Corona Curve Forecast Texas 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Can You Forecast Daily New Covid Cases in Texas?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Datasets\n",
    "* The data sets include daily new covid case count curves for TX, NY, and NJ:\n",
    " * **TX_Corona_Curve.csv** - 06/19/2020 - 07/06/2020, 18 days data, incomplete curve.\n",
    " * **NY_Corona_Curve.csv** - 03/20/2020 - 05/05/2020, 48 days data, completed curve.\n",
    " * **NJ_Corona_Curve.csv** - 03/26/2020 - 05/18/2020, 54 days data, completed curve.\n",
    " * **Corona_Curves_TX_NY_NJ.csv** - All the data above combined and normalized using each state's population.  \n",
    " \n",
    "* This data was painfully collected from the daily new case counts graphs at: \n",
    " * https://www.worldometers.info/coronavirus/usa/texas/\n",
    " * https://www.worldometers.info/coronavirus/usa/new-york/\n",
    " * https://www.worldometers.info/coronavirus/usa/new-jersey/\n",
    "\n",
    "## Data Definitions\n",
    "* **Pop_Pct** - Represents the % of each respective state's population for the daily new case count (daily new cases / state population)\n",
    "* **Curve_Day** - Curve day 1 starts when the daily new case count rises above a 0.00015 case to state population ratio.  The curve finishes when the daily new case count falls below a 0.00015 case to state population ratio.    \n",
    "* **Cases** - The number of daily new Covid Cases for each state. The raw counts are only in the state level files. \n",
    "* **Pct_Change** - The change in this percentage for the prior day. (Pop_Pct - Previous day's Pop_Pct) \n",
    "* **M1 thru M7** - The prior value minus 1 to minus 7 days ago. \n",
    "* **Three_Day_Avg** - The 3 day average including today's value.\n",
    "* **Seven_Day_Avg** - The 7 day average including today's value.\n",
    "\n",
    "## NOTE!\n",
    "**This notebook is not intended to show you the best way to forecast the curve, but rather to introduce you to a few tools that may help you do so.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import required Libraries\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "corona_data = pd.read_csv(\"D:/CoronaEstimates/Corona_Curves_TX_NY_NJ.csv\",low_memory=False)\n",
    "corona_data[\"Date\"] = pd.to_datetime(corona_data[\"Date\"])\n",
    "corona_data.sort_values(by=['Date'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 119 entries, 18 to 17\n",
      "Data columns (total 24 columns):\n",
      " #   Column                 Non-Null Count  Dtype         \n",
      "---  ------                 --------------  -----         \n",
      " 0   State                  119 non-null    object        \n",
      " 1   Date                   119 non-null    datetime64[ns]\n",
      " 2   Daily_New_Cases        119 non-null    int64         \n",
      " 3   Curve_Day              119 non-null    int64         \n",
      " 4   Pop_Pct                119 non-null    float64       \n",
      " 5   Pop_Pct_M1             119 non-null    float64       \n",
      " 6   Pop_Pct_M2             119 non-null    float64       \n",
      " 7   Pop_Pct_M3             119 non-null    float64       \n",
      " 8   Pop_Pct_M4             119 non-null    float64       \n",
      " 9   Pop_Pct_M5             119 non-null    float64       \n",
      " 10  Pop_Pct_M6             119 non-null    float64       \n",
      " 11  Pop_Pct_M7             119 non-null    float64       \n",
      " 12  Three_Day_Avg_Pop_Pct  119 non-null    float64       \n",
      " 13  Seven_Day_Avg_Pop_Pct  119 non-null    float64       \n",
      " 14  Pct_Change             119 non-null    float64       \n",
      " 15  Pct_Change_M1          119 non-null    float64       \n",
      " 16  Pct_Change_M2          119 non-null    float64       \n",
      " 17  Pct_Change_M3          119 non-null    float64       \n",
      " 18  Pct_Change_M4          119 non-null    float64       \n",
      " 19  Pct_Change_M5          119 non-null    float64       \n",
      " 20  Pct_Change_M6          119 non-null    float64       \n",
      " 21  Pct_Change_M7          119 non-null    float64       \n",
