
       "      <td>3046</td>\n",
       "      <td>2179</td>\n",
       "      <td>2246</td>\n",
       "      <td>1218</td>\n",
       "      <td>3580</td>\n",
       "      <td>4388</td>\n",
       "      <td>4415</td>\n",
       "      <td>23198</td>\n",
       "      <td>...</td>\n",
       "      <td>1029</td>\n",
       "      <td>306</td>\n",
       "      <td>39005</td>\n",
       "      <td>30978</td>\n",
       "      <td>31504914</td>\n",
       "      <td>34205801</td>\n",
       "      <td>5229023</td>\n",
       "      <td>75648377</td>\n",
       "      <td>9228121</td>\n",
       "      <td>155816236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>24737</td>\n",
       "      <td>3470</td>\n",
       "      <td>3051</td>\n",
       "      <td>2226</td>\n",
       "      <td>2286</td>\n",
       "      <td>1245</td>\n",
       "      <td>3581</td>\n",
       "      <td>4403</td>\n",
       "      <td>4475</td>\n",
       "      <td>23497</td>\n",
       "      <td>...</td>\n",
       "      <td>1043</td>\n",
       "      <td>310</td>\n",
       "      <td>39500</td>\n",
       "      <td>31409</td>\n",
       "      <td>31912152</td>\n",
       "      <td>34621895</td>\n",
       "      <td>5301902</td>\n",
       "      <td>76578554</td>\n",
       "      <td>9241900</td>\n",
       "      <td>157656403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>24798</td>\n",
       "      <td>3479</td>\n",
       "      <td>3059</td>\n",
       "      <td>2230</td>\n",
       "      <td>2289</td>\n",
       "      <td>1246</td>\n",
       "      <td>3592</td>\n",
       "      <td>4416</td>\n",
       "      <td>4487</td>\n",
       "      <td>23547</td>\n",
       "      <td>...</td>\n",
       "      <td>1041</td>\n",
       "      <td>306</td>\n",
       "      <td>39600</td>\n",
       "      <td>31036</td>\n",
       "      <td>31940793</td>\n",
       "      <td>34728018</td>\n",
       "      <td>5313217</td>\n",
       "      <td>76752901</td>\n",
       "      <td>9245225</td>\n",
       "      <td>157980154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>24802</td>\n",
       "      <td>3476</td>\n",
       "      <td>3060</td>\n",
       "      <td>2234</td>\n",
       "      <td>2297</td>\n",
       "      <td>1245</td>\n",
       "      <td>3593</td>\n",
       "      <td>4414</td>\n",
       "      <td>4483</td>\n",
       "      <td>23349</td>\n",
       "      <td>...</td>\n",
       "      <td>1099</td>\n",
       "      <td>326</td>\n",
       "      <td>39615</td>\n",
       "      <td>31075</td>\n",
       "      <td>31990755</td>\n",
       "      <td>34772179</td>\n",
       "      <td>5302287</td>\n",
       "      <td>76761472</td>\n",
       "      <td>9260128</td>\n",
       "      <td>158086821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>24836</td>\n",
       "      <td>3626</td>\n",
       "      <td>2831</td>\n",
       "      <td>2739</td>\n",
       "      <td>2581</td>\n",
       "      <td>1663</td>\n",
       "      <td>3200</td>\n",
       "      <td>3997</td>\n",
       "      <td>4199</td>\n",
       "      <td>23397</td>\n",
       "      <td>...</td>\n",
       "      <td>1105</td>\n",
       "      <td>327</td>\n",
       "      <td>39699</td>\n",
       "      <td>31146</td>\n",
       "      <td>32507681</td>\n",
       "      <td>35188659</td>\n",
       "      <td>5431528</td>\n",
       "      <td>79294974</td>\n",
       "      <td>10093031</td>\n",
       "      <td>162515873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>24222</td>\n",
       "      <td>3564</td>\n",
       "      <td>2719</td>\n",
       "      <td>2696</td>\n",
       "      <td>2553</td>\n",
       "      <td>1652</td>\n",
       "      <td>3071</td>\n",
       "      <td>3846</td>\n",
       "      <td>4121</td>\n",
       "      <td>22748</td>\n",
       "      <td>...</td>\n",
       "      <td>1070</td>\n",
       "      <td>319</td>\n",
       "      <td>38767</td>\n",
       "      <td>29956</td>\n",
       "      <td>31715956</td>\n",
       "      <td>34373235</td>\n",
       "      <td>5308859</td>\n",
       "      <td>77555665</td>\n",
       "      <td>9869379</td>\n",
       "      <td>158823094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>24339</td>\n",
       "      <td>3583</td>\n",
       "      <td>2561</td>\n",
       "      <td>2847</td>\n",
       "      <td>2541</td>\n",
       "      <td>1661</td>\n",
       "      <td>2880</td>\n",
       "      <td>3996</td>\n",
       "      <td>4270</td>\n",
       "      <td>22833</td>\n",
       "      <td>...</td>\n",
       "      <td>1076</td>\n",
       "      <td>323</td>\n",
       "      <td>38952</td>\n",
       "      <td>30126</td>\n",
       "      <td>31663982</td>\n",
       "      <td>34374565</td>\n",
       "      <td>5372125</td>\n",
       "      <td>77188247</td>\n",
       "      <td>9745741</td>\n",
       "      <td>158344660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>24431</td>\n",
       "      <td>3599</td>\n",
       "      <td>2571</td>\n",
       "      <td>2860</td>\n",
       "      <td>2547</td>\n",
       "      <td>1668</td>\n",
       "      <td>2895</td>\n",
       "      <td>4013</td>\n",
       "      <td>4278</td>\n",
       "      <td>22942</td>\n",
       "      <td>...</td>\n",
       "      <td>1078</td>\n",
       "      <td>324</td>\n",
       "      <td>39132</td>\n",
       "      <td>30296</td>\n",
       "      <td>31799366</td>\n",
       "      <td>34517543</td>\n",
       "      <td>5394590</td>\n",
       "      <td>77482307</td>\n",
       "      <td>9787275</td>\n",
       "      <td>158981081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92154</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>22026</td>\n",
       "      <td>1978</td>\n",
       "      <td>5300</td>\n",
       "      <td>1243</td>\n",
       "      <td>1068</td>\n",
       "      <td>427</td>\n",
       "      <td>4408</td>\n",
       "      <td>4632</td>\n",
       "      <td>2970</td>\n",
       "      <td>30562</td>\n",
       "      <td>...</td>\n",
       "      <td>1277</td>\n",
       "      <td>432</td>\n",
       "      <td>44348</td>\n",
       "      <td>63850</td>\n",
       "      <td>30273153</td>\n",
       "      <td>32672034</td>\n",
       "      <td>4834619</td>\n",
       "      <td>59038695</td>\n",
       "      <td>5401056</td>\n",
       "      <td>132219557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>22076</td>\n",
       "      <td>2005</td>\n",
       "      <td>5272</td>\n",
       "      <td>1263</td>\n",
       "      <td>1083</td>\n",
       "      <td>434</td>\n",
       "      <td>4388</td>\n",
       "      <td>4624</td>\n",
       "      <td>3007</td>\n",
       "      <td>30649</td>\n",
       "      <td>...</td>\n",
       "      <td>1280</td>\n",
       "      <td>432</td>\n",
       "      <td>44454</td>\n",
       "      <td>64010</td>\n",
       "      <td>30334630</td>\n",
       "      <td>32704396</td>\n",
       "      <td>4838169</td>\n",
       "      <td>59104614</td>\n",
       "      <td>5439510</td>\n",
       "      <td>132421319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>22257</td>\n",
       "      <td>2045</td>\n",
       "      <td>5280</td>\n",
       "      <td>1286</td>\n",
       "      <td>1108</td>\n",
       "      <td>442</td>\n",
       "      <td>4396</td>\n",
       "      <td>4636</td>\n",
       "      <td>3064</td>\n",
       "      <td>30935</td>\n",
       "      <td>...</td>\n",
       "      <td>1289</td>\n",
       "      <td>437</td>\n",
       "      <td>45049</td>\n",
       "      <td>64757</td>\n",
       "      <td>30678960</td>\n",
       "      <td>33051249</td>\n",
       "      <td>4899502</td>\n",
       "      <td>59717638</td>\n",
       "      <td>5441906</td>\n",
       "      <td>133789255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>22355</td>\n",
       "      <td>2054</td>\n",
       "      <td>5293</td>\n",
       "      <td>1292</td>\n",
       "      <td>1114</td>\n",
       "      <td>444</td>\n",
       "      <td>4422</td>\n",
       "      <td>4654</td>\n",
       "      <td>3082</td>\n",
       "      <td>31072</td>\n",
       "      <td>...</td>\n",
       "      <td>1282</td>\n",
       "      <td>433</td>\n",
       "      <td>45226</td>\n",
       "      <td>64998</td>\n",
       "      <td>30792246</td>\n",
       "      <td>33202657</td>\n",
       "      <td>4929724</td>\n",
       "      <td>60018841</td>\n",
       "      <td>5456814</td>\n",
       "      <td>134400282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>22342</td>\n",
       "      <td>2054</td>\n",
       "      <td>5285</td>\n",
       "      <td>1292</td>\n",
       "      <td>1112</td>\n",
       "      <td>445</td>\n",
       "      <td>4417</td>\n",
       "      <td>4655</td>\n",
       "      <td>3082</td>\n",
       "      <td>30556</td>\n",
       "      <td>...</td>\n",
       "      <td>1309</td>\n",
       "      <td>458</td>\n",
       "      <td>45232</td>\n",
       "      <td>64969</td>\n",
       "      <td>30778151</td>\n",
       "      <td>33204649</td>\n",
       "      <td>4932997</td>\n",
       "      <td>60005324</td>\n",
       "      <td>5452302</td>\n",
       "      <td>134373423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>21946</td>\n",
       "      <td>2242</td>\n",
       "      <td>5019</td>\n",
       "      <td>1651</td>\n",
       "      <td>1088</td>\n",
       "      <td>470</td>\n",
       "      <td>4051</td>\n",
       "      <td>4060</td>\n",
       "      <td>3365</td>\n",
       "      <td>30136</td>\n",
       "      <td>...</td>\n",
       "      <td>1282</td>\n",
       "      <td>448</td>\n",
       "      <td>44609</td>\n",
       "      <td>64128</td>\n",
       "      <td>30536429</td>\n",
       "      <td>32880412</td>\n",
       "      <td>4876524</td>\n",
       "      <td>60150512</td>\n",
       "      <td>5618083</td>\n",
       "      <td>134061960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>21544</td>\n",
       "      <td>2236</td>\n",
       "      <td>4871</td>\n",
       "      <td>1641</td>\n",
       "      <td>1083</td>\n",
       "      <td>470</td>\n",
       "      <td>3942</td>\n",
       "      <td>3957</td>\n",
       "      <td>3344</td>\n",
       "      <td>29500</td>\n",
       "      <td>...</td>\n",
       "      <td>1243</td>\n",
       "      <td>440</td>\n",
       "      <td>43980</td>\n",
       "      <td>62896</td>\n",
       "      <td>30030355</td>\n",
       "      <td>32346200</td>\n",
       "      <td>4810152</td>\n",
       "      <td>59235752</td>\n",
       "      <td>5534643</td>\n",
       "      <td>131957102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>21637</td>\n",
       "      <td>2269</td>\n",
       "      <td>4692</td>\n",
       "      <td>1745</td>\n",
       "      <td>1086</td>\n",
       "      <td>477</td>\n",
       "      <td>3743</td>\n",
       "      <td>4140</td>\n",
       "      <td>3485</td>\n",
       "      <td>29621</td>\n",
       "      <td>...</td>\n",
       "      <td>1252</td>\n",
       "      <td>443</td>\n",
       "      <td>44157</td>\n",
       "      <td>63147</td>\n",
       "      <td>29974155</td>\n",
       "      <td>32343940</td>\n",
       "      <td>4860826</td>\n",
       "      <td>59164419</td>\n",
       "      <td>5524594</td>\n",
       "      <td>131867934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>22140</td>\n",
       "      <td>2311</td>\n",
       "      <td>4751</td>\n",
       "      <td>1794</td>\n",
       "      <td>1138</td>\n",
       "      <td>495</td>\n",
       "      <td>3808</td>\n",
       "      <td>4261</td>\n",
       "      <td>3582</td>\n",
       "      <td>30238</td>\n",
       "      <td>...</td>\n",
       "      <td>1287</td>\n",
       "      <td>453</td>\n",
       "      <td>45029</td>\n",
       "      <td>64349</td>\n",
       "      <td>30685176</td>\n",
       "      <td>33111387</td>\n",
       "      <td>4974959</td>\n",
       "      <td>60685433</td>\n",
       "      <td>5680263</td>\n",
       "      <td>135137218</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         HH  I125   I30  I150  I200  I250   I50   I75  I100  \\\n",
       "GEOGRAPHY_ID QUARTER                                                          \n",
       "91902        Y14Q4     6373   751   896   538   616   785   790  1067   930   \n",
       "             Y15Q1     6382   757   887   543   623   792   786  1059   935   \n",
       "             Y15Q2     6404   764   881   548   630   803   783  1053   942   \n",
       "             Y15Q3     6419   765   883   550   631   806   785  1057   942   \n",
       "             Y15Q4     6429   766   885   550   631   807   789  1060   941   \n",
       "             Y16Q1     6449   694   756   653   794   834   741  1048   929   \n",
       "             Y16Q2     6446   700   741   659   804   844   727  1036   935   \n",
       "             Y16Q3     6465   701   714   694   796   844   691  1064   961   \n",
