models.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dset1=pd.read_excel('final4.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MicroMarket</th>\n",
       "      <th>cl_pincode</th>\n",
       "      <th>index</th>\n",
       "      <th>open_stock_units</th>\n",
       "      <th>open_stock_mnsqft</th>\n",
       "      <th>overhang</th>\n",
       "      <th>New Launch Wt Average Price (/Sqft)</th>\n",
       "      <th>Wt. Average Price Absorbed unit (INR/Sft)</th>\n",
       "      <th>Wt. Average Price Available unit (INR/Sft)</th>\n",
       "      <th>New Launch Absorption in Units</th>\n",
       "      <th>...</th>\n",
       "      <th>christian</th>\n",
       "      <th>hindu</th>\n",
       "      <th>jain</th>\n",
       "      <th>muslim</th>\n",
       "      <th>sikh</th>\n",
       "      <th>rural</th>\n",
       "      <th>semi_urban</th>\n",
       "      <th>urban</th>\n",
       "      <th>Total Absorption in units</th>\n",
       "      <th>Total Absorption in Mn Sqft</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24</td>\n",
       "      <td>15900.00</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>345</td>\n",
       "      <td>1.22</td>\n",
       "      <td>85</td>\n",
       "      <td>15900.00</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016Q1</td>\n",
       "      <td>82</td>\n",
       "      <td>0.21</td>\n",
       "      <td>34</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016Q2</td>\n",
       "      <td>112</td>\n",
       "      <td>0.28</td>\n",
       "      <td>49</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016Q3</td>\n",
       "      <td>103</td>\n",
       "      <td>0.27</td>\n",
       "      <td>55</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016Q4</td>\n",
       "      <td>97</td>\n",
       "      <td>0.24</td>\n",
       "      <td>57</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017Q1</td>\n",
       "      <td>96</td>\n",
       "      <td>0.24</td>\n",
       "      <td>81</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>21333.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017Q2</td>\n",
       "      <td>93</td>\n",
       "      <td>0.24</td>\n",
       "      <td>92</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017Q3</td>\n",
       "      <td>90</td>\n",
       "      <td>0.24</td>\n",
       "      <td>89</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017Q4</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>87</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018Q1</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>87</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018Q2</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>86</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018Q3</td>\n",
       "      <td>82</td>\n",
       "      <td>0.21</td>\n",
       "      <td>80</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018Q4</td>\n",
       "      <td>75</td>\n",
       "      <td>0.19</td>\n",
       "      <td>72</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q1</td>\n",
       "      <td>68</td>\n",
       "      <td>0.18</td>\n",
       "      <td>63</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q2</td>\n",
       "      <td>57</td>\n",
       "      <td>0.15</td>\n",
       "      <td>48</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q3</td>\n",
       "      <td>49</td>\n",
       "      <td>0.12</td>\n",
       "      <td>44</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q4</td>\n",
       "      <td>44</td>\n",
       "      <td>0.12</td>\n",
       "      <td>39</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.12</td>\n",
       "      <td>38</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>20666.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012Q2</td>\n",
       "      <td>71</td>\n",
       "      <td>0.12</td>\n",
       "      <td>45</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012Q3</td>\n",
       "      <td>66</td>\n",
       "      <td>0.09</td>\n",
       "      <td>65</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012Q4</td>\n",
       "      <td>62</td>\n",
       "      <td>0.09</td>\n",
       "      <td>61</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013Q1</td>\n",
       "      <td>54</td>\n",
       "      <td>0.09</td>\n",
       "      <td>39</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013Q2</td>\n",
       "      <td>46</td>\n",
       "      <td>0.07</td>\n",
       "      <td>34</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013Q3</td>\n",
       "      <td>42</td>\n",
       "      <td>0.06</td>\n",
       "      <td>32</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013Q4</td>\n",
       "      <td>38</td>\n",
       "      <td>0.06</td>\n",
       "      <td>23</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014Q1</td>\n",
       "      <td>22</td>\n",
       "      <td>0.03</td>\n",
       "      <td>12</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014Q2</td>\n",
       "      <td>13</td>\n",
       "      <td>0.02</td>\n",
       "      <td>7</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014Q3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014Q4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8436</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2012Q4</td>\n",
       "      <td>353</td>\n",
       "      <td>0.39</td>\n",
       "      <td>34</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4917.333333</td>\n",
       "      <td>4822.000000</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8437</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013Q1</td>\n",
       "      <td>307</td>\n",
       "      <td>0.33</td>\n",
       "      <td>28</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4954.000000</td>\n",
       "      <td>4832.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8438</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013Q2</td>\n",
       "      <td>323</td>\n",
       "      <td>0.33</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4243.000000</td>\n",
       "      <td>4620.333333</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8439</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013Q3</td>\n",
       "      <td>318</td>\n",
       "      <td>0.32</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4591.666667</td>\n",
       "      <td>4670.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8440</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013Q4</td>\n",
       "      <td>286</td>\n",
       "      <td>0.28</td>\n",
       "      <td>50</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4432.666667</td>\n",
       "      <td>4710.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8441</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014Q1</td>\n",
       "      <td>262</td>\n",
       "      <td>0.26</td>\n",
       "      <td>73</td>\n",
       "      <td>4843.77</td>\n",
       "      <td>4610.000000</td>\n",
       "      <td>4721.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8442</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014Q2</td>\n",
       "      <td>362</td>\n",
       "      <td>0.37</td>\n",
       "      <td>114</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4651.333333</td>\n",
       "      <td>4716.666667</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8443</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014Q3</td>\n",
       "      <td>843</td>\n",
       "      <td>0.81</td>\n",
       "      <td>94</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4519.333333</td>\n",
       "      <td>4595.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>56</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8444</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014Q4</td>\n",
       "      <td>694</td>\n",
       "      <td>0.67</td>\n",
       "      <td>58</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4605.666667</td>\n",
       "      <td>4632.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8445</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015Q1</td>\n",
       "      <td>592</td>\n",
       "      <td>0.57</td>\n",
       "      <td>43</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4582.000000</td>\n",
       "      <td>4661.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8446</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015Q2</td>\n",
       "      <td>583</td>\n",
       "      <td>0.59</td>\n",
       "      <td>44</td>\n",
       "      <td>4800.00</td>\n",
       "      <td>4723.666667</td>\n",
       "      <td>4707.666667</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8447</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015Q3</td>\n",
       "      <td>606</td>\n",
       "      <td>0.63</td>\n",
       "      <td>52</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>4871.666667</td>\n",
       "      <td>4817.666667</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8448</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015Q4</td>\n",
       "      <td>687</td>\n",
       "      <td>0.85</td>\n",
       "      <td>55</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>5202.333333</td>\n",
       "      <td>4994.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8449</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016Q1</td>\n",
       "      <td>1434</td>\n",
       "      <td>1.74</td>\n",
       "      <td>110</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5082.666667</td>\n",
       "      <td>5043.000000</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>101</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8450</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016Q2</td>\n",
       "      <td>1659</td>\n",
       "      <td>1.97</td>\n",
       "      <td>80</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5221.666667</td>\n",
       "      <td>5007.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8451</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016Q3</td>\n",
       "      <td>1431</td>\n",
       "      <td>1.69</td>\n",
       "      <td>60</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5034.666667</td>\n",
       "      <td>5021.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8452</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016Q4</td>\n",
       "      <td>1216</td>\n",
       "      <td>1.44</td>\n",
       "      <td>49</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4964.333333</td>\n",
       "      <td>5029.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8453</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017Q1</td>\n",
       "      <td>1110</td>\n",
       "      <td>1.32</td>\n",
       "      <td>53</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4837.000000</td>\n",
       "      <td>5056.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8454</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017Q2</td>\n",
       "      <td>1013</td>\n",
       "      <td>1.22</td>\n",
       "      <td>57</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4696.333333</td>\n",
       "      <td>5126.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8455</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017Q3</td>\n",
       "      <td>949</td>\n",
       "      <td>1.19</td>\n",
       "      <td>74</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5251.333333</td>\n",
       "      <td>5311.333333</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017Q4</td>\n",
       "      <td>923</td>\n",
       "      <td>1.22</td>\n",
       "      <td>78</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.333333</td>\n",
       "      <td>5401.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8457</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018Q1</td>\n",
       "      <td>918</td>\n",
       "      <td>1.20</td>\n",
       "      <td>70</td>\n",
       "      <td>5628.00</td>\n",
       "      <td>5260.000000</td>\n",
       "      <td>5381.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8458</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018Q2</td>\n",
       "      <td>999</td>\n",
       "      <td>1.27</td>\n",
       "      <td>64</td>\n",
       "      <td>4600.00</td>\n",
       "      <td>4920.666667</td>\n",
       "      <td>5293.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8459</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018Q3</td>\n",
       "      <td>1064</td>\n",
       "      <td>1.35</td>\n",
       "      <td>59</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4865.333333</td>\n",
       "      <td>5252.333333</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8460</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018Q4</td>\n",
       "      <td>1018</td>\n",
       "      <td>1.33</td>\n",
       "      <td>48</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.666667</td>\n",
       "      <td>5419.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>69</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8461</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019Q1</td>\n",
       "      <td>855</td>\n",
       "      <td>1.15</td>\n",
       "      <td>40</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4978.000000</td>\n",
       "      <td>5492.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8462</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019Q2</td>\n",
       "      <td>711</td>\n",
       "      <td>0.99</td>\n",
       "      <td>36</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4812.333333</td>\n",
       "      <td>5577.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8463</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019Q3</td>\n",
       "      <td>631</td>\n",
       "      <td>0.90</td>\n",
       "      <td>37</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4882.333333</td>\n",
       "      <td>5639.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8464</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019Q4</td>\n",
       "      <td>560</td>\n",
       "      <td>0.82</td>\n",
       "      <td>45</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4798.000000</td>\n",
       "      <td>5733.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8465</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>486</td>\n",
       "      <td>0.74</td>\n",
       "      <td>51</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5319.333333</td>\n",
       "      <td>5799.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6565 rows × 258 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MicroMarket  cl_pincode   index  open_stock_units  open_stock_mnsqft  \\\n",
       "49         Alwarpet      600018  2019Q4                 0               0.00   \n",
       "50         Alwarpet      600018  2020Q1               345               1.22   \n",
       "85    Cenotaph Road      600018  2016Q1                82               0.21   \n",
       "86    Cenotaph Road      600018  2016Q2               112               0.28   \n",
       "87    Cenotaph Road      600018  2016Q3               103               0.27   \n",
       "88    Cenotaph Road      600018  2016Q4                97               0.24   \n",
       "89    Cenotaph Road      600018  2017Q1                96               0.24   \n",
       "90    Cenotaph Road      600018  2017Q2                93               0.24   \n",
       "91    Cenotaph Road      600018  2017Q3                90               0.24   \n",
       "92    Cenotaph Road      600018  2017Q4                87               0.21   \n",
       "93    Cenotaph Road      600018  2018Q1                87               0.21   \n",
       "94    Cenotaph Road      600018  2018Q2                87               0.21   \n",
       "95    Cenotaph Road      600018  2018Q3                82               0.21   \n",
       "96    Cenotaph Road      600018  2018Q4                75               0.19   \n",
       "97    Cenotaph Road      600018  2019Q1                68               0.18   \n",
       "98    Cenotaph Road      600018  2019Q2                57               0.15   \n",
       "99    Cenotaph Road      600018  2019Q3                49               0.12   \n",
       "100   Cenotaph Road      600018  2019Q4                44               0.12   \n",
       "101   Cenotaph Road      600018  2020Q1                42               0.12   \n",
       "121       Teynampet      600018  2012Q2                71               0.12   \n",
       "122       Teynampet      600018  2012Q3                66               0.09   \n",
       "123       Teynampet      600018  2012Q4                62               0.09   \n",
       "124       Teynampet      600018  2013Q1                54               0.09   \n",
       "125       Teynampet      600018  2013Q2                46               0.07   \n",
       "126       Teynampet      600018  2013Q3                42               0.06   \n",
       "127       Teynampet      600018  2013Q4                38               0.06   \n",
       "128       Teynampet      600018  2014Q1                22               0.03   \n",
       "129       Teynampet      600018  2014Q2                13               0.02   \n",
       "130       Teynampet      600018  2014Q3                 3               0.00   \n",
       "131       Teynampet      600018  2014Q4                 0               0.00   \n",
       "...             ...         ...     ...               ...                ...   \n",
       "8436     Kolapakkam      600074  2012Q4               353               0.39   \n",
       "8437     Kolapakkam      600074  2013Q1               307               0.33   \n",
       "8438     Kolapakkam      600074  2013Q2               323               0.33   \n",
       "8439     Kolapakkam      600074  2013Q3               318               0.32   \n",
       "8440     Kolapakkam      600074  2013Q4               286               0.28   \n",
       "8441     Kolapakkam      600074  2014Q1               262               0.26   \n",
       "8442     Kolapakkam      600074  2014Q2               362               0.37   \n",
       "8443     Kolapakkam      600074  2014Q3               843               0.81   \n",
       "8444     Kolapakkam      600074  2014Q4               694               0.67   \n",
       "8445     Kolapakkam      600074  2015Q1               592               0.57   \n",
       "8446     Kolapakkam      600074  2015Q2               583               0.59   \n",
       "8447     Kolapakkam      600074  2015Q3               606               0.63   \n",
       "8448     Kolapakkam      600074  2015Q4               687               0.85   \n",
       "8449     Kolapakkam      600074  2016Q1              1434               1.74   \n",
       "8450     Kolapakkam      600074  2016Q2              1659               1.97   \n",
       "8451     Kolapakkam      600074  2016Q3              1431               1.69   \n",
       "8452     Kolapakkam      600074  2016Q4              1216               1.44   \n",
       "8453     Kolapakkam      600074  2017Q1              1110               1.32   \n",
       "8454     Kolapakkam      600074  2017Q2              1013               1.22   \n",
       "8455     Kolapakkam      600074  2017Q3               949               1.19   \n",
       "8456     Kolapakkam      600074  2017Q4               923               1.22   \n",
       "8457     Kolapakkam      600074  2018Q1               918               1.20   \n",
       "8458     Kolapakkam      600074  2018Q2               999               1.27   \n",
       "8459     Kolapakkam      600074  2018Q3              1064               1.35   \n",
       "8460     Kolapakkam      600074  2018Q4              1018               1.33   \n",
       "8461     Kolapakkam      600074  2019Q1               855               1.15   \n",
       "8462     Kolapakkam      600074  2019Q2               711               0.99   \n",
       "8463     Kolapakkam      600074  2019Q3               631               0.90   \n",
       "8464     Kolapakkam      600074  2019Q4               560               0.82   \n",
       "8465     Kolapakkam      600074  2020Q1               486               0.74   \n",
       "\n",
       "      overhang  New Launch Wt Average Price (/Sqft)  \\\n",
       "49          24                             15900.00   \n",
       "50          85                             15900.00   \n",
       "85          34                             20000.00   \n",
       "86          49                             20000.00   \n",
       "87          55                             20000.00   \n",
       "88          57                             20000.00   \n",
       "89          81                             20000.00   \n",
       "90          92                             20000.00   \n",
       "91          89                             20000.00   \n",
       "92          87                             20000.00   \n",
       "93          87                             20000.00   \n",
       "94          86                             20000.00   \n",
       "95          80                             20000.00   \n",
       "96          72                             20000.00   \n",
       "97          63                             20000.00   \n",
       "98          48                             20000.00   \n",
       "99          44                             20000.00   \n",
       "100         39                             20000.00   \n",
       "101         38                             20000.00   \n",
       "121         45                             12000.00   \n",
       "122         65                             12000.00   \n",
       "123         61                             12000.00   \n",
       "124         39                             12000.00   \n",
       "125         34                             12000.00   \n",
       "126         32                             12000.00   \n",
       "127         23                             12000.00   \n",
       "128         12                             12000.00   \n",
       "129          7                             12000.00   \n",
       "130          1                             12000.00   \n",
       "131          0                             12000.00   \n",
       "...        ...                                  ...   \n",
       "8436        34                              5000.00   \n",
       "8437        28                              5000.00   \n",
       "8438        33                              3800.00   \n",
       "8439        33                              3800.00   \n",
       "8440        50                              3800.00   \n",
       "8441        73                              4843.77   \n",
       "8442       114                              4440.00   \n",
       "8443        94                              4440.00   \n",
       "8444        58                              4440.00   \n",
       "8445        43                              4440.00   \n",
       "8446        44                              4800.00   \n",
       "8447        52                              5500.00   \n",
       "8448        55                              5500.00   \n",
       "8449       110                              5074.75   \n",
       "8450        80                              5074.75   \n",
       "8451        60                              5074.75   \n",
       "8452        49                              5074.75   \n",
       "8453        53                              5074.75   \n",
       "8454        57                              5074.75   \n",
       "8455        74                              6440.00   \n",
       "8456        78                              6440.00   \n",
       "8457        70                              5628.00   \n",
       "8458        64                              4600.00   \n",
       "8459        59                              5000.00   \n",
       "8460        48                              6440.00   \n",
       "8461        40                              6440.00   \n",
       "8462        36                              6440.00   \n",
       "8463        37                              6440.00   \n",
       "8464        45                              6440.00   \n",
       "8465        51                              6440.00   \n",
       "\n",
       "      Wt. Average Price Absorbed unit (INR/Sft)  \\\n",
       "49                                 15900.000000   \n",
       "50                                 15900.000000   \n",
       "85                                 20000.000000   \n",
       "86                                 20000.000000   \n",
       "87                                 20000.000000   \n",
       "88                                 20000.000000   \n",
       "89                                 22000.000000   \n",
       "90                                 22000.000000   \n",
       "91                                 22000.000000   \n",
       "92                                 22000.000000   \n",
       "93                                 22000.000000   \n",
       "94                                 22000.000000   \n",
       "95                                 22000.000000   \n",
       "96                                 22000.000000   \n",
       "97                                 22000.000000   \n",
       "98                                 22000.000000   \n",
       "99                                 22000.000000   \n",
       "100                                22000.000000   \n",
       "101                                22000.000000   \n",
       "121                                12000.000000   \n",
       "122                                12000.000000   \n",
       "123                                12000.000000   \n",
       "124                                13000.000000   \n",
       "125                                13000.000000   \n",
       "126                                13000.000000   \n",
       "127                                13000.000000   \n",
       "128                                13000.000000   \n",
       "129                                13000.000000   \n",
       "130                                13000.000000   \n",
       "131                                13000.000000   \n",
       "...                                         ...   \n",
       "8436                                4917.333333   \n",
       "8437                                4954.000000   \n",
       "8438                                4243.000000   \n",
       "8439                                4591.666667   \n",
       "8440                                4432.666667   \n",
       "8441                                4610.000000   \n",
       "8442                                4651.333333   \n",
       "8443                                4519.333333   \n",
       "8444                                4605.666667   \n",
       "8445                                4582.000000   \n",
       "8446                                4723.666667   \n",
       "8447                                4871.666667   \n",
       "8448                                5202.333333   \n",
       "8449                                5082.666667   \n",
       "8450                                5221.666667   \n",
       "8451                                5034.666667   \n",
       "8452                                4964.333333   \n",
       "8453                                4837.000000   \n",
       "8454                                4696.333333   \n",
       "8455                                5251.333333   \n",
       "8456                                5085.333333   \n",
       "8457                                5260.000000   \n",
       "8458                                4920.666667   \n",
       "8459                                4865.333333   \n",
       "8460                                5085.666667   \n",
       "8461                                4978.000000   \n",
       "8462                                4812.333333   \n",
       "8463                                4882.333333   \n",
       "8464                                4798.000000   \n",
       "8465                                5319.333333   \n",
       "\n",
       "      Wt. Average Price Available unit (INR/Sft)  \\\n",
       "49                                  15900.000000   \n",
       "50                                  15900.000000   \n",
       "85                                  20000.000000   \n",
       "86                                  20000.000000   \n",
       "87                                  20000.000000   \n",
       "88                                  20000.000000   \n",
       "89                                  21333.333333   \n",
       "90                                  22000.000000   \n",
       "91                                  22000.000000   \n",
       "92                                  22000.000000   \n",
       "93                                  22000.000000   \n",
       "94                                  22000.000000   \n",
       "95                                  22000.000000   \n",
       "96                                  22000.000000   \n",
       "97                                  22000.000000   \n",
       "98                                  22000.000000   \n",
       "99                                  22000.000000   \n",
       "100                                 22000.000000   \n",
       "101                                 20666.666667   \n",
       "121                                 12000.000000   \n",
       "122                                 12000.000000   \n",
       "123                                 12000.000000   \n",
       "124                                 13000.000000   \n",
       "125                                 13000.000000   \n",
       "126                                 13000.000000   \n",
       "127                                 13000.000000   \n",
       "128                                 13000.000000   \n",
       "129                                 13000.000000   \n",
       "130                                 13000.000000   \n",
       "131                                 13000.000000   \n",
       "...                                          ...   \n",
       "8436                                 4822.000000   \n",
       "8437                                 4832.000000   \n",
       "8438                                 4620.333333   \n",
       "8439                                 4670.000000   \n",
       "8440                                 4710.333333   \n",
       "8441                                 4721.666667   \n",
       "8442                                 4716.666667   \n",
       "8443                                 4595.000000   \n",
       "8444                                 4632.333333   \n",
       "8445                                 4661.333333   \n",
       "8446                                 4707.666667   \n",
       "8447                                 4817.666667   \n",
       "8448                                 4994.000000   \n",
       "8449                                 5043.000000   \n",
       "8450                                 5007.000000   \n",
       "8451                                 5021.000000   \n",
       "8452                                 5029.333333   \n",
       "8453                                 5056.333333   \n",
       "8454                                 5126.333333   \n",
       "8455                                 5311.333333   \n",
       "8456                                 5401.666667   \n",
       "8457                                 5381.666667   \n",
       "8458                                 5293.000000   \n",
       "8459                                 5252.333333   \n",
       "8460                                 5419.333333   \n",
       "8461                                 5492.666667   \n",
       "8462                                 5577.666667   \n",
       "8463                                 5639.666667   \n",
       "8464                                 5733.333333   \n",
       "8465                                 5799.666667   \n",
       "\n",
       "      New Launch Absorption in Units  ...  christian  hindu  jain  muslim  \\\n",
       "49                                 5  ...       0.01   0.97   0.0    0.02   \n",
       "50                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "85                                 5  ...       0.01   0.97   0.0    0.02   \n",
       "86                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "87                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "88                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "89                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "90                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "91                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "92                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "93                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "94                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "95                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "96                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "97                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "98                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "99                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "100                                0  ...       0.01   0.97   0.0    0.02   \n",
       "101                                0  ...       0.01   0.97   0.0    0.02   \n",
       "121                                0  ...       0.01   0.97   0.0    0.02   \n",
       "122                                0  ...       0.01   0.97   0.0    0.02   \n",
       "123                                0  ...       0.01   0.97   0.0    0.02   \n",
       "124                                0  ...       0.01   0.97   0.0    0.02   \n",
       "125                                0  ...       0.01   0.97   0.0    0.02   \n",
       "126                                0  ...       0.01   0.97   0.0    0.02   \n",
       "127                                0  ...       0.01   0.97   0.0    0.02   \n",
       "128                                0  ...       0.01   0.97   0.0    0.02   \n",
       "129                                0  ...       0.01   0.97   0.0    0.02   \n",
       "130                                0  ...       0.01   0.97   0.0    0.02   \n",
       "131                                0  ...       0.01   0.97   0.0    0.02   \n",
       "...                              ...  ...        ...    ...   ...     ...   \n",
       "8436                              25  ...       0.03   0.92   0.0    0.05   \n",
       "8437                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8438                               5  ...       0.03   0.92   0.0    0.05   \n",
       "8439                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8440                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8441                               6  ...       0.03   0.92   0.0    0.05   \n",
       "8442                              24  ...       0.03   0.92   0.0    0.05   \n",
       "8443                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8444                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8445                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8446                              10  ...       0.03   0.92   0.0    0.05   \n",
       "8447                               9  ...       0.03   0.92   0.0    0.05   \n",
       "8448                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8449                              43  ...       0.03   0.92   0.0    0.05   \n",
       "8450                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8451                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8452                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8453                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8454                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8455                               4  ...       0.03   0.92   0.0    0.05   \n",
       "8456                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8457                               6  ...       0.03   0.92   0.0    0.05   \n",
       "8458                               5  ...       0.03   0.92   0.0    0.05   \n",
       "8459                               2  ...       0.03   0.92   0.0    0.05   \n",
       "8460                               1  ...       0.03   0.92   0.0    0.05   \n",
       "8461                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8462                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8463                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8464                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8465                               0  ...       0.03   0.92   0.0    0.05   \n",
       "\n",
       "      sikh  rural  semi_urban  urban  Total Absorption in units  \\\n",
       "49       0      0           0      1                          5   \n",
       "50       0      0           0      1                          8   \n",
       "85       0      0           0      1                          8   \n",
       "86       0      0           0      1                          4   \n",
       "87       0      0           0      1                          2   \n",
       "88       0      0           0      1                          1   \n",
       "89       0      0           0      1                          1   \n",
       "90       0      0           0      1                          1   \n",
       "91       0      0           0      1                          1   \n",
       "92       0      0           0      1                          0   \n",
       "93       0      0           0      1                          0   \n",
       "94       0      0           0      1                          1   \n",
       "95       0      0           0      1                          2   \n",
       "96       0      0           0      1                          3   \n",
       "97       0      0           0      1                          3   \n",
       "98       0      0           0      1                          3   \n",
       "99       0      0           0      1                          2   \n",
       "100      0      0           0      1                          1   \n",
       "101      0      0           0      1                          0   \n",
       "121      0      0           0      1                          2   \n",
       "122      0      0           0      1                          1   \n",
       "123      0      0           0      1                          1   \n",
       "124      0      0           0      1                          4   \n",
       "125      0      0           0      1                          2   \n",
       "126      0      0           0      1                          0   \n",
       "127      0      0           0      1                          5   \n",
       "128      0      0           0      1                          4   \n",
       "129      0      0           0      1                          3   \n",
       "130      0      0           0      1                          2   \n",
       "131      0      0           0      1                          0   \n",
       "...    ...    ...         ...    ...                        ...   \n",
       "8436     0      0           0      1                         63   \n",
       "8437     0      0           0      1                         20   \n",
       "8438     0      0           0      1                         17   \n",
       "8439     0      0           0      1                         12   \n",
       "8440     0      0           0      1                          8   \n",
       "8441     0      0           0      1                         12   \n",
       "8442     0      0           0      1                         39   \n",
       "8443     0      0           0      1                         56   \n",
       "8444     0      0           0      1                         39   \n",
       "8445     0      0           0      1                         26   \n",
       "8446     0      0           0      1                         40   \n",
       "8447     0      0           0      1                         42   \n",
       "8448     0      0           0      1                         33   \n",
       "8449     0      0           0      1                        101   \n",
       "8450     0      0           0      1                         71   \n",
       "8451     0      0           0      1                         80   \n",
       "8452     0      0           0      1                         42   \n",
       "8453     0      0           0      1                         33   \n",
       "8454     0      0           0      1                         37   \n",
       "8455     0      0           0      1                         31   \n",
       "8456     0      0           0      1                         41   \n",
       "8457     0      0           0      1                         76   \n",
       "8458     0      0           0      1                         48   \n",
       "8459     0      0           0      1                         59   \n",
       "8460     0      0           0      1                         69   \n",
       "8461     0      0           0      1                         57   \n",
       "8462     0      0           0      1                         31   \n",
       "8463     0      0           0      1                         22   \n",
       "8464     0      0           0      1                         23   \n",
       "8465     0      0           0      1                         20   \n",
       "\n",
       "      Total Absorption in Mn Sqft  \n",
       "49                           0.02  \n",
       "50                           0.03  \n",
       "85                           0.02  \n",
       "86                           0.01  \n",
       "87                           0.00  \n",
       "88                           0.00  \n",
       "89                           0.00  \n",
       "90                           0.00  \n",
       "91                           0.00  \n",
       "92                           0.00  \n",
       "93                           0.00  \n",
       "94                           0.00  \n",
       "95                           0.00  \n",
       "96                           0.00  \n",
       "97                           0.01  \n",
       "98                           0.00  \n",
       "99                           0.00  \n",
       "100                          0.00  \n",
       "101                          0.00  \n",
       "121                          0.00  \n",
       "122                          0.00  \n",
       "123                          0.00  \n",
       "124                          0.00  \n",
       "125                          0.00  \n",
       "126                          0.00  \n",
       "127                          0.00  \n",
       "128                          0.00  \n",
       "129                          0.00  \n",
       "130                          0.00  \n",
       "131                          0.00  \n",
       "...                           ...  \n",
       "8436                         0.09  \n",
       "8437                         0.03  \n",
       "8438                         0.01  \n",
       "8439                         0.00  \n",
       "8440                         0.00  \n",
       "8441                         0.01  \n",
       "8442                         0.03  \n",
       "8443                         0.06  \n",
       "8444                         0.03  \n",
       "8445                         0.03  \n",
       "8446                         0.04  \n",