      " 22  Three_Day_Avg_Pct_Chg  119 non-null    float64       \n",
      " 23  Seven_Day_Avg_Pct_Chg  119 non-null    float64       \n",
      "dtypes: datetime64[ns](1), float64(20), int64(2), object(1)\n",
      "memory usage: 23.2+ KB\n"
     ]
    }
   ],
   "source": [
    "corona_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What does the data look like?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>index</th>\n",
       "      <th>State</th>\n",
       "      <th>Date</th>\n",
       "      <th>Daily_New_Cases</th>\n",
       "      <th>Curve_Day</th>\n",
       "      <th>Pop_Pct</th>\n",
       "      <th>Pop_Pct_M1</th>\n",
       "      <th>Pop_Pct_M2</th>\n",
       "      <th>Pop_Pct_M3</th>\n",
       "      <th>Pop_Pct_M4</th>\n",
       "      <th>Pop_Pct_M5</th>\n",
       "      <th>Pop_Pct_M6</th>\n",
       "      <th>Pop_Pct_M7</th>\n",
       "      <th>Three_Day_Avg_Pop_Pct</th>\n",
       "      <th>Seven_Day_Avg_Pop_Pct</th>\n",
       "      <th>Pct_Change</th>\n",
       "      <th>Pct_Change_M1</th>\n",
       "      <th>Pct_Change_M2</th>\n",
       "      <th>Pct_Change_M3</th>\n",
       "      <th>Pct_Change_M4</th>\n",
       "      <th>Pct_Change_M5</th>\n",
       "      <th>Pct_Change_M6</th>\n",
       "      <th>Pct_Change_M7</th>\n",
       "      <th>Three_Day_Avg_Pct_Chg</th>\n",
       "      <th>Seven_Day_Avg_Pct_Chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>3052</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>3.781000e-05</td>\n",
       "      <td>5.312700e-05</td>\n",
       "      <td>3.190800e-05</td>\n",
       "      <td>2.696200e-05</td>\n",
       "      <td>1.223000e-06</td>\n",
       "      <td>5.584000e-06</td>\n",
       "      <td>7.450000e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.000000e-05</td>\n",
       "      <td>0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-21</td>\n",
       "      <td>1993</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000130</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>-5.632000e-05</td>\n",
       "      <td>3.781000e-05</td>\n",
       "      <td>5.312700e-05</td>\n",
       "      <td>3.190800e-05</td>\n",
       "      <td>2.696200e-05</td>\n",
       "      <td>1.223000e-06</td>\n",
       "      <td>5.584000e-06</td>\n",
       "      <td>7.450000e-07</td>\n",
       "      <td>1.000000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-22</td>\n",
       "      <td>5440</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>1.833100e-04</td>\n",
       "      <td>-5.632000e-05</td>\n",
       "      <td>3.781000e-05</td>\n",
       "      <td>5.312700e-05</td>\n",
       "      <td>3.190800e-05</td>\n",
       "      <td>2.696200e-05</td>\n",
       "      <td>1.223000e-06</td>\n",
       "      <td>5.584000e-06</td>\n",
       "      <td>5.000000e-05</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-23</td>\n",
       "      <td>5123</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>-1.686000e-05</td>\n",
       "      <td>1.833100e-04</td>\n",
       "      <td>-5.632000e-05</td>\n",
       "      <td>3.781000e-05</td>\n",
       "      <td>5.312700e-05</td>\n",
       "      <td>3.190800e-05</td>\n",
       "      <td>2.696200e-05</td>\n",
       "      <td>1.223000e-06</td>\n",
       "      <td>4.000000e-05</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>5516</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000290</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>2.090000e-05</td>\n",
       "      <td>-1.686000e-05</td>\n",
       "      <td>1.833100e-04</td>\n",
       "      <td>-5.632000e-05</td>\n",
       "      <td>3.781000e-05</td>\n",
       "      <td>5.312700e-05</td>\n",
       "      <td>3.190800e-05</td>\n",
       "      <td>2.696200e-05</td>\n",
       "      <td>6.000000e-05</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>23</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-25</td>\n",
       "      <td>6674</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.000310</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>6.158000e-05</td>\n",
       "      <td>2.090000e-05</td>\n",
       "      <td>-1.686000e-05</td>\n",
       "      <td>1.833100e-04</td>\n",