       "             Y16Q4     6409   690   713   677   793   841   691  1058   946   \n",
       "91910        Y14Q4    27607  2685  7444  1401  1620   679  5305  4733  3740   \n",
       "             Y15Q1    27706  2721  7434  1418  1640   688  5300  4723  3782   \n",
       "             Y15Q2    27909  2761  7461  1440  1667   700  5310  4724  3846   \n",
       "             Y15Q3    27905  2762  7461  1439  1666   699  5308  4725  3845   \n",
       "             Y15Q4    27884  2751  7454  1438  1667   700  5309  4723  3842   \n",
       "             Y16Q1    27926  2514  7185  1699  1620   747  5394  4595  4172   \n",
       "             Y16Q2    28287  2570  7249  1740  1653   761  5433  4631  4250   \n",
       "             Y16Q3    28238  2587  7008  1844  1641   765  5139  4848  4406   \n",
       "             Y16Q4    28317  2596  7032  1846  1643   767  5151  4865  4417   \n",
       "91911        Y14Q4    26021  1983  7497  1296  1163   589  5509  4597  3387   \n",
       "             Y15Q1    26079  2009  7469  1315  1177   597  5496  4581  3435   \n",
       "             Y15Q2    26314  2047  7504  1337  1205   609  5514  4601  3497   \n",
       "             Y15Q3    26337  2049  7507  1338  1203   611  5522  4606  3501   \n",
       "             Y15Q4    26335  2046  7504  1339  1205   610  5526  4607  3498   \n",
       "             Y16Q1    26821  2221  7486  1249  1205   624  5621  4579  3836   \n",
       "             Y16Q2    27109  2270  7524  1279  1233   638  5649  4597  3919   \n",
       "             Y16Q3    27130  2296  7326  1367  1237   650  5317  4838  4099   \n",
       "             Y16Q4    26776  2267  7299  1330  1197   636  5273  4752  4022   \n",
       "91913        Y14Q4    13206  2206  1512  1337  1441   684  1692  2137  2197   \n",
       "             Y15Q1    13244  2229  1497  1351  1456   694  1679  2123  2215   \n",
       "             Y15Q2    13417  2272  1503  1376  1484   706  1686  2129  2261   \n",
       "...                     ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "92082        Y16Q2     6034   693  1141   501   745   517   791   777   869   \n",
       "             Y16Q3     6068   704  1083   536   748   529   737   818   913   \n",
       "             Y16Q4     6076   705  1087   536   747   529   739   821   912   \n",
       "92121        Y14Q4     1959   198   318   176   303   312   159   218   275   \n",
       "             Y15Q1     2021   205   318   183   319   332   156   220   288   \n",
       "             Y15Q2     2109   215   321   195   340   355   158   222   303   \n",
       "             Y15Q3     2106   214   321   194   339   354   159   222   303   \n",
       "             Y15Q4     2112   215   321   196   341   355   158   223   303   \n",
       "             Y16Q1     2114   226   254   233   332   389   153   222   305   \n",
       "             Y16Q2     2064   222   245   227   328   382   146   214   300   \n",
       "             Y16Q3     2021   218   222   232   312   371   143   220   303   \n",
       "             Y16Q4     2026   219   222   232   314   372   144   220   303   \n",
       "92126        Y14Q4    24433  3377  3070  2153  2219  1205  3603  4426  4380   \n",
       "             Y15Q1    24479  3407  3046  2179  2246  1218  3580  4388  4415   \n",
       "             Y15Q2    24737  3470  3051  2226  2286  1245  3581  4403  4475   \n",
       "             Y15Q3    24798  3479  3059  2230  2289  1246  3592  4416  4487   \n",
       "             Y15Q4    24802  3476  3060  2234  2297  1245  3593  4414  4483   \n",
       "             Y16Q1    24836  3626  2831  2739  2581  1663  3200  3997  4199   \n",
       "             Y16Q2    24222  3564  2719  2696  2553  1652  3071  3846  4121   \n",
       "             Y16Q3    24339  3583  2561  2847  2541  1661  2880  3996  4270   \n",
       "             Y16Q4    24431  3599  2571  2860  2547  1668  2895  4013  4278   \n",
       "92154        Y14Q4    22026  1978  5300  1243  1068   427  4408  4632  2970   \n",
       "             Y15Q1    22076  2005  5272  1263  1083   434  4388  4624  3007   \n",
       "             Y15Q2    22257  2045  5280  1286  1108   442  4396  4636  3064   \n",
       "             Y15Q3    22355  2054  5293  1292  1114   444  4422  4654  3082   \n",
       "             Y15Q4    22342  2054  5285  1292  1112   445  4417  4655  3082   \n",
       "             Y16Q1    21946  2242  5019  1651  1088   470  4051  4060  3365   \n",
       "             Y16Q2    21544  2236  4871  1641  1083   470  3942  3957  3344   \n",
       "             Y16Q3    21637  2269  4692  1745  1086   477  3743  4140  3485   \n",
       "             Y16Q4    22140  2311  4751  1794  1138   495  3808  4261  3582   \n",
       "\n",
       "                        P25       ...         PM85  PM100  Pop_M  PWhite  \\\n",
       "GEOGRAPHY_ID QUARTER              ...                                      \n",
       "91902        Y14Q4     5628       ...          488    183   9123   14369   \n",
       "             Y15Q1     5641       ...          488    182   9133   14386   \n",
       "             Y15Q2     5682       ...          491    185   9192   14490   \n",
       "             Y15Q3     5698       ...          489    181   9206   14460   \n",
       "             Y15Q4     5657       ...          500    191   9220   14481   \n",
       "             Y16Q1     5671       ...          503    192   9245   14524   \n",
       "             Y16Q2     5642       ...          497    191   9253   14458   \n",
       "             Y16Q3     5656       ...          500    191   9274   14498   \n",
       "             Y16Q4     5617       ...          496    191   9192   14373   \n",
       "91910        Y14Q4    27094       ...         1316    616  38814   62234   \n",
       "             Y15Q1    27181       ...         1320    619  38927   62429   \n",
       "             Y15Q2    27346       ...         1330    626  39174   62855   \n",
       "             Y15Q3    27312       ...         1319    615  39130   62700   \n",
       "             Y15Q4    26959       ...         1339    618  39095   62617   \n",
       "             Y16Q1    27000       ...         1341    620  39139   62701   \n",
       "             Y16Q2    27215       ...         1346    627  39628   63303   \n",
       "             Y16Q3    27162       ...         1346    627  39558   63189   \n",
       "             Y16Q4    27208       ...         1348    629  39633   63308   \n",
       "91911        Y14Q4    31923       ...         1347    585  41876   70217   \n",
       "             Y15Q1    31984       ...         1347    585  41943   70326   \n",
       "             Y15Q2    32278       ...         1358    587  42309   70972   \n",
       "             Y15Q3    32243       ...         1348    583  42310   70932   \n",
       "             Y15Q4    31794       ...         1350    592  42311   70872   \n",
       "             Y16Q1    32356       ...         1382    602  43097   71935   \n",
       "             Y16Q2    32603       ...         1381    611  43574   72581   \n",
       "             Y16Q3    32575       ...         1383    612  43583   72586   \n",
       "             Y16Q4    32157       ...         1356    602  42971   71780   \n",
       "91913        Y14Q4    16880       ...          424    158  21491   26231   \n",
       "             Y15Q1    16924       ...          425    158  21542   26276   \n",
       "             Y15Q2    17136       ...          432    160  21804   26635   \n",
       "...                     ...       ...          ...    ...    ...     ...   \n",
       "92082        Y16Q2     5756       ...          449    166   9193   15147   \n",
       "             Y16Q3     5786       ...          452    167   9243   15230   \n",
       "             Y16Q4     5799       ...          453    168   9257   15251   \n",
       "92121        Y14Q4     1478       ...           50     12   2542    2879   \n",
       "             Y15Q1     1528       ...           53     13   2631    2991   \n",
       "             Y15Q2     1597       ...           56     14   2758    3145   \n",
       "             Y15Q3     1593       ...           56     14   2752    3095   \n",
       "             Y15Q4     1578       ...           58     15   2762    3111   \n",
       "             Y16Q1     1581       ...           58     15   2767    3117   \n",
       "             Y16Q2     1542       ...           56     15   2705    3005   \n",
       "             Y16Q3     1505       ...           55     14   2643    2937   \n",
       "             Y16Q4     1512       ...           55     14   2651    2944   \n",
       "92126        Y14Q4    23146       ...         1028    305  38925   30901   \n",
       "             Y15Q1    23198       ...         1029    306  39005   30978   \n",
       "             Y15Q2    23497       ...         1043    310  39500   31409   \n",
       "             Y15Q3    23547       ...         1041    306  39600   31036   \n",
       "             Y15Q4    23349       ...         1099    326  39615   31075   \n",
       "             Y16Q1    23397       ...         1105    327  39699   31146   \n",
       "             Y16Q2    22748       ...         1070    319  38767   29956   \n",
       "             Y16Q3    22833       ...         1076    323  38952   30126   \n",
       "             Y16Q4    22942       ...         1078    324  39132   30296   \n",
       "92154        Y14Q4    30562       ...         1277    432  44348   63850   \n",
       "             Y15Q1    30649       ...         1280    432  44454   64010   \n",
       "             Y15Q2    30935       ...         1289    437  45049   64757   \n",
       "             Y15Q3    31072       ...         1282    433  45226   64998   \n",
       "             Y15Q4    30556       ...         1309    458  45232   64969   \n",
       "             Y16Q1    30136       ...         1282    448  44609   64128   \n",
       "             Y16Q2    29500       ...         1243    440  43980   62896   \n",
       "             Y16Q3    29621       ...         1252    443  44157   63147   \n",
       "             Y16Q4    30238       ...         1287    453  45029   64349   \n",
       "\n",
       "                             U         N  Alcohol        EO         S  \\\n",
       "GEOGRAPHY_ID QUARTER                                                    \n",
       "91902        Y14Q4     8677850   8732420  1545726  20509376   3231620   \n",
       "             Y15Q1     8688594   8735300  1542965  20502442   3243333   \n",
       "             Y15Q2     8732574   8774956  1552341  20602952   3214021   \n",
       "             Y15Q3     8742835   8796197  1556404  20646842   3217308   \n",
       "             Y15Q4     8741293   8799317  1557157  20685027   3221579   \n",
       "             Y16Q1     8852725   8900427  1592753  21187854   3498235   \n",
       "             Y16Q2     8855089   8907296  1597704  21241806   3505762   \n",
       "             Y16Q3     8812205   8884214  1615392  21037514   3449887   \n",
       "             Y16Q4     8725943   8798039  1600687  20839030   3419425   \n",
       "91910        Y14Q4    32289444  33962646  5578994  71634757   7243334   \n",
       "             Y15Q1    32379696  34025307  5585597  71751699   7292434   \n",
       "             Y15Q2    32599313  34231325  5632842  72320305   7264173   \n",
       "             Y15Q3    32547984  34216031  5637115  72315684   7245685   \n",
       "             Y15Q4    32488052  34166012  5630055  72285110   7240680   \n",
       "             Y16Q1    32598802  34272455  5606414  72337696   7296510   \n",
       "             Y16Q2    32996589  34708588  5685430  73315582   7380480   \n",
       "             Y16Q3    32727978  34491540  5715015  72729340   7311079   \n",
       "             Y16Q4    32799553  34566988  5729948  72913838   7331299   \n",
       "91911        Y14Q4    32702252  34858795  5336818  66152803   5954466   \n",
       "             Y15Q1    32741916  34866995  5336815  66197541   5993216   \n",
       "             Y15Q2    33035907  35154533  5392229  66862736   5991580   \n",
       "             Y15Q3    33026137  35175427  5404100  66938088   5983895   \n",
       "             Y15Q4    32987701  35152577  5404944  66945814   5977135   \n",
       "             Y16Q1    33676177  35890183  5465453  68131580   6060286   \n",
       "             Y16Q2    34035616  36285548  5535802  68969000   6124391   \n",
       "             Y16Q3    33832331  36135781  5570168  68659869   6079170   \n",
       "             Y16Q4    33304814  35567546  5489256  67558128   5965572   \n",
       "91913        Y14Q4    18049125  19205342  3038252  43301880   5463352   \n",
       "             Y15Q1    18090484  19232393  3039013  43352948   5496123   \n",
       "             Y15Q2    18319299  19459735  3082533  43936093   5503450   \n",
       "...                        ...       ...      ...       ...       ...   \n",