       "8447                         0.05  \n",
       "8448                         0.05  \n",
       "8449                         0.13  \n",
       "8450                         0.10  \n",
       "8451                         0.09  \n",
       "8452                         0.05  \n",
       "8453                         0.03  \n",
       "8454                         0.04  \n",
       "8455                         0.04  \n",
       "8456                         0.05  \n",
       "8457                         0.09  \n",
       "8458                         0.05  \n",
       "8459                         0.06  \n",
       "8460                         0.08  \n",
       "8461                         0.06  \n",
       "8462                         0.03  \n",
       "8463                         0.03  \n",
       "8464                         0.03  \n",
       "8465                         0.02  \n",
       "\n",
       "[6565 rows x 258 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dset1 = dset1.dropna(axis=0)\n",
    "\n",
    "dset1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open_stock_units</th>\n",
       "      <th>open_stock_mnsqft</th>\n",
       "      <th>overhang</th>\n",
       "      <th>New Launch Wt Average Price (/Sqft)</th>\n",
       "      <th>Wt. Average Price Absorbed unit (INR/Sft)</th>\n",
       "      <th>Wt. Average Price Available unit (INR/Sft)</th>\n",
       "      <th>New Launch Absorption in Units</th>\n",
       "      <th>New Launch Absorption in Mn Sqft</th>\n",
       "      <th>Unsold in units</th>\n",
       "      <th>Unsold in Mn Sqft</th>\n",
       "      <th>...</th>\n",
       "      <th>traffic_junctions</th>\n",
       "      <th>buddhist</th>\n",
       "      <th>christian</th>\n",
       "      <th>hindu</th>\n",
       "      <th>jain</th>\n",
       "      <th>muslim</th>\n",
       "      <th>sikh</th>\n",
       "      <th>rural</th>\n",
       "      <th>semi_urban</th>\n",
       "      <th>urban</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24</td>\n",
       "      <td>15900.00</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>0.02</td>\n",
       "      <td>119</td>\n",
       "      <td>0.42</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>345</td>\n",
       "      <td>1.22</td>\n",
       "      <td>85</td>\n",
       "      <td>15900.00</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>337</td>\n",
       "      <td>1.19</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>82</td>\n",
       "      <td>0.21</td>\n",
       "      <td>34</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>0.01</td>\n",
       "      <td>121</td>\n",
       "      <td>0.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>112</td>\n",
       "      <td>0.28</td>\n",
       "      <td>49</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>108</td>\n",
       "      <td>0.27</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>103</td>\n",
       "      <td>0.27</td>\n",
       "      <td>55</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>101</td>\n",
       "      <td>0.26</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>97</td>\n",
       "      <td>0.24</td>\n",
       "      <td>57</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>96</td>\n",
       "      <td>0.24</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>96</td>\n",
       "      <td>0.24</td>\n",
       "      <td>81</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>21333.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>95</td>\n",
       "      <td>0.24</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>93</td>\n",
       "      <td>0.24</td>\n",
       "      <td>92</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>92</td>\n",
       "      <td>0.24</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>90</td>\n",
       "      <td>0.24</td>\n",
       "      <td>89</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>89</td>\n",
       "      <td>0.23</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>87</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>87</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>86</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>86</td>\n",
       "      <td>0.21</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>82</td>\n",
       "      <td>0.21</td>\n",
       "      <td>80</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>80</td>\n",
       "      <td>0.21</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>75</td>\n",
       "      <td>0.19</td>\n",
       "      <td>72</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>72</td>\n",
       "      <td>0.18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>68</td>\n",
       "      <td>0.18</td>\n",
       "      <td>63</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>65</td>\n",
       "      <td>0.17</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>57</td>\n",
       "      <td>0.15</td>\n",
       "      <td>48</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>54</td>\n",
       "      <td>0.14</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>49</td>\n",
       "      <td>0.12</td>\n",
       "      <td>44</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47</td>\n",
       "      <td>0.12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>44</td>\n",
       "      <td>0.12</td>\n",
       "      <td>39</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43</td>\n",
       "      <td>0.12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>42</td>\n",
       "      <td>0.12</td>\n",
       "      <td>38</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>20666.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>42</td>\n",
       "      <td>0.12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>71</td>\n",
       "      <td>0.12</td>\n",
       "      <td>45</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>69</td>\n",
       "      <td>0.11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>66</td>\n",
       "      <td>0.09</td>\n",
       "      <td>65</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>65</td>\n",
       "      <td>0.09</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>62</td>\n",
       "      <td>0.09</td>\n",
       "      <td>61</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61</td>\n",
       "      <td>0.09</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>54</td>\n",
       "      <td>0.09</td>\n",
       "      <td>39</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>50</td>\n",
       "      <td>0.09</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>46</td>\n",
       "      <td>0.07</td>\n",
       "      <td>34</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>44</td>\n",
       "      <td>0.06</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>42</td>\n",
       "      <td>0.06</td>\n",
       "      <td>32</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>42</td>\n",
       "      <td>0.06</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>38</td>\n",
       "      <td>0.06</td>\n",
       "      <td>23</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33</td>\n",
       "      <td>0.05</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>22</td>\n",
       "      <td>0.03</td>\n",
       "      <td>12</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18</td>\n",
       "      <td>0.03</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>13</td>\n",
       "      <td>0.02</td>\n",
       "      <td>7</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8436</th>\n",
       "      <td>353</td>\n",
       "      <td>0.39</td>\n",
       "      <td>34</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4917.333333</td>\n",
       "      <td>4822.000000</td>\n",
       "      <td>25</td>\n",
       "      <td>0.03</td>\n",
       "      <td>374</td>\n",
       "      <td>0.42</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8437</th>\n",
       "      <td>307</td>\n",
       "      <td>0.33</td>\n",
       "      <td>28</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4954.000000</td>\n",
       "      <td>4832.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>287</td>\n",
       "      <td>0.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8438</th>\n",
       "      <td>323</td>\n",
       "      <td>0.33</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4243.000000</td>\n",
       "      <td>4620.333333</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>343</td>\n",
       "      <td>0.34</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8439</th>\n",
       "      <td>318</td>\n",
       "      <td>0.32</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4591.666667</td>\n",
       "      <td>4670.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>306</td>\n",
       "      <td>0.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8440</th>\n",
       "      <td>286</td>\n",
       "      <td>0.28</td>\n",
       "      <td>50</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4432.666667</td>\n",
       "      <td>4710.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>278</td>\n",
       "      <td>0.27</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8441</th>\n",
       "      <td>262</td>\n",
       "      <td>0.26</td>\n",
       "      <td>73</td>\n",
       "      <td>4843.77</td>\n",
       "      <td>4610.000000</td>\n",
       "      <td>4721.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>0.01</td>\n",
       "      <td>297</td>\n",
       "      <td>0.30</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8442</th>\n",
       "      <td>362</td>\n",
       "      <td>0.37</td>\n",
       "      <td>114</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4651.333333</td>\n",
       "      <td>4716.666667</td>\n",
       "      <td>24</td>\n",
       "      <td>0.02</td>\n",
       "      <td>539</td>\n",
       "      <td>0.53</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8443</th>\n",
       "      <td>843</td>\n",
       "      <td>0.81</td>\n",
       "      <td>94</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4519.333333</td>\n",
       "      <td>4595.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>787</td>\n",
       "      <td>0.76</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8444</th>\n",
       "      <td>694</td>\n",
       "      <td>0.67</td>\n",
       "      <td>58</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4605.666667</td>\n",
       "      <td>4632.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>655</td>\n",
       "      <td>0.63</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8445</th>\n",
       "      <td>592</td>\n",
       "      <td>0.57</td>\n",
       "      <td>43</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4582.000000</td>\n",
       "      <td>4661.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>566</td>\n",
       "      <td>0.55</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8446</th>\n",
       "      <td>583</td>\n",
       "      <td>0.59</td>\n",
       "      <td>44</td>\n",
       "      <td>4800.00</td>\n",
       "      <td>4723.666667</td>\n",
       "      <td>4707.666667</td>\n",
       "      <td>10</td>\n",
       "      <td>0.01</td>\n",
       "      <td>615</td>\n",
       "      <td>0.63</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8447</th>\n",
       "      <td>606</td>\n",
       "      <td>0.63</td>\n",
       "      <td>52</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>4871.666667</td>\n",
       "      <td>4817.666667</td>\n",
       "      <td>9</td>\n",
       "      <td>0.02</td>\n",
       "      <td>634</td>\n",
       "      <td>0.71</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8448</th>\n",
       "      <td>687</td>\n",
       "      <td>0.85</td>\n",
       "      <td>55</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>5202.333333</td>\n",
       "      <td>4994.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>654</td>\n",
       "      <td>0.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8449</th>\n",
       "      <td>1434</td>\n",
       "      <td>1.74</td>\n",
       "      <td>110</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5082.666667</td>\n",
       "      <td>5043.000000</td>\n",
       "      <td>43</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1800</td>\n",
       "      <td>2.18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8450</th>\n",
       "      <td>1659</td>\n",
       "      <td>1.97</td>\n",
       "      <td>80</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5221.666667</td>\n",
       "      <td>5007.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1588</td>\n",
       "      <td>1.88</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8451</th>\n",
       "      <td>1431</td>\n",
       "      <td>1.69</td>\n",
       "      <td>60</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5034.666667</td>\n",
       "      <td>5021.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1351</td>\n",
       "      <td>1.59</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8452</th>\n",
       "      <td>1216</td>\n",
       "      <td>1.44</td>\n",
       "      <td>49</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4964.333333</td>\n",
       "      <td>5029.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1174</td>\n",
       "      <td>1.39</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8453</th>\n",
       "      <td>1110</td>\n",
       "      <td>1.32</td>\n",
       "      <td>53</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4837.000000</td>\n",
       "      <td>5056.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1077</td>\n",
       "      <td>1.29</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8454</th>\n",
       "      <td>1013</td>\n",
       "      <td>1.22</td>\n",
       "      <td>57</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4696.333333</td>\n",
       "      <td>5126.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>976</td>\n",
       "      <td>1.18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8455</th>\n",
       "      <td>949</td>\n",
       "      <td>1.19</td>\n",
       "      <td>74</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5251.333333</td>\n",
       "      <td>5311.333333</td>\n",
       "      <td>4</td>\n",
       "      <td>0.01</td>\n",
       "      <td>956</td>\n",
       "      <td>1.23</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456</th>\n",
       "      <td>923</td>\n",
       "      <td>1.22</td>\n",
       "      <td>78</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.333333</td>\n",
       "      <td>5401.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>882</td>\n",
       "      <td>1.17</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8457</th>\n",
       "      <td>918</td>\n",
       "      <td>1.20</td>\n",
       "      <td>70</td>\n",
       "      <td>5628.00</td>\n",
       "      <td>5260.000000</td>\n",
       "      <td>5381.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>0.01</td>\n",
       "      <td>988</td>\n",
       "      <td>1.27</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8458</th>\n",
       "      <td>999</td>\n",
       "      <td>1.27</td>\n",
       "      <td>64</td>\n",
       "      <td>4600.00</td>\n",
       "      <td>4920.666667</td>\n",
       "      <td>5293.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1023</td>\n",
       "      <td>1.30</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8459</th>\n",
       "      <td>1064</td>\n",
       "      <td>1.35</td>\n",
       "      <td>59</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4865.333333</td>\n",
       "      <td>5252.333333</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1040</td>\n",
       "      <td>1.32</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8460</th>\n",
       "      <td>1018</td>\n",
       "      <td>1.33</td>\n",
       "      <td>48</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.666667</td>\n",
       "      <td>5419.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>976</td>\n",
       "      <td>1.30</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8461</th>\n",
       "      <td>855</td>\n",
       "      <td>1.15</td>\n",
       "      <td>40</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4978.000000</td>\n",
       "      <td>5492.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>798</td>\n",
       "      <td>1.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8462</th>\n",
       "      <td>711</td>\n",
       "      <td>0.99</td>\n",
       "      <td>36</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4812.333333</td>\n",
       "      <td>5577.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>680</td>\n",
       "      <td>0.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8463</th>\n",
       "      <td>631</td>\n",
       "      <td>0.90</td>\n",
       "      <td>37</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4882.333333</td>\n",
       "      <td>5639.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>609</td>\n",
       "      <td>0.87</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8464</th>\n",
       "      <td>560</td>\n",
       "      <td>0.82</td>\n",
       "      <td>45</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4798.000000</td>\n",
       "      <td>5733.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>537</td>\n",
       "      <td>0.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8465</th>\n",
       "      <td>486</td>\n",
       "      <td>0.74</td>\n",
       "      <td>51</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5319.333333</td>\n",
       "      <td>5799.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>466</td>\n",
       "      <td>0.71</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6565 rows × 253 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      open_stock_units  open_stock_mnsqft  overhang  \\\n",
       "49                   0               0.00        24   \n",
       "50                 345               1.22        85   \n",
       "85                  82               0.21        34   \n",
       "86                 112               0.28        49   \n",
       "87                 103               0.27        55   \n",
       "88                  97               0.24        57   \n",
       "89                  96               0.24        81   \n",
       "90                  93               0.24        92   \n",
       "91                  90               0.24        89   \n",
       "92                  87               0.21        87   \n",
       "93                  87               0.21        87   \n",
       "94                  87               0.21        86   \n",
       "95                  82               0.21        80   \n",
       "96                  75               0.19        72   \n",
       "97                  68               0.18        63   \n",
       "98                  57               0.15        48   \n",
       "99                  49               0.12        44   \n",
       "100                 44               0.12        39   \n",
       "101                 42               0.12        38   \n",
       "121                 71               0.12        45   \n",
       "122                 66               0.09        65   \n",
       "123                 62               0.09        61   \n",
       "124                 54               0.09        39   \n",
       "125                 46               0.07        34   \n",
       "126                 42               0.06        32   \n",
       "127                 38               0.06        23   \n",
       "128                 22               0.03        12   \n",
       "129                 13               0.02         7   \n",
       "130                  3               0.00         1   \n",
       "131                  0               0.00         0   \n",
       "...                ...                ...       ...   \n",
       "8436               353               0.39        34   \n",
       "8437               307               0.33        28   \n",
       "8438               323               0.33        33   \n",
       "8439               318               0.32        33   \n",
       "8440               286               0.28        50   \n",
       "8441               262               0.26        73   \n",
       "8442               362               0.37       114   \n",
       "8443               843               0.81        94   \n",
       "8444               694               0.67        58   \n",
       "8445               592               0.57        43   \n",
       "8446               583               0.59        44   \n",
       "8447               606               0.63        52   \n",
       "8448               687               0.85        55   \n",
       "8449              1434               1.74       110   \n",
       "8450              1659               1.97        80   \n",
       "8451              1431               1.69        60   \n",
       "8452              1216               1.44        49   \n",
       "8453              1110               1.32        53   \n",
       "8454              1013               1.22        57   \n",
       "8455               949               1.19        74   \n",
       "8456               923               1.22        78   \n",
       "8457               918               1.20        70   \n",
       "8458               999               1.27        64   \n",
       "8459              1064               1.35        59   \n",
       "8460              1018               1.33        48   \n",
       "8461               855               1.15        40   \n",
       "8462               711               0.99        36   \n",
       "8463               631               0.90        37   \n",
       "8464               560               0.82        45   \n",
       "8465               486               0.74        51   \n",
       "\n",
       "      New Launch Wt Average Price (/Sqft)  \\\n",
       "49                               15900.00   \n",
       "50                               15900.00   \n",
       "85                               20000.00   \n",
       "86                               20000.00   \n",
       "87                               20000.00   \n",
       "88                               20000.00   \n",
       "89                               20000.00   \n",
       "90                               20000.00   \n",
       "91                               20000.00   \n",
       "92                               20000.00   \n",
       "93                               20000.00   \n",
       "94                               20000.00   \n",
       "95                               20000.00   \n",
       "96                               20000.00   \n",
       "97                               20000.00   \n",
       "98                               20000.00   \n",
       "99                               20000.00   \n",
       "100                              20000.00   \n",
       "101                              20000.00   \n",
       "121                              12000.00   \n",
       "122                              12000.00   \n",
       "123                              12000.00   \n",
       "124                              12000.00   \n",
       "125                              12000.00   \n",
       "126                              12000.00   \n",
       "127                              12000.00   \n",
       "128                              12000.00   \n",
       "129                              12000.00   \n",
       "130                              12000.00   \n",
       "131                              12000.00   \n",
       "...                                   ...   \n",
       "8436                              5000.00   \n",
       "8437                              5000.00   \n",
       "8438                              3800.00   \n",
       "8439                              3800.00   \n",
       "8440                              3800.00   \n",
       "8441                              4843.77   \n",
       "8442                              4440.00   \n",
       "8443                              4440.00   \n",
       "8444                              4440.00   \n",
       "8445                              4440.00   \n",
       "8446                              4800.00   \n",
       "8447                              5500.00   \n",
       "8448                              5500.00   \n",
       "8449                              5074.75   \n",
       "8450                              5074.75   \n",
       "8451                              5074.75   \n",
       "8452                              5074.75   \n",
       "8453                              5074.75   \n",
       "8454                              5074.75   \n",
       "8455                              6440.00   \n",
       "8456                              6440.00   \n",
       "8457                              5628.00   \n",
       "8458                              4600.00   \n",
       "8459                              5000.00   \n",
       "8460                              6440.00   \n",
       "8461                              6440.00   \n",
       "8462                              6440.00   \n",
       "8463                              6440.00   \n",
       "8464                              6440.00   \n",
       "8465                              6440.00   \n",
       "\n",
       "      Wt. Average Price Absorbed unit (INR/Sft)  \\\n",
       "49                                 15900.000000   \n",
       "50                                 15900.000000   \n",
       "85                                 20000.000000   \n",
       "86                                 20000.000000   \n",
       "87                                 20000.000000   \n",
       "88                                 20000.000000   \n",
       "89                                 22000.000000   \n",
       "90                                 22000.000000   \n",
       "91                                 22000.000000   \n",
       "92                                 22000.000000   \n",
       "93                                 22000.000000   \n",
       "94                                 22000.000000   \n",
       "95                                 22000.000000   \n",
       "96                                 22000.000000   \n",
       "97                                 22000.000000   \n",
       "98                                 22000.000000   \n",
       "99                                 22000.000000   \n",
       "100                                22000.000000   \n",
       "101                                22000.000000   \n",
       "121                                12000.000000   \n",
       "122                                12000.000000   \n",
       "123                                12000.000000   \n",
       "124                                13000.000000   \n",
       "125                                13000.000000   \n",
       "126                                13000.000000   \n",
       "127                                13000.000000   \n",
       "128                                13000.000000   \n",
       "129                                13000.000000   \n",
       "130                                13000.000000   \n",
       "131                                13000.000000   \n",
       "...                                         ...   \n",
       "8436                                4917.333333   \n",
       "8437                                4954.000000   \n",
       "8438                                4243.000000   \n",
       "8439                                4591.666667   \n",
       "8440                                4432.666667   \n",
       "8441                                4610.000000   \n",
       "8442                                4651.333333   \n",
       "8443                                4519.333333   \n",
       "8444                                4605.666667   \n",
       "8445                                4582.000000   \n",
       "8446                                4723.666667   \n",
       "8447                                4871.666667   \n",
       "8448                                5202.333333   \n",
       "8449                                5082.666667   \n",
       "8450                                5221.666667   \n",
       "8451                                5034.666667   \n",
       "8452                                4964.333333   \n",
       "8453                                4837.000000   \n",
       "8454                                4696.333333   \n",
       "8455                                5251.333333   \n",
       "8456                                5085.333333   \n",
       "8457                                5260.000000   \n",
       "8458                                4920.666667   \n",
       "8459                                4865.333333   \n",
       "8460                                5085.666667   \n",
       "8461                                4978.000000   \n",
       "8462                                4812.333333   \n",
       "8463                                4882.333333   \n",
       "8464                                4798.000000   \n",
       "8465                                5319.333333   \n",
       "\n",
       "      Wt. Average Price Available unit (INR/Sft)  \\\n",
       "49                                  15900.000000   \n",
       "50                                  15900.000000   \n",
       "85                                  20000.000000   \n",
       "86                                  20000.000000   \n",
       "87                                  20000.000000   \n",
       "88                                  20000.000000   \n",
       "89                                  21333.333333   \n",
       "90                                  22000.000000   \n",
       "91                                  22000.000000   \n",
       "92                                  22000.000000   \n",
       "93                                  22000.000000   \n",
       "94                                  22000.000000   \n",
       "95                                  22000.000000   \n",
       "96                                  22000.000000   \n",
       "97                                  22000.000000   \n",
       "98                                  22000.000000   \n",
       "99                                  22000.000000   \n",
       "100                                 22000.000000   \n",
       "101                                 20666.666667   \n",
       "121                                 12000.000000   \n",
       "122                                 12000.000000   \n",
       "123                                 12000.000000   \n",
       "124                                 13000.000000   \n",
       "125                                 13000.000000   \n",
       "126                                 13000.000000   \n",
       "127                                 13000.000000   \n",
       "128                                 13000.000000   \n",
       "129                                 13000.000000   \n",
       "130                                 13000.000000   \n",
       "131                                 13000.000000   \n",
       "...                                          ...   \n",
       "8436                                 4822.000000   \n",
       "8437                                 4832.000000   \n",
       "8438                                 4620.333333   \n",
       "8439                                 4670.000000   \n",
       "8440                                 4710.333333   \n",
       "8441                                 4721.666667   \n",
       "8442                                 4716.666667   \n",
       "8443                                 4595.000000   \n",
       "8444                                 4632.333333   \n",
       "8445                                 4661.333333   \n",
       "8446                                 4707.666667   \n",
       "8447                                 4817.666667   \n",
       "8448                                 4994.000000   \n",
       "8449                                 5043.000000   \n",
       "8450                                 5007.000000   \n",
       "8451                                 5021.000000   \n",
       "8452                                 5029.333333   \n",
       "8453                                 5056.333333   \n",
       "8454                                 5126.333333   \n",
       "8455                                 5311.333333   \n",
       "8456                                 5401.666667   \n",
       "8457                                 5381.666667   \n",
       "8458                                 5293.000000   \n",
       "8459                                 5252.333333   \n",
       "8460                                 5419.333333   \n",
       "8461                                 5492.666667   \n",
       "8462                                 5577.666667   \n",
       "8463                                 5639.666667   \n",
       "8464                                 5733.333333   \n",
       "8465                                 5799.666667   \n",
       "\n",
       "      New Launch Absorption in Units  New Launch Absorption in Mn Sqft  \\\n",
       "49                                 5                              0.02   \n",
       "50                                 0                              0.00   \n",
       "85                                 5                              0.01   \n",
       "86                                 0                              0.00   \n",
       "87                                 0                              0.00   \n",
       "88                                 0                              0.00   \n",
       "89                                 0                              0.00   \n",
       "90                                 0                              0.00   \n",
       "91                                 0                              0.00   \n",
       "92                                 0                              0.00   \n",
       "93                                 0                              0.00   \n",
       "94                                 0                              0.00   \n",
       "95                                 0                              0.00   \n",
       "96                                 0                              0.00   \n",
       "97                                 0                              0.00   \n",
       "98                                 0                              0.00   \n",
       "99                                 0                              0.00   \n",
       "100                                0                              0.00   \n",
       "101                                0                              0.00   \n",
       "121                                0                              0.00   \n",
       "122                                0                              0.00   \n",
       "123                                0                              0.00   \n",
       "124                                0                              0.00   \n",
       "125                                0                              0.00   \n",
       "126                                0                              0.00   \n",
       "127                                0                              0.00   \n",
       "128                                0                              0.00   \n",
       "129                                0                              0.00   \n",
       "130                                0                              0.00   \n",
       "131                                0                              0.00   \n",
       "...                              ...                               ...   \n",
       "8436                              25                              0.03   \n",
       "8437                               0                              0.00   \n",
       "8438                               5                              0.00   \n",
       "8439                               0                              0.00   \n",
       "8440                               0                              0.00   \n",
       "8441                               6                              0.01   \n",
       "8442                              24                              0.02   \n",
       "8443                               0                              0.00   \n",
       "8444                               0                              0.00   \n",
       "8445                               0                              0.00   \n",
       "8446                              10                              0.01   \n",
       "8447                               9                              0.02   \n",
       "8448                               0                              0.00   \n",
       "8449                              43                              0.05   \n",
       "8450                               0                              0.00   \n",
       "8451                               0                              0.00   \n",
       "8452                               0                              0.00   \n",
       "8453                               0                              0.00   \n",
       "8454                               0                              0.00   \n",
       "8455                               4                              0.01   \n",
       "8456                               0                              0.00   \n",
       "8457                               6                              0.01   \n",
       "8458                               5                              0.01   \n",
       "8459                               2                              0.00   \n",
       "8460                               1                              0.00   \n",
       "8461                               0                              0.00   \n",
       "8462                               0                              0.00   \n",
       "8463                               0                              0.00   \n",
       "8464                               0                              0.00   \n",
       "8465                               0                              0.00   \n",
       "\n",
       "      Unsold in units  Unsold in Mn Sqft  ...  traffic_junctions  buddhist  \\\n",
       "49                119               0.42  ...                  0         0   \n",
       "50                337               1.19  ...                  0         0   \n",
       "85                121               0.31  ...                  0         0   \n",
       "86                108               0.27  ...                  0         0   \n",
       "87                101               0.26  ...                  0         0   \n",
       "88                 96               0.24  ...                  0         0   \n",
       "89                 95               0.24  ...                  0         0   \n",
       "90                 92               0.24  ...                  0         0   \n",
       "91                 89               0.23  ...                  0         0   \n",
       "92                 87               0.21  ...                  0         0   \n",
       "93                 87               0.21  ...                  0         0   \n",
       "94                 86               0.21  ...                  0         0   \n",
       "95                 80               0.21  ...                  0         0   \n",
       "96                 72               0.18  ...                  0         0   \n",
       "97                 65               0.17  ...                  0         0   \n",
       "98                 54               0.14  ...                  0         0   \n",
       "99                 47               0.12  ...                  0         0   \n",
       "100                43               0.12  ...                  0         0   \n",
       "101                42               0.12  ...                  0         0   \n",
       "121                69               0.11  ...                  0         0   \n",
       "122                65               0.09  ...                  0         0   \n",
       "123                61               0.09  ...                  0         0   \n",
       "124                50               0.09  ...                  0         0   \n",
       "125                44               0.06  ...                  0         0   \n",
       "126                42               0.06  ...                  0         0   \n",
       "127                33               0.05  ...                  0         0   \n",
       "128                18               0.03  ...                  0         0   \n",
       "129                10               0.01  ...                  0         0   \n",
       "130                 1               0.00  ...                  0         0   \n",
       "131                 0               0.00  ...                  0         0   \n",
       "...               ...                ...  ...                ...       ...   \n",
       "8436              374               0.42  ...                  0         0   \n",
       "8437              287               0.31  ...                  0         0   \n",
       "8438              343               0.34  ...                  0         0   \n",
       "8439              306               0.31  ...                  0         0   \n",
       "8440              278               0.27  ...                  0         0   \n",
       "8441              297               0.30  ...                  0         0   \n",
       "8442              539               0.53  ...                  0         0   \n",
       "8443              787               0.76  ...                  0         0   \n",
       "8444              655               0.63  ...                  0         0   \n",
       "8445              566               0.55  ...                  0         0   \n",
       "8446              615               0.63  ...                  0         0   \n",
       "8447              634               0.71  ...                  0         0   \n",
       "8448              654               0.80  ...                  0         0   \n",
       "8449             1800               2.18  ...                  0         0   \n",
       "8450             1588               1.88  ...                  0         0   \n",
       "8451             1351               1.59  ...                  0         0   \n",
       "8452             1174               1.39  ...                  0         0   \n",
       "8453             1077               1.29  ...                  0         0   \n",
       "8454              976               1.18  ...                  0         0   \n",
       "8455              956               1.23  ...                  0         0   \n",
       "8456              882               1.17  ...                  0         0   \n",
       "8457              988               1.27  ...                  0         0   \n",
       "8458             1023               1.30  ...                  0         0   \n",
       "8459             1040               1.32  ...                  0         0   \n",
       "8460              976               1.30  ...                  0         0   \n",
       "8461              798               1.08  ...                  0         0   \n",
       "8462              680               0.96  ...                  0         0   \n",