       "      <td>-5.632000e-05</td>\n",
       "      <td>3.781000e-05</td>\n",
       "      <td>5.312700e-05</td>\n",
       "      <td>3.190800e-05</td>\n",
       "      <td>2.000000e-05</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>24</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>6097</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>0.000260</td>\n",
       "      <td>-3.068000e-05</td>\n",
       "      <td>6.158000e-05</td>\n",
       "      <td>2.090000e-05</td>\n",
       "      <td>-1.686000e-05</td>\n",
       "      <td>1.833100e-04</td>\n",
       "      <td>-5.632000e-05</td>\n",
       "      <td>3.781000e-05</td>\n",
       "      <td>5.312700e-05</td>\n",
       "      <td>2.000000e-05</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>65</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>2447</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000063</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.000144</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>1.867600e-04</td>\n",
       "      <td>-1.103700e-05</td>\n",
       "      <td>-1.049600e-05</td>\n",
       "      <td>3.668100e-05</td>\n",
       "      <td>1.612200e-05</td>\n",
       "      <td>3.094600e-05</td>\n",
       "      <td>-1.796200e-05</td>\n",
       "      <td>1.666300e-05</td>\n",
       "      <td>5.508000e-05</td>\n",
       "      <td>0.000033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>66</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-03-27</td>\n",
       "      <td>1929</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000063</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000184</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>-5.605000e-05</td>\n",
       "      <td>1.867600e-04</td>\n",
       "      <td>-1.103700e-05</td>\n",
       "      <td>-1.049600e-05</td>\n",
       "      <td>3.668100e-05</td>\n",
       "      <td>1.612200e-05</td>\n",
       "      <td>3.094600e-05</td>\n",
       "      <td>-1.796200e-05</td>\n",
       "      <td>3.989000e-05</td>\n",
       "      <td>0.000028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>25</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-27</td>\n",
       "      <td>7380</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>0.000290</td>\n",
       "      <td>6.823000e-05</td>\n",
       "      <td>-3.068000e-05</td>\n",
       "      <td>6.158000e-05</td>\n",
       "      <td>2.090000e-05</td>\n",
       "      <td>-1.686000e-05</td>\n",
       "      <td>1.833100e-04</td>\n",
       "      <td>-5.632000e-05</td>\n",
       "      <td>3.781000e-05</td>\n",
       "      <td>3.000000e-05</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>26</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-28</td>\n",
       "      <td>7250</td>\n",
       "      <td>9</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000370</td>\n",
       "      <td>0.000330</td>\n",
       "      <td>-6.910000e-06</td>\n",
       "      <td>6.823000e-05</td>\n",
       "      <td>-3.068000e-05</td>\n",
       "      <td>6.158000e-05</td>\n",
       "      <td>2.090000e-05</td>\n",
       "      <td>-1.686000e-05</td>\n",
       "      <td>1.833100e-04</td>\n",
       "      <td>-5.632000e-05</td>\n",
       "      <td>1.000000e-05</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>67</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-03-28</td>\n",
       "      <td>2276</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000063</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.000240</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>3.755000e-05</td>\n",
       "      <td>-5.605000e-05</td>\n",
       "      <td>1.867600e-04</td>\n",
       "      <td>-1.103700e-05</td>\n",
       "      <td>-1.049600e-05</td>\n",
       "      <td>3.668100e-05</td>\n",
       "      <td>1.612200e-05</td>\n",
       "      <td>3.094600e-05</td>\n",
       "      <td>5.609000e-05</td>\n",
       "      <td>0.000028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>68</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-03-29</td>\n",
       "      <td>2238</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000063</td>\n",