       "92082        Y16Q2     8552999   8334386  1452407  18507779   2811094   \n",
       "             Y16Q3     8549877   8348885  1481803  18503979   2835536   \n",
       "             Y16Q4     8557362   8356692  1483021  18518396   2836909   \n",
       "92121        Y14Q4     2408309   2486733   500726   6933147   1103316   \n",
       "             Y15Q1     2499456   2573200   518073   7184579   1158510   \n",
       "             Y15Q2     2626980   2698379   544472   7544244   1207638   \n",
       "             Y15Q3     2616823   2695388   542976   7527624   1203014   \n",
       "             Y15Q4     2632689   2708895   542642   7556116   1210690   \n",
       "             Y16Q1     2667350   2737136   547065   7740269   1268061   \n",
       "             Y16Q2     2603976   2676600   534342   7565449   1234834   \n",
       "             Y16Q3     2521251   2599408   524031   7296526   1162710   \n",
       "             Y16Q4     2527729   2606058   525445   7316129   1166206   \n",
       "92126        Y14Q4    31443838  34179286  5230208  75633445   9180289   \n",
       "             Y15Q1    31504914  34205801  5229023  75648377   9228121   \n",
       "             Y15Q2    31912152  34621895  5301902  76578554   9241900   \n",
       "             Y15Q3    31940793  34728018  5313217  76752901   9245225   \n",
       "             Y15Q4    31990755  34772179  5302287  76761472   9260128   \n",
       "             Y16Q1    32507681  35188659  5431528  79294974  10093031   \n",
       "             Y16Q2    31715956  34373235  5308859  77555665   9869379   \n",
       "             Y16Q3    31663982  34374565  5372125  77188247   9745741   \n",
       "             Y16Q4    31799366  34517543  5394590  77482307   9787275   \n",
       "92154        Y14Q4    30273153  32672034  4834619  59038695   5401056   \n",
       "             Y15Q1    30334630  32704396  4838169  59104614   5439510   \n",
       "             Y15Q2    30678960  33051249  4899502  59717638   5441906   \n",
       "             Y15Q3    30792246  33202657  4929724  60018841   5456814   \n",
       "             Y15Q4    30778151  33204649  4932997  60005324   5452302   \n",
       "             Y16Q1    30536429  32880412  4876524  60150512   5618083   \n",
       "             Y16Q2    30030355  32346200  4810152  59235752   5534643   \n",
       "             Y16Q3    29974155  32343940  4860826  59164419   5524594   \n",
       "             Y16Q4    30685176  33111387  4974959  60685433   5680263   \n",
       "\n",
       "                      tot_expenditure  \n",
       "GEOGRAPHY_ID QUARTER                   \n",
       "91902        Y14Q4           42696992  \n",
       "             Y15Q1           42712634  \n",
       "             Y15Q2           42876844  \n",
       "             Y15Q3           42959586  \n",
       "             Y15Q4           43004373  \n",
       "             Y16Q1           44031994  \n",
       "             Y16Q2           44107657  \n",
       "             Y16Q3           43799212  \n",
       "             Y16Q4           43383124  \n",
       "91910        Y14Q4          150709175  \n",
       "             Y15Q1          151034733  \n",
       "             Y15Q2          152047958  \n",
       "             Y15Q3          151962499  \n",
       "             Y15Q4          151809909  \n",
       "             Y16Q1          152111877  \n",
       "             Y16Q2          154086669  \n",
       "             Y16Q3          152974952  \n",
       "             Y16Q4          153341626  \n",
       "91911        Y14Q4          145005134  \n",
       "             Y15Q1          145136483  \n",
       "             Y15Q2          146436985  \n",
       "             Y15Q3          146527647  \n",
       "             Y15Q4          146468171  \n",
       "             Y16Q1          149223679  \n",
       "             Y16Q2          150950357  \n",
       "             Y16Q3          150277319  \n",
       "             Y16Q4          147885316  \n",
       "91913        Y14Q4           89057951  \n",
       "             Y15Q1           89210961  \n",
       "             Y15Q2           90301110  \n",
       "...                               ...  \n",
       "92082        Y16Q2           39658665  \n",
       "             Y16Q3           39720080  \n",
       "             Y16Q4           39752380  \n",
       "92121        Y14Q4           13432231  \n",
       "             Y15Q1           13933818  \n",
       "             Y15Q2           14621713  \n",
       "             Y15Q3           14585825  \n",
       "             Y15Q4           14651032  \n",
       "             Y16Q1           14959881  \n",
       "             Y16Q2           14615201  \n",
       "             Y16Q3           14103926  \n",
       "             Y16Q4           14141567  \n",
       "92126        Y14Q4          155667066  \n",
       "             Y15Q1          155816236  \n",
       "             Y15Q2          157656403  \n",
       "             Y15Q3          157980154  \n",
       "             Y15Q4          158086821  \n",
       "             Y16Q1          162515873  \n",
       "             Y16Q2          158823094  \n",
       "             Y16Q3          158344660  \n",
       "             Y16Q4          158981081  \n",
       "92154        Y14Q4          132219557  \n",
       "             Y15Q1          132421319  \n",
       "             Y15Q2          133789255  \n",
       "             Y15Q3          134400282  \n",
       "             Y15Q4          134373423  \n",
       "             Y16Q1          134061960  \n",
       "             Y16Q2          131957102  \n",
       "             Y16Q3          131867934  \n",
       "             Y16Q4          135137218  \n",
       "\n",
       "[180 rows x 47 columns]"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "latest_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for col in latest_df.columns:\n",
    "    if col[0]=='I':\n",
    "        latest_df[col+'_rate']=(latest_df[col]/latest_df['HH'])*100\n",
    "    elif col[0]=='P' and (col != 'Pop' or col[:2] != 'PF' or col[:2] != 'PM'):\n",
    "        latest_df[col+'_rate']=(latest_df[col]/latest_df['Pop'])*100\n",
    "    elif col[:2]=='PF':\n",
    "        latest_df[col+'_rate']=(latest_df[col]/latest_df['Pop_F'])*100\n",
    "    elif col[:2]=='PM':\n",
    "        latest_df[col+'_rate']=(latest_df[col]/latest_df['Pop_M'])*100\n",
    "    elif col in ['U','N','Alcohol','EO','S']:\n",
    "        latest_df[col+'_exp_rate']=(latest_df[col]/latest_df['tot_expenditure'])*100\n",
    "        latest_df[col+'_rate_HH']=(latest_df[col]/latest_df['HH'])\n",
    "        latest_df[col+'_rate_Pop']=(latest_df[col]/latest_df['Pop'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "final_data_df=latest_df.copy(deep=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>HH</th>\n",
       "      <th>I125</th>\n",
       "      <th>I30</th>\n",
       "      <th>I150</th>\n",
       "      <th>I200</th>\n",
       "      <th>I250</th>\n",
       "      <th>I50</th>\n",
       "      <th>I75</th>\n",
       "      <th>I100</th>\n",
       "      <th>P25</th>\n",
       "      <th>...</th>\n",
       "      <th>N_rate_Pop</th>\n",
       "      <th>Alcohol_exp_rate</th>\n",
       "      <th>Alcohol_rate_HH</th>\n",
       "      <th>Alcohol_rate_Pop</th>\n",
       "      <th>EO_exp_rate</th>\n",
       "      <th>EO_rate_HH</th>\n",
       "      <th>EO_rate_Pop</th>\n",
       "      <th>S_exp_rate</th>\n",
       "      <th>S_rate_HH</th>\n",
       "      <th>S_rate_Pop</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEOGRAPHY_ID</th>\n",
       "      <th>QUARTER</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 rowspan=\"9\" valign=\"top\">91902</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>6373</td>\n",
       "      <td>751</td>\n",
       "      <td>896</td>\n",
       "      <td>538</td>\n",
       "      <td>616</td>\n",
       "      <td>785</td>\n",
       "      <td>790</td>\n",
       "      <td>1067</td>\n",
       "      <td>930</td>\n",
       "      <td>5628</td>\n",
       "      <td>...</td>\n",
       "      <td>466.101948</td>\n",
       "      <td>3.620222</td>\n",
       "      <td>242.542915</td>\n",
       "      <td>82.504724</td>\n",
       "      <td>48.034709</td>\n",
       "      <td>3218.166641</td>\n",
       "      <td>1094.709154</td>\n",
       "      <td>7.568730</td>\n",
       "      <td>507.079868</td>\n",
       "      <td>172.491060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>6382</td>\n",
       "      <td>757</td>\n",
       "      <td>887</td>\n",
       "      <td>543</td>\n",
       "      <td>623</td>\n",
       "      <td>792</td>\n",
       "      <td>786</td>\n",
       "      <td>1059</td>\n",
       "      <td>935</td>\n",
       "      <td>5641</td>\n",
       "      <td>...</td>\n",
       "      <td>465.659150</td>\n",
       "      <td>3.612432</td>\n",
       "      <td>241.768254</td>\n",
       "      <td>82.251986</td>\n",
       "      <td>48.000884</td>\n",
       "      <td>3212.541836</td>\n",
       "      <td>1092.938963</td>\n",
       "      <td>7.593381</td>\n",
       "      <td>508.200094</td>\n",
       "      <td>172.894771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>6404</td>\n",
       "      <td>764</td>\n",
       "      <td>881</td>\n",
       "      <td>548</td>\n",
       "      <td>630</td>\n",
       "      <td>803</td>\n",
       "      <td>783</td>\n",
       "      <td>1053</td>\n",
       "      <td>942</td>\n",
       "      <td>5682</td>\n",
       "      <td>...</td>\n",
       "      <td>464.652158</td>\n",
       "      <td>3.620465</td>\n",
       "      <td>242.401780</td>\n",
       "      <td>82.199682</td>\n",
       "      <td>48.051466</td>\n",
       "      <td>3217.200500</td>\n",
       "      <td>1090.969129</td>\n",
       "      <td>7.495937</td>\n",
       "      <td>501.877108</td>\n",
       "      <td>170.189092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>6419</td>\n",
       "      <td>765</td>\n",
       "      <td>883</td>\n",
       "      <td>550</td>\n",
       "      <td>631</td>\n",
       "      <td>806</td>\n",
       "      <td>785</td>\n",
       "      <td>1057</td>\n",
       "      <td>942</td>\n",
       "      <td>5698</td>\n",
       "      <td>...</td>\n",
       "      <td>464.890703</td>\n",
       "      <td>3.622949</td>\n",
       "      <td>242.468297</td>\n",
       "      <td>82.258020</td>\n",
       "      <td>48.061082</td>\n",
       "      <td>3216.520019</td>\n",
       "      <td>1091.213044</td>\n",
       "      <td>7.489150</td>\n",
       "      <td>501.216389</td>\n",
       "      <td>170.039004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>6429</td>\n",
       "      <td>766</td>\n",
       "      <td>885</td>\n",
       "      <td>550</td>\n",
       "      <td>631</td>\n",
       "      <td>807</td>\n",
       "      <td>789</td>\n",
       "      <td>1060</td>\n",
       "      <td>941</td>\n",
       "      <td>5657</td>\n",
       "      <td>...</td>\n",
       "      <td>464.343905</td>\n",
       "      <td>3.620927</td>\n",
       "      <td>242.208275</td>\n",
       "      <td>82.171873</td>\n",
       "      <td>48.099822</td>\n",
       "      <td>3217.456370</td>\n",
       "      <td>1091.558153</td>\n",
       "      <td>7.491282</td>\n",
       "      <td>501.101104</td>\n",
       "      <td>170.004169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>6449</td>\n",
       "      <td>694</td>\n",
       "      <td>756</td>\n",
       "      <td>653</td>\n",
       "      <td>794</td>\n",
       "      <td>834</td>\n",
       "      <td>741</td>\n",
       "      <td>1048</td>\n",
       "      <td>929</td>\n",
       "      <td>5671</td>\n",
       "      <td>...</td>\n",
       "      <td>468.320284</td>\n",
       "      <td>3.617263</td>\n",
       "      <td>246.976741</td>\n",
       "      <td>83.807051</td>\n",
       "      <td>48.119224</td>\n",
       "      <td>3285.447976</td>\n",
       "      <td>1114.856827</td>\n",
       "      <td>7.944757</td>\n",
       "      <td>542.446116</td>\n",
       "      <td>184.069192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>6446</td>\n",
       "      <td>700</td>\n",
       "      <td>741</td>\n",
       "      <td>659</td>\n",
       "      <td>804</td>\n",
       "      <td>844</td>\n",
       "      <td>727</td>\n",
       "      <td>1036</td>\n",
       "      <td>935</td>\n",
       "      <td>5642</td>\n",
       "      <td>...</td>\n",
       "      <td>468.681715</td>\n",
       "      <td>3.622283</td>\n",
       "      <td>247.859758</td>\n",
       "      <td>84.067561</td>\n",
       "      <td>48.158999</td>\n",
       "      <td>3295.346882</td>\n",
       "      <td>1117.695659</td>\n",
       "      <td>7.948194</td>\n",
       "      <td>543.866274</td>\n",
       "      <td>184.465246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>6465</td>\n",