       "8463              609               0.87  ...                  0         0   \n",
       "8464              537               0.80  ...                  0         0   \n",
       "8465              466               0.71  ...                  0         0   \n",
       "\n",
       "      christian  hindu  jain  muslim  sikh  rural  semi_urban  urban  \n",
       "49         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "50         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "85         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "86         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "87         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "88         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "89         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "90         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "91         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "92         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "93         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "94         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "95         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "96         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "97         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "98         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "99         0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "100        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "101        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "121        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "122        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "123        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "124        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "125        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "126        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "127        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "128        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "129        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "130        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "131        0.01   0.97   0.0    0.02     0      0           0      1  \n",
       "...         ...    ...   ...     ...   ...    ...         ...    ...  \n",
       "8436       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8437       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8438       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8439       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8440       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8441       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8442       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8443       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8444       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8445       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8446       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8447       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8448       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8449       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8450       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8451       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8452       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8453       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8454       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8455       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8456       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8457       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8458       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8459       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8460       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8461       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8462       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8463       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8464       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "8465       0.03   0.92   0.0    0.05     0      0           0      1  \n",
       "\n",
       "[6565 rows x 253 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = dset1.iloc[:,3:-2]\n",
    "\n",
    "#X = X.drop(columns='Total Absorption in units')\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49        5\n",
       "50        8\n",
       "85        8\n",
       "86        4\n",
       "87        2\n",
       "88        1\n",
       "89        1\n",
       "90        1\n",
       "91        1\n",
       "92        0\n",
       "93        0\n",
       "94        1\n",
       "95        2\n",
       "96        3\n",
       "97        3\n",
       "98        3\n",
       "99        2\n",
       "100       1\n",
       "101       0\n",
       "121       2\n",
       "122       1\n",
       "123       1\n",
       "124       4\n",
       "125       2\n",
       "126       0\n",
       "127       5\n",
       "128       4\n",
       "129       3\n",
       "130       2\n",
       "131       0\n",
       "       ... \n",
       "8436     63\n",
       "8437     20\n",
       "8438     17\n",
       "8439     12\n",
       "8440      8\n",
       "8441     12\n",
       "8442     39\n",
       "8443     56\n",
       "8444     39\n",
       "8445     26\n",
       "8446     40\n",
       "8447     42\n",
       "8448     33\n",
       "8449    101\n",
       "8450     71\n",
       "8451     80\n",
       "8452     42\n",
       "8453     33\n",
       "8454     37\n",
       "8455     31\n",
       "8456     41\n",
       "8457     76\n",
       "8458     48\n",
       "8459     59\n",
       "8460     69\n",
       "8461     57\n",
       "8462     31\n",
       "8463     22\n",
       "8464     23\n",
       "8465     20\n",
       "Name: Total Absorption in units, Length: 6565, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = dset1.iloc[:,-2]\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "linear model coeff (w): [ 8.19000000e+03 -1.50976120e-10  1.13686838e-12 -8.64019967e-12\n",
      "  7.73070497e-12  1.50066626e-11  5.68434189e-12  1.13686838e-11\n",
      " -8.48700000e+03  1.09025677e-10  1.87800000e+03  1.45000000e+03\n",
      "  8.25000000e+02  4.90000000e+02  3.80000000e+02  3.46000000e+02\n",
      "  1.14000000e+03  1.96000000e+02  4.57000000e+02  1.95541361e-11\n",
      " -7.61701813e-12 -1.13686838e-11 -6.13908924e-12 -2.19984031e-11\n",
      " -2.45563569e-11  2.61337618e-11  3.75166564e-12 -1.53477231e-11\n",
      "  1.21644916e-11 -2.75122147e-11 -7.10542736e-12  1.20508048e-11\n",
      " -1.81614723e-11  5.96855898e-12 -1.27116095e-11  1.67688086e-12\n",
      "  2.18847163e-12 -1.20508048e-11  3.12070370e-11  2.89901436e-12\n",
      " -2.33058017e-12  2.70929945e-11 -9.66338121e-13 -1.26672006e-11\n",
      " -3.33955086e-12  6.82121026e-13 -4.73391992e-10 -3.89363208e-10\n",
      " -2.55738541e-10 -1.55907287e-10 -1.51644031e-10 -9.16742238e-11\n",
      " -2.87087687e-10 -4.65689709e-11 -1.65201186e-10  1.84456894e-11\n",
      " -6.82121026e-12 -2.69437805e-11  1.65982783e-11  1.69109171e-12\n",
      "  1.46087586e-11  4.15099066e-11 -3.78008735e-12  1.49498192e-11\n",
      "  1.63709046e-11 -1.20508048e-11  5.45696821e-12  8.35598257e-12\n",
      " -3.92219590e-12  1.13686838e-12  4.26325641e-12  2.16004992e-12\n",
      " -2.08899564e-12 -2.38742359e-11  1.34718903e-11  9.09494702e-13\n",
      " -8.18545232e-12  2.38742359e-12 -1.42819090e-12 -6.72173428e-12\n",
      " -2.72848411e-12  2.78532752e-12  4.77484718e-12 -2.10320650e-12\n",
      "  2.98427949e-12  2.23110419e-12 -2.14015472e-11 -2.91606739e-11\n",
      " -4.68958206e-12  2.99280600e-11 -1.44382284e-11  9.09494702e-13\n",
      "  2.09752216e-11 -2.76685341e-11 -5.43138867e-11 -3.72324394e-12\n",
      "  1.53477231e-12  4.58584282e-11  7.20490334e-12 -1.03739239e-12\n",
      " -3.63797881e-12  1.40119027e-11 -5.08464382e-11  9.20863386e-12\n",
      "  1.83035809e-11  3.26281224e-11 -2.88480351e-11 -4.43378667e-12\n",
      "  1.71951342e-11  1.39266376e-12  4.99085218e-11 -4.27746727e-12\n",
      "  6.32383035e-12 -6.10214101e-11 -3.87956334e-11 -9.94759830e-13\n",
      "  4.40536496e-12  2.62616595e-11 -1.14397380e-11 -4.83169060e-13\n",
      "  2.39452902e-12 -1.04307674e-11 -1.22213351e-12  1.16529009e-12\n",
      " -2.30215846e-12 -4.98232566e-11 -1.62145852e-11 -3.42339490e-11\n",
      "  3.90087962e-11  4.01030320e-11 -7.07700565e-12  1.24487087e-11\n",
      "  2.10320650e-11 -9.12336873e-12 -7.34701189e-12  1.09423581e-12\n",
      "  1.36708422e-11 -5.81223958e-12  2.25064412e-11  1.26334498e-11\n",
      " -8.29913915e-12  2.03890238e-11  1.74793513e-11 -1.71667125e-11\n",
      "  1.15960574e-11  2.93596258e-11  6.73594514e-12 -1.81330506e-11\n",
      "  3.54134500e-11 -3.31681349e-11  7.04858394e-12  1.37845291e-11\n",
      "  2.81659140e-11  2.27018404e-11 -2.55795385e-13  2.07478479e-11\n",
      "  1.45377044e-11 -2.38173925e-11 -1.22213351e-11  7.38964445e-13\n",
      "  7.29016847e-12 -8.35598257e-12  2.61906052e-11 -7.94386779e-12\n",
      " -6.22151219e-11  5.44844170e-11 -3.84829946e-11  5.85487214e-12\n",
      " -1.68256520e-11  6.50857146e-12  0.00000000e+00 -1.36424205e-11\n",
      "  1.41540113e-11 -2.12594387e-11  2.38742359e-12  2.67732503e-11\n",
      "  1.10844667e-12  0.00000000e+00 -1.02318154e-12  0.00000000e+00\n",
      " -6.70752343e-12  0.00000000e+00  0.00000000e+00  6.49436060e-12\n",
      "  0.00000000e+00 -1.21502808e-11  9.66338121e-13  1.22497568e-11\n",
      "  6.82121026e-12 -1.09423581e-11  5.79802872e-12  1.35571554e-11\n",
      " -1.67119651e-11  4.20641300e-12  1.59730007e-11  2.04636308e-12\n",
      " -1.06581410e-11 -1.35287337e-11 -1.99520400e-11 -8.69704309e-12\n",
      "  5.45696821e-12 -2.04636308e-12 -5.91171556e-12 -3.04112291e-11\n",
      " -4.56452653e-11  1.38697942e-11 -4.54747351e-12  2.93312041e-11\n",
      " -5.91171556e-12  7.00310920e-11 -3.47881723e-11 -1.26902933e-11\n",
      "  1.03739239e-11 -2.71143108e-11 -2.09183781e-11  6.19593266e-12\n",
      "  2.74269496e-11  2.62616595e-11  2.04636308e-12 -1.87583282e-12\n",
      " -2.61479727e-11  0.00000000e+00  0.00000000e+00  2.95585778e-12\n",
      "  1.73940862e-11 -2.13731255e-11  1.70530257e-12  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00 -8.07176548e-12 -9.49285095e-12\n",
      " -8.00071120e-12  0.00000000e+00  0.00000000e+00  5.00222086e-12\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  9.37916411e-13  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00 -2.27373675e-12 -4.54747351e-13 -2.52384780e-11\n",
      "  3.86535248e-12  0.00000000e+00  2.63753464e-11  2.41016096e-11\n",
      "  2.45563569e-11]\n",
      "linear model intercept (b): 0.000\n",
      "R-squared score (training): 1.000\n",
      "R-squared score (test): 1.000\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "scaler = MinMaxScaler()\n",
    "\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state = 0)\n",
    "\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "linreg = LinearRegression().fit(X_train_scaled, y_train)\n",
    "\n",
    "print('linear model coeff (w): {}'\n",
    "     .format(linreg.coef_))\n",
    "print('linear model intercept (b): {:.3f}'\n",
    "     .format(linreg.intercept_))\n",
    "print('R-squared score (training): {:.3f}'\n",
    "     .format(linreg.score(X_train_scaled, y_train)))\n",
    "print('R-squared score (test): {:.3f}'\n",
    "     .format(linreg.score(X_test_scaled, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Coefficient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>open_stock_units</th>\n",
       "      <td>8190.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_&lt;=30</th>\n",
       "      <td>1878.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_30-40</th>\n",
       "      <td>1450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_80-90</th>\n",
       "      <td>1140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_40-50</th>\n",
       "      <td>825.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_50-60</th>\n",
       "      <td>490.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_&gt;1</th>\n",
       "      <td>457.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_60-70</th>\n",
       "      <td>380.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_70-80</th>\n",
       "      <td>346.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_90-1</th>\n",
       "      <td>196.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Coefficient\n",
       "open_stock_units          8190.0\n",
       "tsw_new_units_<=30        1878.0\n",
       "tsw_new_units_30-40       1450.0\n",
       "tsw_new_units_80-90       1140.0\n",
       "tsw_new_units_40-50        825.0\n",
       "tsw_new_units_50-60        490.0\n",
       "tsw_new_units_>1           457.0\n",
       "tsw_new_units_60-70        380.0\n",
       "tsw_new_units_70-80        346.0\n",
       "tsw_new_units_90-1         196.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coeff_df = pd.DataFrame(linreg.coef_,X.columns,columns=['Coefficient'])\n",
    "coeff_df.sort_values(by=['Coefficient'],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ridge regression linear model intercept: 160.590009462464\n",
      "ridge regression linear model coeff:\n",
      "[ 8.19000000e+03 -1.61733738e-10 -1.95399252e-12 -1.20046195e-11\n",
      "  5.20472554e-12  1.09405818e-11  1.06723519e-11  3.35198536e-12\n",
      " -8.48700000e+03  1.10709664e-10  1.87800000e+03  1.45000000e+03\n",
      "  8.25000000e+02  4.90000000e+02  3.80000000e+02  3.46000000e+02\n",
      "  1.14000000e+03  1.96000000e+02  4.57000000e+02  1.24273924e-11\n",
      " -9.84101689e-12 -1.54471991e-11 -5.27933253e-12 -2.14583906e-11\n",
      " -2.55244714e-11  1.30739863e-11  4.94537744e-12 -1.53690394e-11\n",
      "  1.03597131e-11 -2.89226421e-11 -1.13313803e-11  1.17603705e-11\n",
      " -1.76361148e-11  6.52278231e-12 -1.21929133e-11  4.01456646e-13\n",
      "  1.30739863e-12 -1.24629196e-11  3.30970806e-11  7.49089679e-12\n",
      " -1.67932335e-12  2.47055709e-11 -4.26325641e-13 -1.16671117e-11\n",
      " -1.06403775e-12  3.74811293e-13 -4.51450433e-10 -3.70960151e-10\n",
      " -2.46103582e-10 -1.48759227e-10 -1.43813850e-10 -8.67430572e-11\n",
      " -2.73900014e-10 -4.27036184e-11 -1.57399427e-10  1.75930381e-11\n",
      " -8.04334377e-12 -2.44249065e-11  1.78737025e-11  1.85451654e-12\n",
      "  1.32409639e-11  4.11972678e-11 -4.98090458e-12  1.32871492e-11\n",
      "  1.51381130e-11 -1.31805677e-11  5.40012479e-12  9.89075488e-12\n",
      " -3.13882254e-12  3.55271368e-12  3.36797257e-12  2.03215222e-12\n",
      " -2.98427949e-12 -2.29931629e-11  1.29354305e-11 -1.39976919e-12\n",
      " -8.29913915e-12  3.18678417e-12 -1.66267000e-12 -3.78008735e-12\n",
      " -2.33768560e-12  1.37490019e-12  2.72779528e+00  3.00661326e+02\n",
      "  2.99286303e+01  1.79651462e+02  6.84235944e+01 -5.56258325e+01\n",
      "  1.20647083e+00 -3.38860627e-01  1.43910126e+02  2.67378902e+02\n",
      "  4.10612690e+01  3.02977267e+02  9.65282412e+00 -1.39748734e+01\n",
      "  2.63193175e+02 -2.21078015e+02 -1.58473449e+02 -2.99512646e+02\n",
      " -3.59864891e+02  5.94473113e+01 -3.64307270e+02  5.15109658e+02\n",
      "  2.20366297e+01  1.91490372e+02  4.83862019e+01  2.70157639e+01\n",
      " -3.87465270e+02  5.14967909e+02  3.37963619e+02  2.21691990e+02\n",
      "  2.86469855e+02 -1.28560691e+02 -2.75168765e+02  1.53195872e+02\n",
      " -4.94378849e+01 -7.08357018e+00 -3.51351353e+02 -8.63831327e+01\n",
      " -1.22272478e+02 -1.98309471e+02 -9.26820626e+00  6.61215532e+02\n",
      " -1.86337677e+02  3.21338561e+02  6.27618051e+01 -1.94026244e+02\n",
      " -5.81890827e+01  1.45515906e+01 -2.22183266e+02  1.07942927e+02\n",
      " -3.70361376e+01  2.29615493e+02 -1.70009757e+02 -1.91525336e+02\n",
      " -3.70025389e+02  6.07819011e+01  2.46725596e+02  4.73232768e+01\n",
      " -2.14422164e+02  3.71142892e+02  3.13160653e+01 -3.23362769e+02\n",
      "  2.04853396e+02  1.21519433e+02 -7.15516176e+01  1.11473850e+01\n",
      "  4.11515269e+01 -1.01568532e+02  2.77472880e+01 -4.32188065e+02\n",
      " -5.12037536e+02 -5.94619428e+02  1.03039017e+02  5.01651887e+02\n",
      "  4.41989467e+01 -7.59362506e+01  2.90818813e+00 -3.01096617e+01\n",
      " -2.79191678e+02  9.04424902e-01 -7.44557530e+01 -8.39889434e+01\n",
      "  3.70276134e+02 -3.53789210e+02 -4.28430367e+01  3.45210513e+02\n",
      " -2.35514223e+02  1.54408676e+02  2.50956167e+02  3.30392176e+01\n",
      "  7.75305611e+01 -1.09714339e+02 -7.00974239e+01  1.68779301e+01\n",
      " -2.25003142e+01 -7.06144820e+01 -3.28150245e+01 -2.99452395e-01\n",
      " -9.98151793e-02  9.36851662e+01  8.33113492e+01 -4.85765184e+01\n",
      " -4.23225175e+01 -4.58862398e+01  1.48893014e+01  5.35813535e+01\n",
      "  1.57064634e+01 -1.14836191e+01  2.53206972e+01  1.27465355e+00\n",
      " -1.06600177e+01  7.11677839e+00 -5.12131251e+01  2.61262224e+00\n",
      "  1.72702225e+02 -3.33425479e+01  4.34823942e+00 -2.32684133e+02\n",
      "  2.78591732e+01  1.68204943e+01 -2.83757422e+01  3.34038610e+02\n",
      "  1.22124724e+02 -7.37648537e+00  4.64104879e+01 -6.73001882e+01\n",
      " -6.06791419e+01  1.37314130e+02 -7.60000884e+01 -5.07551451e+01\n",
      "  3.13894527e+01  4.63582123e+01  2.13984116e+02 -2.34559918e+02\n",
      " -5.38799719e+01  1.12112805e+02  1.45918483e+01 -6.25972718e+02\n",
      " -1.39887126e+02 -1.11935593e+02  2.20093863e+01  3.51056690e+01\n",
      " -8.81020769e+00 -9.99184663e+01 -3.39791109e+01  4.27452087e+01\n",
      "  1.30779631e+02  2.78973550e+01  1.24807895e+01  1.27187935e+01\n",
      " -2.27251278e+01 -4.26364695e+01  1.78707611e+02  1.65153712e+01\n",
      " -1.22851422e+02  1.54616459e+01  2.31695474e+02 -3.96971069e+00\n",
      "  1.95533728e-01 -2.52673431e+01 -2.70775145e+01 -8.96392118e+01\n",
      "  3.30346299e+01 -9.01621032e+00  5.75406593e+00 -3.95057871e+01\n",
      " -1.08104467e+00 -1.25147585e+01 -1.59949817e+02 -1.55032242e+02\n",
      " -1.61367462e+02]\n",
      "R-squared score (training): 1.000\n",
      "R-squared score (test): 1.000\n",
      "Number of non-zero features: 253\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import Ridge\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y,\n",
    "                                                   random_state = 0)\n",
    "\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "linridge = Ridge(alpha=0.0).fit(X_train_scaled, y_train)\n",
    "\n",
    "print('ridge regression linear model intercept: {}'\n",
    "     .format(linridge.intercept_))\n",
    "print('ridge regression linear model coeff:\\n{}'\n",
    "     .format(linridge.coef_))\n",
    "print('R-squared score (training): {:.3f}'\n",
    "     .format(linridge.score(X_train_scaled, y_train)))\n",
    "print('R-squared score (test): {:.3f}'\n",
    "     .format(linridge.score(X_test_scaled, y_test)))\n",
    "print('Number of non-zero features: {}'\n",
    "     .format(np.sum(linridge.coef_ != 0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Coefficient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>open_stock_units</th>\n",
       "      <td>8190.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_&lt;=30</th>\n",
       "      <td>1878.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_30-40</th>\n",
       "      <td>1450.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_80-90</th>\n",
       "      <td>1140.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_40-50</th>\n",
       "      <td>825.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOT_M</th>\n",
       "      <td>661.215532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mcouple_one</th>\n",
       "      <td>515.109658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avail_bank_srv</th>\n",
       "      <td>514.967909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MARGWORK_M</th>\n",
       "      <td>501.651887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_50-60</th>\n",
       "      <td>490.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Coefficient\n",
       "open_stock_units     8190.000000\n",
       "tsw_new_units_<=30   1878.000000\n",
       "tsw_new_units_30-40  1450.000000\n",
       "tsw_new_units_80-90  1140.000000\n",
       "tsw_new_units_40-50   825.000000\n",
       "TOT_M                 661.215532\n",
       "mcouple_one           515.109658\n",
       "avail_bank_srv        514.967909\n",
       "MARGWORK_M            501.651887\n",
       "tsw_new_units_50-60   490.000000"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coeff_df = pd.DataFrame(linridge.coef_,X.columns,columns=['Coefficient'])\n",
    "coeff_df.sort_values(by=['Coefficient'],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lasso regression linear model intercept: -257.35690545790175\n",
      "lasso regression linear model coeff:\n",
      "[  0.           0.          -0.64038128  -0.          -0.\n",
      "  -0.           0.           0.           0.          34.92081707\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.          22.63033092   0.           0.           0.\n",
      "   0.           4.79454881   0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.         570.5506714  430.05181088 347.43470921 177.68195094\n",
      " 170.37777149  76.13508474   0.          50.09891391  91.27459567\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.          80.18212944  -0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   8.96649237   0.           0.          -0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.          -0.           0.           0.\n",
      "  -0.           0.          -0.           0.           0.\n",
      "   0.           0.           0.           0.          -0.\n",
      "  -0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.          -0.          -0.          -0.\n",
      "  -0.          -0.          -0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.          -0.          -0.          -0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.          -0.           0.\n",
      "  -0.           0.           0.           0.           0.\n",
      "  -0.           0.           0.           0.           0.\n",
      "   0.           0.           0.          -0.           0.\n",
      "  -0.           0.          -0.          -0.          -0.\n",
      "  -0.           0.          -0.           0.           0.\n",
      "  -0.           0.           0.           0.           0.\n",
      "  -0.          -0.          -0.           0.           0.\n",
      "   0.           0.           0.          -0.          -0.\n",
      "  -0.           0.          -0.          -0.           0.\n",
      "  -0.           0.           0.          -0.           0.\n",
      "  -0.          -0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "  -0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "   0.           0.           0.           0.           0.\n",
      "  -0.          -0.           0.        ]\n",
      "Non-zero features: 14\n",
      "R-squared score (training): 0.986\n",
      "R-squared score (test): 0.989\n",
      "\n",
      "Features with non-zero weight (sorted by absolute magnitude):\n",
      "\ttsw_ta_units_<=30, 570.551\n",
      "\ttsw_ta_units_30-40, 430.052\n",
      "\ttsw_ta_units_40-50, 347.435\n",
      "\ttsw_ta_units_50-60, 177.682\n",
      "\ttsw_ta_units_60-70, 170.378\n",
      "\ttsw_ta_units_>1, 91.275\n",
      "\ttsw_ta_mnsqft_>1, 80.182\n",
      "\ttsw_ta_units_70-80, 76.135\n",
      "\ttsw_ta_units_90-1, 50.099\n",
      "\tUnsold in Mn Sqft, 34.921\n",
      "\tnew_abs_units_50-60, 22.630\n",
      "\ttsw_un_units_80-90, 8.966\n",
      "\tnew_abs_units_>1, 4.795\n",
      "\toverhang, -0.640\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import Lasso\n",
    "\n",
    "linlasso = Lasso(alpha=0.1, max_iter = 10000).fit(X_train_scaled, y_train)\n",
    "print('lasso regression linear model intercept: {}'\n",
    "     .format(linlasso.intercept_))\n",
    "print('lasso regression linear model coeff:\\n{}'\n",
    "     .format(linlasso.coef_))\n",
    "print('Non-zero features: {}'\n",
    "     .format(np.sum(linlasso.coef_ != 0)))\n",
    "print('R-squared score (training): {:.3f}'\n",
    "     .format(linlasso.score(X_train_scaled, y_train)))\n",
    "print('R-squared score (test): {:.3f}\\n'\n",
    "     .format(linlasso.score(X_test_scaled, y_test)))\n",
    "print('Features with non-zero weight (sorted by absolute magnitude):')\n",
    "\n",
    "for e in sorted (list(zip(list(X), linlasso.coef_)),\n",
    "                key = lambda e: -abs(e[1])):\n",
    "    if e[1] != 0:\n",
    "        print('\\t{}, {:.3f}'.format(e[0], e[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Coefficient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_&lt;=30</th>\n",
       "      <td>570.550671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_30-40</th>\n",
       "      <td>430.051811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_40-50</th>\n",
       "      <td>347.434709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_50-60</th>\n",
       "      <td>177.681951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_60-70</th>\n",
       "      <td>170.377771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_&gt;1</th>\n",
       "      <td>91.274596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_&gt;1</th>\n",
       "      <td>80.182129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_70-80</th>\n",
       "      <td>76.135085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_90-1</th>\n",
       "      <td>50.098914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unsold in Mn Sqft</th>\n",
       "      <td>34.920817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_50-60</th>\n",
       "      <td>22.630331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_units_80-90</th>\n",
       "      <td>8.966492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_&gt;1</th>\n",
       "      <td>4.794549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant_rs_0_500</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rest_abv_4.5</th>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rest_3.5_4.5</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rest_2.5_3.5</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rest_blw_2.5</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant_rs_1500_3000</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant_rs_500_1500</th>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BPL_count</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant_rs_3000_5000</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NON_WORK_M</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airport</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Commercial_area</th>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Commercial_Complex</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forest</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industry</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parks_Play_Grounds</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mcouple_one</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mcouple_none</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>status_other</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_mnsqft_50-60</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_mnsqft_60-70</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_mnsqft_70-80</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_mnsqft_80-90</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_mnsqft_90-1</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_mnsqft_&gt;1</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_tot</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_good</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_liv</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_dilap</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RF_other</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rf_bt_brick</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rf_stone_sl</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rf_metal_asb</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rf_con</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_size_one</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_size_two</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_size_three</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_size_four</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_size_five</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_size_six_eight</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hh_size_nine_plus</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>status_owned</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>status_rented</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>urban</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>overhang</th>\n",
       "      <td>-0.640381</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>253 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Coefficient\n",
       "tsw_ta_units_<=30         570.550671\n",
       "tsw_ta_units_30-40        430.051811\n",
       "tsw_ta_units_40-50        347.434709\n",
       "tsw_ta_units_50-60        177.681951\n",
       "tsw_ta_units_60-70        170.377771\n",
       "tsw_ta_units_>1            91.274596\n",
       "tsw_ta_mnsqft_>1           80.182129\n",
       "tsw_ta_units_70-80         76.135085\n",
       "tsw_ta_units_90-1          50.098914\n",
       "Unsold in Mn Sqft          34.920817\n",
       "new_abs_units_50-60        22.630331\n",
       "tsw_un_units_80-90          8.966492\n",
       "new_abs_units_>1            4.794549\n",
       "restaurant_rs_0_500         0.000000\n",
       "rest_abv_4.5               -0.000000\n",
       "rest_3.5_4.5                0.000000\n",
       "rest_2.5_3.5                0.000000\n",
       "rest_blw_2.5                0.000000\n",
       "restaurant_rs_1500_3000     0.000000\n",
       "restaurant_rs_500_1500     -0.000000\n",
       "BPL_count                   0.000000\n",
       "restaurant_rs_3000_5000     0.000000\n",
       "NON_WORK_M                  0.000000\n",
       "Airport                     0.000000\n",
       "Commercial_area            -0.000000\n",
       "Commercial_Complex          0.000000\n",
       "Forest                      0.000000\n",
       "Industry                    0.000000\n",
       "Other                       0.000000\n",
       "Parks_Play_Grounds          0.000000\n",
       "...                              ...\n",
       "mcouple_one                 0.000000\n",
       "mcouple_none                0.000000\n",
       "status_other                0.000000\n",
       "tsw_un_mnsqft_50-60         0.000000\n",
       "tsw_un_mnsqft_60-70         0.000000\n",
       "tsw_un_mnsqft_70-80         0.000000\n",
       "tsw_un_mnsqft_80-90         0.000000\n",
       "tsw_un_mnsqft_90-1          0.000000\n",
       "tsw_un_mnsqft_>1            0.000000\n",
       "age                         0.000000\n",
       "hh_tot                      0.000000\n",
       "hh_good                     0.000000\n",
       "hh_liv                      0.000000\n",
       "hh_dilap                    0.000000\n",
       "RF_other                    0.000000\n",
       "rf_bt_brick                 0.000000\n",
       "rf_stone_sl                 0.000000\n",
       "rf_metal_asb                0.000000\n",
       "rf_con                      0.000000\n",
       "hh_size_one                 0.000000\n",
       "hh_size_two                 0.000000\n",
       "hh_size_three               0.000000\n",
       "hh_size_four                0.000000\n",
       "hh_size_five                0.000000\n",
       "hh_size_six_eight           0.000000\n",
       "hh_size_nine_plus           0.000000\n",
       "status_owned                0.000000\n",
       "status_rented               0.000000\n",
       "urban                       0.000000\n",
       "overhang                   -0.640381\n",
       "\n",
       "[253 rows x 1 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coeff_df = pd.DataFrame(linlasso.coef_,X.columns,columns=['Coefficient'])\n",
    "coeff_df.sort_values(by=['Coefficient'],ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of RF classifier on training set: 0.98\n",
      "Accuracy of RF classifier on test set: 0.95\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "clf = RandomForestRegressor(max_features=50, random_state=0).fit(X_train, y_train)\n",
    "print('Accuracy of RF classifier on training set: {:.2f}'\n",
    "     .format(clf.score(X_train, y_train)))\n",
    "print('Accuracy of RF classifier on test set: {:.2f}'\n",
    "     .format(clf.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_30-40</th>\n",
       "      <td>1.278711e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_30-40</th>\n",
       "      <td>1.098372e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_&lt;=30</th>\n",
       "      <td>9.905321e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_40-50</th>\n",
       "      <td>6.800281e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_&lt;=30</th>\n",
       "      <td>6.618013e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_40-50</th>\n",
       "      <td>6.256402e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unsold in units</th>\n",
       "      <td>4.767063e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_stock_units</th>\n",
       "      <td>4.485428e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Launch Absorption in Units</th>\n",
       "      <td>4.429728e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unsold in Mn Sqft</th>\n",
       "      <td>4.069050e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_stock_mnsqft</th>\n",
       "      <td>2.729714e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_50-60</th>\n",
       "      <td>2.475165e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_50-60</th>\n",
       "      <td>2.471246e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Launch Absorption in Mn Sqft</th>\n",
       "      <td>1.673322e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_mnsqft_30-40</th>\n",
       "      <td>1.130208e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_&lt;=30</th>\n",
       "      <td>1.009932e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_mnsqft_&lt;=30</th>\n",
       "      <td>8.768728e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_60-70</th>\n",
       "      <td>8.453842e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>overhang</th>\n",
       "      <td>8.444230e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_60-70</th>\n",
       "      <td>8.317952e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_&gt;1</th>\n",
       "      <td>7.852680e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_30-40</th>\n",
       "      <td>7.008248e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_&gt;1</th>\n",
       "      <td>6.977992e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_units_30-40</th>\n",
       "      <td>4.783661e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_90-1</th>\n",
       "      <td>4.095661e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_units_40-50</th>\n",
       "      <td>3.678195e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_70-80</th>\n",
       "      <td>3.561543e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_mnsqft_&gt;1</th>\n",
       "      <td>3.514204e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_70-80</th>\n",
       "      <td>3.363350e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_units_&gt;1</th>\n",
       "      <td>3.306382e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>semi_urban</th>\n",
       "      <td>3.139739e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hotel_price_4_max</th>\n",
       "      <td>2.472593e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>education_institute</th>\n",
       "      <td>7.793710e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jain</th>\n",
       "      <td>7.502468e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rent_property_60k_90k</th>\n",
       "      <td>6.856945e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rental_per_sqft_100_abv</th>\n",
       "      <td>5.995141e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Under_Construction_Area</th>\n",
       "      <td>3.715749e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rent_Property_90_1.5L</th>\n",
       "      <td>1.083012e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forest</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tourism</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sikh</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restaurant_rs_3000_5000</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airport</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>atm</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Commercial_Complex</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buddhist</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>traffic_junctions</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>special_economic_zone</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mall</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hotel</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>service_centers</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>school</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>retail_store</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recreation</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rest_blw_2.5</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pharmacy</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>industry</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airport</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>park</th>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>253 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    Importance\n",
       "tsw_ta_units_30-40                1.278711e-01\n",
       "tsw_ta_mnsqft_30-40               1.098372e-01\n",
       "tsw_ta_units_<=30                 9.905321e-02\n",
       "tsw_ta_units_40-50                6.800281e-02\n",
       "tsw_ta_mnsqft_<=30                6.618013e-02\n",
       "tsw_ta_mnsqft_40-50               6.256402e-02\n",
       "Unsold in units                   4.767063e-02\n",
       "open_stock_units                  4.485428e-02\n",
       "New Launch Absorption in Units    4.429728e-02\n",
       "Unsold in Mn Sqft                 4.069050e-02\n",
       "open_stock_mnsqft                 2.729714e-02\n",
       "tsw_ta_mnsqft_50-60               2.475165e-02\n",
       "tsw_ta_units_50-60                2.471246e-02\n",
       "New Launch Absorption in Mn Sqft  1.673322e-02\n",
       "new_abs_mnsqft_30-40              1.130208e-02\n",
       "new_abs_units_<=30                1.009932e-02\n",
       "new_abs_mnsqft_<=30               8.768728e-03\n",
       "tsw_ta_mnsqft_60-70               8.453842e-03\n",
       "overhang                          8.444230e-03\n",
       "tsw_ta_units_60-70                8.317952e-03\n",
       "tsw_ta_mnsqft_>1                  7.852680e-03\n",
       "new_abs_units_30-40               7.008248e-03\n",
       "tsw_ta_units_>1                   6.977992e-03\n",
       "tsw_un_units_30-40                4.783661e-03\n",
       "tsw_ta_units_90-1                 4.095661e-03\n",
       "tsw_un_units_40-50                3.678195e-03\n",
       "tsw_ta_units_70-80                3.561543e-03\n",
       "tsw_un_mnsqft_>1                  3.514204e-03\n",
       "tsw_ta_mnsqft_70-80               3.363350e-03\n",
       "tsw_un_units_>1                   3.306382e-03\n",
       "...                                        ...\n",
       "semi_urban                        3.139739e-06\n",
       "hotel_price_4_max                 2.472593e-06\n",
       "education_institute               7.793710e-07\n",
       "jain                              7.502468e-07\n",
       "rent_property_60k_90k             6.856945e-07\n",
       "rental_per_sqft_100_abv           5.995141e-07\n",
       "Under_Construction_Area           3.715749e-07\n",
       "Rent_Property_90_1.5L             1.083012e-07\n",
       "Forest                            0.000000e+00\n",
       "tourism                           0.000000e+00\n",
       "Other                             0.000000e+00\n",
       "sikh                              0.000000e+00\n",
       "restaurant_rs_3000_5000           0.000000e+00\n",
       "airport                           0.000000e+00\n",
       "atm                               0.000000e+00\n",
       "Commercial_Complex                0.000000e+00\n",
       "buddhist                          0.000000e+00\n",
       "traffic_junctions                 0.000000e+00\n",
       "special_economic_zone             0.000000e+00\n",
       "mall                              0.000000e+00\n",
       "hotel                             0.000000e+00\n",
       "service_centers                   0.000000e+00\n",
       "school                            0.000000e+00\n",
       "retail_store                      0.000000e+00\n",
       "recreation                        0.000000e+00\n",
       "rest_blw_2.5                      0.000000e+00\n",
       "pharmacy                          0.000000e+00\n",
       "industry                          0.000000e+00\n",
       "Airport                           0.000000e+00\n",
       "park                              0.000000e+00\n",
       "\n",
       "[253 rows x 1 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imp_df = pd.DataFrame(clf.feature_importances_,X.columns,columns=['Importance'])\n",
    "imp_df.sort_values(by=['Importance'],ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of GBDT classifier on training set: 0.99\n",
      "Accuracy of GBDT classifier on test set: 0.97\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "\n",
    "clf = GradientBoostingRegressor(learning_rate=0.1, random_state=0).fit(X_train, y_train)\n",
    "print('Accuracy of GBDT classifier on training set: {:.2f}'\n",
    "     .format(clf.score(X_train, y_train)))\n",
    "print('Accuracy of GBDT classifier on test set: {:.2f}'\n",
    "     .format(clf.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_30-40</th>\n",
       "      <td>0.290189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_&lt;=30</th>\n",
       "      <td>0.217236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_40-50</th>\n",
       "      <td>0.131797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Launch Absorption in Units</th>\n",
       "      <td>0.080003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unsold in units</th>\n",
       "      <td>0.063455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unsold in Mn Sqft</th>\n",
       "      <td>0.046598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_50-60</th>\n",
       "      <td>0.028371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_50-60</th>\n",
       "      <td>0.018348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_mnsqft_30-40</th>\n",
       "      <td>0.018147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_ta_units_60-70</th>\n",
       "      <td>0.016372</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Importance\n",
       "tsw_ta_units_30-40                0.290189\n",
       "tsw_ta_units_<=30                 0.217236\n",
       "tsw_ta_units_40-50                0.131797\n",
       "New Launch Absorption in Units    0.080003\n",
       "Unsold in units                   0.063455\n",
       "Unsold in Mn Sqft                 0.046598\n",
       "tsw_ta_units_50-60                0.028371\n",
       "tsw_ta_mnsqft_50-60               0.018348\n",