       "      <td>0.000232</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>-4.110000e-06</td>\n",
       "      <td>3.755000e-05</td>\n",
       "      <td>-5.605000e-05</td>\n",
       "      <td>1.867600e-04</td>\n",
       "      <td>-1.103700e-05</td>\n",
       "      <td>-1.049600e-05</td>\n",
       "      <td>3.668100e-05</td>\n",
       "      <td>1.612200e-05</td>\n",
       "      <td>-7.540000e-06</td>\n",
       "      <td>0.000026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>27</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-29</td>\n",
       "      <td>7413</td>\n",
       "      <td>10</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.000350</td>\n",
       "      <td>8.670000e-06</td>\n",
       "      <td>-6.910000e-06</td>\n",
       "      <td>6.823000e-05</td>\n",
       "      <td>-3.068000e-05</td>\n",
       "      <td>6.158000e-05</td>\n",
       "      <td>2.090000e-05</td>\n",
       "      <td>-1.686000e-05</td>\n",
       "      <td>1.833100e-04</td>\n",
       "      <td>2.000000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>28</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-30</td>\n",
       "      <td>6785</td>\n",
       "      <td>11</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.000380</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>-3.340000e-05</td>\n",
       "      <td>8.670000e-06</td>\n",
       "      <td>-6.910000e-06</td>\n",
       "      <td>6.823000e-05</td>\n",
       "      <td>-3.068000e-05</td>\n",
       "      <td>6.158000e-05</td>\n",
       "      <td>2.090000e-05</td>\n",
       "      <td>-1.686000e-05</td>\n",
       "      <td>-1.000000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>69</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-03-30</td>\n",
       "      <td>3215</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000279</td>\n",
       "      <td>0.000211</td>\n",
       "      <td>1.057100e-04</td>\n",
       "      <td>-4.110000e-06</td>\n",
       "      <td>3.755000e-05</td>\n",
       "      <td>-5.605000e-05</td>\n",
       "      <td>1.867600e-04</td>\n",
       "      <td>-1.103700e-05</td>\n",
       "      <td>-1.049600e-05</td>\n",
       "      <td>3.668100e-05</td>\n",
       "      <td>4.638000e-05</td>\n",
       "      <td>0.000035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>29</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>8823</td>\n",
       "      <td>12</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>0.000380</td>\n",
       "      <td>1.083800e-04</td>\n",
       "      <td>-3.340000e-05</td>\n",
       "      <td>8.670000e-06</td>\n",
       "      <td>-6.910000e-06</td>\n",
       "      <td>6.823000e-05</td>\n",
       "      <td>-3.068000e-05</td>\n",
       "      <td>6.158000e-05</td>\n",
       "      <td>2.090000e-05</td>\n",
       "      <td>3.000000e-05</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>70</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>2045</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>-1.266000e-04</td>\n",
       "      <td>1.057100e-04</td>\n",
       "      <td>-4.110000e-06</td>\n",
       "      <td>3.755000e-05</td>\n",
       "      <td>-5.605000e-05</td>\n",
       "      <td>1.867600e-04</td>\n",
       "      <td>-1.103700e-05</td>\n",
       "      <td>-1.049600e-05</td>\n",
       "      <td>-8.330000e-06</td>\n",
       "      <td>0.000019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>71</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>3528</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000382</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.000317</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>1.604600e-04</td>\n",
       "      <td>-1.266000e-04</td>\n",
       "      <td>1.057100e-04</td>\n",
       "      <td>-4.110000e-06</td>\n",
       "      <td>3.755000e-05</td>\n",
       "      <td>-5.605000e-05</td>\n",
       "      <td>1.867600e-04</td>\n",
       "      <td>-1.103700e-05</td>\n",
       "      <td>4.653000e-05</td>\n",
       "      <td>0.000043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>30</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>8104</td>\n",