       "      <td>701</td>\n",
       "      <td>714</td>\n",
       "      <td>694</td>\n",
       "      <td>796</td>\n",
       "      <td>844</td>\n",
       "      <td>691</td>\n",
       "      <td>1064</td>\n",
       "      <td>961</td>\n",
       "      <td>5656</td>\n",
       "      <td>...</td>\n",
       "      <td>466.362940</td>\n",
       "      <td>3.688176</td>\n",
       "      <td>249.867285</td>\n",
       "      <td>84.797480</td>\n",
       "      <td>48.031718</td>\n",
       "      <td>3254.062490</td>\n",
       "      <td>1104.331444</td>\n",
       "      <td>7.876596</td>\n",
       "      <td>533.625213</td>\n",
       "      <td>181.096430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>6409</td>\n",
       "      <td>690</td>\n",
       "      <td>713</td>\n",
       "      <td>677</td>\n",
       "      <td>793</td>\n",
       "      <td>841</td>\n",
       "      <td>691</td>\n",
       "      <td>1058</td>\n",
       "      <td>946</td>\n",
       "      <td>5617</td>\n",
       "      <td>...</td>\n",
       "      <td>465.825118</td>\n",
       "      <td>3.689654</td>\n",
       "      <td>249.756124</td>\n",
       "      <td>84.750728</td>\n",
       "      <td>48.034876</td>\n",
       "      <td>3251.525979</td>\n",
       "      <td>1103.353100</td>\n",
       "      <td>7.881924</td>\n",
       "      <td>533.534873</td>\n",
       "      <td>181.046487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91910</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>27607</td>\n",
       "      <td>2685</td>\n",
       "      <td>7444</td>\n",
       "      <td>1401</td>\n",
       "      <td>1620</td>\n",
       "      <td>679</td>\n",
       "      <td>5305</td>\n",
       "      <td>4733</td>\n",
       "      <td>3740</td>\n",
       "      <td>27094</td>\n",
       "      <td>...</td>\n",
       "      <td>427.762683</td>\n",
       "      <td>3.701828</td>\n",
       "      <td>202.086210</td>\n",
       "      <td>70.267948</td>\n",
       "      <td>47.531782</td>\n",
       "      <td>2594.804108</td>\n",
       "      <td>902.246423</td>\n",
       "      <td>4.806167</td>\n",
       "      <td>262.373094</td>\n",
       "      <td>91.230465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>27706</td>\n",
       "      <td>2721</td>\n",
       "      <td>7434</td>\n",
       "      <td>1418</td>\n",
       "      <td>1640</td>\n",
       "      <td>688</td>\n",
       "      <td>5300</td>\n",
       "      <td>4723</td>\n",
       "      <td>3782</td>\n",
       "      <td>27181</td>\n",
       "      <td>...</td>\n",
       "      <td>427.287200</td>\n",
       "      <td>3.698220</td>\n",
       "      <td>201.602433</td>\n",
       "      <td>70.143499</td>\n",
       "      <td>47.506754</td>\n",
       "      <td>2589.753086</td>\n",
       "      <td>901.052341</td>\n",
       "      <td>4.828316</td>\n",
       "      <td>263.207753</td>\n",
       "      <td>91.577828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>27909</td>\n",
       "      <td>2761</td>\n",
       "      <td>7461</td>\n",
       "      <td>1440</td>\n",
       "      <td>1667</td>\n",
       "      <td>700</td>\n",
       "      <td>5310</td>\n",
       "      <td>4724</td>\n",
       "      <td>3846</td>\n",
       "      <td>27346</td>\n",
       "      <td>...</td>\n",
       "      <td>427.080110</td>\n",
       "      <td>3.704648</td>\n",
       "      <td>201.828872</td>\n",
       "      <td>70.276999</td>\n",
       "      <td>47.564141</td>\n",
       "      <td>2591.289727</td>\n",
       "      <td>902.289463</td>\n",
       "      <td>4.777554</td>\n",
       "      <td>260.280662</td>\n",
       "      <td>90.629966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>27905</td>\n",
       "      <td>2762</td>\n",
       "      <td>7461</td>\n",
       "      <td>1439</td>\n",
       "      <td>1666</td>\n",
       "      <td>699</td>\n",
       "      <td>5308</td>\n",
       "      <td>4725</td>\n",
       "      <td>3845</td>\n",
       "      <td>27312</td>\n",
       "      <td>...</td>\n",
       "      <td>427.225100</td>\n",
       "      <td>3.709543</td>\n",
       "      <td>202.010930</td>\n",
       "      <td>70.385633</td>\n",
       "      <td>47.587849</td>\n",
       "      <td>2591.495574</td>\n",
       "      <td>902.941528</td>\n",
       "      <td>4.768074</td>\n",
       "      <td>259.655438</td>\n",
       "      <td>90.470414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>27884</td>\n",
       "      <td>2751</td>\n",
       "      <td>7454</td>\n",
       "      <td>1438</td>\n",
       "      <td>1667</td>\n",
       "      <td>700</td>\n",
       "      <td>5309</td>\n",
       "      <td>4723</td>\n",
       "      <td>3842</td>\n",
       "      <td>26959</td>\n",
       "      <td>...</td>\n",
       "      <td>427.235363</td>\n",
       "      <td>3.708622</td>\n",
       "      <td>201.909877</td>\n",
       "      <td>70.402088</td>\n",
       "      <td>47.615541</td>\n",
       "      <td>2592.350811</td>\n",
       "      <td>903.902839</td>\n",
       "      <td>4.769570</td>\n",
       "      <td>259.671496</td>\n",
       "      <td>90.542453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>27926</td>\n",
       "      <td>2514</td>\n",
       "      <td>7185</td>\n",
       "      <td>1699</td>\n",
       "      <td>1620</td>\n",
       "      <td>747</td>\n",
       "      <td>5394</td>\n",
       "      <td>4595</td>\n",
       "      <td>4172</td>\n",
       "      <td>27000</td>\n",
       "      <td>...</td>\n",
       "      <td>428.106013</td>\n",
       "      <td>3.685717</td>\n",
       "      <td>200.759651</td>\n",
       "      <td>70.031153</td>\n",
       "      <td>47.555587</td>\n",
       "      <td>2590.335028</td>\n",
       "      <td>903.588688</td>\n",
       "      <td>4.796805</td>\n",
       "      <td>261.280169</td>\n",
       "      <td>91.142575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>28287</td>\n",
       "      <td>2570</td>\n",
       "      <td>7249</td>\n",
       "      <td>1740</td>\n",
       "      <td>1653</td>\n",
       "      <td>761</td>\n",
       "      <td>5433</td>\n",
       "      <td>4631</td>\n",
       "      <td>4250</td>\n",
       "      <td>27215</td>\n",
       "      <td>...</td>\n",
       "      <td>428.353014</td>\n",
       "      <td>3.689761</td>\n",
       "      <td>200.990915</td>\n",
       "      <td>70.166239</td>\n",
       "      <td>47.580743</td>\n",
       "      <td>2591.847209</td>\n",
       "      <td>904.817865</td>\n",
       "      <td>4.789824</td>\n",
       "      <td>260.914201</td>\n",
       "      <td>91.085551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>28238</td>\n",
       "      <td>2587</td>\n",
       "      <td>7008</td>\n",
       "      <td>1844</td>\n",
       "      <td>1641</td>\n",
       "      <td>765</td>\n",
       "      <td>5139</td>\n",
       "      <td>4848</td>\n",
       "      <td>4406</td>\n",
       "      <td>27162</td>\n",
       "      <td>...</td>\n",
       "      <td>426.495450</td>\n",
       "      <td>3.735916</td>\n",
       "      <td>202.387386</td>\n",
       "      <td>70.667413</td>\n",
       "      <td>47.543300</td>\n",
       "      <td>2575.583965</td>\n",
       "      <td>899.314225</td>\n",
       "      <td>4.779265</td>\n",
       "      <td>258.909236</td>\n",
       "      <td>90.403094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>28317</td>\n",
       "      <td>2596</td>\n",
       "      <td>7032</td>\n",
       "      <td>1846</td>\n",
       "      <td>1643</td>\n",
       "      <td>767</td>\n",
       "      <td>5151</td>\n",
       "      <td>4865</td>\n",
       "      <td>4417</td>\n",
       "      <td>27208</td>\n",
       "      <td>...</td>\n",
       "      <td>426.637062</td>\n",
       "      <td>3.736721</td>\n",
       "      <td>202.350108</td>\n",
       "      <td>70.720891</td>\n",
       "      <td>47.549931</td>\n",
       "      <td>2574.913939</td>\n",
       "      <td>899.926415</td>\n",
       "      <td>4.781023</td>\n",
       "      <td>258.900978</td>\n",
       "      <td>90.485288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">91911</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>26021</td>\n",
       "      <td>1983</td>\n",
       "      <td>7497</td>\n",
       "      <td>1296</td>\n",
       "      <td>1163</td>\n",
       "      <td>589</td>\n",
       "      <td>5509</td>\n",
       "      <td>4597</td>\n",
       "      <td>3387</td>\n",
       "      <td>31923</td>\n",
       "      <td>...</td>\n",
       "      <td>402.466085</td>\n",
       "      <td>3.680434</td>\n",
       "      <td>205.096576</td>\n",
       "      <td>61.616824</td>\n",
       "      <td>45.621007</td>\n",
       "      <td>2542.285193</td>\n",
       "      <td>763.774526</td>\n",
       "      <td>4.106383</td>\n",
       "      <td>228.833096</td>\n",
       "      <td>68.747948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>26079</td>\n",
       "      <td>2009</td>\n",
       "      <td>7469</td>\n",
       "      <td>1315</td>\n",
       "      <td>1177</td>\n",
       "      <td>597</td>\n",
       "      <td>5496</td>\n",
       "      <td>4581</td>\n",
       "      <td>3435</td>\n",
       "      <td>31984</td>\n",
       "      <td>...</td>\n",
       "      <td>401.934281</td>\n",
       "      <td>3.677101</td>\n",
       "      <td>204.640324</td>\n",
       "      <td>61.520900</td>\n",
       "      <td>45.610545</td>\n",
       "      <td>2538.346601</td>\n",
       "      <td>763.101639</td>\n",
       "      <td>4.129366</td>\n",
       "      <td>229.810039</td>\n",
       "      <td>69.087656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>26314</td>\n",
       "      <td>2047</td>\n",
       "      <td>7504</td>\n",
       "      <td>1337</td>\n",
       "      <td>1205</td>\n",
       "      <td>609</td>\n",
       "      <td>5514</td>\n",
       "      <td>4601</td>\n",
       "      <td>3497</td>\n",
       "      <td>32278</td>\n",
       "      <td>...</td>\n",
       "      <td>401.669691</td>\n",
       "      <td>3.682286</td>\n",
       "      <td>204.918636</td>\n",
       "      <td>61.610688</td>\n",
       "      <td>45.659733</td>\n",
       "      <td>2540.956753</td>\n",
       "      <td>763.962203</td>\n",
       "      <td>4.091576</td>\n",
       "      <td>227.695523</td>\n",
       "      <td>68.458770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>26337</td>\n",
       "      <td>2049</td>\n",
       "      <td>7507</td>\n",
       "      <td>1338</td>\n",
       "      <td>1203</td>\n",
       "      <td>611</td>\n",
       "      <td>5522</td>\n",
       "      <td>4606</td>\n",
       "      <td>3501</td>\n",
       "      <td>32243</td>\n",
       "      <td>...</td>\n",
       "      <td>401.779883</td>\n",
       "      <td>3.688109</td>\n",
       "      <td>205.190417</td>\n",
       "      <td>61.726576</td>\n",
       "      <td>45.682907</td>\n",
       "      <td>2541.598815</td>\n",
       "      <td>764.578556</td>\n",
       "      <td>4.083799</td>\n",
       "      <td>227.204883</td>\n",
       "      <td>68.349096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>26335</td>\n",
       "      <td>2046</td>\n",
       "      <td>7504</td>\n",
       "      <td>1339</td>\n",
       "      <td>1205</td>\n",
       "      <td>610</td>\n",
       "      <td>5526</td>\n",
       "      <td>4607</td>\n",
       "      <td>3498</td>\n",
       "      <td>31794</td>\n",
       "      <td>...</td>\n",
       "      <td>401.771287</td>\n",
       "      <td>3.690183</td>\n",
       "      <td>205.238048</td>\n",
       "      <td>61.775025</td>\n",
       "      <td>45.706732</td>\n",
       "      <td>2542.085210</td>\n",
       "      <td>765.147484</td>\n",
       "      <td>4.080842</td>\n",
       "      <td>226.965445</td>\n",
       "      <td>68.314799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>26821</td>\n",
       "      <td>2221</td>\n",
       "      <td>7486</td>\n",
       "      <td>1249</td>\n",
       "      <td>1205</td>\n",
       "      <td>624</td>\n",
       "      <td>5621</td>\n",
       "      <td>4579</td>\n",
       "      <td>3836</td>\n",
       "      <td>32356</td>\n",
       "      <td>...</td>\n",
       "      <td>402.857626</td>\n",
       "      <td>3.662591</td>\n",
       "      <td>203.775139</td>\n",
       "      <td>61.348236</td>\n",
       "      <td>45.657352</td>\n",
       "      <td>2540.232654</td>\n",
       "      <td>764.758612</td>\n",
       "      <td>4.061209</td>\n",
       "      <td>225.953022</td>\n",
       "      <td>68.025076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>27109</td>\n",
       "      <td>2270</td>\n",
       "      <td>7524</td>\n",
       "      <td>1279</td>\n",
       "      <td>1233</td>\n",
       "      <td>638</td>\n",
       "      <td>5649</td>\n",
       "      <td>4597</td>\n",
       "      <td>3919</td>\n",