       "tsw_ta_mnsqft_30-40               0.018147\n",
       "tsw_ta_units_60-70                0.016372"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imp_df = pd.DataFrame(clf.feature_importances_,X.columns,columns=['Importance'])\n",
    "imp_df.sort_values(by=['Importance'],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Without absorption columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['tsw_ta_units_<=30', 'tsw_ta_units_30-40', 'tsw_ta_units_40-50',\n",
       "       'tsw_ta_units_50-60', 'tsw_ta_units_60-70', 'tsw_ta_units_70-80',\n",
       "       'tsw_ta_units_80-90', 'tsw_ta_units_90-1', 'tsw_ta_units_>1',\n",
       "       'tsw_ta_mnsqft_<=30', 'tsw_ta_mnsqft_30-40', 'tsw_ta_mnsqft_40-50',\n",
       "       'tsw_ta_mnsqft_50-60', 'tsw_ta_mnsqft_60-70', 'tsw_ta_mnsqft_70-80',\n",
       "       'tsw_ta_mnsqft_80-90', 'tsw_ta_mnsqft_90-1', 'tsw_ta_mnsqft_>1'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dset2 = dset1.copy()\n",
    "dset2.columns[49:67]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MicroMarket</th>\n",
       "      <th>cl_pincode</th>\n",
       "      <th>index</th>\n",
       "      <th>open_stock_units</th>\n",
       "      <th>open_stock_mnsqft</th>\n",
       "      <th>overhang</th>\n",
       "      <th>New Launch Wt Average Price (/Sqft)</th>\n",
       "      <th>Wt. Average Price Absorbed unit (INR/Sft)</th>\n",
       "      <th>Wt. Average Price Available unit (INR/Sft)</th>\n",
       "      <th>New Launch Absorption in Units</th>\n",
       "      <th>...</th>\n",
       "      <th>christian</th>\n",
       "      <th>hindu</th>\n",
       "      <th>jain</th>\n",
       "      <th>muslim</th>\n",
       "      <th>sikh</th>\n",
       "      <th>rural</th>\n",
       "      <th>semi_urban</th>\n",
       "      <th>urban</th>\n",
       "      <th>Total Absorption in units</th>\n",
       "      <th>Total Absorption in Mn Sqft</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24</td>\n",
       "      <td>15900.00</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>345</td>\n",
       "      <td>1.22</td>\n",
       "      <td>85</td>\n",
       "      <td>15900.00</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016Q1</td>\n",
       "      <td>82</td>\n",
       "      <td>0.21</td>\n",
       "      <td>34</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016Q2</td>\n",
       "      <td>112</td>\n",
       "      <td>0.28</td>\n",
       "      <td>49</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016Q3</td>\n",
       "      <td>103</td>\n",
       "      <td>0.27</td>\n",
       "      <td>55</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016Q4</td>\n",
       "      <td>97</td>\n",
       "      <td>0.24</td>\n",
       "      <td>57</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017Q1</td>\n",
       "      <td>96</td>\n",
       "      <td>0.24</td>\n",
       "      <td>81</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>21333.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017Q2</td>\n",
       "      <td>93</td>\n",
       "      <td>0.24</td>\n",
       "      <td>92</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017Q3</td>\n",
       "      <td>90</td>\n",
       "      <td>0.24</td>\n",
       "      <td>89</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017Q4</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>87</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018Q1</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>87</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018Q2</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>86</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018Q3</td>\n",
       "      <td>82</td>\n",
       "      <td>0.21</td>\n",
       "      <td>80</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018Q4</td>\n",
       "      <td>75</td>\n",
       "      <td>0.19</td>\n",
       "      <td>72</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q1</td>\n",
       "      <td>68</td>\n",
       "      <td>0.18</td>\n",
       "      <td>63</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q2</td>\n",
       "      <td>57</td>\n",
       "      <td>0.15</td>\n",
       "      <td>48</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q3</td>\n",
       "      <td>49</td>\n",
       "      <td>0.12</td>\n",
       "      <td>44</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019Q4</td>\n",
       "      <td>44</td>\n",
       "      <td>0.12</td>\n",
       "      <td>39</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.12</td>\n",
       "      <td>38</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>20666.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012Q2</td>\n",
       "      <td>71</td>\n",
       "      <td>0.12</td>\n",
       "      <td>45</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012Q3</td>\n",
       "      <td>66</td>\n",
       "      <td>0.09</td>\n",
       "      <td>65</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012Q4</td>\n",
       "      <td>62</td>\n",
       "      <td>0.09</td>\n",
       "      <td>61</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013Q1</td>\n",
       "      <td>54</td>\n",
       "      <td>0.09</td>\n",
       "      <td>39</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013Q2</td>\n",
       "      <td>46</td>\n",
       "      <td>0.07</td>\n",
       "      <td>34</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013Q3</td>\n",
       "      <td>42</td>\n",
       "      <td>0.06</td>\n",
       "      <td>32</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013Q4</td>\n",
       "      <td>38</td>\n",
       "      <td>0.06</td>\n",
       "      <td>23</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014Q1</td>\n",
       "      <td>22</td>\n",
       "      <td>0.03</td>\n",
       "      <td>12</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014Q2</td>\n",
       "      <td>13</td>\n",
       "      <td>0.02</td>\n",
       "      <td>7</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014Q3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014Q4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8436</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2012Q4</td>\n",
       "      <td>353</td>\n",
       "      <td>0.39</td>\n",
       "      <td>34</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4917.333333</td>\n",
       "      <td>4822.000000</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8437</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013Q1</td>\n",
       "      <td>307</td>\n",
       "      <td>0.33</td>\n",
       "      <td>28</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4954.000000</td>\n",
       "      <td>4832.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8438</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013Q2</td>\n",
       "      <td>323</td>\n",
       "      <td>0.33</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4243.000000</td>\n",
       "      <td>4620.333333</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8439</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013Q3</td>\n",
       "      <td>318</td>\n",
       "      <td>0.32</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4591.666667</td>\n",
       "      <td>4670.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8440</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013Q4</td>\n",
       "      <td>286</td>\n",
       "      <td>0.28</td>\n",
       "      <td>50</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4432.666667</td>\n",
       "      <td>4710.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8441</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014Q1</td>\n",
       "      <td>262</td>\n",
       "      <td>0.26</td>\n",
       "      <td>73</td>\n",
       "      <td>4843.77</td>\n",
       "      <td>4610.000000</td>\n",
       "      <td>4721.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8442</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014Q2</td>\n",
       "      <td>362</td>\n",
       "      <td>0.37</td>\n",
       "      <td>114</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4651.333333</td>\n",
       "      <td>4716.666667</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8443</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014Q3</td>\n",
       "      <td>843</td>\n",
       "      <td>0.81</td>\n",
       "      <td>94</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4519.333333</td>\n",
       "      <td>4595.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>56</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8444</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014Q4</td>\n",
       "      <td>694</td>\n",
       "      <td>0.67</td>\n",
       "      <td>58</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4605.666667</td>\n",
       "      <td>4632.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8445</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015Q1</td>\n",
       "      <td>592</td>\n",
       "      <td>0.57</td>\n",
       "      <td>43</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4582.000000</td>\n",
       "      <td>4661.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8446</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015Q2</td>\n",
       "      <td>583</td>\n",
       "      <td>0.59</td>\n",
       "      <td>44</td>\n",
       "      <td>4800.00</td>\n",
       "      <td>4723.666667</td>\n",
       "      <td>4707.666667</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8447</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015Q3</td>\n",
       "      <td>606</td>\n",
       "      <td>0.63</td>\n",
       "      <td>52</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>4871.666667</td>\n",
       "      <td>4817.666667</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8448</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015Q4</td>\n",
       "      <td>687</td>\n",
       "      <td>0.85</td>\n",
       "      <td>55</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>5202.333333</td>\n",
       "      <td>4994.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8449</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016Q1</td>\n",
       "      <td>1434</td>\n",
       "      <td>1.74</td>\n",
       "      <td>110</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5082.666667</td>\n",
       "      <td>5043.000000</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>101</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8450</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016Q2</td>\n",
       "      <td>1659</td>\n",
       "      <td>1.97</td>\n",
       "      <td>80</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5221.666667</td>\n",
       "      <td>5007.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8451</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016Q3</td>\n",
       "      <td>1431</td>\n",
       "      <td>1.69</td>\n",
       "      <td>60</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5034.666667</td>\n",
       "      <td>5021.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8452</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016Q4</td>\n",
       "      <td>1216</td>\n",
       "      <td>1.44</td>\n",
       "      <td>49</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4964.333333</td>\n",
       "      <td>5029.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8453</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017Q1</td>\n",
       "      <td>1110</td>\n",
       "      <td>1.32</td>\n",
       "      <td>53</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4837.000000</td>\n",
       "      <td>5056.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8454</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017Q2</td>\n",
       "      <td>1013</td>\n",
       "      <td>1.22</td>\n",
       "      <td>57</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4696.333333</td>\n",
       "      <td>5126.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8455</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017Q3</td>\n",
       "      <td>949</td>\n",
       "      <td>1.19</td>\n",
       "      <td>74</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5251.333333</td>\n",
       "      <td>5311.333333</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017Q4</td>\n",
       "      <td>923</td>\n",
       "      <td>1.22</td>\n",
       "      <td>78</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.333333</td>\n",
       "      <td>5401.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8457</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018Q1</td>\n",
       "      <td>918</td>\n",
       "      <td>1.20</td>\n",
       "      <td>70</td>\n",
       "      <td>5628.00</td>\n",
       "      <td>5260.000000</td>\n",
       "      <td>5381.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8458</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018Q2</td>\n",
       "      <td>999</td>\n",
       "      <td>1.27</td>\n",
       "      <td>64</td>\n",
       "      <td>4600.00</td>\n",
       "      <td>4920.666667</td>\n",
       "      <td>5293.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8459</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018Q3</td>\n",
       "      <td>1064</td>\n",
       "      <td>1.35</td>\n",
       "      <td>59</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4865.333333</td>\n",
       "      <td>5252.333333</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8460</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018Q4</td>\n",
       "      <td>1018</td>\n",
       "      <td>1.33</td>\n",
       "      <td>48</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.666667</td>\n",
       "      <td>5419.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>69</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8461</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019Q1</td>\n",
       "      <td>855</td>\n",
       "      <td>1.15</td>\n",
       "      <td>40</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4978.000000</td>\n",
       "      <td>5492.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8462</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019Q2</td>\n",
       "      <td>711</td>\n",
       "      <td>0.99</td>\n",
       "      <td>36</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4812.333333</td>\n",
       "      <td>5577.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8463</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019Q3</td>\n",
       "      <td>631</td>\n",
       "      <td>0.90</td>\n",
       "      <td>37</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4882.333333</td>\n",
       "      <td>5639.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8464</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019Q4</td>\n",
       "      <td>560</td>\n",
       "      <td>0.82</td>\n",
       "      <td>45</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4798.000000</td>\n",
       "      <td>5733.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8465</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>486</td>\n",
       "      <td>0.74</td>\n",
       "      <td>51</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5319.333333</td>\n",
       "      <td>5799.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6565 rows × 240 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MicroMarket  cl_pincode   index  open_stock_units  open_stock_mnsqft  \\\n",
       "49         Alwarpet      600018  2019Q4                 0               0.00   \n",
       "50         Alwarpet      600018  2020Q1               345               1.22   \n",
       "85    Cenotaph Road      600018  2016Q1                82               0.21   \n",
       "86    Cenotaph Road      600018  2016Q2               112               0.28   \n",
       "87    Cenotaph Road      600018  2016Q3               103               0.27   \n",
       "88    Cenotaph Road      600018  2016Q4                97               0.24   \n",
       "89    Cenotaph Road      600018  2017Q1                96               0.24   \n",
       "90    Cenotaph Road      600018  2017Q2                93               0.24   \n",
       "91    Cenotaph Road      600018  2017Q3                90               0.24   \n",
       "92    Cenotaph Road      600018  2017Q4                87               0.21   \n",
       "93    Cenotaph Road      600018  2018Q1                87               0.21   \n",
       "94    Cenotaph Road      600018  2018Q2                87               0.21   \n",
       "95    Cenotaph Road      600018  2018Q3                82               0.21   \n",
       "96    Cenotaph Road      600018  2018Q4                75               0.19   \n",
       "97    Cenotaph Road      600018  2019Q1                68               0.18   \n",
       "98    Cenotaph Road      600018  2019Q2                57               0.15   \n",
       "99    Cenotaph Road      600018  2019Q3                49               0.12   \n",
       "100   Cenotaph Road      600018  2019Q4                44               0.12   \n",
       "101   Cenotaph Road      600018  2020Q1                42               0.12   \n",
       "121       Teynampet      600018  2012Q2                71               0.12   \n",
       "122       Teynampet      600018  2012Q3                66               0.09   \n",
       "123       Teynampet      600018  2012Q4                62               0.09   \n",
       "124       Teynampet      600018  2013Q1                54               0.09   \n",
       "125       Teynampet      600018  2013Q2                46               0.07   \n",
       "126       Teynampet      600018  2013Q3                42               0.06   \n",
       "127       Teynampet      600018  2013Q4                38               0.06   \n",
       "128       Teynampet      600018  2014Q1                22               0.03   \n",
       "129       Teynampet      600018  2014Q2                13               0.02   \n",
       "130       Teynampet      600018  2014Q3                 3               0.00   \n",
       "131       Teynampet      600018  2014Q4                 0               0.00   \n",
       "...             ...         ...     ...               ...                ...   \n",
       "8436     Kolapakkam      600074  2012Q4               353               0.39   \n",
       "8437     Kolapakkam      600074  2013Q1               307               0.33   \n",
       "8438     Kolapakkam      600074  2013Q2               323               0.33   \n",
       "8439     Kolapakkam      600074  2013Q3               318               0.32   \n",
       "8440     Kolapakkam      600074  2013Q4               286               0.28   \n",
       "8441     Kolapakkam      600074  2014Q1               262               0.26   \n",
       "8442     Kolapakkam      600074  2014Q2               362               0.37   \n",
       "8443     Kolapakkam      600074  2014Q3               843               0.81   \n",
       "8444     Kolapakkam      600074  2014Q4               694               0.67   \n",
       "8445     Kolapakkam      600074  2015Q1               592               0.57   \n",
       "8446     Kolapakkam      600074  2015Q2               583               0.59   \n",
       "8447     Kolapakkam      600074  2015Q3               606               0.63   \n",
       "8448     Kolapakkam      600074  2015Q4               687               0.85   \n",
       "8449     Kolapakkam      600074  2016Q1              1434               1.74   \n",
       "8450     Kolapakkam      600074  2016Q2              1659               1.97   \n",
       "8451     Kolapakkam      600074  2016Q3              1431               1.69   \n",
       "8452     Kolapakkam      600074  2016Q4              1216               1.44   \n",
       "8453     Kolapakkam      600074  2017Q1              1110               1.32   \n",
       "8454     Kolapakkam      600074  2017Q2              1013               1.22   \n",
       "8455     Kolapakkam      600074  2017Q3               949               1.19   \n",
       "8456     Kolapakkam      600074  2017Q4               923               1.22   \n",
       "8457     Kolapakkam      600074  2018Q1               918               1.20   \n",
       "8458     Kolapakkam      600074  2018Q2               999               1.27   \n",
       "8459     Kolapakkam      600074  2018Q3              1064               1.35   \n",
       "8460     Kolapakkam      600074  2018Q4              1018               1.33   \n",
       "8461     Kolapakkam      600074  2019Q1               855               1.15   \n",
       "8462     Kolapakkam      600074  2019Q2               711               0.99   \n",
       "8463     Kolapakkam      600074  2019Q3               631               0.90   \n",
       "8464     Kolapakkam      600074  2019Q4               560               0.82   \n",
       "8465     Kolapakkam      600074  2020Q1               486               0.74   \n",
       "\n",
       "      overhang  New Launch Wt Average Price (/Sqft)  \\\n",
       "49          24                             15900.00   \n",
       "50          85                             15900.00   \n",
       "85          34                             20000.00   \n",
       "86          49                             20000.00   \n",
       "87          55                             20000.00   \n",
       "88          57                             20000.00   \n",
       "89          81                             20000.00   \n",
       "90          92                             20000.00   \n",
       "91          89                             20000.00   \n",
       "92          87                             20000.00   \n",
       "93          87                             20000.00   \n",
       "94          86                             20000.00   \n",
       "95          80                             20000.00   \n",
       "96          72                             20000.00   \n",
       "97          63                             20000.00   \n",
       "98          48                             20000.00   \n",
       "99          44                             20000.00   \n",
       "100         39                             20000.00   \n",
       "101         38                             20000.00   \n",
       "121         45                             12000.00   \n",
       "122         65                             12000.00   \n",
       "123         61                             12000.00   \n",
       "124         39                             12000.00   \n",
       "125         34                             12000.00   \n",
       "126         32                             12000.00   \n",
       "127         23                             12000.00   \n",
       "128         12                             12000.00   \n",
       "129          7                             12000.00   \n",
       "130          1                             12000.00   \n",
       "131          0                             12000.00   \n",
       "...        ...                                  ...   \n",
       "8436        34                              5000.00   \n",
       "8437        28                              5000.00   \n",
       "8438        33                              3800.00   \n",
       "8439        33                              3800.00   \n",
       "8440        50                              3800.00   \n",
       "8441        73                              4843.77   \n",
       "8442       114                              4440.00   \n",
       "8443        94                              4440.00   \n",
       "8444        58                              4440.00   \n",
       "8445        43                              4440.00   \n",
       "8446        44                              4800.00   \n",
       "8447        52                              5500.00   \n",
       "8448        55                              5500.00   \n",
       "8449       110                              5074.75   \n",
       "8450        80                              5074.75   \n",
       "8451        60                              5074.75   \n",
       "8452        49                              5074.75   \n",
       "8453        53                              5074.75   \n",
       "8454        57                              5074.75   \n",
       "8455        74                              6440.00   \n",
       "8456        78                              6440.00   \n",
       "8457        70                              5628.00   \n",
       "8458        64                              4600.00   \n",
       "8459        59                              5000.00   \n",
       "8460        48                              6440.00   \n",
       "8461        40                              6440.00   \n",
       "8462        36                              6440.00   \n",
       "8463        37                              6440.00   \n",
       "8464        45                              6440.00   \n",
       "8465        51                              6440.00   \n",
       "\n",
       "      Wt. Average Price Absorbed unit (INR/Sft)  \\\n",
       "49                                 15900.000000   \n",
       "50                                 15900.000000   \n",
       "85                                 20000.000000   \n",
       "86                                 20000.000000   \n",
       "87                                 20000.000000   \n",
       "88                                 20000.000000   \n",
       "89                                 22000.000000   \n",
       "90                                 22000.000000   \n",
       "91                                 22000.000000   \n",
       "92                                 22000.000000   \n",
       "93                                 22000.000000   \n",
       "94                                 22000.000000   \n",
       "95                                 22000.000000   \n",
       "96                                 22000.000000   \n",
       "97                                 22000.000000   \n",
       "98                                 22000.000000   \n",
       "99                                 22000.000000   \n",
       "100                                22000.000000   \n",
       "101                                22000.000000   \n",
       "121                                12000.000000   \n",
       "122                                12000.000000   \n",
       "123                                12000.000000   \n",
       "124                                13000.000000   \n",
       "125                                13000.000000   \n",
       "126                                13000.000000   \n",
       "127                                13000.000000   \n",
       "128                                13000.000000   \n",
       "129                                13000.000000   \n",
       "130                                13000.000000   \n",
       "131                                13000.000000   \n",
       "...                                         ...   \n",
       "8436                                4917.333333   \n",
       "8437                                4954.000000   \n",
       "8438                                4243.000000   \n",
       "8439                                4591.666667   \n",
       "8440                                4432.666667   \n",
       "8441                                4610.000000   \n",
       "8442                                4651.333333   \n",
       "8443                                4519.333333   \n",
       "8444                                4605.666667   \n",
       "8445                                4582.000000   \n",
       "8446                                4723.666667   \n",
       "8447                                4871.666667   \n",
       "8448                                5202.333333   \n",
       "8449                                5082.666667   \n",
       "8450                                5221.666667   \n",
       "8451                                5034.666667   \n",
       "8452                                4964.333333   \n",
       "8453                                4837.000000   \n",
       "8454                                4696.333333   \n",
       "8455                                5251.333333   \n",
       "8456                                5085.333333   \n",
       "8457                                5260.000000   \n",
       "8458                                4920.666667   \n",
       "8459                                4865.333333   \n",
       "8460                                5085.666667   \n",
       "8461                                4978.000000   \n",
       "8462                                4812.333333   \n",
       "8463                                4882.333333   \n",
       "8464                                4798.000000   \n",
       "8465                                5319.333333   \n",
       "\n",
       "      Wt. Average Price Available unit (INR/Sft)  \\\n",
       "49                                  15900.000000   \n",
       "50                                  15900.000000   \n",
       "85                                  20000.000000   \n",
       "86                                  20000.000000   \n",
       "87                                  20000.000000   \n",
       "88                                  20000.000000   \n",
       "89                                  21333.333333   \n",
       "90                                  22000.000000   \n",
       "91                                  22000.000000   \n",
       "92                                  22000.000000   \n",
       "93                                  22000.000000   \n",
       "94                                  22000.000000   \n",
       "95                                  22000.000000   \n",
       "96                                  22000.000000   \n",
       "97                                  22000.000000   \n",
       "98                                  22000.000000   \n",
       "99                                  22000.000000   \n",
       "100                                 22000.000000   \n",
       "101                                 20666.666667   \n",
       "121                                 12000.000000   \n",
       "122                                 12000.000000   \n",
       "123                                 12000.000000   \n",
       "124                                 13000.000000   \n",
       "125                                 13000.000000   \n",
       "126                                 13000.000000   \n",
       "127                                 13000.000000   \n",
       "128                                 13000.000000   \n",
       "129                                 13000.000000   \n",
       "130                                 13000.000000   \n",
       "131                                 13000.000000   \n",
       "...                                          ...   \n",
       "8436                                 4822.000000   \n",
       "8437                                 4832.000000   \n",
       "8438                                 4620.333333   \n",
       "8439                                 4670.000000   \n",
       "8440                                 4710.333333   \n",
       "8441                                 4721.666667   \n",
       "8442                                 4716.666667   \n",
       "8443                                 4595.000000   \n",
       "8444                                 4632.333333   \n",
       "8445                                 4661.333333   \n",
       "8446                                 4707.666667   \n",
       "8447                                 4817.666667   \n",
       "8448                                 4994.000000   \n",
       "8449                                 5043.000000   \n",
       "8450                                 5007.000000   \n",
       "8451                                 5021.000000   \n",
       "8452                                 5029.333333   \n",
       "8453                                 5056.333333   \n",
       "8454                                 5126.333333   \n",
       "8455                                 5311.333333   \n",
       "8456                                 5401.666667   \n",
       "8457                                 5381.666667   \n",
       "8458                                 5293.000000   \n",
       "8459                                 5252.333333   \n",
       "8460                                 5419.333333   \n",
       "8461                                 5492.666667   \n",
       "8462                                 5577.666667   \n",
       "8463                                 5639.666667   \n",
       "8464                                 5733.333333   \n",
       "8465                                 5799.666667   \n",
       "\n",
       "      New Launch Absorption in Units  ...  christian  hindu  jain  muslim  \\\n",
       "49                                 5  ...       0.01   0.97   0.0    0.02   \n",
       "50                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "85                                 5  ...       0.01   0.97   0.0    0.02   \n",
       "86                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "87                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "88                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "89                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "90                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "91                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "92                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "93                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "94                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "95                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "96                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "97                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "98                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "99                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "100                                0  ...       0.01   0.97   0.0    0.02   \n",
       "101                                0  ...       0.01   0.97   0.0    0.02   \n",
       "121                                0  ...       0.01   0.97   0.0    0.02   \n",
       "122                                0  ...       0.01   0.97   0.0    0.02   \n",
       "123                                0  ...       0.01   0.97   0.0    0.02   \n",
       "124                                0  ...       0.01   0.97   0.0    0.02   \n",
       "125                                0  ...       0.01   0.97   0.0    0.02   \n",
       "126                                0  ...       0.01   0.97   0.0    0.02   \n",
       "127                                0  ...       0.01   0.97   0.0    0.02   \n",
       "128                                0  ...       0.01   0.97   0.0    0.02   \n",
       "129                                0  ...       0.01   0.97   0.0    0.02   \n",
       "130                                0  ...       0.01   0.97   0.0    0.02   \n",
       "131                                0  ...       0.01   0.97   0.0    0.02   \n",
       "...                              ...  ...        ...    ...   ...     ...   \n",
       "8436                              25  ...       0.03   0.92   0.0    0.05   \n",
       "8437                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8438                               5  ...       0.03   0.92   0.0    0.05   \n",
       "8439                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8440                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8441                               6  ...       0.03   0.92   0.0    0.05   \n",
       "8442                              24  ...       0.03   0.92   0.0    0.05   \n",
       "8443                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8444                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8445                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8446                              10  ...       0.03   0.92   0.0    0.05   \n",
       "8447                               9  ...       0.03   0.92   0.0    0.05   \n",
       "8448                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8449                              43  ...       0.03   0.92   0.0    0.05   \n",
       "8450                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8451                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8452                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8453                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8454                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8455                               4  ...       0.03   0.92   0.0    0.05   \n",
       "8456                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8457                               6  ...       0.03   0.92   0.0    0.05   \n",
       "8458                               5  ...       0.03   0.92   0.0    0.05   \n",
       "8459                               2  ...       0.03   0.92   0.0    0.05   \n",
       "8460                               1  ...       0.03   0.92   0.0    0.05   \n",
       "8461                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8462                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8463                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8464                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8465                               0  ...       0.03   0.92   0.0    0.05   \n",
       "\n",
       "      sikh  rural  semi_urban  urban  Total Absorption in units  \\\n",
       "49       0      0           0      1                          5   \n",
       "50       0      0           0      1                          8   \n",
       "85       0      0           0      1                          8   \n",
       "86       0      0           0      1                          4   \n",
       "87       0      0           0      1                          2   \n",
       "88       0      0           0      1                          1   \n",
       "89       0      0           0      1                          1   \n",
       "90       0      0           0      1                          1   \n",
       "91       0      0           0      1                          1   \n",
       "92       0      0           0      1                          0   \n",
       "93       0      0           0      1                          0   \n",
       "94       0      0           0      1                          1   \n",
       "95       0      0           0      1                          2   \n",
       "96       0      0           0      1                          3   \n",
       "97       0      0           0      1                          3   \n",
       "98       0      0           0      1                          3   \n",
       "99       0      0           0      1                          2   \n",
       "100      0      0           0      1                          1   \n",
       "101      0      0           0      1                          0   \n",
       "121      0      0           0      1                          2   \n",
       "122      0      0           0      1                          1   \n",
       "123      0      0           0      1                          1   \n",
       "124      0      0           0      1                          4   \n",
       "125      0      0           0      1                          2   \n",
       "126      0      0           0      1                          0   \n",
       "127      0      0           0      1                          5   \n",
       "128      0      0           0      1                          4   \n",
       "129      0      0           0      1                          3   \n",
       "130      0      0           0      1                          2   \n",
       "131      0      0           0      1                          0   \n",
       "...    ...    ...         ...    ...                        ...   \n",
       "8436     0      0           0      1                         63   \n",
       "8437     0      0           0      1                         20   \n",
       "8438     0      0           0      1                         17   \n",
       "8439     0      0           0      1                         12   \n",
       "8440     0      0           0      1                          8   \n",
       "8441     0      0           0      1                         12   \n",
       "8442     0      0           0      1                         39   \n",
       "8443     0      0           0      1                         56   \n",
       "8444     0      0           0      1                         39   \n",
       "8445     0      0           0      1                         26   \n",
       "8446     0      0           0      1                         40   \n",
       "8447     0      0           0      1                         42   \n",
       "8448     0      0           0      1                         33   \n",
       "8449     0      0           0      1                        101   \n",
       "8450     0      0           0      1                         71   \n",
       "8451     0      0           0      1                         80   \n",
       "8452     0      0           0      1                         42   \n",
       "8453     0      0           0      1                         33   \n",
       "8454     0      0           0      1                         37   \n",
       "8455     0      0           0      1                         31   \n",
       "8456     0      0           0      1                         41   \n",
       "8457     0      0           0      1                         76   \n",
       "8458     0      0           0      1                         48   \n",
       "8459     0      0           0      1                         59   \n",
       "8460     0      0           0      1                         69   \n",
       "8461     0      0           0      1                         57   \n",
       "8462     0      0           0      1                         31   \n",
       "8463     0      0           0      1                         22   \n",
       "8464     0      0           0      1                         23   \n",
       "8465     0      0           0      1                         20   \n",
       "\n",
       "      Total Absorption in Mn Sqft  \n",
       "49                           0.02  \n",
       "50                           0.03  \n",
       "85                           0.02  \n",
       "86                           0.01  \n",
       "87                           0.00  \n",
       "88                           0.00  \n",
       "89                           0.00  \n",
       "90                           0.00  \n",
       "91                           0.00  \n",
       "92                           0.00  \n",
       "93                           0.00  \n",
       "94                           0.00  \n",
       "95                           0.00  \n",
       "96                           0.00  \n",
       "97                           0.01  \n",
       "98                           0.00  \n",
       "99                           0.00  \n",
       "100                          0.00  \n",
       "101                          0.00  \n",
       "121                          0.00  \n",
       "122                          0.00  \n",
       "123                          0.00  \n",
       "124                          0.00  \n",
       "125                          0.00  \n",
       "126                          0.00  \n",
       "127                          0.00  \n",
       "128                          0.00  \n",
       "129                          0.00  \n",
       "130                          0.00  \n",
       "131                          0.00  \n",
       "...                           ...  \n",
       "8436                         0.09  \n",
       "8437                         0.03  \n",
       "8438                         0.01  \n",
       "8439                         0.00  \n",
       "8440                         0.00  \n",
       "8441                         0.01  \n",
       "8442                         0.03  \n",
       "8443                         0.06  \n",
       "8444                         0.03  \n",
       "8445                         0.03  \n",
       "8446                         0.04  \n",
       "8447                         0.05  \n",
       "8448                         0.05  \n",
       "8449                         0.13  \n",
       "8450                         0.10  \n",
       "8451                         0.09  \n",
       "8452                         0.05  \n",
       "8453                         0.03  \n",
       "8454                         0.04  \n",
       "8455                         0.04  \n",
       "8456                         0.05  \n",
       "8457                         0.09  \n",
       "8458                         0.05  \n",
       "8459                         0.06  \n",
       "8460                         0.08  \n",
       "8461                         0.06  \n",
       "8462                         0.03  \n",
       "8463                         0.03  \n",
       "8464                         0.03  \n",
       "8465                         0.02  \n",
       "\n",
       "[6565 rows x 240 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dset2 = dset2.drop(columns=dset2.columns[49:67])\n",
    "dset2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 508,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = dset2.iloc[:,3:-2]\n",
    "y = dset2.iloc[:,-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 510,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "linear model coeff (w): [ 8.19000000e+03  1.31876732e-10  0.00000000e+00 -2.76259016e-11\n",
      "  4.54747351e-12  1.18234311e-11  1.23691279e-10 -8.73114914e-11\n",
      " -8.48700000e+03 -1.75077730e-10  1.87800000e+03  1.45000000e+03\n",
      "  8.25000000e+02  4.90000000e+02  3.80000000e+02  3.46000000e+02\n",
      "  1.14000000e+03  1.96000000e+02  4.57000000e+02 -7.16227078e-12\n",
      "  4.38831194e-11 -2.16004992e-11  5.22959454e-12  2.61479727e-11\n",
      "  4.66116035e-12  8.23519031e-12  1.82751592e-11  2.84217094e-13\n",
      " -1.59161573e-11  2.26236807e-11 -3.20596882e-11 -3.58113539e-12\n",
      " -9.90496574e-12  1.52340363e-11  4.28208580e-11  2.50111043e-11\n",
      " -6.33804120e-12  9.60653779e-12 -1.83035809e-11  3.87103682e-11\n",
      "  3.46744855e-12  1.17310606e-11 -1.33582034e-11 -4.18403090e-11\n",
      " -2.75690581e-11  7.53175300e-12 -2.31921149e-11 -1.20508048e-11\n",
      " -1.31876732e-11 -5.51381163e-12 -6.11066753e-12 -5.59907676e-12\n",
      " -2.46132004e-11 -8.24229573e-13 -1.39266376e-11  2.45563569e-11\n",
      "  1.50635060e-11  1.25055521e-11  7.27595761e-12  1.34150469e-11\n",
      "  8.10018719e-12  3.61382035e-11  5.49960077e-12  1.84172677e-11\n",
      "  4.54747351e-13  4.95674612e-11  5.10453901e-11 -7.70228326e-12\n",
      " -7.73070497e-12  1.96962446e-11  1.98951966e-13 -1.02602371e-11\n",
      " -2.34479103e-11  2.55795385e-12  1.20721211e-11  3.56124019e-11\n",
      "  3.05533376e-11 -3.91651156e-11 -4.01456646e-11 -2.65032440e-11\n",
      " -2.51390020e-11 -4.62279104e-11 -2.63469246e-11  1.60582658e-11\n",
      " -4.53610483e-11  1.41255896e-11 -1.28466127e-11  1.95399252e-11\n",
      "  1.71951342e-11  1.76214598e-12 -2.25099939e-11 -3.53281848e-11\n",
      " -1.45519152e-11 -4.12541112e-11  1.96678229e-11 -1.27329258e-11\n",
      " -1.92983407e-11  3.77724518e-11  1.38840051e-11  9.80548975e-12\n",
      "  1.83320026e-12  1.71667125e-11 -1.31237243e-11  4.17799129e-12\n",
      "  2.13162821e-12 -1.92983407e-11 -2.03215222e-11 -1.47792889e-11\n",
      "  2.92743607e-12  2.85353963e-11  2.05773176e-11  8.92441676e-12\n",
      "  4.21778168e-11  9.12336873e-12 -1.82751592e-11  3.79429821e-12\n",
      "  2.19699814e-11  2.53095322e-11 -2.17426077e-12 -1.19371180e-11\n",
      " -2.23465690e-11 -6.15330009e-12  5.65592018e-12 -2.15152340e-11\n",
      "  9.74864633e-12 -1.91846539e-11 -5.11590770e-13  6.79278855e-12\n",
      " -1.55182533e-11  2.96438429e-11  2.62616595e-11  2.50111043e-12\n",
      "  1.70530257e-12  2.83222334e-11 -1.39266376e-11 -4.55315785e-11\n",
      "  1.57740487e-12 -1.55182533e-11  1.15036869e-11 -8.46966941e-12\n",
      " -6.53699317e-13  1.13686838e-12  2.17710294e-11 -9.70601377e-12\n",
      "  4.48636683e-11 -3.59108299e-11 -2.39310793e-11  7.00595137e-12\n",
      "  6.33804120e-12  1.56887836e-11  2.90754087e-11  2.46700438e-11\n",
      "  0.00000000e+00 -4.77484718e-12 -3.09796633e-12  2.34763320e-11\n",
      "  7.50333129e-12  5.00222086e-12 -2.61479727e-12  0.00000000e+00\n",
      " -5.82645043e-12  0.00000000e+00  2.21689334e-12  0.00000000e+00\n",
      "  0.00000000e+00 -1.28466127e-11  0.00000000e+00 -8.37019343e-12\n",
      " -1.13686838e-12 -5.54223334e-12  3.75166564e-12 -7.84439180e-12\n",
      " -4.88853402e-12  3.75166564e-12 -3.86535248e-12  4.03588274e-12\n",
      "  1.25623956e-11 -1.22781785e-11 -8.29913915e-12 -4.09272616e-12\n",
      " -1.02318154e-12  1.06297193e-11 -3.18323146e-12  1.12549969e-11\n",
      " -5.34328137e-12  2.71711542e-11  3.06954462e-12  4.54747351e-13\n",
      "  2.50111043e-12 -5.40012479e-13  6.76436684e-12  2.01225703e-11\n",
      " -4.27746727e-12 -2.65742983e-12 -4.12114787e-12  3.43334250e-11\n",
      " -3.50723894e-11 -1.08002496e-11 -3.48165941e-12  8.12860890e-12\n",
      " -1.79625204e-11 -5.19548848e-11 -5.40012479e-12  0.00000000e+00\n",
      "  0.00000000e+00  1.36424205e-12  3.52429197e-12  1.31876732e-11\n",
      " -2.33058017e-12  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      " -9.09494702e-13 -2.23110419e-12 -4.90985030e-12  0.00000000e+00\n",
      "  0.00000000e+00  1.36424205e-12  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00 -1.70530257e-12  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00 -4.54747351e-13\n",
      " -1.36424205e-12  9.94759830e-13  2.27373675e-12  0.00000000e+00\n",
      "  5.79802872e-12  1.47792889e-12  8.18545232e-12]\n",
      "linear model intercept (b): -0.000\n",
      "R-squared score (training): 1.000\n",
      "R-squared score (test): 1.000\n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state = 0)\n",
    "\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "linreg = LinearRegression().fit(X_train_scaled, y_train)\n",
    "\n",
    "print('linear model coeff (w): {}'\n",
    "     .format(linreg.coef_))\n",
    "print('linear model intercept (b): {:.3f}'\n",
    "     .format(linreg.intercept_))\n",
    "print('R-squared score (training): {:.3f}'\n",
    "     .format(linreg.score(X_train_scaled, y_train)))\n",
    "print('R-squared score (test): {:.3f}'\n",
    "     .format(linreg.score(X_test_scaled, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Coefficient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>open_stock_units</th>\n",
       "      <td>8190.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_&lt;=30</th>\n",
       "      <td>1878.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_30-40</th>\n",
       "      <td>1450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_80-90</th>\n",
       "      <td>1140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_40-50</th>\n",
       "      <td>825.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_50-60</th>\n",
       "      <td>490.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_&gt;1</th>\n",
       "      <td>457.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_60-70</th>\n",
       "      <td>380.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_70-80</th>\n",
       "      <td>346.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_90-1</th>\n",
       "      <td>196.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Coefficient\n",
       "open_stock_units          8190.0\n",
       "tsw_new_units_<=30        1878.0\n",
       "tsw_new_units_30-40       1450.0\n",
       "tsw_new_units_80-90       1140.0\n",
       "tsw_new_units_40-50        825.0\n",
       "tsw_new_units_50-60        490.0\n",
       "tsw_new_units_>1           457.0\n",
       "tsw_new_units_60-70        380.0\n",
       "tsw_new_units_70-80        346.0\n",
       "tsw_new_units_90-1         196.0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coeff_df = pd.DataFrame(linreg.coef_,X.columns,columns=['Coefficient'])\n",
    "coeff_df.sort_values(by=['Coefficient'],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ridge regression linear model intercept: 183.24472983898548\n",
      "ridge regression linear model coeff:\n",
      "[ 8.19000000e+03  1.54159352e-10  7.35411732e-13 -2.73558953e-11\n",
      "  6.07514039e-12  1.43209888e-11  1.33013600e-10 -9.41327016e-11\n",
      " -8.48700000e+03 -1.82581061e-10  1.87800000e+03  1.45000000e+03\n",
      "  8.25000000e+02  4.90000000e+02  3.80000000e+02  3.46000000e+02\n",
      "  1.14000000e+03  1.96000000e+02  4.57000000e+02 -2.72848411e-12\n",
      "  4.54178917e-11 -1.73940862e-11  7.38964445e-12  2.43396414e-11\n",
      "  7.92965693e-12  1.72803993e-11  1.73372428e-11  2.27373675e-12\n",
      " -1.50066626e-11  2.52384780e-11 -2.93312041e-11 -1.13686838e-12\n",
      " -1.41540113e-11  1.47792889e-11  6.23003871e-11  2.19415597e-11\n",
      " -6.16751095e-12  8.64019967e-12 -1.94404493e-11  3.73177045e-11\n",
      "  1.93267624e-12  1.59445790e-11 -1.30171429e-11 -6.57109922e-11\n",
      " -2.38742359e-11  5.94013727e-12 -2.50111043e-11 -1.03455022e-11\n",
      " -1.32445166e-11 -4.88853402e-12 -7.67386155e-12 -4.00746103e-12\n",
      " -2.02362571e-11 -1.59161573e-12 -1.15107923e-11  2.70574674e-11\n",
      "  1.54614099e-11  1.18802745e-11  6.56541488e-12  1.47224455e-11\n",
      "  5.74118530e-12  3.04680725e-11  6.65068001e-12  1.90993887e-11\n",
      "  6.20431131e+00  2.26364300e+01  8.80702593e+01  1.86416071e+02\n",
      "  5.88744311e+01  2.95804048e+02  4.08674776e+01 -3.18439025e+01\n",
      "  1.83781660e+02  4.63104194e+02 -2.63138724e+01  3.13999195e+02\n",
      "  1.17971944e+02 -1.45915936e+02 -1.00342707e+02 -1.04046666e+02\n",
      " -2.76225307e+02 -2.61554386e+02 -2.03666596e+02 -8.95502666e+00\n",
      " -1.00034558e+02  2.52005753e+02  2.98543562e+02  5.90586814e+01\n",
      "  5.14353491e+01 -2.86318448e+01 -3.87437462e+02  3.39059445e+02\n",
      "  6.86958045e+02  1.63340248e+02 -1.70219453e+02 -3.88233210e+02\n",
      " -1.38423960e+02 -2.09884226e+02  3.57966256e+02  1.41700606e+02\n",
      " -3.54508979e+02 -6.84869490e+01 -1.20201788e+02 -1.27483428e+02\n",
      " -3.85883074e+01  6.92444604e+02 -4.60108530e+02  8.32023430e+01\n",
      " -1.78445466e+02  5.20269698e+02  1.37358784e+01  6.81905239e+01\n",
      " -1.79519909e+02 -2.41190439e+02  1.81068551e+02  1.28958205e+02\n",
      " -1.06761644e+02 -2.65369041e+02  1.32890622e+02  1.38198761e+02\n",
      "  3.07629206e+00 -4.53320920e+02 -5.15535645e+02  6.26455874e+02\n",
      "  1.59606083e+01 -3.17064655e+02  1.52040986e+02  5.74790622e+01\n",
      " -1.82660974e+02  9.42336938e+01 -2.69438090e+01 -1.59082519e+02\n",
      "  7.18961365e+01 -4.63623361e+02 -4.14259519e+02 -6.15976949e+02\n",
      "  1.45280527e+02  1.03411613e+02  4.43726343e+02 -6.44450828e+01\n",
      "  8.10852421e+01 -1.54666030e+01 -5.71447087e+01 -4.28743931e+02\n",
      "  1.00696350e+02 -5.60593034e+01  5.56789668e+02 -4.28209756e+02\n",
      " -1.69539951e+02  4.96513955e+02 -2.23147512e+02  2.58445651e+02\n",
      " -1.00539998e+02  8.44261139e+01  3.07674228e+01 -5.26004348e+01\n",
      " -5.85941178e+01  7.65600750e+00 -3.92190063e+00  2.41983192e+02\n",
      " -3.85286988e+01 -7.66210210e+01 -4.14272083e+01  1.98640924e+02\n",
      "  1.03563364e+02  5.78928838e+01 -1.01561954e+01  1.87188547e+01\n",
      "  2.55736595e+01  8.87103156e+01  8.69034612e+00 -7.35990320e+00\n",
      "  1.94419745e+01 -8.92256329e+00  7.20837531e-01  9.11750590e+00\n",
      " -4.00974595e+01  6.72999044e+01  1.26696739e+02 -6.76133383e+01\n",
      "  1.65479607e+01 -1.61725374e+02  3.34562938e+01  7.02100402e+00\n",
      " -1.03875268e+01  1.27149791e+02  2.29093096e+01 -2.23873817e+01\n",
      " -5.12512492e+01 -6.55979442e+01 -9.14663321e+01  6.95362604e+01\n",
      "  1.31463609e+02  4.34609771e+01  2.14658319e+01  5.54586304e+01\n",
      " -1.29908142e+01 -1.39312178e+02 -1.04597445e+02  1.38718575e+02\n",
      "  1.91716182e+01 -1.55862524e+02 -2.08530782e+02  4.40238650e+00\n",
      "  7.62907257e+01  3.17877983e-01  6.43528834e+01 -4.88714002e+01\n",
      "  2.09892832e+01  5.65510699e+01  1.33469930e+02  3.63274603e+01\n",
      " -1.57037424e+00 -9.13396623e+00 -4.04955994e+01  3.22698018e+01\n",
      " -2.30867444e+00  2.67736054e+00  9.98537972e+00 -7.45404208e+00\n",
      " -9.23461472e+01 -2.06358076e+01  6.28596349e+00  3.85273030e+01\n",
      " -4.28548685e+01  1.28280843e+01  3.04707162e+00 -1.27600651e+01\n",
      "  3.97872309e+00 -7.64892920e+01  5.97251896e+00  2.28749266e+01\n",
      " -1.81840107e+02 -1.73821293e+02 -1.90443385e+02]\n",
      "R-squared score (training): 1.000\n",
      "R-squared score (test): 1.000\n",
      "Number of non-zero features: 235\n"
     ]
    }
   ],
   "source": [
    "linridge = Ridge(alpha=0.0).fit(X_train_scaled, y_train)\n",
    "\n",
    "print('ridge regression linear model intercept: {}'\n",
    "     .format(linridge.intercept_))\n",
    "print('ridge regression linear model coeff:\\n{}'\n",
    "     .format(linridge.coef_))\n",
    "print('R-squared score (training): {:.3f}'\n",
    "     .format(linridge.score(X_train_scaled, y_train)))\n",
    "print('R-squared score (test): {:.3f}'\n",
    "     .format(linridge.score(X_test_scaled, y_test)))\n",
    "print('Number of non-zero features: {}'\n",
    "     .format(np.sum(linridge.coef_ != 0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Coefficient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>open_stock_units</th>\n",
       "      <td>8190.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_&lt;=30</th>\n",
       "      <td>1878.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_30-40</th>\n",
       "      <td>1450.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_80-90</th>\n",
       "      <td>1140.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_40-50</th>\n",
       "      <td>825.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOT_M</th>\n",
       "      <td>692.444604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ava_radio</th>\n",
       "      <td>686.958045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAINWORK_F</th>\n",
       "      <td>626.455874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MARGWORK_0_3_P</th>\n",
       "      <td>556.789668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F_06</th>\n",
       "      <td>520.269698</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Coefficient\n",
       "open_stock_units     8190.000000\n",
       "tsw_new_units_<=30   1878.000000\n",
       "tsw_new_units_30-40  1450.000000\n",
       "tsw_new_units_80-90  1140.000000\n",
       "tsw_new_units_40-50   825.000000\n",
       "TOT_M                 692.444604\n",
       "ava_radio             686.958045\n",
       "MAINWORK_F            626.455874\n",
       "MARGWORK_0_3_P        556.789668\n",
       "F_06                  520.269698"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "coeff_df = pd.DataFrame(linridge.coef_,X.columns,columns=['Coefficient'])\n",
    "coeff_df.sort_values(by=['Coefficient'],ascending=False).head(10)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lasso regression linear model intercept: 60.08811713132171\n",
      "lasso regression linear model coeff:\n",
      "[ 1.63469241e+02  1.08388150e+02 -1.74054999e+02 -0.00000000e+00\n",
      " -0.00000000e+00 -1.27528321e+01  0.00000000e+00  4.91016831e+02\n",
      "  0.00000000e+00  0.00000000e+00  1.70556163e+01  0.00000000e+00\n",
      "  4.86769222e+01  0.00000000e+00  1.12403628e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  3.80366949e+02  2.35960447e+02  5.72980965e+01  1.03668194e+02\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  2.49945083e+01  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00 -0.00000000e+00  0.00000000e+00\n",
      " -0.00000000e+00  0.00000000e+00 -0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00 -0.00000000e+00 -0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00 -0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00 -0.00000000e+00 -0.00000000e+00 -0.00000000e+00\n",
      "  3.03867527e-01  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  6.25164093e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00 -0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00  0.00000000e+00 -0.00000000e+00  0.00000000e+00\n",
      " -0.00000000e+00  0.00000000e+00 -0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00 -1.00385348e+01 -0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  3.40047614e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      " -0.00000000e+00 -0.00000000e+00 -0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00 -0.00000000e+00 -0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00 -0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00 -0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      " -1.01485891e+00 -0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      " -0.00000000e+00  0.00000000e+00 -0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      " -0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      " -0.00000000e+00  0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00 -0.00000000e+00 -0.00000000e+00 -0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00 -0.00000000e+00  0.00000000e+00\n",
      " -2.95368288e-01  0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00 -0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00  0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00 -0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      " -0.00000000e+00 -0.00000000e+00 -0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00 -0.00000000e+00 -0.00000000e+00\n",
      " -1.57163793e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  9.48843592e-01 -0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00 -2.28511208e-01  0.00000000e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  3.67018046e+00  0.00000000e+00\n",
      "  0.00000000e+00  0.00000000e+00  0.00000000e+00 -0.00000000e+00\n",
      "  5.85826354e-01  0.00000000e+00  6.35244060e-02  0.00000000e+00\n",
      "  1.15017826e+00 -0.00000000e+00 -0.00000000e+00]\n",
      "Non-zero features: 26\n",
      "R-squared score (training): 0.809\n",
      "R-squared score (test): 0.715\n",
      "\n",
      "Features with non-zero weight (sorted by absolute magnitude):\n",
      "\tNew Launch Absorption in Mn Sqft, 491.017\n",
      "\tnew_abs_units_<=30, 380.367\n",
      "\tnew_abs_units_30-40, 235.960\n",
      "\toverhang, -174.055\n",
      "\topen_stock_units, 163.469\n",
      "\topen_stock_mnsqft, 108.388\n",
      "\tnew_abs_units_50-60, 103.668\n",
      "\tnew_abs_units_40-50, 57.298\n",
      "\ttsw_new_units_40-50, 48.677\n",
      "\tnew_abs_units_>1, 24.995\n",
      "\ttsw_new_units_<=30, 17.056\n",
      "\tWt. Average Price Available unit (INR/Sft), -12.753\n",
      "\tas_fourwheeler, -10.039\n",
      "\trf_bt_brick, 6.252\n",
      "\tservice_providers, 3.670\n",
      "\tP_SC, 3.400\n",
      "\thospital, -1.572\n",
      "\trural, 1.150\n",
      "\ttsw_new_units_60-70, 1.124\n",
      "\trestaurant_rs_0_500, -1.015\n",
      "\tmsme, 0.949\n",
      "\thindu, 0.586\n",
      "\tage, 0.304\n",
      "\tSale_Property_50_80L, -0.295\n",
      "\tpost_office, -0.229\n",
      "\tmuslim, 0.064\n"
     ]
    }
   ],
   "source": [
    "linlasso = Lasso(alpha=0.1, max_iter = 10000).fit(X_train_scaled, y_train)\n",
    "print('lasso regression linear model intercept: {}'\n",
    "     .format(linlasso.intercept_))\n",
    "print('lasso regression linear model coeff:\\n{}'\n",
    "     .format(linlasso.coef_))\n",
    "print('Non-zero features: {}'\n",
    "     .format(np.sum(linlasso.coef_ != 0)))\n",
    "print('R-squared score (training): {:.3f}'\n",
    "     .format(linlasso.score(X_train_scaled, y_train)))\n",
    "print('R-squared score (test): {:.3f}\\n'\n",
    "     .format(linlasso.score(X_test_scaled, y_test)))\n",
    "print('Features with non-zero weight (sorted by absolute magnitude):')\n",
    "\n",
    "for e in sorted (list(zip(list(X), linlasso.coef_)),\n",
    "                key = lambda e: -abs(e[1])):\n",
    "    if e[1] != 0:\n",
    "        print('\\t{}, {:.3f}'.format(e[0], e[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print('Lasso regression: effect of alpha regularization\\n\\\n",
    "parameter on number of features kept in final model\\n')\n",
    "\n",
    "for alpha in [0.1, 0.5, 1, 2, 3, 5, 10, 20, 50]:\n",
    "    linlasso = Lasso(alpha, max_iter = 10000).fit(X_train_scaled, y_train)\n",
    "    r2_train = linlasso.score(X_train_scaled, y_train)\n",
    "    r2_test = linlasso.score(X_test_scaled, y_test)\n",
    "    \n",
    "    print('Alpha = {:.2f}\\nFeatures kept: {}, r-squared training: {:.2f}, \\\n",
    "r-squared test: {:.2f}\\n'\n",
    "         .format(alpha, np.sum(linlasso.coef_ != 0), r2_train, r2_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Coefficient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>New Launch Absorption in Mn Sqft</th>\n",
       "      <td>491.016831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_&lt;=30</th>\n",
       "      <td>380.366949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_30-40</th>\n",
       "      <td>235.960447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_stock_units</th>\n",
       "      <td>163.469241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_stock_mnsqft</th>\n",
       "      <td>108.388150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_50-60</th>\n",
       "      <td>103.668194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_40-50</th>\n",
       "      <td>57.298097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_40-50</th>\n",
       "      <td>48.676922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_&gt;1</th>\n",
       "      <td>24.994508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_new_units_&lt;=30</th>\n",
       "      <td>17.055616</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Coefficient\n",
       "New Launch Absorption in Mn Sqft   491.016831\n",
       "new_abs_units_<=30                 380.366949\n",
       "new_abs_units_30-40                235.960447\n",
       "open_stock_units                   163.469241\n",
       "open_stock_mnsqft                  108.388150\n",
       "new_abs_units_50-60                103.668194\n",
       "new_abs_units_40-50                 57.298097\n",
       "tsw_new_units_40-50                 48.676922\n",
       "new_abs_units_>1                    24.994508\n",
       "tsw_new_units_<=30                  17.055616"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coeff_df = pd.DataFrame(linlasso.coef_,X.columns,columns=['Coefficient'])\n",
    "coeff_df.sort_values(by=['Coefficient'],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 513,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of RF regressor on training set: 0.97\n",
      "Accuracy of RF regressor on test set: 0.84\n"
     ]
    }
   ],
   "source": [
    "clf = RandomForestRegressor(max_features=210,random_state=0).fit(X_train, y_train)\n",
    "print('Accuracy of RF regressor on training set: {:.2f}'\n",
    "     .format(clf.score(X_train, y_train)))\n",
    "print('Accuracy of RF regressor on test set: {:.2f}'\n",
    "     .format(clf.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 514,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Unsold in units</th>\n",
       "      <td>0.310893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Launch Absorption in Units</th>\n",
       "      <td>0.224926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>overhang</th>\n",
       "      <td>0.100917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_stock_units</th>\n",
       "      <td>0.090889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unsold in Mn Sqft</th>\n",
       "      <td>0.066080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Launch Absorption in Mn Sqft</th>\n",
       "      <td>0.044270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_stock_mnsqft</th>\n",
       "      <td>0.016089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_mnsqft_30-40</th>\n",
       "      <td>0.013415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_30-40</th>\n",
       "      <td>0.009128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_&lt;=30</th>\n",
       "      <td>0.006371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Importance\n",
       "Unsold in units                     0.310893\n",
       "New Launch Absorption in Units      0.224926\n",
       "overhang                            0.100917\n",
       "open_stock_units                    0.090889\n",
       "Unsold in Mn Sqft                   0.066080\n",
       "New Launch Absorption in Mn Sqft    0.044270\n",
       "open_stock_mnsqft                   0.016089\n",
       "new_abs_mnsqft_30-40                0.013415\n",
       "new_abs_units_30-40                 0.009128\n",
       "new_abs_units_<=30                  0.006371"
      ]
     },
     "execution_count": 514,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imp_df = pd.DataFrame(clf.feature_importances_,X.columns,columns=['Importance'])\n",
    "imp_df.sort_values(by=['Importance'],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 511,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of GBDT regressor on training set: 0.94\n",
      "Accuracy of GBDT regressor on test set: 0.83\n"
     ]
    }
   ],
   "source": [
    "clf = GradientBoostingRegressor(learning_rate=0.1, random_state=0).fit(X_train, y_train)\n",
    "print('Accuracy of GBDT regressor on training set: {:.2f}'\n",
    "     .format(clf.score(X_train, y_train)))\n",
    "print('Accuracy of GBDT regressor on test set: {:.2f}'\n",
    "     .format(clf.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 512,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>New Launch Absorption in Units</th>\n",
       "      <td>0.324902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unsold in units</th>\n",
       "      <td>0.185756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_stock_units</th>\n",
       "      <td>0.138409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>overhang</th>\n",
       "      <td>0.106998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unsold in Mn Sqft</th>\n",
       "      <td>0.105722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Launch Absorption in Mn Sqft</th>\n",
       "      <td>0.045483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_stock_mnsqft</th>\n",
       "      <td>0.020242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_mnsqft_&lt;=30</th>\n",
       "      <td>0.011110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>new_abs_units_30-40</th>\n",
       "      <td>0.007735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tsw_un_mnsqft_&gt;1</th>\n",
       "      <td>0.006996</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Importance\n",
       "New Launch Absorption in Units      0.324902\n",
       "Unsold in units                     0.185756\n",
       "open_stock_units                    0.138409\n",
       "overhang                            0.106998\n",
       "Unsold in Mn Sqft                   0.105722\n",
       "New Launch Absorption in Mn Sqft    0.045483\n",
       "open_stock_mnsqft                   0.020242\n",
       "new_abs_mnsqft_<=30                 0.011110\n",
       "new_abs_units_30-40                 0.007735\n",
       "tsw_un_mnsqft_>1                    0.006996"
      ]
     },
     "execution_count": 512,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imp_df = pd.DataFrame(clf.feature_importances_,X.columns,columns=['Importance'])\n",
    "imp_df.sort_values(by=['Importance'],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MicroMarket</th>\n",
       "      <th>cl_pincode</th>\n",
       "      <th>index</th>\n",
       "      <th>open_stock_units</th>\n",
       "      <th>open_stock_mnsqft</th>\n",
       "      <th>overhang</th>\n",
       "      <th>New Launch Wt Average Price (/Sqft)</th>\n",
       "      <th>Wt. Average Price Absorbed unit (INR/Sft)</th>\n",
       "      <th>Wt. Average Price Available unit (INR/Sft)</th>\n",
       "      <th>New Launch Absorption in Units</th>\n",
       "      <th>...</th>\n",
       "      <th>christian</th>\n",
       "      <th>hindu</th>\n",
       "      <th>jain</th>\n",
       "      <th>muslim</th>\n",
       "      <th>sikh</th>\n",
       "      <th>rural</th>\n",
       "      <th>semi_urban</th>\n",
       "      <th>urban</th>\n",
       "      <th>Total Absorption in units</th>\n",
       "      <th>Total Absorption in Mn Sqft</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2007-07-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2007-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2008-01-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2008-04-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2008-07-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2008-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2009-01-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2009-04-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2009-07-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2009-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2010-04-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2010-07-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2010-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2011-04-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2011-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012-04-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012-07-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013-01-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013-04-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013-07-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014-04-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014-07-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8436</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2012-10-01</td>\n",
       "      <td>353</td>\n",
       "      <td>0.39</td>\n",
       "      <td>34</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4917.333333</td>\n",
       "      <td>4822.000000</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8437</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013-01-01</td>\n",
       "      <td>307</td>\n",
       "      <td>0.33</td>\n",
       "      <td>28</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4954.000000</td>\n",
       "      <td>4832.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8438</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013-04-01</td>\n",
       "      <td>323</td>\n",
       "      <td>0.33</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4243.000000</td>\n",
       "      <td>4620.333333</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8439</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013-07-01</td>\n",
       "      <td>318</td>\n",
       "      <td>0.32</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4591.666667</td>\n",
       "      <td>4670.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8440</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013-10-01</td>\n",
       "      <td>286</td>\n",
       "      <td>0.28</td>\n",
       "      <td>50</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4432.666667</td>\n",
       "      <td>4710.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8441</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>262</td>\n",
       "      <td>0.26</td>\n",
       "      <td>73</td>\n",
       "      <td>4843.77</td>\n",
       "      <td>4610.000000</td>\n",
       "      <td>4721.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8442</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014-04-01</td>\n",
       "      <td>362</td>\n",
       "      <td>0.37</td>\n",
       "      <td>114</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4651.333333</td>\n",
       "      <td>4716.666667</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8443</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014-07-01</td>\n",
       "      <td>843</td>\n",
       "      <td>0.81</td>\n",
       "      <td>94</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4519.333333</td>\n",
       "      <td>4595.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>56</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8444</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014-10-01</td>\n",
       "      <td>694</td>\n",
       "      <td>0.67</td>\n",
       "      <td>58</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4605.666667</td>\n",
       "      <td>4632.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8445</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>592</td>\n",
       "      <td>0.57</td>\n",
       "      <td>43</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4582.000000</td>\n",
       "      <td>4661.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8446</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>583</td>\n",
       "      <td>0.59</td>\n",
       "      <td>44</td>\n",
       "      <td>4800.00</td>\n",
       "      <td>4723.666667</td>\n",
       "      <td>4707.666667</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8447</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015-07-01</td>\n",
       "      <td>606</td>\n",
       "      <td>0.63</td>\n",
       "      <td>52</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>4871.666667</td>\n",
       "      <td>4817.666667</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8448</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>687</td>\n",
       "      <td>0.85</td>\n",
       "      <td>55</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>5202.333333</td>\n",
       "      <td>4994.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8449</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>1434</td>\n",
       "      <td>1.74</td>\n",
       "      <td>110</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5082.666667</td>\n",
       "      <td>5043.000000</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>101</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8450</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>1659</td>\n",
       "      <td>1.97</td>\n",
       "      <td>80</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5221.666667</td>\n",
       "      <td>5007.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8451</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>1431</td>\n",
       "      <td>1.69</td>\n",
       "      <td>60</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5034.666667</td>\n",
       "      <td>5021.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8452</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>1216</td>\n",
       "      <td>1.44</td>\n",
       "      <td>49</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4964.333333</td>\n",
       "      <td>5029.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8453</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>1110</td>\n",
       "      <td>1.32</td>\n",
       "      <td>53</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4837.000000</td>\n",
       "      <td>5056.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8454</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>1013</td>\n",
       "      <td>1.22</td>\n",
       "      <td>57</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4696.333333</td>\n",
       "      <td>5126.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8455</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017-07-01</td>\n",
       "      <td>949</td>\n",
       "      <td>1.19</td>\n",
       "      <td>74</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5251.333333</td>\n",
       "      <td>5311.333333</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>923</td>\n",
       "      <td>1.22</td>\n",
       "      <td>78</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.333333</td>\n",
       "      <td>5401.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8457</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>918</td>\n",
       "      <td>1.20</td>\n",
       "      <td>70</td>\n",
       "      <td>5628.00</td>\n",
       "      <td>5260.000000</td>\n",
       "      <td>5381.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8458</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>999</td>\n",
       "      <td>1.27</td>\n",
       "      <td>64</td>\n",
       "      <td>4600.00</td>\n",
       "      <td>4920.666667</td>\n",
       "      <td>5293.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8459</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>1064</td>\n",
       "      <td>1.35</td>\n",
       "      <td>59</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4865.333333</td>\n",
       "      <td>5252.333333</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8460</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>1018</td>\n",
       "      <td>1.33</td>\n",
       "      <td>48</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.666667</td>\n",
       "      <td>5419.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>69</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8461</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>855</td>\n",
       "      <td>1.15</td>\n",
       "      <td>40</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4978.000000</td>\n",
       "      <td>5492.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8462</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>711</td>\n",
       "      <td>0.99</td>\n",
       "      <td>36</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4812.333333</td>\n",
       "      <td>5577.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8463</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019-07-01</td>\n",
       "      <td>631</td>\n",
       "      <td>0.90</td>\n",
       "      <td>37</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4882.333333</td>\n",
       "      <td>5639.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8464</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>560</td>\n",
       "      <td>0.82</td>\n",
       "      <td>45</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4798.000000</td>\n",
       "      <td>5733.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8465</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>486</td>\n",
       "      <td>0.74</td>\n",
       "      <td>51</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5319.333333</td>\n",
       "      <td>5799.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8466 rows × 258 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     MicroMarket  cl_pincode      index  open_stock_units  open_stock_mnsqft  \\\n",
       "0       Alwarpet      600018 2007-07-01                 0               0.00   \n",
       "1       Alwarpet      600018 2007-10-01                 0               0.00   \n",
       "2       Alwarpet      600018 2008-01-01                 0               0.00   \n",
       "3       Alwarpet      600018 2008-04-01                 0               0.00   \n",
       "4       Alwarpet      600018 2008-07-01                 0               0.00   \n",
       "5       Alwarpet      600018 2008-10-01                 0               0.00   \n",
       "6       Alwarpet      600018 2009-01-01                 0               0.00   \n",
       "7       Alwarpet      600018 2009-04-01                 0               0.00   \n",
       "8       Alwarpet      600018 2009-07-01                 0               0.00   \n",
       "9       Alwarpet      600018 2009-10-01                 0               0.00   \n",
       "10      Alwarpet      600018 2010-01-01                 0               0.00   \n",
       "11      Alwarpet      600018 2010-04-01                 0               0.00   \n",
       "12      Alwarpet      600018 2010-07-01                 0               0.00   \n",
       "13      Alwarpet      600018 2010-10-01                 0               0.00   \n",
       "14      Alwarpet      600018 2011-01-01                 0               0.00   \n",
       "15      Alwarpet      600018 2011-04-01                 0               0.00   \n",
       "16      Alwarpet      600018 2011-07-01                 0               0.00   \n",
       "17      Alwarpet      600018 2011-10-01                 0               0.00   \n",
       "18      Alwarpet      600018 2012-01-01                 0               0.00   \n",
       "19      Alwarpet      600018 2012-04-01                 0               0.00   \n",
       "20      Alwarpet      600018 2012-07-01                 0               0.00   \n",
       "21      Alwarpet      600018 2012-10-01                 0               0.00   \n",
       "22      Alwarpet      600018 2013-01-01                 0               0.00   \n",
       "23      Alwarpet      600018 2013-04-01                 0               0.00   \n",
       "24      Alwarpet      600018 2013-07-01                 0               0.00   \n",
       "25      Alwarpet      600018 2013-10-01                 0               0.00   \n",
       "26      Alwarpet      600018 2014-01-01                 0               0.00   \n",
       "27      Alwarpet      600018 2014-04-01                 0               0.00   \n",
       "28      Alwarpet      600018 2014-07-01                 0               0.00   \n",
       "29      Alwarpet      600018 2014-10-01                 0               0.00   \n",
       "...          ...         ...        ...               ...                ...   \n",
       "8436  Kolapakkam      600074 2012-10-01               353               0.39   \n",
       "8437  Kolapakkam      600074 2013-01-01               307               0.33   \n",
       "8438  Kolapakkam      600074 2013-04-01               323               0.33   \n",
       "8439  Kolapakkam      600074 2013-07-01               318               0.32   \n",
       "8440  Kolapakkam      600074 2013-10-01               286               0.28   \n",
       "8441  Kolapakkam      600074 2014-01-01               262               0.26   \n",
       "8442  Kolapakkam      600074 2014-04-01               362               0.37   \n",
       "8443  Kolapakkam      600074 2014-07-01               843               0.81   \n",
       "8444  Kolapakkam      600074 2014-10-01               694               0.67   \n",
       "8445  Kolapakkam      600074 2015-01-01               592               0.57   \n",
       "8446  Kolapakkam      600074 2015-04-01               583               0.59   \n",
       "8447  Kolapakkam      600074 2015-07-01               606               0.63   \n",
       "8448  Kolapakkam      600074 2015-10-01               687               0.85   \n",
       "8449  Kolapakkam      600074 2016-01-01              1434               1.74   \n",