       "      <td>32603</td>\n",
       "      <td>...</td>\n",
       "      <td>403.042886</td>\n",
       "      <td>3.667300</td>\n",
       "      <td>204.205319</td>\n",
       "      <td>61.489098</td>\n",
       "      <td>45.689856</td>\n",
       "      <td>2544.136634</td>\n",
       "      <td>766.075376</td>\n",
       "      <td>4.057222</td>\n",
       "      <td>225.917260</td>\n",
       "      <td>68.026869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>27130</td>\n",
       "      <td>2296</td>\n",
       "      <td>7326</td>\n",
       "      <td>1367</td>\n",
       "      <td>1237</td>\n",
       "      <td>650</td>\n",
       "      <td>5317</td>\n",
       "      <td>4838</td>\n",
       "      <td>4099</td>\n",
       "      <td>32575</td>\n",
       "      <td>...</td>\n",
       "      <td>401.352596</td>\n",
       "      <td>3.706593</td>\n",
       "      <td>205.313970</td>\n",
       "      <td>61.866696</td>\n",
       "      <td>45.688777</td>\n",
       "      <td>2530.772908</td>\n",
       "      <td>762.590870</td>\n",
       "      <td>4.045301</td>\n",
       "      <td>224.075562</td>\n",
       "      <td>67.520076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>26776</td>\n",
       "      <td>2267</td>\n",
       "      <td>7299</td>\n",
       "      <td>1330</td>\n",
       "      <td>1197</td>\n",
       "      <td>636</td>\n",
       "      <td>5273</td>\n",
       "      <td>4752</td>\n",
       "      <td>4022</td>\n",
       "      <td>32157</td>\n",
       "      <td>...</td>\n",
       "      <td>400.544449</td>\n",
       "      <td>3.711833</td>\n",
       "      <td>205.006573</td>\n",
       "      <td>61.817338</td>\n",
       "      <td>45.682783</td>\n",
       "      <td>2523.085151</td>\n",
       "      <td>760.806865</td>\n",
       "      <td>4.033918</td>\n",
       "      <td>222.795488</td>\n",
       "      <td>67.181378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">91913</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>13206</td>\n",
       "      <td>2206</td>\n",
       "      <td>1512</td>\n",
       "      <td>1337</td>\n",
       "      <td>1441</td>\n",
       "      <td>684</td>\n",
       "      <td>1692</td>\n",
       "      <td>2137</td>\n",
       "      <td>2197</td>\n",
       "      <td>16880</td>\n",
       "      <td>...</td>\n",
       "      <td>435.515035</td>\n",
       "      <td>3.411545</td>\n",
       "      <td>230.066031</td>\n",
       "      <td>68.897728</td>\n",
       "      <td>48.622138</td>\n",
       "      <td>3278.955020</td>\n",
       "      <td>981.946574</td>\n",
       "      <td>6.134603</td>\n",
       "      <td>413.702257</td>\n",
       "      <td>123.891152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>13244</td>\n",
       "      <td>2229</td>\n",
       "      <td>1497</td>\n",
       "      <td>1351</td>\n",
       "      <td>1456</td>\n",
       "      <td>694</td>\n",
       "      <td>1679</td>\n",
       "      <td>2123</td>\n",
       "      <td>2215</td>\n",
       "      <td>16924</td>\n",
       "      <td>...</td>\n",
       "      <td>435.112169</td>\n",
       "      <td>3.406547</td>\n",
       "      <td>229.463380</td>\n",
       "      <td>68.754395</td>\n",
       "      <td>48.595988</td>\n",
       "      <td>3273.402899</td>\n",
       "      <td>980.813737</td>\n",
       "      <td>6.160816</td>\n",
       "      <td>414.989656</td>\n",
       "      <td>124.343861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>13417</td>\n",
       "      <td>2272</td>\n",
       "      <td>1503</td>\n",
       "      <td>1376</td>\n",
       "      <td>1484</td>\n",
       "      <td>706</td>\n",
       "      <td>1686</td>\n",
       "      <td>2129</td>\n",
       "      <td>2261</td>\n",
       "      <td>17136</td>\n",
       "      <td>...</td>\n",
       "      <td>434.864131</td>\n",
       "      <td>3.413616</td>\n",
       "      <td>229.748304</td>\n",
       "      <td>68.884958</td>\n",
       "      <td>48.655097</td>\n",
       "      <td>3274.658493</td>\n",
       "      <td>981.834075</td>\n",
       "      <td>6.094554</td>\n",
       "      <td>410.184840</td>\n",
       "      <td>122.984871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">92082</th>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>6034</td>\n",
       "      <td>693</td>\n",
       "      <td>1141</td>\n",
       "      <td>501</td>\n",
       "      <td>745</td>\n",
       "      <td>517</td>\n",
       "      <td>791</td>\n",
       "      <td>777</td>\n",
       "      <td>869</td>\n",
       "      <td>5756</td>\n",
       "      <td>...</td>\n",
       "      <td>455.455817</td>\n",
       "      <td>3.662269</td>\n",
       "      <td>240.703845</td>\n",
       "      <td>79.370840</td>\n",
       "      <td>46.667680</td>\n",
       "      <td>3067.248757</td>\n",
       "      <td>1011.409312</td>\n",
       "      <td>7.088221</td>\n",
       "      <td>465.875704</td>\n",
       "      <td>153.620089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>6068</td>\n",
       "      <td>704</td>\n",
       "      <td>1083</td>\n",
       "      <td>536</td>\n",
       "      <td>748</td>\n",
       "      <td>529</td>\n",
       "      <td>737</td>\n",
       "      <td>818</td>\n",
       "      <td>913</td>\n",
       "      <td>5786</td>\n",
       "      <td>...</td>\n",
       "      <td>453.719091</td>\n",
       "      <td>3.730614</td>\n",
       "      <td>244.199572</td>\n",
       "      <td>80.528395</td>\n",
       "      <td>46.585956</td>\n",
       "      <td>3049.436223</td>\n",
       "      <td>1005.596381</td>\n",
       "      <td>7.138797</td>\n",
       "      <td>467.293342</td>\n",
       "      <td>154.096843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>6076</td>\n",
       "      <td>705</td>\n",
       "      <td>1087</td>\n",
       "      <td>536</td>\n",
       "      <td>747</td>\n",
       "      <td>529</td>\n",
       "      <td>739</td>\n",
       "      <td>821</td>\n",
       "      <td>912</td>\n",
       "      <td>5799</td>\n",
       "      <td>...</td>\n",
       "      <td>453.453362</td>\n",
       "      <td>3.730647</td>\n",
       "      <td>244.078506</td>\n",
       "      <td>80.472136</td>\n",
       "      <td>46.584371</td>\n",
       "      <td>3047.793943</td>\n",
       "      <td>1004.850833</td>\n",
       "      <td>7.136451</td>\n",
       "      <td>466.904049</td>\n",
       "      <td>153.937219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92121</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>1959</td>\n",
       "      <td>198</td>\n",
       "      <td>318</td>\n",
       "      <td>176</td>\n",
       "      <td>303</td>\n",
       "      <td>312</td>\n",
       "      <td>159</td>\n",
       "      <td>218</td>\n",
       "      <td>275</td>\n",
       "      <td>1478</td>\n",
       "      <td>...</td>\n",
       "      <td>506.153674</td>\n",
       "      <td>3.727795</td>\n",
       "      <td>255.602859</td>\n",
       "      <td>101.918583</td>\n",
       "      <td>51.615752</td>\n",
       "      <td>3539.125574</td>\n",
       "      <td>1411.184002</td>\n",
       "      <td>8.213945</td>\n",
       "      <td>563.203675</td>\n",
       "      <td>224.570731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>2021</td>\n",
       "      <td>205</td>\n",
       "      <td>318</td>\n",
       "      <td>183</td>\n",
       "      <td>319</td>\n",
       "      <td>332</td>\n",
       "      <td>156</td>\n",
       "      <td>220</td>\n",
       "      <td>288</td>\n",
       "      <td>1528</td>\n",
       "      <td>...</td>\n",
       "      <td>505.738994</td>\n",
       "      <td>3.718098</td>\n",
       "      <td>256.344879</td>\n",
       "      <td>101.822524</td>\n",
       "      <td>51.562171</td>\n",
       "      <td>3554.962395</td>\n",
       "      <td>1412.063483</td>\n",
       "      <td>8.314376</td>\n",
       "      <td>573.236022</td>\n",
       "      <td>227.694575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>2109</td>\n",
       "      <td>215</td>\n",
       "      <td>321</td>\n",
       "      <td>195</td>\n",
       "      <td>340</td>\n",
       "      <td>355</td>\n",
       "      <td>158</td>\n",
       "      <td>222</td>\n",
       "      <td>303</td>\n",
       "      <td>1597</td>\n",
       "      <td>...</td>\n",
       "      <td>505.503747</td>\n",
       "      <td>3.723722</td>\n",
       "      <td>258.165955</td>\n",
       "      <td>101.999251</td>\n",
       "      <td>51.596171</td>\n",
       "      <td>3577.166430</td>\n",
       "      <td>1413.309105</td>\n",
       "      <td>8.259210</td>\n",
       "      <td>572.611664</td>\n",
       "      <td>226.234170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>2106</td>\n",
       "      <td>214</td>\n",
       "      <td>321</td>\n",
       "      <td>194</td>\n",
       "      <td>339</td>\n",
       "      <td>354</td>\n",
       "      <td>159</td>\n",
       "      <td>222</td>\n",
       "      <td>303</td>\n",
       "      <td>1593</td>\n",
       "      <td>...</td>\n",
       "      <td>505.891141</td>\n",
       "      <td>3.722628</td>\n",
       "      <td>257.823362</td>\n",
       "      <td>101.909910</td>\n",
       "      <td>51.609175</td>\n",
       "      <td>3574.370370</td>\n",
       "      <td>1412.842342</td>\n",
       "      <td>8.247830</td>\n",
       "      <td>571.231719</td>\n",
       "      <td>225.790916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>2112</td>\n",
       "      <td>215</td>\n",
       "      <td>321</td>\n",
       "      <td>196</td>\n",
       "      <td>341</td>\n",
       "      <td>355</td>\n",
       "      <td>158</td>\n",
       "      <td>223</td>\n",
       "      <td>303</td>\n",
       "      <td>1578</td>\n",
       "      <td>...</td>\n",
       "      <td>506.240890</td>\n",
       "      <td>3.703780</td>\n",
       "      <td>256.932765</td>\n",
       "      <td>101.409456</td>\n",
       "      <td>51.573951</td>\n",
       "      <td>3577.706439</td>\n",
       "      <td>1412.094188</td>\n",
       "      <td>8.263513</td>\n",
       "      <td>573.243371</td>\n",
       "      <td>226.254906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>2114</td>\n",
       "      <td>226</td>\n",
       "      <td>254</td>\n",
       "      <td>233</td>\n",
       "      <td>332</td>\n",
       "      <td>389</td>\n",
       "      <td>153</td>\n",
       "      <td>222</td>\n",
       "      <td>305</td>\n",
       "      <td>1581</td>\n",
       "      <td>...</td>\n",
       "      <td>510.564447</td>\n",
       "      <td>3.656881</td>\n",
       "      <td>258.781930</td>\n",
       "      <td>102.045327</td>\n",
       "      <td>51.740178</td>\n",
       "      <td>3661.432829</td>\n",
       "      <td>1443.810670</td>\n",
       "      <td>8.476411</td>\n",
       "      <td>599.839640</td>\n",
       "      <td>236.534415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>2064</td>\n",
       "      <td>222</td>\n",
       "      <td>245</td>\n",
       "      <td>227</td>\n",
       "      <td>328</td>\n",
       "      <td>382</td>\n",
       "      <td>146</td>\n",
       "      <td>214</td>\n",
       "      <td>300</td>\n",
       "      <td>1542</td>\n",
       "      <td>...</td>\n",
       "      <td>510.899027</td>\n",
       "      <td>3.656070</td>\n",
       "      <td>258.886628</td>\n",
       "      <td>101.993128</td>\n",
       "      <td>51.764249</td>\n",
       "      <td>3665.430717</td>\n",
       "      <td>1444.063562</td>\n",
       "      <td>8.448970</td>\n",
       "      <td>598.272287</td>\n",
       "      <td>235.700324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>2021</td>\n",
       "      <td>218</td>\n",
       "      <td>222</td>\n",
       "      <td>232</td>\n",
       "      <td>312</td>\n",
       "      <td>371</td>\n",
       "      <td>143</td>\n",
       "      <td>220</td>\n",
       "      <td>303</td>\n",
       "      <td>1505</td>\n",
       "      <td>...</td>\n",
       "      <td>508.093823</td>\n",
       "      <td>3.715497</td>\n",
       "      <td>259.292924</td>\n",
       "      <td>102.429828</td>\n",
       "      <td>51.734007</td>\n",
       "      <td>3610.354280</td>\n",
       "      <td>1426.216966</td>\n",
       "      <td>8.243875</td>\n",
       "      <td>575.314201</td>\n",
       "      <td>227.269351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>2026</td>\n",
       "      <td>219</td>\n",
       "      <td>222</td>\n",
       "      <td>232</td>\n",
       "      <td>314</td>\n",
       "      <td>372</td>\n",
       "      <td>144</td>\n",
       "      <td>220</td>\n",
       "      <td>303</td>\n",
       "      <td>1512</td>\n",
       "      <td>...</td>\n",
       "      <td>508.003509</td>\n",
       "      <td>3.715607</td>\n",
       "      <td>259.350938</td>\n",
       "      <td>102.425926</td>\n",
       "      <td>51.734924</td>\n",
       "      <td>3611.119941</td>\n",