       "8450  Kolapakkam      600074 2016-04-01              1659               1.97   \n",
       "8451  Kolapakkam      600074 2016-07-01              1431               1.69   \n",
       "8452  Kolapakkam      600074 2016-10-01              1216               1.44   \n",
       "8453  Kolapakkam      600074 2017-01-01              1110               1.32   \n",
       "8454  Kolapakkam      600074 2017-04-01              1013               1.22   \n",
       "8455  Kolapakkam      600074 2017-07-01               949               1.19   \n",
       "8456  Kolapakkam      600074 2017-10-01               923               1.22   \n",
       "8457  Kolapakkam      600074 2018-01-01               918               1.20   \n",
       "8458  Kolapakkam      600074 2018-04-01               999               1.27   \n",
       "8459  Kolapakkam      600074 2018-07-01              1064               1.35   \n",
       "8460  Kolapakkam      600074 2018-10-01              1018               1.33   \n",
       "8461  Kolapakkam      600074 2019-01-01               855               1.15   \n",
       "8462  Kolapakkam      600074 2019-04-01               711               0.99   \n",
       "8463  Kolapakkam      600074 2019-07-01               631               0.90   \n",
       "8464  Kolapakkam      600074 2019-10-01               560               0.82   \n",
       "8465  Kolapakkam      600074 2020-01-01               486               0.74   \n",
       "\n",
       "      overhang  New Launch Wt Average Price (/Sqft)  \\\n",
       "0            0                                  NaN   \n",
       "1            0                                  NaN   \n",
       "2            0                                  NaN   \n",
       "3            0                                  NaN   \n",
       "4            0                                  NaN   \n",
       "5            0                                  NaN   \n",
       "6            0                                  NaN   \n",
       "7            0                                  NaN   \n",
       "8            0                                  NaN   \n",
       "9            0                                  NaN   \n",
       "10           0                                  NaN   \n",
       "11           0                                  NaN   \n",
       "12           0                                  NaN   \n",
       "13           0                                  NaN   \n",
       "14           0                                  NaN   \n",
       "15           0                                  NaN   \n",
       "16           0                                  NaN   \n",
       "17           0                                  NaN   \n",
       "18           0                                  NaN   \n",
       "19           0                                  NaN   \n",
       "20           0                                  NaN   \n",
       "21           0                                  NaN   \n",
       "22           0                                  NaN   \n",
       "23           0                                  NaN   \n",
       "24           0                                  NaN   \n",
       "25           0                                  NaN   \n",
       "26           0                                  NaN   \n",
       "27           0                                  NaN   \n",
       "28           0                                  NaN   \n",
       "29           0                                  NaN   \n",
       "...        ...                                  ...   \n",
       "8436        34                              5000.00   \n",
       "8437        28                              5000.00   \n",
       "8438        33                              3800.00   \n",
       "8439        33                              3800.00   \n",
       "8440        50                              3800.00   \n",
       "8441        73                              4843.77   \n",
       "8442       114                              4440.00   \n",
       "8443        94                              4440.00   \n",
       "8444        58                              4440.00   \n",
       "8445        43                              4440.00   \n",
       "8446        44                              4800.00   \n",
       "8447        52                              5500.00   \n",
       "8448        55                              5500.00   \n",
       "8449       110                              5074.75   \n",
       "8450        80                              5074.75   \n",
       "8451        60                              5074.75   \n",
       "8452        49                              5074.75   \n",
       "8453        53                              5074.75   \n",
       "8454        57                              5074.75   \n",
       "8455        74                              6440.00   \n",
       "8456        78                              6440.00   \n",
       "8457        70                              5628.00   \n",
       "8458        64                              4600.00   \n",
       "8459        59                              5000.00   \n",
       "8460        48                              6440.00   \n",
       "8461        40                              6440.00   \n",
       "8462        36                              6440.00   \n",
       "8463        37                              6440.00   \n",
       "8464        45                              6440.00   \n",
       "8465        51                              6440.00   \n",
       "\n",
       "      Wt. Average Price Absorbed unit (INR/Sft)  \\\n",
       "0                                           NaN   \n",
       "1                                           NaN   \n",
       "2                                           NaN   \n",
       "3                                           NaN   \n",
       "4                                           NaN   \n",
       "5                                           NaN   \n",
       "6                                           NaN   \n",
       "7                                           NaN   \n",
       "8                                           NaN   \n",
       "9                                           NaN   \n",
       "10                                          NaN   \n",
       "11                                          NaN   \n",
       "12                                          NaN   \n",
       "13                                          NaN   \n",
       "14                                          NaN   \n",
       "15                                          NaN   \n",
       "16                                          NaN   \n",
       "17                                          NaN   \n",
       "18                                          NaN   \n",
       "19                                          NaN   \n",
       "20                                          NaN   \n",
       "21                                          NaN   \n",
       "22                                          NaN   \n",
       "23                                          NaN   \n",
       "24                                          NaN   \n",
       "25                                          NaN   \n",
       "26                                          NaN   \n",
       "27                                          NaN   \n",
       "28                                          NaN   \n",
       "29                                          NaN   \n",
       "...                                         ...   \n",
       "8436                                4917.333333   \n",
       "8437                                4954.000000   \n",
       "8438                                4243.000000   \n",
       "8439                                4591.666667   \n",
       "8440                                4432.666667   \n",
       "8441                                4610.000000   \n",
       "8442                                4651.333333   \n",
       "8443                                4519.333333   \n",
       "8444                                4605.666667   \n",
       "8445                                4582.000000   \n",
       "8446                                4723.666667   \n",
       "8447                                4871.666667   \n",
       "8448                                5202.333333   \n",
       "8449                                5082.666667   \n",
       "8450                                5221.666667   \n",
       "8451                                5034.666667   \n",
       "8452                                4964.333333   \n",
       "8453                                4837.000000   \n",
       "8454                                4696.333333   \n",
       "8455                                5251.333333   \n",
       "8456                                5085.333333   \n",
       "8457                                5260.000000   \n",
       "8458                                4920.666667   \n",
       "8459                                4865.333333   \n",
       "8460                                5085.666667   \n",
       "8461                                4978.000000   \n",
       "8462                                4812.333333   \n",
       "8463                                4882.333333   \n",
       "8464                                4798.000000   \n",
       "8465                                5319.333333   \n",
       "\n",
       "      Wt. Average Price Available unit (INR/Sft)  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "5                                            NaN   \n",
       "6                                            NaN   \n",
       "7                                            NaN   \n",
       "8                                            NaN   \n",
       "9                                            NaN   \n",
       "10                                           NaN   \n",
       "11                                           NaN   \n",
       "12                                           NaN   \n",
       "13                                           NaN   \n",
       "14                                           NaN   \n",
       "15                                           NaN   \n",
       "16                                           NaN   \n",
       "17                                           NaN   \n",
       "18                                           NaN   \n",
       "19                                           NaN   \n",
       "20                                           NaN   \n",
       "21                                           NaN   \n",
       "22                                           NaN   \n",
       "23                                           NaN   \n",
       "24                                           NaN   \n",
       "25                                           NaN   \n",
       "26                                           NaN   \n",
       "27                                           NaN   \n",
       "28                                           NaN   \n",
       "29                                           NaN   \n",
       "...                                          ...   \n",
       "8436                                 4822.000000   \n",
       "8437                                 4832.000000   \n",
       "8438                                 4620.333333   \n",
       "8439                                 4670.000000   \n",
       "8440                                 4710.333333   \n",
       "8441                                 4721.666667   \n",
       "8442                                 4716.666667   \n",
       "8443                                 4595.000000   \n",
       "8444                                 4632.333333   \n",
       "8445                                 4661.333333   \n",
       "8446                                 4707.666667   \n",
       "8447                                 4817.666667   \n",
       "8448                                 4994.000000   \n",
       "8449                                 5043.000000   \n",
       "8450                                 5007.000000   \n",
       "8451                                 5021.000000   \n",
       "8452                                 5029.333333   \n",
       "8453                                 5056.333333   \n",
       "8454                                 5126.333333   \n",
       "8455                                 5311.333333   \n",
       "8456                                 5401.666667   \n",
       "8457                                 5381.666667   \n",
       "8458                                 5293.000000   \n",
       "8459                                 5252.333333   \n",
       "8460                                 5419.333333   \n",
       "8461                                 5492.666667   \n",
       "8462                                 5577.666667   \n",
       "8463                                 5639.666667   \n",
       "8464                                 5733.333333   \n",
       "8465                                 5799.666667   \n",
       "\n",
       "      New Launch Absorption in Units  ...  christian  hindu  jain  muslim  \\\n",
       "0                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "1                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "2                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "3                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "4                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "5                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "6                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "7                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "8                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "9                                  0  ...       0.01   0.97   0.0    0.02   \n",
       "10                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "11                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "12                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "13                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "14                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "15                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "16                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "17                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "18                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "19                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "20                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "21                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "22                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "23                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "24                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "25                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "26                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "27                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "28                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "29                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "...                              ...  ...        ...    ...   ...     ...   \n",
       "8436                              25  ...       0.03   0.92   0.0    0.05   \n",
       "8437                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8438                               5  ...       0.03   0.92   0.0    0.05   \n",
       "8439                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8440                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8441                               6  ...       0.03   0.92   0.0    0.05   \n",
       "8442                              24  ...       0.03   0.92   0.0    0.05   \n",
       "8443                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8444                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8445                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8446                              10  ...       0.03   0.92   0.0    0.05   \n",
       "8447                               9  ...       0.03   0.92   0.0    0.05   \n",
       "8448                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8449                              43  ...       0.03   0.92   0.0    0.05   \n",
       "8450                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8451                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8452                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8453                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8454                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8455                               4  ...       0.03   0.92   0.0    0.05   \n",
       "8456                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8457                               6  ...       0.03   0.92   0.0    0.05   \n",
       "8458                               5  ...       0.03   0.92   0.0    0.05   \n",
       "8459                               2  ...       0.03   0.92   0.0    0.05   \n",
       "8460                               1  ...       0.03   0.92   0.0    0.05   \n",
       "8461                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8462                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8463                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8464                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8465                               0  ...       0.03   0.92   0.0    0.05   \n",
       "\n",
       "      sikh  rural  semi_urban  urban  Total Absorption in units  \\\n",
       "0        0      0           0      1                          0   \n",
       "1        0      0           0      1                          0   \n",
       "2        0      0           0      1                          0   \n",
       "3        0      0           0      1                          0   \n",
       "4        0      0           0      1                          0   \n",
       "5        0      0           0      1                          0   \n",
       "6        0      0           0      1                          0   \n",
       "7        0      0           0      1                          0   \n",
       "8        0      0           0      1                          0   \n",
       "9        0      0           0      1                          0   \n",
       "10       0      0           0      1                          0   \n",
       "11       0      0           0      1                          0   \n",
       "12       0      0           0      1                          0   \n",
       "13       0      0           0      1                          0   \n",
       "14       0      0           0      1                          0   \n",
       "15       0      0           0      1                          0   \n",
       "16       0      0           0      1                          0   \n",
       "17       0      0           0      1                          0   \n",
       "18       0      0           0      1                          0   \n",
       "19       0      0           0      1                          0   \n",
       "20       0      0           0      1                          0   \n",
       "21       0      0           0      1                          0   \n",
       "22       0      0           0      1                          0   \n",
       "23       0      0           0      1                          0   \n",
       "24       0      0           0      1                          0   \n",
       "25       0      0           0      1                          0   \n",
       "26       0      0           0      1                          0   \n",
       "27       0      0           0      1                          0   \n",
       "28       0      0           0      1                          0   \n",
       "29       0      0           0      1                          0   \n",
       "...    ...    ...         ...    ...                        ...   \n",
       "8436     0      0           0      1                         63   \n",
       "8437     0      0           0      1                         20   \n",
       "8438     0      0           0      1                         17   \n",
       "8439     0      0           0      1                         12   \n",
       "8440     0      0           0      1                          8   \n",
       "8441     0      0           0      1                         12   \n",
       "8442     0      0           0      1                         39   \n",
       "8443     0      0           0      1                         56   \n",
       "8444     0      0           0      1                         39   \n",
       "8445     0      0           0      1                         26   \n",
       "8446     0      0           0      1                         40   \n",
       "8447     0      0           0      1                         42   \n",
       "8448     0      0           0      1                         33   \n",
       "8449     0      0           0      1                        101   \n",
       "8450     0      0           0      1                         71   \n",
       "8451     0      0           0      1                         80   \n",
       "8452     0      0           0      1                         42   \n",
       "8453     0      0           0      1                         33   \n",
       "8454     0      0           0      1                         37   \n",
       "8455     0      0           0      1                         31   \n",
       "8456     0      0           0      1                         41   \n",
       "8457     0      0           0      1                         76   \n",
       "8458     0      0           0      1                         48   \n",
       "8459     0      0           0      1                         59   \n",
       "8460     0      0           0      1                         69   \n",
       "8461     0      0           0      1                         57   \n",
       "8462     0      0           0      1                         31   \n",
       "8463     0      0           0      1                         22   \n",
       "8464     0      0           0      1                         23   \n",
       "8465     0      0           0      1                         20   \n",
       "\n",
       "      Total Absorption in Mn Sqft  \n",
       "0                            0.00  \n",
       "1                            0.00  \n",
       "2                            0.00  \n",
       "3                            0.00  \n",
       "4                            0.00  \n",
       "5                            0.00  \n",
       "6                            0.00  \n",
       "7                            0.00  \n",
       "8                            0.00  \n",
       "9                            0.00  \n",
       "10                           0.00  \n",
       "11                           0.00  \n",
       "12                           0.00  \n",
       "13                           0.00  \n",
       "14                           0.00  \n",
       "15                           0.00  \n",
       "16                           0.00  \n",
       "17                           0.00  \n",
       "18                           0.00  \n",
       "19                           0.00  \n",
       "20                           0.00  \n",
       "21                           0.00  \n",
       "22                           0.00  \n",
       "23                           0.00  \n",
       "24                           0.00  \n",
       "25                           0.00  \n",
       "26                           0.00  \n",
       "27                           0.00  \n",
       "28                           0.00  \n",
       "29                           0.00  \n",
       "...                           ...  \n",
       "8436                         0.09  \n",
       "8437                         0.03  \n",
       "8438                         0.01  \n",
       "8439                         0.00  \n",
       "8440                         0.00  \n",
       "8441                         0.01  \n",
       "8442                         0.03  \n",
       "8443                         0.06  \n",
       "8444                         0.03  \n",
       "8445                         0.03  \n",
       "8446                         0.04  \n",
       "8447                         0.05  \n",
       "8448                         0.05  \n",
       "8449                         0.13  \n",
       "8450                         0.10  \n",
       "8451                         0.09  \n",
       "8452                         0.05  \n",
       "8453                         0.03  \n",
       "8454                         0.04  \n",
       "8455                         0.04  \n",
       "8456                         0.05  \n",
       "8457                         0.09  \n",
       "8458                         0.05  \n",
       "8459                         0.06  \n",
       "8460                         0.08  \n",
       "8461                         0.06  \n",
       "8462                         0.03  \n",
       "8463                         0.03  \n",
       "8464                         0.03  \n",
       "8465                         0.02  \n",
       "\n",
       "[8466 rows x 258 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dset3 = pd.read_excel('final4.xlsx',parse_dates=['index'])\n",
    "dset3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MicroMarket</th>\n",
       "      <th>cl_pincode</th>\n",
       "      <th>index</th>\n",
       "      <th>open_stock_units</th>\n",
       "      <th>open_stock_mnsqft</th>\n",
       "      <th>overhang</th>\n",
       "      <th>New Launch Wt Average Price (/Sqft)</th>\n",
       "      <th>Wt. Average Price Absorbed unit (INR/Sft)</th>\n",
       "      <th>Wt. Average Price Available unit (INR/Sft)</th>\n",
       "      <th>New Launch Absorption in Units</th>\n",
       "      <th>...</th>\n",
       "      <th>christian</th>\n",
       "      <th>hindu</th>\n",
       "      <th>jain</th>\n",
       "      <th>muslim</th>\n",
       "      <th>sikh</th>\n",
       "      <th>rural</th>\n",
       "      <th>semi_urban</th>\n",
       "      <th>urban</th>\n",
       "      <th>Total Absorption in units</th>\n",
       "      <th>Total Absorption in Mn Sqft</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24</td>\n",
       "      <td>15900.00</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Alwarpet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>345</td>\n",
       "      <td>1.22</td>\n",
       "      <td>85</td>\n",
       "      <td>15900.00</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>15900.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>82</td>\n",
       "      <td>0.21</td>\n",
       "      <td>34</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>112</td>\n",
       "      <td>0.28</td>\n",
       "      <td>49</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>103</td>\n",
       "      <td>0.27</td>\n",
       "      <td>55</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>97</td>\n",
       "      <td>0.24</td>\n",
       "      <td>57</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>96</td>\n",
       "      <td>0.24</td>\n",
       "      <td>81</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>21333.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>93</td>\n",
       "      <td>0.24</td>\n",
       "      <td>92</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017-07-01</td>\n",
       "      <td>90</td>\n",
       "      <td>0.24</td>\n",
       "      <td>89</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>87</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>87</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>87</td>\n",
       "      <td>0.21</td>\n",
       "      <td>86</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>82</td>\n",
       "      <td>0.21</td>\n",
       "      <td>80</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>75</td>\n",
       "      <td>0.19</td>\n",
       "      <td>72</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>68</td>\n",
       "      <td>0.18</td>\n",
       "      <td>63</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>57</td>\n",
       "      <td>0.15</td>\n",
       "      <td>48</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019-07-01</td>\n",
       "      <td>49</td>\n",
       "      <td>0.12</td>\n",
       "      <td>44</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>44</td>\n",
       "      <td>0.12</td>\n",
       "      <td>39</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>600018</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>42</td>\n",
       "      <td>0.12</td>\n",
       "      <td>38</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>20666.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012-04-01</td>\n",
       "      <td>71</td>\n",
       "      <td>0.12</td>\n",
       "      <td>45</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012-07-01</td>\n",
       "      <td>66</td>\n",
       "      <td>0.09</td>\n",
       "      <td>65</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2012-10-01</td>\n",
       "      <td>62</td>\n",
       "      <td>0.09</td>\n",
       "      <td>61</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013-01-01</td>\n",
       "      <td>54</td>\n",
       "      <td>0.09</td>\n",
       "      <td>39</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013-04-01</td>\n",
       "      <td>46</td>\n",
       "      <td>0.07</td>\n",
       "      <td>34</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013-07-01</td>\n",
       "      <td>42</td>\n",
       "      <td>0.06</td>\n",
       "      <td>32</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2013-10-01</td>\n",
       "      <td>38</td>\n",
       "      <td>0.06</td>\n",
       "      <td>23</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>22</td>\n",
       "      <td>0.03</td>\n",
       "      <td>12</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014-04-01</td>\n",
       "      <td>13</td>\n",
       "      <td>0.02</td>\n",
       "      <td>7</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014-07-01</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>600018</td>\n",
       "      <td>2014-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8436</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2012-10-01</td>\n",
       "      <td>353</td>\n",
       "      <td>0.39</td>\n",
       "      <td>34</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4917.333333</td>\n",
       "      <td>4822.000000</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8437</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013-01-01</td>\n",
       "      <td>307</td>\n",
       "      <td>0.33</td>\n",
       "      <td>28</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4954.000000</td>\n",
       "      <td>4832.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8438</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013-04-01</td>\n",
       "      <td>323</td>\n",
       "      <td>0.33</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4243.000000</td>\n",
       "      <td>4620.333333</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8439</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013-07-01</td>\n",
       "      <td>318</td>\n",
       "      <td>0.32</td>\n",
       "      <td>33</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4591.666667</td>\n",
       "      <td>4670.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8440</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2013-10-01</td>\n",
       "      <td>286</td>\n",
       "      <td>0.28</td>\n",
       "      <td>50</td>\n",
       "      <td>3800.00</td>\n",
       "      <td>4432.666667</td>\n",
       "      <td>4710.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8441</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>262</td>\n",
       "      <td>0.26</td>\n",
       "      <td>73</td>\n",
       "      <td>4843.77</td>\n",
       "      <td>4610.000000</td>\n",
       "      <td>4721.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8442</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014-04-01</td>\n",
       "      <td>362</td>\n",
       "      <td>0.37</td>\n",
       "      <td>114</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4651.333333</td>\n",
       "      <td>4716.666667</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8443</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014-07-01</td>\n",
       "      <td>843</td>\n",
       "      <td>0.81</td>\n",
       "      <td>94</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4519.333333</td>\n",
       "      <td>4595.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>56</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8444</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2014-10-01</td>\n",
       "      <td>694</td>\n",
       "      <td>0.67</td>\n",
       "      <td>58</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4605.666667</td>\n",
       "      <td>4632.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8445</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>592</td>\n",
       "      <td>0.57</td>\n",
       "      <td>43</td>\n",
       "      <td>4440.00</td>\n",
       "      <td>4582.000000</td>\n",
       "      <td>4661.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8446</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>583</td>\n",
       "      <td>0.59</td>\n",
       "      <td>44</td>\n",
       "      <td>4800.00</td>\n",
       "      <td>4723.666667</td>\n",
       "      <td>4707.666667</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8447</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015-07-01</td>\n",
       "      <td>606</td>\n",
       "      <td>0.63</td>\n",
       "      <td>52</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>4871.666667</td>\n",
       "      <td>4817.666667</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8448</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>687</td>\n",
       "      <td>0.85</td>\n",
       "      <td>55</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>5202.333333</td>\n",
       "      <td>4994.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8449</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>1434</td>\n",
       "      <td>1.74</td>\n",
       "      <td>110</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5082.666667</td>\n",
       "      <td>5043.000000</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>101</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8450</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>1659</td>\n",
       "      <td>1.97</td>\n",
       "      <td>80</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5221.666667</td>\n",
       "      <td>5007.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8451</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>1431</td>\n",
       "      <td>1.69</td>\n",
       "      <td>60</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>5034.666667</td>\n",
       "      <td>5021.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8452</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>1216</td>\n",
       "      <td>1.44</td>\n",
       "      <td>49</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4964.333333</td>\n",
       "      <td>5029.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8453</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>1110</td>\n",
       "      <td>1.32</td>\n",
       "      <td>53</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4837.000000</td>\n",
       "      <td>5056.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8454</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>1013</td>\n",
       "      <td>1.22</td>\n",
       "      <td>57</td>\n",
       "      <td>5074.75</td>\n",
       "      <td>4696.333333</td>\n",
       "      <td>5126.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8455</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017-07-01</td>\n",
       "      <td>949</td>\n",
       "      <td>1.19</td>\n",
       "      <td>74</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5251.333333</td>\n",
       "      <td>5311.333333</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>923</td>\n",
       "      <td>1.22</td>\n",
       "      <td>78</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.333333</td>\n",
       "      <td>5401.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8457</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>918</td>\n",
       "      <td>1.20</td>\n",
       "      <td>70</td>\n",
       "      <td>5628.00</td>\n",
       "      <td>5260.000000</td>\n",
       "      <td>5381.666667</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8458</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>999</td>\n",
       "      <td>1.27</td>\n",
       "      <td>64</td>\n",
       "      <td>4600.00</td>\n",
       "      <td>4920.666667</td>\n",
       "      <td>5293.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8459</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>1064</td>\n",
       "      <td>1.35</td>\n",
       "      <td>59</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>4865.333333</td>\n",
       "      <td>5252.333333</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8460</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>1018</td>\n",
       "      <td>1.33</td>\n",
       "      <td>48</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5085.666667</td>\n",
       "      <td>5419.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>69</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8461</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>855</td>\n",
       "      <td>1.15</td>\n",
       "      <td>40</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4978.000000</td>\n",
       "      <td>5492.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8462</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>711</td>\n",
       "      <td>0.99</td>\n",
       "      <td>36</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4812.333333</td>\n",
       "      <td>5577.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8463</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019-07-01</td>\n",
       "      <td>631</td>\n",
       "      <td>0.90</td>\n",
       "      <td>37</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4882.333333</td>\n",
       "      <td>5639.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8464</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>560</td>\n",
       "      <td>0.82</td>\n",
       "      <td>45</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>4798.000000</td>\n",
       "      <td>5733.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8465</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>600074</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>486</td>\n",
       "      <td>0.74</td>\n",
       "      <td>51</td>\n",
       "      <td>6440.00</td>\n",
       "      <td>5319.333333</td>\n",
       "      <td>5799.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6565 rows × 258 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MicroMarket  cl_pincode      index  open_stock_units  \\\n",
       "49         Alwarpet      600018 2019-10-01                 0   \n",
       "50         Alwarpet      600018 2020-01-01               345   \n",
       "85    Cenotaph Road      600018 2016-01-01                82   \n",
       "86    Cenotaph Road      600018 2016-04-01               112   \n",
       "87    Cenotaph Road      600018 2016-07-01               103   \n",
       "88    Cenotaph Road      600018 2016-10-01                97   \n",
       "89    Cenotaph Road      600018 2017-01-01                96   \n",
       "90    Cenotaph Road      600018 2017-04-01                93   \n",
       "91    Cenotaph Road      600018 2017-07-01                90   \n",
       "92    Cenotaph Road      600018 2017-10-01                87   \n",
       "93    Cenotaph Road      600018 2018-01-01                87   \n",
       "94    Cenotaph Road      600018 2018-04-01                87   \n",
       "95    Cenotaph Road      600018 2018-07-01                82   \n",
       "96    Cenotaph Road      600018 2018-10-01                75   \n",
       "97    Cenotaph Road      600018 2019-01-01                68   \n",
       "98    Cenotaph Road      600018 2019-04-01                57   \n",
       "99    Cenotaph Road      600018 2019-07-01                49   \n",
       "100   Cenotaph Road      600018 2019-10-01                44   \n",
       "101   Cenotaph Road      600018 2020-01-01                42   \n",
       "121       Teynampet      600018 2012-04-01                71   \n",
       "122       Teynampet      600018 2012-07-01                66   \n",
       "123       Teynampet      600018 2012-10-01                62   \n",
       "124       Teynampet      600018 2013-01-01                54   \n",
       "125       Teynampet      600018 2013-04-01                46   \n",
       "126       Teynampet      600018 2013-07-01                42   \n",
       "127       Teynampet      600018 2013-10-01                38   \n",
       "128       Teynampet      600018 2014-01-01                22   \n",
       "129       Teynampet      600018 2014-04-01                13   \n",
       "130       Teynampet      600018 2014-07-01                 3   \n",
       "131       Teynampet      600018 2014-10-01                 0   \n",
       "...             ...         ...        ...               ...   \n",
       "8436     Kolapakkam      600074 2012-10-01               353   \n",
       "8437     Kolapakkam      600074 2013-01-01               307   \n",
       "8438     Kolapakkam      600074 2013-04-01               323   \n",
       "8439     Kolapakkam      600074 2013-07-01               318   \n",
       "8440     Kolapakkam      600074 2013-10-01               286   \n",
       "8441     Kolapakkam      600074 2014-01-01               262   \n",
       "8442     Kolapakkam      600074 2014-04-01               362   \n",
       "8443     Kolapakkam      600074 2014-07-01               843   \n",
       "8444     Kolapakkam      600074 2014-10-01               694   \n",
       "8445     Kolapakkam      600074 2015-01-01               592   \n",
       "8446     Kolapakkam      600074 2015-04-01               583   \n",
       "8447     Kolapakkam      600074 2015-07-01               606   \n",
       "8448     Kolapakkam      600074 2015-10-01               687   \n",
       "8449     Kolapakkam      600074 2016-01-01              1434   \n",
       "8450     Kolapakkam      600074 2016-04-01              1659   \n",
       "8451     Kolapakkam      600074 2016-07-01              1431   \n",
       "8452     Kolapakkam      600074 2016-10-01              1216   \n",
       "8453     Kolapakkam      600074 2017-01-01              1110   \n",
       "8454     Kolapakkam      600074 2017-04-01              1013   \n",
       "8455     Kolapakkam      600074 2017-07-01               949   \n",
       "8456     Kolapakkam      600074 2017-10-01               923   \n",
       "8457     Kolapakkam      600074 2018-01-01               918   \n",
       "8458     Kolapakkam      600074 2018-04-01               999   \n",
       "8459     Kolapakkam      600074 2018-07-01              1064   \n",
       "8460     Kolapakkam      600074 2018-10-01              1018   \n",
       "8461     Kolapakkam      600074 2019-01-01               855   \n",
       "8462     Kolapakkam      600074 2019-04-01               711   \n",
       "8463     Kolapakkam      600074 2019-07-01               631   \n",
       "8464     Kolapakkam      600074 2019-10-01               560   \n",
       "8465     Kolapakkam      600074 2020-01-01               486   \n",
       "\n",
       "      open_stock_mnsqft  overhang  New Launch Wt Average Price (/Sqft)  \\\n",
       "49                 0.00        24                             15900.00   \n",
       "50                 1.22        85                             15900.00   \n",
       "85                 0.21        34                             20000.00   \n",
       "86                 0.28        49                             20000.00   \n",
       "87                 0.27        55                             20000.00   \n",
       "88                 0.24        57                             20000.00   \n",
       "89                 0.24        81                             20000.00   \n",
       "90                 0.24        92                             20000.00   \n",
       "91                 0.24        89                             20000.00   \n",
       "92                 0.21        87                             20000.00   \n",
       "93                 0.21        87                             20000.00   \n",
       "94                 0.21        86                             20000.00   \n",
       "95                 0.21        80                             20000.00   \n",
       "96                 0.19        72                             20000.00   \n",
       "97                 0.18        63                             20000.00   \n",
       "98                 0.15        48                             20000.00   \n",
       "99                 0.12        44                             20000.00   \n",
       "100                0.12        39                             20000.00   \n",
       "101                0.12        38                             20000.00   \n",
       "121                0.12        45                             12000.00   \n",
       "122                0.09        65                             12000.00   \n",
       "123                0.09        61                             12000.00   \n",
       "124                0.09        39                             12000.00   \n",
       "125                0.07        34                             12000.00   \n",
       "126                0.06        32                             12000.00   \n",
       "127                0.06        23                             12000.00   \n",
       "128                0.03        12                             12000.00   \n",
       "129                0.02         7                             12000.00   \n",
       "130                0.00         1                             12000.00   \n",
       "131                0.00         0                             12000.00   \n",
       "...                 ...       ...                                  ...   \n",
       "8436               0.39        34                              5000.00   \n",
       "8437               0.33        28                              5000.00   \n",
       "8438               0.33        33                              3800.00   \n",
       "8439               0.32        33                              3800.00   \n",
       "8440               0.28        50                              3800.00   \n",
       "8441               0.26        73                              4843.77   \n",
       "8442               0.37       114                              4440.00   \n",
       "8443               0.81        94                              4440.00   \n",
       "8444               0.67        58                              4440.00   \n",
       "8445               0.57        43                              4440.00   \n",
       "8446               0.59        44                              4800.00   \n",
       "8447               0.63        52                              5500.00   \n",
       "8448               0.85        55                              5500.00   \n",
       "8449               1.74       110                              5074.75   \n",
       "8450               1.97        80                              5074.75   \n",
       "8451               1.69        60                              5074.75   \n",
       "8452               1.44        49                              5074.75   \n",
       "8453               1.32        53                              5074.75   \n",
       "8454               1.22        57                              5074.75   \n",
       "8455               1.19        74                              6440.00   \n",
       "8456               1.22        78                              6440.00   \n",
       "8457               1.20        70                              5628.00   \n",
       "8458               1.27        64                              4600.00   \n",
       "8459               1.35        59                              5000.00   \n",
       "8460               1.33        48                              6440.00   \n",
       "8461               1.15        40                              6440.00   \n",
       "8462               0.99        36                              6440.00   \n",
       "8463               0.90        37                              6440.00   \n",
       "8464               0.82        45                              6440.00   \n",
       "8465               0.74        51                              6440.00   \n",
       "\n",
       "      Wt. Average Price Absorbed unit (INR/Sft)  \\\n",
       "49                                 15900.000000   \n",
       "50                                 15900.000000   \n",
       "85                                 20000.000000   \n",
       "86                                 20000.000000   \n",
       "87                                 20000.000000   \n",
       "88                                 20000.000000   \n",
       "89                                 22000.000000   \n",
       "90                                 22000.000000   \n",
       "91                                 22000.000000   \n",
       "92                                 22000.000000   \n",
       "93                                 22000.000000   \n",
       "94                                 22000.000000   \n",
       "95                                 22000.000000   \n",
       "96                                 22000.000000   \n",
       "97                                 22000.000000   \n",
       "98                                 22000.000000   \n",
       "99                                 22000.000000   \n",
       "100                                22000.000000   \n",
       "101                                22000.000000   \n",
       "121                                12000.000000   \n",
       "122                                12000.000000   \n",
       "123                                12000.000000   \n",
       "124                                13000.000000   \n",
       "125                                13000.000000   \n",
       "126                                13000.000000   \n",
       "127                                13000.000000   \n",
       "128                                13000.000000   \n",
       "129                                13000.000000   \n",
       "130                                13000.000000   \n",
       "131                                13000.000000   \n",
       "...                                         ...   \n",
       "8436                                4917.333333   \n",
       "8437                                4954.000000   \n",
       "8438                                4243.000000   \n",
       "8439                                4591.666667   \n",
       "8440                                4432.666667   \n",
       "8441                                4610.000000   \n",
       "8442                                4651.333333   \n",
       "8443                                4519.333333   \n",
       "8444                                4605.666667   \n",
       "8445                                4582.000000   \n",
       "8446                                4723.666667   \n",
       "8447                                4871.666667   \n",
       "8448                                5202.333333   \n",
       "8449                                5082.666667   \n",
       "8450                                5221.666667   \n",
       "8451                                5034.666667   \n",
       "8452                                4964.333333   \n",
       "8453                                4837.000000   \n",
       "8454                                4696.333333   \n",
       "8455                                5251.333333   \n",
       "8456                                5085.333333   \n",
       "8457                                5260.000000   \n",
       "8458                                4920.666667   \n",
       "8459                                4865.333333   \n",
       "8460                                5085.666667   \n",
       "8461                                4978.000000   \n",
       "8462                                4812.333333   \n",
       "8463                                4882.333333   \n",
       "8464                                4798.000000   \n",
       "8465                                5319.333333   \n",
       "\n",
       "      Wt. Average Price Available unit (INR/Sft)  \\\n",
       "49                                  15900.000000   \n",
       "50                                  15900.000000   \n",
       "85                                  20000.000000   \n",
       "86                                  20000.000000   \n",
       "87                                  20000.000000   \n",
       "88                                  20000.000000   \n",
       "89                                  21333.333333   \n",
       "90                                  22000.000000   \n",
       "91                                  22000.000000   \n",
       "92                                  22000.000000   \n",
       "93                                  22000.000000   \n",
       "94                                  22000.000000   \n",
       "95                                  22000.000000   \n",
       "96                                  22000.000000   \n",
       "97                                  22000.000000   \n",
       "98                                  22000.000000   \n",
       "99                                  22000.000000   \n",
       "100                                 22000.000000   \n",
       "101                                 20666.666667   \n",
       "121                                 12000.000000   \n",
       "122                                 12000.000000   \n",
       "123                                 12000.000000   \n",
       "124                                 13000.000000   \n",
       "125                                 13000.000000   \n",
       "126                                 13000.000000   \n",
       "127                                 13000.000000   \n",
       "128                                 13000.000000   \n",
       "129                                 13000.000000   \n",
       "130                                 13000.000000   \n",
       "131                                 13000.000000   \n",
       "...                                          ...   \n",
       "8436                                 4822.000000   \n",
       "8437                                 4832.000000   \n",
       "8438                                 4620.333333   \n",
       "8439                                 4670.000000   \n",
       "8440                                 4710.333333   \n",
       "8441                                 4721.666667   \n",
       "8442                                 4716.666667   \n",
       "8443                                 4595.000000   \n",
       "8444                                 4632.333333   \n",
       "8445                                 4661.333333   \n",
       "8446                                 4707.666667   \n",
       "8447                                 4817.666667   \n",
       "8448                                 4994.000000   \n",
       "8449                                 5043.000000   \n",
       "8450                                 5007.000000   \n",
       "8451                                 5021.000000   \n",
       "8452                                 5029.333333   \n",
       "8453                                 5056.333333   \n",
       "8454                                 5126.333333   \n",
       "8455                                 5311.333333   \n",
       "8456                                 5401.666667   \n",
       "8457                                 5381.666667   \n",
       "8458                                 5293.000000   \n",
       "8459                                 5252.333333   \n",
       "8460                                 5419.333333   \n",
       "8461                                 5492.666667   \n",
       "8462                                 5577.666667   \n",
       "8463                                 5639.666667   \n",
       "8464                                 5733.333333   \n",
       "8465                                 5799.666667   \n",
       "\n",
       "      New Launch Absorption in Units  ...  christian  hindu  jain  muslim  \\\n",
       "49                                 5  ...       0.01   0.97   0.0    0.02   \n",
       "50                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "85                                 5  ...       0.01   0.97   0.0    0.02   \n",
       "86                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "87                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "88                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "89                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "90                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "91                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "92                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "93                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "94                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "95                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "96                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "97                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "98                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "99                                 0  ...       0.01   0.97   0.0    0.02   \n",
       "100                                0  ...       0.01   0.97   0.0    0.02   \n",
       "101                                0  ...       0.01   0.97   0.0    0.02   \n",
       "121                                0  ...       0.01   0.97   0.0    0.02   \n",
       "122                                0  ...       0.01   0.97   0.0    0.02   \n",
       "123                                0  ...       0.01   0.97   0.0    0.02   \n",
       "124                                0  ...       0.01   0.97   0.0    0.02   \n",
       "125                                0  ...       0.01   0.97   0.0    0.02   \n",
       "126                                0  ...       0.01   0.97   0.0    0.02   \n",
       "127                                0  ...       0.01   0.97   0.0    0.02   \n",
       "128                                0  ...       0.01   0.97   0.0    0.02   \n",
       "129                                0  ...       0.01   0.97   0.0    0.02   \n",
       "130                                0  ...       0.01   0.97   0.0    0.02   \n",
       "131                                0  ...       0.01   0.97   0.0    0.02   \n",
       "...                              ...  ...        ...    ...   ...     ...   \n",
       "8436                              25  ...       0.03   0.92   0.0    0.05   \n",
       "8437                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8438                               5  ...       0.03   0.92   0.0    0.05   \n",
       "8439                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8440                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8441                               6  ...       0.03   0.92   0.0    0.05   \n",
       "8442                              24  ...       0.03   0.92   0.0    0.05   \n",
       "8443                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8444                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8445                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8446                              10  ...       0.03   0.92   0.0    0.05   \n",
       "8447                               9  ...       0.03   0.92   0.0    0.05   \n",
       "8448                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8449                              43  ...       0.03   0.92   0.0    0.05   \n",
       "8450                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8451                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8452                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8453                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8454                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8455                               4  ...       0.03   0.92   0.0    0.05   \n",
       "8456                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8457                               6  ...       0.03   0.92   0.0    0.05   \n",
       "8458                               5  ...       0.03   0.92   0.0    0.05   \n",
       "8459                               2  ...       0.03   0.92   0.0    0.05   \n",
       "8460                               1  ...       0.03   0.92   0.0    0.05   \n",
       "8461                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8462                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8463                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8464                               0  ...       0.03   0.92   0.0    0.05   \n",
       "8465                               0  ...       0.03   0.92   0.0    0.05   \n",
       "\n",
       "      sikh  rural  semi_urban  urban  Total Absorption in units  \\\n",
       "49       0      0           0      1                          5   \n",
       "50       0      0           0      1                          8   \n",
       "85       0      0           0      1                          8   \n",
       "86       0      0           0      1                          4   \n",
       "87       0      0           0      1                          2   \n",
       "88       0      0           0      1                          1   \n",
       "89       0      0           0      1                          1   \n",
       "90       0      0           0      1                          1   \n",
       "91       0      0           0      1                          1   \n",
       "92       0      0           0      1                          0   \n",
       "93       0      0           0      1                          0   \n",
       "94       0      0           0      1                          1   \n",
       "95       0      0           0      1                          2   \n",
       "96       0      0           0      1                          3   \n",
       "97       0      0           0      1                          3   \n",
       "98       0      0           0      1                          3   \n",
       "99       0      0           0      1                          2   \n",
       "100      0      0           0      1                          1   \n",
       "101      0      0           0      1                          0   \n",
       "121      0      0           0      1                          2   \n",
       "122      0      0           0      1                          1   \n",
       "123      0      0           0      1                          1   \n",
       "124      0      0           0      1                          4   \n",
       "125      0      0           0      1                          2   \n",
       "126      0      0           0      1                          0   \n",
       "127      0      0           0      1                          5   \n",
       "128      0      0           0      1                          4   \n",
       "129      0      0           0      1                          3   \n",
       "130      0      0           0      1                          2   \n",
       "131      0      0           0      1                          0   \n",
       "...    ...    ...         ...    ...                        ...   \n",
       "8436     0      0           0      1                         63   \n",
       "8437     0      0           0      1                         20   \n",
       "8438     0      0           0      1                         17   \n",
       "8439     0      0           0      1                         12   \n",
       "8440     0      0           0      1                          8   \n",
       "8441     0      0           0      1                         12   \n",
       "8442     0      0           0      1                         39   \n",
       "8443     0      0           0      1                         56   \n",
       "8444     0      0           0      1                         39   \n",
       "8445     0      0           0      1                         26   \n",
       "8446     0      0           0      1                         40   \n",
       "8447     0      0           0      1                         42   \n",
       "8448     0      0           0      1                         33   \n",
       "8449     0      0           0      1                        101   \n",
       "8450     0      0           0      1                         71   \n",
       "8451     0      0           0      1                         80   \n",
       "8452     0      0           0      1                         42   \n",
       "8453     0      0           0      1                         33   \n",
       "8454     0      0           0      1                         37   \n",
       "8455     0      0           0      1                         31   \n",
       "8456     0      0           0      1                         41   \n",
       "8457     0      0           0      1                         76   \n",
       "8458     0      0           0      1                         48   \n",
       "8459     0      0           0      1                         59   \n",
       "8460     0      0           0      1                         69   \n",
       "8461     0      0           0      1                         57   \n",
       "8462     0      0           0      1                         31   \n",
       "8463     0      0           0      1                         22   \n",
       "8464     0      0           0      1                         23   \n",
       "8465     0      0           0      1                         20   \n",
       "\n",
       "      Total Absorption in Mn Sqft  \n",
       "49                           0.02  \n",
       "50                           0.03  \n",
       "85                           0.02  \n",
       "86                           0.01  \n",
       "87                           0.00  \n",
       "88                           0.00  \n",
       "89                           0.00  \n",
       "90                           0.00  \n",
       "91                           0.00  \n",
       "92                           0.00  \n",
       "93                           0.00  \n",
       "94                           0.00  \n",
       "95                           0.00  \n",
       "96                           0.00  \n",
       "97                           0.01  \n",
       "98                           0.00  \n",
       "99                           0.00  \n",
       "100                          0.00  \n",
       "101                          0.00  \n",
       "121                          0.00  \n",
       "122                          0.00  \n",
       "123                          0.00  \n",
       "124                          0.00  \n",
       "125                          0.00  \n",
       "126                          0.00  \n",
       "127                          0.00  \n",
       "128                          0.00  \n",
       "129                          0.00  \n",
       "130                          0.00  \n",
       "131                          0.00  \n",
       "...                           ...  \n",
       "8436                         0.09  \n",
       "8437                         0.03  \n",
       "8438                         0.01  \n",
       "8439                         0.00  \n",
       "8440                         0.00  \n",
       "8441                         0.01  \n",
       "8442                         0.03  \n",
       "8443                         0.06  \n",
       "8444                         0.03  \n",
       "8445                         0.03  \n",
       "8446                         0.04  \n",
       "8447                         0.05  \n",
       "8448                         0.05  \n",
       "8449                         0.13  \n",
       "8450                         0.10  \n",
       "8451                         0.09  \n",
       "8452                         0.05  \n",
       "8453                         0.03  \n",
       "8454                         0.04  \n",
       "8455                         0.04  \n",
       "8456                         0.05  \n",
       "8457                         0.09  \n",
       "8458                         0.05  \n",
       "8459                         0.06  \n",
       "8460                         0.08  \n",
       "8461                         0.06  \n",
       "8462                         0.03  \n",
       "8463                         0.03  \n",
       "8464                         0.03  \n",
       "8465                         0.02  \n",
       "\n",
       "[6565 rows x 258 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dset3 = dset3.dropna(axis=0)\n",
    "dset3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "markets = dset3['MicroMarket'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.arima_model import ARIMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "import pmdarima as pm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.vector_ar.vecm import coint_johansen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "markets=['Cenotaph Road', 'Teynampet', 'Ambattur Ind.Estate', 'Aminijkarai',\n",
    "       'Anna Nagar', 'Balaji Nagar', 'Anna Salai', 'Mahindra World City',\n",
    "       'Ayanavaram', 'Besant Nagar', 'Chromepet',\n",
    "       'Purasawalkam', 'Egmore', 'Gopalapuram', 'Kalavakkam',\n",
    "     'Rajakilpakkam', 'Camp Road', 'Selaiyur',\n",
    "       'K.K Nagar', 'Kilpauk', 'Medavakkam', 'Kodambakkam',\n",
    "       'Ottiambakkam', 'Madipakkam', 'Kancheepuram', 'Mandaveli',\n",
    "       'Mylapore', 'Nandambakam', 'Ramapuram', 'Nanganallur',\n",
    "       'Nungambakkam', 'Perambur', 'R A Puram', 'MRC Nagar', 'Roya Puram',\n",
    "       'Royapettah', 'Pudupakkam', 'Saidapet', 'T. Nagar', 'Lakshmipuram',\n",
    "       'Tambaram', 'Thirumangalam', 'Thiruvanmiyur', 'Neelankarai',\n",
    "       'Palavakkam', 'Vadapalani', 'Velachery', 'Vepery',\n",
    "       'Virugambakkam', 'Adyar', 'Indira Nagar', 'Adambakam', 'Padi',\n",
    "       'Perungudi', 'Tharamani', 'Mogappair', 'Ashok Nagar', 'East Coast Road', 'Sholinganallur',\n",
    "       'Semmancherry', 'Arasankazhani', 'Uthandi', 'karapakkam',\n",
    "       'Pallavaram', 'Nanmangalam', 'Keelakattalai', 'Manikandan Nagar',\n",
    "       'Manimangalam', 'Thoraipakkam', 'Mahabalipuram', 'Porur',\n",
    "       'Sriperumbudur', 'Thirumullaivoyal', 'Padur', 'Thalambur',\n",
    "       'Egattur', 'Siruseri SIPCOT', 'Alandur', 'Mambalam', 'Choolaimedu',\n",
    "       'Tondiarpet', 'Vinayagapuram', 'Saligramam', 'Maraimalai Nagar',\n",
    "       'Koyambedu', 'Injambakkam', 'Poonamalle', 'Kattupakkam',\n",
    "       'Madhavaram', 'Kotturpuram', 'Tiruvallur', 'Pallikaranai',\n",
    "       'Shantosapuram', 'Perumbakkam', 'Guindy', 'Ekkatuthangal',\n",
    "       'GST Road', 'Urapakkam', 'Padappai', 'Manapakkam',\n",
    "       'Valasaravakkam', 'Kalpakkam', 'Vayalur', 'Perungalathur',\n",
    "       'Chengalpattu', 'Kelambakkam', 'Vengaivasal Main RD',\n",
    "       'Guduvancheri', 'Nellikuppam', 'Minjur', 'NH-5', 'Vanagaram',\n",
    "       'Maduravoyal', 'Aynambakkam', 'Thiruverkkadu', 'Korattur',\n",
    "       'Villivakkam', 'Vandalur', 'Nallambakkam', 'Mambakkam',\n",
    "       'Mannivakkam', 'Ponmar', 'Rathinamangalam', 'Polachery',\n",
    "       'Mudichur', 'Oragadam', 'Ayappakkam', 'Potheri',\n",
    "       'Poonamallee High Road', 'Avadi', 'Ambattur', 'Thiruvidandhai',\n",
    "       'Muttukadu', 'Kovalam', 'Chembarambakkam', 'Thirumudivakkam',\n",
    "       'Kundrathur', 'Pattabiram', 'Thiruninravur', 'Thirumazhisai',\n",
    "       'Tiruvottiyur', 'Singaperumal Koil', 'Iyappanthangal', 'Kovur',\n",
    "       'Mangadu', 'Thiruporur', 'Anakaputhur', 'Kolathur', 'Vedanthangal',\n",
    "       'Madambakkam', 'Ponneri', 'Perur',\n",
    "       'Sunguvarchatram', 'Periyapalayam', 'Walajabad', 'Gerugambakkam',\n",
    "       'Kolapakkam']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.vector_ar.var_model import VAR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = pd.DataFrame(columns=['open_stock_units', 'Unsold in units', 'overhang'])\n",
    "actual = pd.DataFrame(columns=usable)\n",
    "ls = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    }
   ],
   "source": [
    "for mar in markets:\n",
    "    data = dset3[dset3['MicroMarket']==mar][usable]\n",
    "    train = data[:int(0.9*(len(data)))][['open_stock_units', 'Unsold in units', 'overhang']]\n",
    "    valid = data[int(0.9*(len(data))):]\n",
    "    for i in range(len(valid)):\n",
    "        ls.append(mar)\n",
    "    model = VAR(endog=train)\n",
    "    model_fit = model.fit()\n",
    "    prediction = model_fit.forecast(model_fit.y, steps=len(valid))\n",
    "    actual = actual.append(valid,ignore_index=True)\n",
    "    pred = pred.append(pd.DataFrame(prediction,columns=['open_stock_units', 'Unsold in units', 'overhang']),ignore_index=True)\n",
    "    \n",
    "pred['MicroMarket']=ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MicroMarket</th>\n",
       "      <th>open_stock_units</th>\n",
       "      <th>Unsold in units</th>\n",
       "      <th>overhang</th>\n",
       "      <th>Total Absorption in units</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>44</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>784</td>\n",
       "      <td>769</td>\n",
       "      <td>78</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>729</td>\n",
       "      <td>706</td>\n",
       "      <td>94</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>658</td>\n",
       "      <td>639</td>\n",
       "      <td>97</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>1011</td>\n",
       "      <td>986</td>\n",
       "      <td>135</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>944</td>\n",
       "      <td>921</td>\n",
       "      <td>125</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>890</td>\n",
       "      <td>879</td>\n",
       "      <td>126</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>857</td>\n",
       "      <td>847</td>\n",
       "      <td>137</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>874</td>\n",
       "      <td>906</td>\n",
       "      <td>150</td>\n",
       "      <td>-32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>874</td>\n",
       "      <td>838</td>\n",
       "      <td>100</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Balaji Nagar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Balaji Nagar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Balaji Nagar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Anna Salai</td>\n",
       "      <td>287</td>\n",
       "      <td>280</td>\n",
       "      <td>98</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Anna Salai</td>\n",
       "      <td>267</td>\n",
       "      <td>263</td>\n",
       "      <td>101</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Anna Salai</td>\n",
       "      <td>261</td>\n",
       "      <td>261</td>\n",
       "      <td>119</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Mahindra World City</td>\n",
       "      <td>1754</td>\n",
       "      <td>1687</td>\n",
       "      <td>68</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Mahindra World City</td>\n",
       "      <td>1547</td>\n",
       "      <td>1479</td>\n",
       "      <td>58</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Mahindra World City</td>\n",
       "      <td>1352</td>\n",
       "      <td>1289</td>\n",
       "      <td>54</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Mahindra World City</td>\n",
       "      <td>1172</td>\n",
       "      <td>1120</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>Ponneri</td>\n",
       "      <td>882</td>\n",
       "      <td>864</td>\n",
       "      <td>109</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Ponneri</td>\n",
       "      <td>829</td>\n",
       "      <td>811</td>\n",
       "      <td>121</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Ponneri</td>\n",
       "      <td>768</td>\n",
       "      <td>745</td>\n",
       "      <td>112</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Ponneri</td>\n",
       "      <td>697</td>\n",
       "      <td>675</td>\n",
       "      <td>98</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>Perur</td>\n",
       "      <td>118</td>\n",
       "      <td>71</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Perur</td>\n",
       "      <td>16</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Perur</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Perur</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>333</td>\n",
       "      <td>333</td>\n",
       "      <td>297</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>333</td>\n",
       "      <td>333</td>\n",
       "      <td>285</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>333</td>\n",
       "      <td>333</td>\n",
       "      <td>283</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>333</td>\n",
       "      <td>333</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>128</td>\n",
       "      <td>124</td>\n",
       "      <td>102</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>119</td>\n",
       "      <td>117</td>\n",
       "      <td>98</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>109</td>\n",
       "      <td>105</td>\n",
       "      <td>87</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>98</td>\n",
       "      <td>94</td>\n",
       "      <td>76</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>222</td>\n",
       "      <td>212</td>\n",
       "      <td>59</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>187</td>\n",
       "      <td>176</td>\n",
       "      <td>47</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>159</td>\n",
       "      <td>151</td>\n",
       "      <td>43</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>131</td>\n",
       "      <td>120</td>\n",
       "      <td>35</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>101</td>\n",
       "      <td>94</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>855</td>\n",
       "      <td>798</td>\n",
       "      <td>40</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>711</td>\n",
       "      <td>680</td>\n",
       "      <td>36</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>631</td>\n",
       "      <td>609</td>\n",
       "      <td>37</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>560</td>\n",
       "      <td>537</td>\n",
       "      <td>45</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>486</td>\n",
       "      <td>466</td>\n",
       "      <td>51</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>704 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             MicroMarket open_stock_units Unsold in units overhang  \\\n",
       "0          Cenotaph Road               44              43       39   \n",
       "1          Cenotaph Road               42              42       38   \n",
       "2              Teynampet                0               0        0   \n",
       "3              Teynampet                0               0        0   \n",
       "4              Teynampet                0               0        0   \n",
       "5              Teynampet                0               0        0   \n",
       "6    Ambattur Ind.Estate              784             769       78   \n",
       "7    Ambattur Ind.Estate              729             706       94   \n",
       "8    Ambattur Ind.Estate              658             639       97   \n",
       "9            Aminijkarai               12              12       12   \n",
       "10           Aminijkarai               10               8        8   \n",
       "11           Aminijkarai                6               6        6   \n",
       "12           Aminijkarai                6               6        6   \n",
       "13           Aminijkarai                6               6        6   \n",
       "14            Anna Nagar             1011             986      135   \n",
       "15            Anna Nagar              944             921      125   \n",
       "16            Anna Nagar              890             879      126   \n",
       "17            Anna Nagar              857             847      137   \n",
       "18            Anna Nagar              874             906      150   \n",
       "19            Anna Nagar              874             838      100   \n",
       "20          Balaji Nagar                0               0        0   \n",
       "21          Balaji Nagar                0               0        0   \n",
       "22          Balaji Nagar                0               0        0   \n",
       "23            Anna Salai              287             280       98   \n",
       "24            Anna Salai              267             263      101   \n",
       "25            Anna Salai              261             261      119   \n",
       "26   Mahindra World City             1754            1687       68   \n",
       "27   Mahindra World City             1547            1479       58   \n",
       "28   Mahindra World City             1352            1289       54   \n",
       "29   Mahindra World City             1172            1120       51   \n",
       "..                   ...              ...             ...      ...   \n",
       "674              Ponneri              882             864      109   \n",
       "675              Ponneri              829             811      121   \n",
       "676              Ponneri              768             745      112   \n",
       "677              Ponneri              697             675       98   \n",
       "678                Perur              118              71        4   \n",
       "679                Perur               16               5        0   \n",
       "680                Perur                0               0        0   \n",
       "681                Perur                0               0        0   \n",
       "682      Sunguvarchatram              333             333      297   \n",
       "683      Sunguvarchatram              333             333      285   \n",
       "684      Sunguvarchatram              333             333      283   \n",
       "685      Sunguvarchatram              333             333      111   \n",
       "686        Periyapalayam                3               3        3   \n",
       "687        Periyapalayam                3               3        3   \n",
       "688        Periyapalayam                3               3        3   \n",
       "689        Periyapalayam                3               3        2   \n",
       "690            Walajabad              128             124      102   \n",
       "691            Walajabad              119             117       98   \n",
       "692            Walajabad              109             105       87   \n",
       "693            Walajabad               98              94       76   \n",
       "694        Gerugambakkam              222             212       59   \n",
       "695        Gerugambakkam              187             176       47   \n",
       "696        Gerugambakkam              159             151       43   \n",
       "697        Gerugambakkam              131             120       35   \n",
       "698        Gerugambakkam              101              94       28   \n",
       "699           Kolapakkam              855             798       40   \n",
       "700           Kolapakkam              711             680       36   \n",
       "701           Kolapakkam              631             609       37   \n",
       "702           Kolapakkam              560             537       45   \n",
       "703           Kolapakkam              486             466       51   \n",
       "\n",
       "    Total Absorption in units  \n",
       "0                           1  \n",
       "1                           0  \n",
       "2                           0  \n",
       "3                           0  \n",
       "4                           0  \n",
       "5                           0  \n",
       "6                          15  \n",
       "7                          23  \n",
       "8                          19  \n",
       "9                           0  \n",
       "10                          2  \n",
       "11                          0  \n",
       "12                          0  \n",
       "13                          0  \n",
       "14                         25  \n",
       "15                         23  \n",
       "16                         11  \n",
       "17                         10  \n",
       "18                        -32  \n",
       "19                         36  \n",
       "20                          0  \n",
       "21                          0  \n",
       "22                          0  \n",
       "23                          7  \n",
       "24                          4  \n",
       "25                          0  \n",
       "26                         67  \n",
       "27                         68  \n",
       "28                         63  \n",
       "29                         52  \n",
       "..                        ...  \n",
       "674                        18  \n",
       "675                        18  \n",
       "676                        23  \n",
       "677                        22  \n",
       "678                        47  \n",
       "679                        11  \n",
       "680                         0  \n",
       "681                         0  \n",
       "682                         0  \n",
       "683                         0  \n",
       "684                         0  \n",
       "685                         0  \n",
       "686                         0  \n",
       "687                         0  \n",
       "688                         0  \n",
       "689                         0  \n",
       "690                         4  \n",
       "691                         2  \n",
       "692                         4  \n",
       "693                         4  \n",
       "694                        10  \n",
       "695                        11  \n",
       "696                         8  \n",
       "697                        11  \n",
       "698                         7  \n",