       "      <td>1426.146004</td>\n",
       "      <td>8.246653</td>\n",
       "      <td>575.619941</td>\n",
       "      <td>227.330604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92126</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>24433</td>\n",
       "      <td>3377</td>\n",
       "      <td>3070</td>\n",
       "      <td>2153</td>\n",
       "      <td>2219</td>\n",
       "      <td>1205</td>\n",
       "      <td>3603</td>\n",
       "      <td>4426</td>\n",
       "      <td>4380</td>\n",
       "      <td>23146</td>\n",
       "      <td>...</td>\n",
       "      <td>454.929204</td>\n",
       "      <td>3.359868</td>\n",
       "      <td>214.063275</td>\n",
       "      <td>69.614513</td>\n",
       "      <td>48.586671</td>\n",
       "      <td>3095.544755</td>\n",
       "      <td>1006.687586</td>\n",
       "      <td>5.897387</td>\n",
       "      <td>375.733189</td>\n",
       "      <td>122.190427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>24479</td>\n",
       "      <td>3407</td>\n",
       "      <td>3046</td>\n",
       "      <td>2179</td>\n",
       "      <td>2246</td>\n",
       "      <td>1218</td>\n",
       "      <td>3580</td>\n",
       "      <td>4388</td>\n",
       "      <td>4415</td>\n",
       "      <td>23198</td>\n",
       "      <td>...</td>\n",
       "      <td>454.374955</td>\n",
       "      <td>3.355891</td>\n",
       "      <td>213.612607</td>\n",
       "      <td>69.460063</td>\n",
       "      <td>48.549740</td>\n",
       "      <td>3090.337718</td>\n",
       "      <td>1004.880076</td>\n",
       "      <td>5.922439</td>\n",
       "      <td>376.981127</td>\n",
       "      <td>122.582338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>24737</td>\n",
       "      <td>3470</td>\n",
       "      <td>3051</td>\n",
       "      <td>2226</td>\n",
       "      <td>2286</td>\n",
       "      <td>1245</td>\n",
       "      <td>3581</td>\n",
       "      <td>4403</td>\n",
       "      <td>4475</td>\n",
       "      <td>23497</td>\n",
       "      <td>...</td>\n",
       "      <td>453.938573</td>\n",
       "      <td>3.362947</td>\n",
       "      <td>214.330840</td>\n",
       "      <td>69.514908</td>\n",
       "      <td>48.573069</td>\n",
       "      <td>3095.709019</td>\n",
       "      <td>1004.045549</td>\n",
       "      <td>5.862052</td>\n",
       "      <td>373.606339</td>\n",
       "      <td>121.173463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>24798</td>\n",
       "      <td>3479</td>\n",
       "      <td>3059</td>\n",
       "      <td>2230</td>\n",
       "      <td>2289</td>\n",
       "      <td>1246</td>\n",
       "      <td>3592</td>\n",
       "      <td>4416</td>\n",
       "      <td>4487</td>\n",
       "      <td>23547</td>\n",
       "      <td>...</td>\n",
       "      <td>454.026304</td>\n",
       "      <td>3.363218</td>\n",
       "      <td>214.259900</td>\n",
       "      <td>69.463805</td>\n",
       "      <td>48.583888</td>\n",
       "      <td>3095.124647</td>\n",
       "      <td>1003.450182</td>\n",
       "      <td>5.852143</td>\n",
       "      <td>372.821397</td>\n",
       "      <td>120.869994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>24802</td>\n",
       "      <td>3476</td>\n",
       "      <td>3060</td>\n",
       "      <td>2234</td>\n",
       "      <td>2297</td>\n",
       "      <td>1245</td>\n",
       "      <td>3593</td>\n",
       "      <td>4414</td>\n",
       "      <td>4483</td>\n",
       "      <td>23349</td>\n",
       "      <td>...</td>\n",
       "      <td>454.277004</td>\n",
       "      <td>3.354035</td>\n",
       "      <td>213.784654</td>\n",
       "      <td>69.271099</td>\n",
       "      <td>48.556528</td>\n",
       "      <td>3094.971051</td>\n",
       "      <td>1002.841137</td>\n",
       "      <td>5.857622</td>\n",
       "      <td>373.362148</td>\n",
       "      <td>120.977843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>24836</td>\n",
       "      <td>3626</td>\n",
       "      <td>2831</td>\n",
       "      <td>2739</td>\n",
       "      <td>2581</td>\n",
       "      <td>1663</td>\n",
       "      <td>3200</td>\n",
       "      <td>3997</td>\n",
       "      <td>4199</td>\n",
       "      <td>23397</td>\n",
       "      <td>...</td>\n",
       "      <td>458.735191</td>\n",
       "      <td>3.342152</td>\n",
       "      <td>218.695764</td>\n",
       "      <td>70.807843</td>\n",
       "      <td>48.792141</td>\n",
       "      <td>3192.743356</td>\n",
       "      <td>1033.724957</td>\n",
       "      <td>6.210489</td>\n",
       "      <td>406.387140</td>\n",
       "      <td>131.577293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>24222</td>\n",
       "      <td>3564</td>\n",
       "      <td>2719</td>\n",
       "      <td>2696</td>\n",
       "      <td>2553</td>\n",
       "      <td>1652</td>\n",
       "      <td>3071</td>\n",
       "      <td>3846</td>\n",
       "      <td>4121</td>\n",
       "      <td>22748</td>\n",
       "      <td>...</td>\n",
       "      <td>459.197582</td>\n",
       "      <td>3.342624</td>\n",
       "      <td>219.175089</td>\n",
       "      <td>70.921902</td>\n",
       "      <td>48.831479</td>\n",
       "      <td>3201.868756</td>\n",
       "      <td>1036.078619</td>\n",
       "      <td>6.214070</td>\n",
       "      <td>407.455165</td>\n",
       "      <td>131.846623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>24339</td>\n",
       "      <td>3583</td>\n",
       "      <td>2561</td>\n",
       "      <td>2847</td>\n",
       "      <td>2541</td>\n",
       "      <td>1661</td>\n",
       "      <td>2880</td>\n",
       "      <td>3996</td>\n",
       "      <td>4270</td>\n",
       "      <td>22833</td>\n",
       "      <td>...</td>\n",
       "      <td>457.066031</td>\n",
       "      <td>3.392678</td>\n",
       "      <td>220.720860</td>\n",
       "      <td>71.431183</td>\n",
       "      <td>48.746985</td>\n",
       "      <td>3171.381199</td>\n",
       "      <td>1026.343917</td>\n",
       "      <td>6.154765</td>\n",
       "      <td>400.416656</td>\n",
       "      <td>129.585557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>24431</td>\n",
       "      <td>3599</td>\n",
       "      <td>2571</td>\n",
       "      <td>2860</td>\n",
       "      <td>2547</td>\n",
       "      <td>1668</td>\n",
       "      <td>2895</td>\n",
       "      <td>4013</td>\n",
       "      <td>4278</td>\n",
       "      <td>22942</td>\n",
       "      <td>...</td>\n",
       "      <td>456.829008</td>\n",
       "      <td>3.393228</td>\n",
       "      <td>220.809218</td>\n",
       "      <td>71.395730</td>\n",
       "      <td>48.736810</td>\n",
       "      <td>3171.475052</td>\n",
       "      <td>1025.454373</td>\n",
       "      <td>6.156251</td>\n",
       "      <td>400.608858</td>\n",
       "      <td>129.531558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">92154</th>\n",
       "      <th>Y14Q4</th>\n",
       "      <td>22026</td>\n",
       "      <td>1978</td>\n",
       "      <td>5300</td>\n",
       "      <td>1243</td>\n",
       "      <td>1068</td>\n",
       "      <td>427</td>\n",
       "      <td>4408</td>\n",
       "      <td>4632</td>\n",
       "      <td>2970</td>\n",
       "      <td>30562</td>\n",
       "      <td>...</td>\n",
       "      <td>380.181456</td>\n",
       "      <td>3.656508</td>\n",
       "      <td>219.496005</td>\n",
       "      <td>56.257057</td>\n",
       "      <td>44.652014</td>\n",
       "      <td>2680.409289</td>\n",
       "      <td>686.991727</td>\n",
       "      <td>4.084915</td>\n",
       "      <td>245.212749</td>\n",
       "      <td>62.848286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q1</th>\n",
       "      <td>22076</td>\n",
       "      <td>2005</td>\n",
       "      <td>5272</td>\n",
       "      <td>1263</td>\n",
       "      <td>1083</td>\n",
       "      <td>434</td>\n",
       "      <td>4388</td>\n",
       "      <td>4624</td>\n",
       "      <td>3007</td>\n",
       "      <td>30649</td>\n",
       "      <td>...</td>\n",
       "      <td>379.621544</td>\n",
       "      <td>3.653618</td>\n",
       "      <td>219.159676</td>\n",
       "      <td>56.159826</td>\n",
       "      <td>44.633760</td>\n",
       "      <td>2677.324425</td>\n",
       "      <td>686.066326</td>\n",
       "      <td>4.107730</td>\n",
       "      <td>246.399257</td>\n",
       "      <td>63.139988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q2</th>\n",
       "      <td>22257</td>\n",
       "      <td>2045</td>\n",
       "      <td>5280</td>\n",
       "      <td>1286</td>\n",
       "      <td>1108</td>\n",
       "      <td>442</td>\n",
       "      <td>4396</td>\n",
       "      <td>4636</td>\n",
       "      <td>3064</td>\n",
       "      <td>30935</td>\n",
       "      <td>...</td>\n",
       "      <td>379.241191</td>\n",
       "      <td>3.662104</td>\n",
       "      <td>220.133082</td>\n",
       "      <td>56.218540</td>\n",
       "      <td>44.635601</td>\n",
       "      <td>2683.094667</td>\n",
       "      <td>685.220342</td>\n",
       "      <td>4.067521</td>\n",
       "      <td>244.503123</td>\n",
       "      <td>62.442267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q3</th>\n",
       "      <td>22355</td>\n",
       "      <td>2054</td>\n",
       "      <td>5293</td>\n",
       "      <td>1292</td>\n",
       "      <td>1114</td>\n",
       "      <td>444</td>\n",
       "      <td>4422</td>\n",
       "      <td>4654</td>\n",
       "      <td>3082</td>\n",
       "      <td>31072</td>\n",
       "      <td>...</td>\n",
       "      <td>379.346217</td>\n",
       "      <td>3.667942</td>\n",
       "      <td>220.519973</td>\n",
       "      <td>56.322967</td>\n",
       "      <td>44.656782</td>\n",
       "      <td>2684.806128</td>\n",
       "      <td>685.725853</td>\n",
       "      <td>4.060121</td>\n",
       "      <td>244.098144</td>\n",
       "      <td>62.345063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y15Q4</th>\n",
       "      <td>22342</td>\n",
       "      <td>2054</td>\n",
       "      <td>5285</td>\n",
       "      <td>1292</td>\n",
       "      <td>1112</td>\n",
       "      <td>445</td>\n",
       "      <td>4417</td>\n",
       "      <td>4655</td>\n",
       "      <td>3082</td>\n",
       "      <td>30556</td>\n",
       "      <td>...</td>\n",
       "      <td>379.468693</td>\n",
       "      <td>3.671111</td>\n",
       "      <td>220.794781</td>\n",
       "      <td>56.375176</td>\n",
       "      <td>44.655649</td>\n",
       "      <td>2685.763316</td>\n",
       "      <td>685.751620</td>\n",
       "      <td>4.057575</td>\n",
       "      <td>244.038224</td>\n",
       "      <td>62.309887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q1</th>\n",
       "      <td>21946</td>\n",
       "      <td>2242</td>\n",
       "      <td>5019</td>\n",
       "      <td>1651</td>\n",
       "      <td>1088</td>\n",
       "      <td>470</td>\n",
       "      <td>4051</td>\n",
       "      <td>4060</td>\n",
       "      <td>3365</td>\n",
       "      <td>30136</td>\n",
       "      <td>...</td>\n",
       "      <td>381.257531</td>\n",
       "      <td>3.637515</td>\n",
       "      <td>222.205596</td>\n",
       "      <td>56.544653</td>\n",
       "      <td>44.867696</td>\n",
       "      <td>2740.841702</td>\n",
       "      <td>697.461933</td>\n",
       "      <td>4.190662</td>\n",
       "      <td>255.995762</td>\n",
       "      <td>65.143236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q2</th>\n",
       "      <td>21544</td>\n",
       "      <td>2236</td>\n",
       "      <td>4871</td>\n",
       "      <td>1641</td>\n",
       "      <td>1083</td>\n",
       "      <td>470</td>\n",
       "      <td>3942</td>\n",
       "      <td>3957</td>\n",
       "      <td>3344</td>\n",
       "      <td>29500</td>\n",
       "      <td>...</td>\n",
       "      <td>381.319627</td>\n",
       "      <td>3.645239</td>\n",
       "      <td>223.271073</td>\n",
       "      <td>56.705436</td>\n",
       "      <td>44.890158</td>\n",
       "      <td>2749.524322</td>\n",
       "      <td>698.312471</td>\n",
       "      <td>4.194274</td>\n",
       "      <td>256.899508</td>\n",
       "      <td>65.246242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q3</th>\n",
       "      <td>21637</td>\n",
       "      <td>2269</td>\n",
       "      <td>4692</td>\n",
       "      <td>1745</td>\n",
       "      <td>1086</td>\n",
       "      <td>477</td>\n",
       "      <td>3743</td>\n",
       "      <td>4140</td>\n",
       "      <td>3485</td>\n",
       "      <td>29621</td>\n",
       "      <td>...</td>\n",
       "      <td>379.730675</td>\n",
       "      <td>3.686132</td>\n",
       "      <td>224.653418</td>\n",
       "      <td>57.068024</td>\n",
       "      <td>44.866418</td>\n",
       "      <td>2734.409530</td>\n",
       "      <td>694.613729</td>\n",
       "      <td>4.189490</td>\n",
       "      <td>255.330868</td>\n",
       "      <td>64.860923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y16Q4</th>\n",
       "      <td>22140</td>\n",
       "      <td>2311</td>\n",
       "      <td>4751</td>\n",
       "      <td>1794</td>\n",
       "      <td>1138</td>\n",
       "      <td>495</td>\n",
       "      <td>3808</td>\n",
       "      <td>4261</td>\n",
       "      <td>3582</td>\n",
       "      <td>30238</td>\n",
       "      <td>...</td>\n",
       "      <td>380.879598</td>\n",
       "      <td>3.681413</td>\n",
       "      <td>224.704562</td>\n",
       "      <td>57.226850</td>\n",
       "      <td>44.906528</td>\n",
       "      <td>2740.986134</td>\n",
       "      <td>698.063278</td>\n",
       "      <td>4.203330</td>\n",
       "      <td>256.561111</td>\n",
       "      <td>65.339948</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180 rows × 102 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         HH  I125   I30  I150  I200  I250   I50   I75  I100  \\\n",
       "GEOGRAPHY_ID QUARTER                                                          \n",
       "91902        Y14Q4     6373   751   896   538   616   785   790  1067   930   \n",
       "             Y15Q1     6382   757   887   543   623   792   786  1059   935   \n",
       "             Y15Q2     6404   764   881   548   630   803   783  1053   942   \n",
       "             Y15Q3     6419   765   883   550   631   806   785  1057   942   \n",
       "             Y15Q4     6429   766   885   550   631   807   789  1060   941   \n",
       "             Y16Q1     6449   694   756   653   794   834   741  1048   929   \n",
       "             Y16Q2     6446   700   741   659   804   844   727  1036   935   \n",
       "             Y16Q3     6465   701   714   694   796   844   691  1064   961   \n",
       "             Y16Q4     6409   690   713   677   793   841   691  1058   946   \n",
       "91910        Y14Q4    27607  2685  7444  1401  1620   679  5305  4733  3740   \n",
       "             Y15Q1    27706  2721  7434  1418  1640   688  5300  4723  3782   \n",
       "             Y15Q2    27909  2761  7461  1440  1667   700  5310  4724  3846   \n",
       "             Y15Q3    27905  2762  7461  1439  1666   699  5308  4725  3845   \n",
       "             Y15Q4    27884  2751  7454  1438  1667   700  5309  4723  3842   \n",
       "             Y16Q1    27926  2514  7185  1699  1620   747  5394  4595  4172   \n",
       "             Y16Q2    28287  2570  7249  1740  1653   761  5433  4631  4250   \n",
       "             Y16Q3    28238  2587  7008  1844  1641   765  5139  4848  4406   \n",
       "             Y16Q4    28317  2596  7032  1846  1643   767  5151  4865  4417   \n",
       "91911        Y14Q4    26021  1983  7497  1296  1163   589  5509  4597  3387   \n",
       "             Y15Q1    26079  2009  7469  1315  1177   597  5496  4581  3435   \n",
       "             Y15Q2    26314  2047  7504  1337  1205   609  5514  4601  3497   \n",
       "             Y15Q3    26337  2049  7507  1338  1203   611  5522  4606  3501   \n",
       "             Y15Q4    26335  2046  7504  1339  1205   610  5526  4607  3498   \n",
       "             Y16Q1    26821  2221  7486  1249  1205   624  5621  4579  3836   \n",
       "             Y16Q2    27109  2270  7524  1279  1233   638  5649  4597  3919   \n",
       "             Y16Q3    27130  2296  7326  1367  1237   650  5317  4838  4099   \n",
       "             Y16Q4    26776  2267  7299  1330  1197   636  5273  4752  4022   \n",
       "91913        Y14Q4    13206  2206  1512  1337  1441   684  1692  2137  2197   \n",
       "             Y15Q1    13244  2229  1497  1351  1456   694  1679  2123  2215   \n",
       "             Y15Q2    13417  2272  1503  1376  1484   706  1686  2129  2261   \n",
       "...                     ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "92082        Y16Q2     6034   693  1141   501   745   517   791   777   869   \n",
       "             Y16Q3     6068   704  1083   536   748   529   737   818   913   \n",
       "             Y16Q4     6076   705  1087   536   747   529   739   821   912   \n",
       "92121        Y14Q4     1959   198   318   176   303   312   159   218   275   \n",
       "             Y15Q1     2021   205   318   183   319   332   156   220   288   \n",
       "             Y15Q2     2109   215   321   195   340   355   158   222   303   \n",
       "             Y15Q3     2106   214   321   194   339   354   159   222   303   \n",
       "             Y15Q4     2112   215   321   196   341   355   158   223   303   \n",
       "             Y16Q1     2114   226   254   233   332   389   153   222   305   \n",
       "             Y16Q2     2064   222   245   227   328   382   146   214   300   \n",
       "             Y16Q3     2021   218   222   232   312   371   143   220   303   \n",
       "             Y16Q4     2026   219   222   232   314   372   144   220   303   \n",
       "92126        Y14Q4    24433  3377  3070  2153  2219  1205  3603  4426  4380   \n",
       "             Y15Q1    24479  3407  3046  2179  2246  1218  3580  4388  4415   \n",
       "             Y15Q2    24737  3470  3051  2226  2286  1245  3581  4403  4475   \n",
       "             Y15Q3    24798  3479  3059  2230  2289  1246  3592  4416  4487   \n",
       "             Y15Q4    24802  3476  3060  2234  2297  1245  3593  4414  4483   \n",
       "             Y16Q1    24836  3626  2831  2739  2581  1663  3200  3997  4199   \n",
       "             Y16Q2    24222  3564  2719  2696  2553  1652  3071  3846  4121   \n",
       "             Y16Q3    24339  3583  2561  2847  2541  1661  2880  3996  4270   \n",
       "             Y16Q4    24431  3599  2571  2860  2547  1668  2895  4013  4278   \n",
       "92154        Y14Q4    22026  1978  5300  1243  1068   427  4408  4632  2970   \n",
       "             Y15Q1    22076  2005  5272  1263  1083   434  4388  4624  3007   \n",
       "             Y15Q2    22257  2045  5280  1286  1108   442  4396  4636  3064   \n",
       "             Y15Q3    22355  2054  5293  1292  1114   444  4422  4654  3082   \n",
       "             Y15Q4    22342  2054  5285  1292  1112   445  4417  4655  3082   \n",
       "             Y16Q1    21946  2242  5019  1651  1088   470  4051  4060  3365   \n",
       "             Y16Q2    21544  2236  4871  1641  1083   470  3942  3957  3344   \n",
       "             Y16Q3    21637  2269  4692  1745  1086   477  3743  4140  3485   \n",
       "             Y16Q4    22140  2311  4751  1794  1138   495  3808  4261  3582   \n",
       "\n",
       "                        P25     ...      N_rate_Pop  Alcohol_exp_rate  \\\n",
       "GEOGRAPHY_ID QUARTER            ...                                     \n",
       "91902        Y14Q4     5628     ...      466.101948          3.620222   \n",
       "             Y15Q1     5641     ...      465.659150          3.612432   \n",
       "             Y15Q2     5682     ...      464.652158          3.620465   \n",
       "             Y15Q3     5698     ...      464.890703          3.622949   \n",
       "             Y15Q4     5657     ...      464.343905          3.620927   \n",
       "             Y16Q1     5671     ...      468.320284          3.617263   \n",
       "             Y16Q2     5642     ...      468.681715          3.622283   \n",
       "             Y16Q3     5656     ...      466.362940          3.688176   \n",
       "             Y16Q4     5617     ...      465.825118          3.689654   \n",
       "91910        Y14Q4    27094     ...      427.762683          3.701828   \n",
       "             Y15Q1    27181     ...      427.287200          3.698220   \n",
       "             Y15Q2    27346     ...      427.080110          3.704648   \n",
       "             Y15Q3    27312     ...      427.225100          3.709543   \n",
       "             Y15Q4    26959     ...      427.235363          3.708622   \n",
       "             Y16Q1    27000     ...      428.106013          3.685717   \n",
       "             Y16Q2    27215     ...      428.353014          3.689761   \n",
       "             Y16Q3    27162     ...      426.495450          3.735916   \n",
       "             Y16Q4    27208     ...      426.637062          3.736721   \n",
       "91911        Y14Q4    31923     ...      402.466085          3.680434   \n",
       "             Y15Q1    31984     ...      401.934281          3.677101   \n",
       "             Y15Q2    32278     ...      401.669691          3.682286   \n",
       "             Y15Q3    32243     ...      401.779883          3.688109   \n",
       "             Y15Q4    31794     ...      401.771287          3.690183   \n",
       "             Y16Q1    32356     ...      402.857626          3.662591   \n",
       "             Y16Q2    32603     ...      403.042886          3.667300   \n",
       "             Y16Q3    32575     ...      401.352596          3.706593   \n",
       "             Y16Q4    32157     ...      400.544449          3.711833   \n",
       "91913        Y14Q4    16880     ...      435.515035          3.411545   \n",
       "             Y15Q1    16924     ...      435.112169          3.406547   \n",
       "             Y15Q2    17136     ...      434.864131          3.413616   \n",
       "...                     ...     ...             ...               ...   \n",
       "92082        Y16Q2     5756     ...      455.455817          3.662269   \n",
       "             Y16Q3     5786     ...      453.719091          3.730614   \n",
       "             Y16Q4     5799     ...      453.453362          3.730647   \n",
       "92121        Y14Q4     1478     ...      506.153674          3.727795   \n",
       "             Y15Q1     1528     ...      505.738994          3.718098   \n",
       "             Y15Q2     1597     ...      505.503747          3.723722   \n",
       "             Y15Q3     1593     ...      505.891141          3.722628   \n",
       "             Y15Q4     1578     ...      506.240890          3.703780   \n",
       "             Y16Q1     1581     ...      510.564447          3.656881   \n",
       "             Y16Q2     1542     ...      510.899027          3.656070   \n",
       "             Y16Q3     1505     ...      508.093823          3.715497   \n",
       "             Y16Q4     1512     ...      508.003509          3.715607   \n",
       "92126        Y14Q4    23146     ...      454.929204          3.359868   \n",
       "             Y15Q1    23198     ...      454.374955          3.355891   \n",
       "             Y15Q2    23497     ...      453.938573          3.362947   \n",
       "             Y15Q3    23547     ...      454.026304          3.363218   \n",
       "             Y15Q4    23349     ...      454.277004          3.354035   \n",
       "             Y16Q1    23397     ...      458.735191          3.342152   \n",
       "             Y16Q2    22748     ...      459.197582          3.342624   \n",
       "             Y16Q3    22833     ...      457.066031          3.392678   \n",
       "             Y16Q4    22942     ...      456.829008          3.393228   \n",
       "92154        Y14Q4    30562     ...      380.181456          3.656508   \n",
       "             Y15Q1    30649     ...      379.621544          3.653618   \n",
       "             Y15Q2    30935     ...      379.241191          3.662104   \n",
       "             Y15Q3    31072     ...      379.346217          3.667942   \n",
       "             Y15Q4    30556     ...      379.468693          3.671111   \n",
       "             Y16Q1    30136     ...      381.257531          3.637515   \n",
       "             Y16Q2    29500     ...      381.319627          3.645239   \n",
       "             Y16Q3    29621     ...      379.730675          3.686132   \n",
       "             Y16Q4    30238     ...      380.879598          3.681413   \n",
       "\n",
       "                      Alcohol_rate_HH  Alcohol_rate_Pop  EO_exp_rate  \\\n",
       "GEOGRAPHY_ID QUARTER                                                   \n",
       "91902        Y14Q4         242.542915         82.504724    48.034709   \n",
       "             Y15Q1         241.768254         82.251986    48.000884   \n",
       "             Y15Q2         242.401780         82.199682    48.051466   \n",
       "             Y15Q3         242.468297         82.258020    48.061082   \n",
       "             Y15Q4         242.208275         82.171873    48.099822   \n",
       "             Y16Q1         246.976741         83.807051    48.119224   \n",
       "             Y16Q2         247.859758         84.067561    48.158999   \n",
       "             Y16Q3         249.867285         84.797480    48.031718   \n",
       "             Y16Q4         249.756124         84.750728    48.034876   \n",
       "91910        Y14Q4         202.086210         70.267948    47.531782   \n",
       "             Y15Q1         201.602433         70.143499    47.506754   \n",