       "699                        57  \n",
       "700                        31  \n",
       "701                        22  \n",
       "702                        23  \n",
       "703                        20  \n",
       "\n",
       "[704 rows x 5 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actual['Total Absorption in units'] = (actual['open_stock_units']-actual['Unsold in units'])\n",
    "actual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MicroMarket</th>\n",
       "      <th>open_stock_units</th>\n",
       "      <th>Unsold in units</th>\n",
       "      <th>overhang</th>\n",
       "      <th>Total Absorption in units</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>39.344615</td>\n",
       "      <td>35.860563</td>\n",
       "      <td>32.046600</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>26.803798</td>\n",
       "      <td>22.753314</td>\n",
       "      <td>17.512320</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-0.061193</td>\n",
       "      <td>-0.155573</td>\n",
       "      <td>-0.271877</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-0.329687</td>\n",
       "      <td>-0.451313</td>\n",
       "      <td>-0.591495</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-0.646438</td>\n",
       "      <td>-0.768077</td>\n",
       "      <td>-0.890175</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-0.949294</td>\n",
       "      <td>-1.061237</td>\n",
       "      <td>-1.152281</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>762.625437</td>\n",
       "      <td>742.671092</td>\n",
       "      <td>66.811488</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>714.382317</td>\n",
       "      <td>697.649730</td>\n",
       "      <td>69.009031</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>684.837610</td>\n",
       "      <td>671.029460</td>\n",
       "      <td>72.939724</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>12.892253</td>\n",
       "      <td>14.063547</td>\n",
       "      <td>5.536252</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>16.425157</td>\n",
       "      <td>17.767644</td>\n",
       "      <td>8.167961</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>20.259837</td>\n",
       "      <td>21.374930</td>\n",
       "      <td>10.637354</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>23.384987</td>\n",
       "      <td>24.253031</td>\n",
       "      <td>12.733044</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>25.793538</td>\n",
       "      <td>26.465157</td>\n",
       "      <td>14.481944</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>956.096407</td>\n",
       "      <td>884.378225</td>\n",
       "      <td>141.610691</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>802.640692</td>\n",
       "      <td>752.119673</td>\n",
       "      <td>138.308260</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>704.156969</td>\n",
       "      <td>667.656410</td>\n",
       "      <td>136.021695</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>641.873636</td>\n",
       "      <td>614.602467</td>\n",
       "      <td>134.406909</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>603.353745</td>\n",
       "      <td>582.158495</td>\n",
       "      <td>133.236989</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>580.413085</td>\n",
       "      <td>563.218191</td>\n",
       "      <td>132.362518</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Balaji Nagar</td>\n",
       "      <td>9.565234</td>\n",
       "      <td>19.529615</td>\n",
       "      <td>1.968944</td>\n",
       "      <td>-10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Balaji Nagar</td>\n",
       "      <td>37.462247</td>\n",
       "      <td>45.781895</td>\n",
       "      <td>5.014027</td>\n",
       "      <td>-8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Balaji Nagar</td>\n",
       "      <td>61.106045</td>\n",
       "      <td>68.448153</td>\n",
       "      <td>8.641055</td>\n",
       "      <td>-7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Anna Salai</td>\n",
       "      <td>293.115779</td>\n",
       "      <td>306.662684</td>\n",
       "      <td>99.693624</td>\n",
       "      <td>-14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Anna Salai</td>\n",
       "      <td>331.063418</td>\n",
       "      <td>333.455551</td>\n",
       "      <td>114.715237</td>\n",
       "      <td>-2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Anna Salai</td>\n",
       "      <td>337.008411</td>\n",
       "      <td>335.582215</td>\n",
       "      <td>111.954066</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Mahindra World City</td>\n",
       "      <td>1810.213100</td>\n",
       "      <td>1830.890759</td>\n",
       "      <td>77.455168</td>\n",
       "      <td>-21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Mahindra World City</td>\n",
       "      <td>1849.632406</td>\n",
       "      <td>1848.578192</td>\n",
       "      <td>75.952284</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Mahindra World City</td>\n",
       "      <td>1843.537477</td>\n",
       "      <td>1846.597723</td>\n",
       "      <td>74.890022</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Mahindra World City</td>\n",
       "      <td>1845.321949</td>\n",
       "      <td>1847.204527</td>\n",
       "      <td>73.935582</td>\n",
       "      <td>-2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>Ponneri</td>\n",
       "      <td>872.390427</td>\n",
       "      <td>843.747184</td>\n",
       "      <td>85.409848</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Ponneri</td>\n",
       "      <td>796.142155</td>\n",
       "      <td>772.713583</td>\n",
       "      <td>83.861014</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Ponneri</td>\n",
       "      <td>735.667944</td>\n",
       "      <td>717.906110</td>\n",
       "      <td>83.072213</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Ponneri</td>\n",
       "      <td>690.391785</td>\n",
       "      <td>677.230348</td>\n",
       "      <td>82.718937</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>Perur</td>\n",
       "      <td>179.929628</td>\n",
       "      <td>172.655668</td>\n",
       "      <td>2.716652</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Perur</td>\n",
       "      <td>162.181273</td>\n",
       "      <td>158.448399</td>\n",
       "      <td>8.258274</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Perur</td>\n",
       "      <td>151.775035</td>\n",
       "      <td>148.382325</td>\n",
       "      <td>12.016357</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Perur</td>\n",
       "      <td>142.524419</td>\n",
       "      <td>139.543164</td>\n",
       "      <td>14.786561</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>329.405656</td>\n",
       "      <td>332.345607</td>\n",
       "      <td>263.073221</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>336.885426</td>\n",
       "      <td>339.770141</td>\n",
       "      <td>268.581978</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>344.152484</td>\n",
       "      <td>346.999455</td>\n",
       "      <td>272.545217</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>351.282455</td>\n",
       "      <td>354.033853</td>\n",
       "      <td>275.316263</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>3.649348</td>\n",
       "      <td>3.227750</td>\n",
       "      <td>2.498924</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>3.796338</td>\n",
       "      <td>3.425942</td>\n",
       "      <td>2.339803</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>4.092232</td>\n",
       "      <td>3.698311</td>\n",
       "      <td>2.206555</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>4.324256</td>\n",
       "      <td>3.908249</td>\n",
       "      <td>2.081721</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>134.578350</td>\n",
       "      <td>125.484956</td>\n",
       "      <td>103.349053</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>113.111707</td>\n",
       "      <td>106.745468</td>\n",
       "      <td>92.460557</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>98.648999</td>\n",
       "      <td>93.691935</td>\n",
       "      <td>83.817291</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>87.507763</td>\n",
       "      <td>83.920157</td>\n",
       "      <td>76.708386</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>245.898305</td>\n",
       "      <td>269.150145</td>\n",
       "      <td>66.921812</td>\n",
       "      <td>-23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>301.753172</td>\n",
       "      <td>313.131918</td>\n",
       "      <td>68.636248</td>\n",
       "      <td>-11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>330.660803</td>\n",
       "      <td>339.015663</td>\n",
       "      <td>69.395529</td>\n",
       "      <td>-8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>351.134535</td>\n",
       "      <td>356.851902</td>\n",
       "      <td>69.519804</td>\n",
       "      <td>-6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>364.762937</td>\n",
       "      <td>368.827040</td>\n",
       "      <td>69.279825</td>\n",
       "      <td>-4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>897.509905</td>\n",
       "      <td>885.813821</td>\n",
       "      <td>44.337241</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>834.589140</td>\n",
       "      <td>824.520716</td>\n",
       "      <td>44.287235</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>785.933943</td>\n",
       "      <td>780.681109</td>\n",
       "      <td>45.098877</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>754.474123</td>\n",
       "      <td>752.357307</td>\n",
       "      <td>46.438111</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>735.526714</td>\n",
       "      <td>735.683207</td>\n",
       "      <td>47.874637</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>704 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             MicroMarket  open_stock_units  Unsold in units    overhang  \\\n",
       "0          Cenotaph Road         39.344615        35.860563   32.046600   \n",
       "1          Cenotaph Road         26.803798        22.753314   17.512320   \n",
       "2              Teynampet         -0.061193        -0.155573   -0.271877   \n",
       "3              Teynampet         -0.329687        -0.451313   -0.591495   \n",
       "4              Teynampet         -0.646438        -0.768077   -0.890175   \n",
       "5              Teynampet         -0.949294        -1.061237   -1.152281   \n",
       "6    Ambattur Ind.Estate        762.625437       742.671092   66.811488   \n",
       "7    Ambattur Ind.Estate        714.382317       697.649730   69.009031   \n",
       "8    Ambattur Ind.Estate        684.837610       671.029460   72.939724   \n",
       "9            Aminijkarai         12.892253        14.063547    5.536252   \n",
       "10           Aminijkarai         16.425157        17.767644    8.167961   \n",
       "11           Aminijkarai         20.259837        21.374930   10.637354   \n",
       "12           Aminijkarai         23.384987        24.253031   12.733044   \n",
       "13           Aminijkarai         25.793538        26.465157   14.481944   \n",
       "14            Anna Nagar        956.096407       884.378225  141.610691   \n",
       "15            Anna Nagar        802.640692       752.119673  138.308260   \n",
       "16            Anna Nagar        704.156969       667.656410  136.021695   \n",
       "17            Anna Nagar        641.873636       614.602467  134.406909   \n",
       "18            Anna Nagar        603.353745       582.158495  133.236989   \n",
       "19            Anna Nagar        580.413085       563.218191  132.362518   \n",
       "20          Balaji Nagar          9.565234        19.529615    1.968944   \n",
       "21          Balaji Nagar         37.462247        45.781895    5.014027   \n",
       "22          Balaji Nagar         61.106045        68.448153    8.641055   \n",
       "23            Anna Salai        293.115779       306.662684   99.693624   \n",
       "24            Anna Salai        331.063418       333.455551  114.715237   \n",
       "25            Anna Salai        337.008411       335.582215  111.954066   \n",
       "26   Mahindra World City       1810.213100      1830.890759   77.455168   \n",
       "27   Mahindra World City       1849.632406      1848.578192   75.952284   \n",
       "28   Mahindra World City       1843.537477      1846.597723   74.890022   \n",
       "29   Mahindra World City       1845.321949      1847.204527   73.935582   \n",
       "..                   ...               ...              ...         ...   \n",
       "674              Ponneri        872.390427       843.747184   85.409848   \n",
       "675              Ponneri        796.142155       772.713583   83.861014   \n",
       "676              Ponneri        735.667944       717.906110   83.072213   \n",
       "677              Ponneri        690.391785       677.230348   82.718937   \n",
       "678                Perur        179.929628       172.655668    2.716652   \n",
       "679                Perur        162.181273       158.448399    8.258274   \n",
       "680                Perur        151.775035       148.382325   12.016357   \n",
       "681                Perur        142.524419       139.543164   14.786561   \n",
       "682      Sunguvarchatram        329.405656       332.345607  263.073221   \n",
       "683      Sunguvarchatram        336.885426       339.770141  268.581978   \n",
       "684      Sunguvarchatram        344.152484       346.999455  272.545217   \n",
       "685      Sunguvarchatram        351.282455       354.033853  275.316263   \n",
       "686        Periyapalayam          3.649348         3.227750    2.498924   \n",
       "687        Periyapalayam          3.796338         3.425942    2.339803   \n",
       "688        Periyapalayam          4.092232         3.698311    2.206555   \n",
       "689        Periyapalayam          4.324256         3.908249    2.081721   \n",
       "690            Walajabad        134.578350       125.484956  103.349053   \n",
       "691            Walajabad        113.111707       106.745468   92.460557   \n",
       "692            Walajabad         98.648999        93.691935   83.817291   \n",
       "693            Walajabad         87.507763        83.920157   76.708386   \n",
       "694        Gerugambakkam        245.898305       269.150145   66.921812   \n",
       "695        Gerugambakkam        301.753172       313.131918   68.636248   \n",
       "696        Gerugambakkam        330.660803       339.015663   69.395529   \n",
       "697        Gerugambakkam        351.134535       356.851902   69.519804   \n",
       "698        Gerugambakkam        364.762937       368.827040   69.279825   \n",
       "699           Kolapakkam        897.509905       885.813821   44.337241   \n",
       "700           Kolapakkam        834.589140       824.520716   44.287235   \n",
       "701           Kolapakkam        785.933943       780.681109   45.098877   \n",
       "702           Kolapakkam        754.474123       752.357307   46.438111   \n",
       "703           Kolapakkam        735.526714       735.683207   47.874637   \n",
       "\n",
       "     Total Absorption in units  \n",
       "0                          3.0  \n",
       "1                          4.0  \n",
       "2                          0.0  \n",
       "3                          0.0  \n",
       "4                          0.0  \n",
       "5                          0.0  \n",
       "6                         20.0  \n",
       "7                         17.0  \n",
       "8                         14.0  \n",
       "9                         -1.0  \n",
       "10                        -1.0  \n",
       "11                        -1.0  \n",
       "12                        -1.0  \n",
       "13                        -1.0  \n",
       "14                        72.0  \n",
       "15                        51.0  \n",
       "16                        37.0  \n",
       "17                        27.0  \n",
       "18                        21.0  \n",
       "19                        17.0  \n",
       "20                       -10.0  \n",
       "21                        -8.0  \n",
       "22                        -7.0  \n",
       "23                       -14.0  \n",
       "24                        -2.0  \n",
       "25                         1.0  \n",
       "26                       -21.0  \n",
       "27                         1.0  \n",
       "28                        -3.0  \n",
       "29                        -2.0  \n",
       "..                         ...  \n",
       "674                       29.0  \n",
       "675                       23.0  \n",
       "676                       18.0  \n",
       "677                       13.0  \n",
       "678                        7.0  \n",
       "679                        4.0  \n",
       "680                        3.0  \n",
       "681                        3.0  \n",
       "682                       -3.0  \n",
       "683                       -3.0  \n",
       "684                       -3.0  \n",
       "685                       -3.0  \n",
       "686                        0.0  \n",
       "687                        0.0  \n",
       "688                        0.0  \n",
       "689                        0.0  \n",
       "690                        9.0  \n",
       "691                        6.0  \n",
       "692                        5.0  \n",
       "693                        4.0  \n",
       "694                      -23.0  \n",
       "695                      -11.0  \n",
       "696                       -8.0  \n",
       "697                       -6.0  \n",
       "698                       -4.0  \n",
       "699                       12.0  \n",
       "700                       10.0  \n",
       "701                        5.0  \n",
       "702                        2.0  \n",
       "703                       -0.0  \n",
       "\n",
       "[704 rows x 5 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred['Total Absorption in units'] = (pred['open_stock_units']-pred['Unsold in units'])\n",
    "pred['Total Absorption in units']=pred['Total Absorption in units'].round()\n",
    "pred = pred[['MicroMarket', 'open_stock_units', 'Unsold in units', 'overhang', 'Total Absorption in units']]\n",
    "pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rmse of open_stock_units: 427.91414488722484\n"
     ]
    }
   ],
   "source": [
    "rmosu = (((pred['open_stock_units']-actual['open_stock_units'])**2).mean())**.5\n",
    "print('rmse of open_stock_units: {}'.format(rmosu))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rmse of Unsold in units: 457.02810887456627\n"
     ]
    }
   ],
   "source": [
    "rmunu = (((pred['Unsold in units']-actual['Unsold in units'])**2).mean())**.5\n",
    "print('rmse of Unsold in units: {}'.format(rmunu))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rmse of overhang: 78.58927396180893\n"
     ]
    }
   ],
   "source": [
    "rmov = (((pred['overhang']-actual['overhang'])**2).mean())**.5\n",
    "print('rmse of overhang: {}'.format(rmov))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rmse of Total Absorption in units: 77.39171320449802\n"
     ]
    }
   ],
   "source": [
    "rmtau = (((pred['Total Absorption in units']-actual['Total Absorption in units'])**2).mean())**.5\n",
    "print('rmse of Total Absorption in units: {}'.format(rmtau))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "usable = ['MicroMarket','open_stock_units', 'Unsold in units', 'overhang']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MicroMarket', 'open_stock_units', 'Unsold in units', 'overhang']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "usable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "C:\\Users\\Laptop\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:214: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    }
   ],
   "source": [
    "index = ['2020Q2', '2020Q3', '2020Q4', '2021Q1', '2021Q2', '2021Q3', '2021Q4']\n",
    "forecasted = pd.DataFrame(columns=['open_stock_units', 'Unsold in units', 'overhang'])\n",
    "locs = []\n",
    "for mar in markets:\n",
    "    data = dset3[dset3['MicroMarket']==mar][['open_stock_units', 'Unsold in units', 'overhang']]\n",
    "    for i in range(0,7):\n",
    "        locs.append(mar)\n",
    "    model = VAR(endog=data)\n",
    "    model_fit = model.fit()\n",
    "    prediction = model_fit.forecast(model_fit.y, steps=7)\n",
    "    forecasted = forecasted.append(pd.DataFrame(prediction,columns=['open_stock_units', 'Unsold in units', 'overhang'],index=index))\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MicroMarket</th>\n",
       "      <th>open_stock_units</th>\n",
       "      <th>Unsold in units</th>\n",
       "      <th>overhang</th>\n",
       "      <th>Total Absorption in units</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020Q2</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>37.697931</td>\n",
       "      <td>36.043778</td>\n",
       "      <td>31.518793</td>\n",
       "      <td>1.654153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q3</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>31.653580</td>\n",
       "      <td>30.041965</td>\n",
       "      <td>24.658229</td>\n",
       "      <td>1.611615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q4</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>25.391166</td>\n",
       "      <td>23.737841</td>\n",
       "      <td>17.363445</td>\n",
       "      <td>1.653325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q1</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>18.817732</td>\n",
       "      <td>17.124082</td>\n",
       "      <td>9.637756</td>\n",
       "      <td>1.693650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q2</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>11.918178</td>\n",
       "      <td>10.181514</td>\n",
       "      <td>1.475304</td>\n",
       "      <td>1.736664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q3</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>4.673536</td>\n",
       "      <td>2.891359</td>\n",
       "      <td>-7.134292</td>\n",
       "      <td>1.782177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q4</th>\n",
       "      <td>Cenotaph Road</td>\n",
       "      <td>-2.935342</td>\n",
       "      <td>-4.765583</td>\n",
       "      <td>-16.205152</td>\n",
       "      <td>1.830241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q2</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-0.050056</td>\n",
       "      <td>-0.127258</td>\n",
       "      <td>-0.222395</td>\n",
       "      <td>0.077202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q3</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-0.269813</td>\n",
       "      <td>-0.369503</td>\n",
       "      <td>-0.484419</td>\n",
       "      <td>0.099690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q4</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-0.529494</td>\n",
       "      <td>-0.629266</td>\n",
       "      <td>-0.729456</td>\n",
       "      <td>0.099772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q1</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-0.777903</td>\n",
       "      <td>-0.869690</td>\n",
       "      <td>-0.944372</td>\n",
       "      <td>0.091787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q2</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-0.997717</td>\n",
       "      <td>-1.079400</td>\n",
       "      <td>-1.127200</td>\n",
       "      <td>0.081683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q3</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-1.185518</td>\n",
       "      <td>-1.257331</td>\n",
       "      <td>-1.280407</td>\n",
       "      <td>0.071812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q4</th>\n",
       "      <td>Teynampet</td>\n",
       "      <td>-1.343234</td>\n",
       "      <td>-1.406235</td>\n",
       "      <td>-1.407809</td>\n",
       "      <td>0.063001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q2</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>617.273989</td>\n",
       "      <td>615.995763</td>\n",
       "      <td>95.654360</td>\n",
       "      <td>1.278226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q3</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>624.631252</td>\n",
       "      <td>622.302787</td>\n",
       "      <td>96.504497</td>\n",
       "      <td>2.328466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q4</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>627.020774</td>\n",
       "      <td>624.737092</td>\n",
       "      <td>96.700890</td>\n",
       "      <td>2.283682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q1</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>628.627028</td>\n",
       "      <td>626.267599</td>\n",
       "      <td>96.705408</td>\n",
       "      <td>2.359429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q2</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>629.608233</td>\n",
       "      <td>627.171740</td>\n",
       "      <td>96.628052</td>\n",
       "      <td>2.436493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q3</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>630.216169</td>\n",
       "      <td>627.710326</td>\n",
       "      <td>96.529570</td>\n",
       "      <td>2.505843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q4</th>\n",
       "      <td>Ambattur Ind.Estate</td>\n",
       "      <td>630.593948</td>\n",
       "      <td>628.031439</td>\n",
       "      <td>96.436270</td>\n",
       "      <td>2.562509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q2</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>7.269851</td>\n",
       "      <td>8.857655</td>\n",
       "      <td>7.755055</td>\n",
       "      <td>-1.587804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q3</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>12.418279</td>\n",
       "      <td>13.920481</td>\n",
       "      <td>10.242145</td>\n",
       "      <td>-1.502202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q4</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>17.063795</td>\n",
       "      <td>18.224257</td>\n",
       "      <td>12.438745</td>\n",
       "      <td>-1.160462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q1</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>20.614278</td>\n",
       "      <td>21.471925</td>\n",
       "      <td>14.228265</td>\n",
       "      <td>-0.857647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q2</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>23.241066</td>\n",
       "      <td>23.872641</td>\n",
       "      <td>15.673014</td>\n",
       "      <td>-0.631575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q3</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>25.194028</td>\n",
       "      <td>25.662995</td>\n",
       "      <td>16.850469</td>\n",
       "      <td>-0.468967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q4</th>\n",
       "      <td>Aminijkarai</td>\n",
       "      <td>26.671523</td>\n",
       "      <td>27.023370</td>\n",
       "      <td>17.822814</td>\n",
       "      <td>-0.351847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q2</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>901.867750</td>\n",
       "      <td>930.422570</td>\n",
       "      <td>100.621749</td>\n",
       "      <td>-28.554820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q3</th>\n",
       "      <td>Anna Nagar</td>\n",
       "      <td>990.194536</td>\n",
       "      <td>1009.536909</td>\n",
       "      <td>100.953610</td>\n",
       "      <td>-19.342373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q3</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>314.301008</td>\n",
       "      <td>314.420152</td>\n",
       "      <td>211.374914</td>\n",
       "      <td>-0.119144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q4</th>\n",
       "      <td>Sunguvarchatram</td>\n",
       "      <td>315.115354</td>\n",
       "      <td>315.476362</td>\n",
       "      <td>216.748298</td>\n",
       "      <td>-0.361008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q2</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>4.001397</td>\n",
       "      <td>3.711030</td>\n",
       "      <td>1.949791</td>\n",
       "      <td>0.290367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q3</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>4.178696</td>\n",
       "      <td>3.859514</td>\n",
       "      <td>1.849713</td>\n",
       "      <td>0.319182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q4</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>4.276258</td>\n",
       "      <td>3.945102</td>\n",
       "      <td>1.752248</td>\n",
       "      <td>0.331155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q1</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>4.341958</td>\n",
       "      <td>4.001924</td>\n",
       "      <td>1.659876</td>\n",
       "      <td>0.340033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q2</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>4.384535</td>\n",
       "      <td>4.037525</td>\n",
       "      <td>1.572419</td>\n",
       "      <td>0.347011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q3</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>4.409328</td>\n",
       "      <td>4.056818</td>\n",
       "      <td>1.489583</td>\n",
       "      <td>0.352510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q4</th>\n",
       "      <td>Periyapalayam</td>\n",
       "      <td>4.420463</td>\n",
       "      <td>4.063622</td>\n",
       "      <td>1.411095</td>\n",
       "      <td>0.356841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q2</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>87.101947</td>\n",
       "      <td>86.104497</td>\n",
       "      <td>71.506065</td>\n",
       "      <td>0.997450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q3</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>84.294467</td>\n",
       "      <td>83.479780</td>\n",
       "      <td>69.221029</td>\n",
       "      <td>0.814687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q4</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>81.828093</td>\n",
       "      <td>81.414765</td>\n",
       "      <td>67.356263</td>\n",
       "      <td>0.413328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q1</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>80.324858</td>\n",
       "      <td>80.195431</td>\n",
       "      <td>66.020113</td>\n",
       "      <td>0.129427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q2</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>79.483759</td>\n",
       "      <td>79.569413</td>\n",
       "      <td>65.101606</td>\n",
       "      <td>-0.085654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q3</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>79.137737</td>\n",
       "      <td>79.376487</td>\n",
       "      <td>64.517649</td>\n",
       "      <td>-0.238750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q4</th>\n",
       "      <td>Walajabad</td>\n",
       "      <td>79.137112</td>\n",
       "      <td>79.478802</td>\n",
       "      <td>64.190255</td>\n",
       "      <td>-0.341690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q2</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>108.000461</td>\n",
       "      <td>137.892856</td>\n",
       "      <td>35.389814</td>\n",
       "      <td>-29.892396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q3</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>180.745590</td>\n",
       "      <td>197.944230</td>\n",
       "      <td>40.274007</td>\n",
       "      <td>-17.198640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q4</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>224.721879</td>\n",
       "      <td>238.575090</td>\n",
       "      <td>44.033314</td>\n",
       "      <td>-13.853211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q1</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>259.087212</td>\n",
       "      <td>269.511289</td>\n",
       "      <td>46.837451</td>\n",
       "      <td>-10.424077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q2</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>284.477363</td>\n",
       "      <td>292.485014</td>\n",
       "      <td>48.944428</td>\n",
       "      <td>-8.007651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q3</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>303.446979</td>\n",
       "      <td>309.630096</td>\n",
       "      <td>50.527021</td>\n",
       "      <td>-6.183117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q4</th>\n",
       "      <td>Gerugambakkam</td>\n",
       "      <td>317.585264</td>\n",
       "      <td>322.410433</td>\n",
       "      <td>51.717386</td>\n",
       "      <td>-4.825169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q2</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>499.138702</td>\n",
       "      <td>523.680802</td>\n",
       "      <td>53.827717</td>\n",
       "      <td>-24.542100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q3</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>574.356306</td>\n",
       "      <td>588.551851</td>\n",
       "      <td>57.118359</td>\n",
       "      <td>-14.195546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020Q4</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>626.637512</td>\n",
       "      <td>637.947135</td>\n",
       "      <td>58.106622</td>\n",
       "      <td>-11.309623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q1</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>666.427756</td>\n",
       "      <td>674.139170</td>\n",
       "      <td>58.013722</td>\n",
       "      <td>-7.711414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q2</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>693.328250</td>\n",
       "      <td>698.249568</td>\n",
       "      <td>57.297827</td>\n",
       "      <td>-4.921318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q3</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>709.871985</td>\n",
       "      <td>712.697185</td>\n",
       "      <td>56.339022</td>\n",
       "      <td>-2.825200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021Q4</th>\n",
       "      <td>Kolapakkam</td>\n",
       "      <td>718.613150</td>\n",
       "      <td>720.005198</td>\n",
       "      <td>55.369208</td>\n",
       "      <td>-1.392048</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1099 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                MicroMarket  open_stock_units  Unsold in units    overhang  \\\n",
       "2020Q2        Cenotaph Road         37.697931        36.043778   31.518793   \n",
       "2020Q3        Cenotaph Road         31.653580        30.041965   24.658229   \n",
       "2020Q4        Cenotaph Road         25.391166        23.737841   17.363445   \n",
       "2021Q1        Cenotaph Road         18.817732        17.124082    9.637756   \n",
       "2021Q2        Cenotaph Road         11.918178        10.181514    1.475304   \n",
       "2021Q3        Cenotaph Road          4.673536         2.891359   -7.134292   \n",
       "2021Q4        Cenotaph Road         -2.935342        -4.765583  -16.205152   \n",
       "2020Q2            Teynampet         -0.050056        -0.127258   -0.222395   \n",
       "2020Q3            Teynampet         -0.269813        -0.369503   -0.484419   \n",
       "2020Q4            Teynampet         -0.529494        -0.629266   -0.729456   \n",
       "2021Q1            Teynampet         -0.777903        -0.869690   -0.944372   \n",
       "2021Q2            Teynampet         -0.997717        -1.079400   -1.127200   \n",
       "2021Q3            Teynampet         -1.185518        -1.257331   -1.280407   \n",
       "2021Q4            Teynampet         -1.343234        -1.406235   -1.407809   \n",
       "2020Q2  Ambattur Ind.Estate        617.273989       615.995763   95.654360   \n",
       "2020Q3  Ambattur Ind.Estate        624.631252       622.302787   96.504497   \n",
       "2020Q4  Ambattur Ind.Estate        627.020774       624.737092   96.700890   \n",
       "2021Q1  Ambattur Ind.Estate        628.627028       626.267599   96.705408   \n",
       "2021Q2  Ambattur Ind.Estate        629.608233       627.171740   96.628052   \n",
       "2021Q3  Ambattur Ind.Estate        630.216169       627.710326   96.529570   \n",
       "2021Q4  Ambattur Ind.Estate        630.593948       628.031439   96.436270   \n",
       "2020Q2          Aminijkarai          7.269851         8.857655    7.755055   \n",
       "2020Q3          Aminijkarai         12.418279        13.920481   10.242145   \n",
       "2020Q4          Aminijkarai         17.063795        18.224257   12.438745   \n",
       "2021Q1          Aminijkarai         20.614278        21.471925   14.228265   \n",
       "2021Q2          Aminijkarai         23.241066        23.872641   15.673014   \n",
       "2021Q3          Aminijkarai         25.194028        25.662995   16.850469   \n",
       "2021Q4          Aminijkarai         26.671523        27.023370   17.822814   \n",
       "2020Q2           Anna Nagar        901.867750       930.422570  100.621749   \n",
       "2020Q3           Anna Nagar        990.194536      1009.536909  100.953610   \n",
       "...                     ...               ...              ...         ...   \n",
       "2021Q3      Sunguvarchatram        314.301008       314.420152  211.374914   \n",
       "2021Q4      Sunguvarchatram        315.115354       315.476362  216.748298   \n",
       "2020Q2        Periyapalayam          4.001397         3.711030    1.949791   \n",
       "2020Q3        Periyapalayam          4.178696         3.859514    1.849713   \n",
       "2020Q4        Periyapalayam          4.276258         3.945102    1.752248   \n",
       "2021Q1        Periyapalayam          4.341958         4.001924    1.659876   \n",
       "2021Q2        Periyapalayam          4.384535         4.037525    1.572419   \n",
       "2021Q3        Periyapalayam          4.409328         4.056818    1.489583   \n",
       "2021Q4        Periyapalayam          4.420463         4.063622    1.411095   \n",
       "2020Q2            Walajabad         87.101947        86.104497   71.506065   \n",
       "2020Q3            Walajabad         84.294467        83.479780   69.221029   \n",
       "2020Q4            Walajabad         81.828093        81.414765   67.356263   \n",
       "2021Q1            Walajabad         80.324858        80.195431   66.020113   \n",
       "2021Q2            Walajabad         79.483759        79.569413   65.101606   \n",
       "2021Q3            Walajabad         79.137737        79.376487   64.517649   \n",
       "2021Q4            Walajabad         79.137112        79.478802   64.190255   \n",
       "2020Q2        Gerugambakkam        108.000461       137.892856   35.389814   \n",
       "2020Q3        Gerugambakkam        180.745590       197.944230   40.274007   \n",
       "2020Q4        Gerugambakkam        224.721879       238.575090   44.033314   \n",
       "2021Q1        Gerugambakkam        259.087212       269.511289   46.837451   \n",
       "2021Q2        Gerugambakkam        284.477363       292.485014   48.944428   \n",
       "2021Q3        Gerugambakkam        303.446979       309.630096   50.527021   \n",
       "2021Q4        Gerugambakkam        317.585264       322.410433   51.717386   \n",
       "2020Q2           Kolapakkam        499.138702       523.680802   53.827717   \n",
       "2020Q3           Kolapakkam        574.356306       588.551851   57.118359   \n",
       "2020Q4           Kolapakkam        626.637512       637.947135   58.106622   \n",
       "2021Q1           Kolapakkam        666.427756       674.139170   58.013722   \n",
       "2021Q2           Kolapakkam        693.328250       698.249568   57.297827   \n",
       "2021Q3           Kolapakkam        709.871985       712.697185   56.339022   \n",
       "2021Q4           Kolapakkam        718.613150       720.005198   55.369208   \n",
       "\n",
       "        Total Absorption in units  \n",
       "2020Q2                   1.654153  \n",
       "2020Q3                   1.611615  \n",
       "2020Q4                   1.653325  \n",
       "2021Q1                   1.693650  \n",
       "2021Q2                   1.736664  \n",
       "2021Q3                   1.782177  \n",
       "2021Q4                   1.830241  \n",
       "2020Q2                   0.077202  \n",
       "2020Q3                   0.099690  \n",
       "2020Q4                   0.099772  \n",
       "2021Q1                   0.091787  \n",
       "2021Q2                   0.081683  \n",
       "2021Q3                   0.071812  \n",
       "2021Q4                   0.063001  \n",
       "2020Q2                   1.278226  \n",
       "2020Q3                   2.328466  \n",
       "2020Q4                   2.283682  \n",
       "2021Q1                   2.359429  \n",
       "2021Q2                   2.436493  \n",
       "2021Q3                   2.505843  \n",
       "2021Q4                   2.562509  \n",
       "2020Q2                  -1.587804  \n",
       "2020Q3                  -1.502202  \n",
       "2020Q4                  -1.160462  \n",
       "2021Q1                  -0.857647  \n",
       "2021Q2                  -0.631575  \n",
       "2021Q3                  -0.468967  \n",
       "2021Q4                  -0.351847  \n",
       "2020Q2                 -28.554820  \n",
       "2020Q3                 -19.342373  \n",
       "...                           ...  \n",
       "2021Q3                  -0.119144  \n",
       "2021Q4                  -0.361008  \n",
       "2020Q2                   0.290367  \n",
       "2020Q3                   0.319182  \n",
       "2020Q4                   0.331155  \n",
       "2021Q1                   0.340033  \n",
       "2021Q2                   0.347011  \n",
       "2021Q3                   0.352510  \n",
       "2021Q4                   0.356841  \n",
       "2020Q2                   0.997450  \n",
       "2020Q3                   0.814687  \n",
       "2020Q4                   0.413328  \n",
       "2021Q1                   0.129427  \n",
       "2021Q2                  -0.085654  \n",
       "2021Q3                  -0.238750  \n",
       "2021Q4                  -0.341690  \n",
       "2020Q2                 -29.892396  \n",
       "2020Q3                 -17.198640  \n",
       "2020Q4                 -13.853211  \n",
       "2021Q1                 -10.424077  \n",
       "2021Q2                  -8.007651  \n",
       "2021Q3                  -6.183117  \n",
       "2021Q4                  -4.825169  \n",
       "2020Q2                 -24.542100  \n",
       "2020Q3                 -14.195546  \n",
       "2020Q4                 -11.309623  \n",
       "2021Q1                  -7.711414  \n",
       "2021Q2                  -4.921318  \n",
       "2021Q3                  -2.825200  \n",
       "2021Q4                  -1.392048  \n",
       "\n",
       "[1099 rows x 5 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecasted['MicroMarket']=locs\n",
    "forecasted = forecasted[['MicroMarket', 'open_stock_units', 'Unsold in units', 'overhang']]\n",
    "forecasted['Total Absorption in units'] = forecasted['open_stock_units']-forecasted['Unsold in units']\n",
    "forecasted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "forecasted.to_excel('Forecast.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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