       "             Y15Q2         201.828872         70.276999    47.564141   \n",
       "             Y15Q3         202.010930         70.385633    47.587849   \n",
       "             Y15Q4         201.909877         70.402088    47.615541   \n",
       "             Y16Q1         200.759651         70.031153    47.555587   \n",
       "             Y16Q2         200.990915         70.166239    47.580743   \n",
       "             Y16Q3         202.387386         70.667413    47.543300   \n",
       "             Y16Q4         202.350108         70.720891    47.549931   \n",
       "91911        Y14Q4         205.096576         61.616824    45.621007   \n",
       "             Y15Q1         204.640324         61.520900    45.610545   \n",
       "             Y15Q2         204.918636         61.610688    45.659733   \n",
       "             Y15Q3         205.190417         61.726576    45.682907   \n",
       "             Y15Q4         205.238048         61.775025    45.706732   \n",
       "             Y16Q1         203.775139         61.348236    45.657352   \n",
       "             Y16Q2         204.205319         61.489098    45.689856   \n",
       "             Y16Q3         205.313970         61.866696    45.688777   \n",
       "             Y16Q4         205.006573         61.817338    45.682783   \n",
       "91913        Y14Q4         230.066031         68.897728    48.622138   \n",
       "             Y15Q1         229.463380         68.754395    48.595988   \n",
       "             Y15Q2         229.748304         68.884958    48.655097   \n",
       "...                               ...               ...          ...   \n",
       "92082        Y16Q2         240.703845         79.370840    46.667680   \n",
       "             Y16Q3         244.199572         80.528395    46.585956   \n",
       "             Y16Q4         244.078506         80.472136    46.584371   \n",
       "92121        Y14Q4         255.602859        101.918583    51.615752   \n",
       "             Y15Q1         256.344879        101.822524    51.562171   \n",
       "             Y15Q2         258.165955        101.999251    51.596171   \n",
       "             Y15Q3         257.823362        101.909910    51.609175   \n",
       "             Y15Q4         256.932765        101.409456    51.573951   \n",
       "             Y16Q1         258.781930        102.045327    51.740178   \n",
       "             Y16Q2         258.886628        101.993128    51.764249   \n",
       "             Y16Q3         259.292924        102.429828    51.734007   \n",
       "             Y16Q4         259.350938        102.425926    51.734924   \n",
       "92126        Y14Q4         214.063275         69.614513    48.586671   \n",
       "             Y15Q1         213.612607         69.460063    48.549740   \n",
       "             Y15Q2         214.330840         69.514908    48.573069   \n",
       "             Y15Q3         214.259900         69.463805    48.583888   \n",
       "             Y15Q4         213.784654         69.271099    48.556528   \n",
       "             Y16Q1         218.695764         70.807843    48.792141   \n",
       "             Y16Q2         219.175089         70.921902    48.831479   \n",
       "             Y16Q3         220.720860         71.431183    48.746985   \n",
       "             Y16Q4         220.809218         71.395730    48.736810   \n",
       "92154        Y14Q4         219.496005         56.257057    44.652014   \n",
       "             Y15Q1         219.159676         56.159826    44.633760   \n",
       "             Y15Q2         220.133082         56.218540    44.635601   \n",
       "             Y15Q3         220.519973         56.322967    44.656782   \n",
       "             Y15Q4         220.794781         56.375176    44.655649   \n",
       "             Y16Q1         222.205596         56.544653    44.867696   \n",
       "             Y16Q2         223.271073         56.705436    44.890158   \n",
       "             Y16Q3         224.653418         57.068024    44.866418   \n",
       "             Y16Q4         224.704562         57.226850    44.906528   \n",
       "\n",
       "                       EO_rate_HH  EO_rate_Pop  S_exp_rate   S_rate_HH  \\\n",
       "GEOGRAPHY_ID QUARTER                                                     \n",
       "91902        Y14Q4    3218.166641  1094.709154    7.568730  507.079868   \n",
       "             Y15Q1    3212.541836  1092.938963    7.593381  508.200094   \n",
       "             Y15Q2    3217.200500  1090.969129    7.495937  501.877108   \n",
       "             Y15Q3    3216.520019  1091.213044    7.489150  501.216389   \n",
       "             Y15Q4    3217.456370  1091.558153    7.491282  501.101104   \n",
       "             Y16Q1    3285.447976  1114.856827    7.944757  542.446116   \n",
       "             Y16Q2    3295.346882  1117.695659    7.948194  543.866274   \n",
       "             Y16Q3    3254.062490  1104.331444    7.876596  533.625213   \n",
       "             Y16Q4    3251.525979  1103.353100    7.881924  533.534873   \n",
       "91910        Y14Q4    2594.804108   902.246423    4.806167  262.373094   \n",
       "             Y15Q1    2589.753086   901.052341    4.828316  263.207753   \n",
       "             Y15Q2    2591.289727   902.289463    4.777554  260.280662   \n",
       "             Y15Q3    2591.495574   902.941528    4.768074  259.655438   \n",
       "             Y15Q4    2592.350811   903.902839    4.769570  259.671496   \n",
       "             Y16Q1    2590.335028   903.588688    4.796805  261.280169   \n",
       "             Y16Q2    2591.847209   904.817865    4.789824  260.914201   \n",
       "             Y16Q3    2575.583965   899.314225    4.779265  258.909236   \n",
       "             Y16Q4    2574.913939   899.926415    4.781023  258.900978   \n",
       "91911        Y14Q4    2542.285193   763.774526    4.106383  228.833096   \n",
       "             Y15Q1    2538.346601   763.101639    4.129366  229.810039   \n",
       "             Y15Q2    2540.956753   763.962203    4.091576  227.695523   \n",
       "             Y15Q3    2541.598815   764.578556    4.083799  227.204883   \n",
       "             Y15Q4    2542.085210   765.147484    4.080842  226.965445   \n",
       "             Y16Q1    2540.232654   764.758612    4.061209  225.953022   \n",
       "             Y16Q2    2544.136634   766.075376    4.057222  225.917260   \n",
       "             Y16Q3    2530.772908   762.590870    4.045301  224.075562   \n",
       "             Y16Q4    2523.085151   760.806865    4.033918  222.795488   \n",
       "91913        Y14Q4    3278.955020   981.946574    6.134603  413.702257   \n",
       "             Y15Q1    3273.402899   980.813737    6.160816  414.989656   \n",
       "             Y15Q2    3274.658493   981.834075    6.094554  410.184840   \n",
       "...                           ...          ...         ...         ...   \n",
       "92082        Y16Q2    3067.248757  1011.409312    7.088221  465.875704   \n",
       "             Y16Q3    3049.436223  1005.596381    7.138797  467.293342   \n",
       "             Y16Q4    3047.793943  1004.850833    7.136451  466.904049   \n",
       "92121        Y14Q4    3539.125574  1411.184002    8.213945  563.203675   \n",
       "             Y15Q1    3554.962395  1412.063483    8.314376  573.236022   \n",
       "             Y15Q2    3577.166430  1413.309105    8.259210  572.611664   \n",
       "             Y15Q3    3574.370370  1412.842342    8.247830  571.231719   \n",
       "             Y15Q4    3577.706439  1412.094188    8.263513  573.243371   \n",
       "             Y16Q1    3661.432829  1443.810670    8.476411  599.839640   \n",
       "             Y16Q2    3665.430717  1444.063562    8.448970  598.272287   \n",
       "             Y16Q3    3610.354280  1426.216966    8.243875  575.314201   \n",
       "             Y16Q4    3611.119941  1426.146004    8.246653  575.619941   \n",
       "92126        Y14Q4    3095.544755  1006.687586    5.897387  375.733189   \n",
       "             Y15Q1    3090.337718  1004.880076    5.922439  376.981127   \n",
       "             Y15Q2    3095.709019  1004.045549    5.862052  373.606339   \n",
       "             Y15Q3    3095.124647  1003.450182    5.852143  372.821397   \n",
       "             Y15Q4    3094.971051  1002.841137    5.857622  373.362148   \n",
       "             Y16Q1    3192.743356  1033.724957    6.210489  406.387140   \n",
       "             Y16Q2    3201.868756  1036.078619    6.214070  407.455165   \n",
       "             Y16Q3    3171.381199  1026.343917    6.154765  400.416656   \n",
       "             Y16Q4    3171.475052  1025.454373    6.156251  400.608858   \n",
       "92154        Y14Q4    2680.409289   686.991727    4.084915  245.212749   \n",
       "             Y15Q1    2677.324425   686.066326    4.107730  246.399257   \n",
       "             Y15Q2    2683.094667   685.220342    4.067521  244.503123   \n",
       "             Y15Q3    2684.806128   685.725853    4.060121  244.098144   \n",
       "             Y15Q4    2685.763316   685.751620    4.057575  244.038224   \n",
       "             Y16Q1    2740.841702   697.461933    4.190662  255.995762   \n",
       "             Y16Q2    2749.524322   698.312471    4.194274  256.899508   \n",
       "             Y16Q3    2734.409530   694.613729    4.189490  255.330868   \n",
       "             Y16Q4    2740.986134   698.063278    4.203330  256.561111   \n",
       "\n",
       "                      S_rate_Pop  \n",
       "GEOGRAPHY_ID QUARTER              \n",
       "91902        Y14Q4    172.491060  \n",
       "             Y15Q1    172.894771  \n",
       "             Y15Q2    170.189092  \n",
       "             Y15Q3    170.039004  \n",
       "             Y15Q4    170.004169  \n",
       "             Y16Q1    184.069192  \n",
       "             Y16Q2    184.465246  \n",
       "             Y16Q3    181.096430  \n",
       "             Y16Q4    181.046487  \n",
       "91910        Y14Q4     91.230465  \n",
       "             Y15Q1     91.577828  \n",
       "             Y15Q2     90.629966  \n",
       "             Y15Q3     90.470414  \n",
       "             Y15Q4     90.542453  \n",
       "             Y16Q1     91.142575  \n",
       "             Y16Q2     91.085551  \n",
       "             Y16Q3     90.403094  \n",
       "             Y16Q4     90.485288  \n",
       "91911        Y14Q4     68.747948  \n",
       "             Y15Q1     69.087656  \n",
       "             Y15Q2     68.458770  \n",
       "             Y15Q3     68.349096  \n",
       "             Y15Q4     68.314799  \n",
       "             Y16Q1     68.025076  \n",
       "             Y16Q2     68.026869  \n",
       "             Y16Q3     67.520076  \n",
       "             Y16Q4     67.181378  \n",
       "91913        Y14Q4    123.891152  \n",
       "             Y15Q1    124.343861  \n",
       "             Y15Q2    122.984871  \n",
       "...                          ...  \n",
       "92082        Y16Q2    153.620089  \n",
       "             Y16Q3    154.096843  \n",
       "             Y16Q4    153.937219  \n",
       "92121        Y14Q4    224.570731  \n",
       "             Y15Q1    227.694575  \n",
       "             Y15Q2    226.234170  \n",
       "             Y15Q3    225.790916  \n",
       "             Y15Q4    226.254906  \n",
       "             Y16Q1    236.534415  \n",
       "             Y16Q2    235.700324  \n",
       "             Y16Q3    227.269351  \n",
       "             Y16Q4    227.330604  \n",
       "92126        Y14Q4    122.190427  \n",
       "             Y15Q1    122.582338  \n",
       "             Y15Q2    121.173463  \n",
       "             Y15Q3    120.869994  \n",
       "             Y15Q4    120.977843  \n",
       "             Y16Q1    131.577293  \n",
       "             Y16Q2    131.846623  \n",
       "             Y16Q3    129.585557  \n",
       "             Y16Q4    129.531558  \n",
       "92154        Y14Q4     62.848286  \n",
       "             Y15Q1     63.139988  \n",
       "             Y15Q2     62.442267  \n",
       "             Y15Q3     62.345063  \n",
       "             Y15Q4     62.309887  \n",
       "             Y16Q1     65.143236  \n",
       "             Y16Q2     65.246242  \n",
       "             Y16Q3     64.860923  \n",
       "             Y16Q4     65.339948  \n",
       "\n",
       "[180 rows x 102 columns]"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_data_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "final_data_df=final_data_df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "final_data_df.to_csv('exp_n_demo.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/bhatnagarakshit10/Documents/San Diego Hackathon\r\n"
     ]
    }
   ],
   "source": [
    "!pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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