       "      <td>13</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>-3.824000e-05</td>\n",
       "      <td>1.083800e-04</td>\n",
       "      <td>-3.340000e-05</td>\n",
       "      <td>8.670000e-06</td>\n",
       "      <td>-6.910000e-06</td>\n",
       "      <td>6.823000e-05</td>\n",
       "      <td>-3.068000e-05</td>\n",
       "      <td>6.158000e-05</td>\n",
       "      <td>1.000000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>72</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>3321</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000382</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000321</td>\n",
       "      <td>0.000287</td>\n",
       "      <td>-2.240000e-05</td>\n",
       "      <td>1.604600e-04</td>\n",
       "      <td>-1.266000e-04</td>\n",
       "      <td>1.057100e-04</td>\n",
       "      <td>-4.110000e-06</td>\n",
       "      <td>3.755000e-05</td>\n",
       "      <td>-5.605000e-05</td>\n",
       "      <td>1.867600e-04</td>\n",
       "      <td>3.820000e-06</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>31</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>9353</td>\n",
       "      <td>14</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000470</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>6.642000e-05</td>\n",
       "      <td>-3.824000e-05</td>\n",
       "      <td>1.083800e-04</td>\n",
       "      <td>-3.340000e-05</td>\n",
       "      <td>8.670000e-06</td>\n",
       "      <td>-6.910000e-06</td>\n",
       "      <td>6.823000e-05</td>\n",
       "      <td>-3.068000e-05</td>\n",
       "      <td>5.000000e-05</td>\n",
       "      <td>0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>73</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-03</td>\n",
       "      <td>4268</td>\n",
       "      <td>9</td>\n",
       "      <td>0.000462</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000382</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000401</td>\n",
       "      <td>0.000323</td>\n",
       "      <td>1.024700e-04</td>\n",
       "      <td>-2.240000e-05</td>\n",
       "      <td>1.604600e-04</td>\n",
       "      <td>-1.266000e-04</td>\n",
       "      <td>1.057100e-04</td>\n",
       "      <td>-4.110000e-06</td>\n",
       "      <td>3.755000e-05</td>\n",
       "      <td>-5.605000e-05</td>\n",
       "      <td>8.018000e-05</td>\n",
       "      <td>0.000036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>32</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-03</td>\n",
       "      <td>10628</td>\n",
       "      <td>15</td>\n",
       "      <td>0.000565</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.000440</td>\n",
       "      <td>6.780000e-05</td>\n",
       "      <td>6.642000e-05</td>\n",
       "      <td>-3.824000e-05</td>\n",
       "      <td>1.083800e-04</td>\n",
       "      <td>-3.340000e-05</td>\n",
       "      <td>8.670000e-06</td>\n",
       "      <td>-6.910000e-06</td>\n",
       "      <td>6.823000e-05</td>\n",
       "      <td>3.000000e-05</td>\n",
       "      <td>0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>74</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>4206</td>\n",
       "      <td>10</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000462</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000382</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000425</td>\n",
       "      <td>0.000353</td>\n",
       "      <td>-6.710000e-06</td>\n",
       "      <td>1.024700e-04</td>\n",
       "      <td>-2.240000e-05</td>\n",
       "      <td>1.604600e-04</td>\n",
       "      <td>-1.266000e-04</td>\n",
       "      <td>1.057100e-04</td>\n",
       "      <td>-4.110000e-06</td>\n",
       "      <td>3.755000e-05</td>\n",
       "      <td>2.445000e-05</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>33</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>11506</td>\n",
       "      <td>16</td>\n",
       "      <td>0.000612</td>\n",
       "      <td>0.000565</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0.000480</td>\n",
       "      <td>4.669000e-05</td>\n",
       "      <td>6.780000e-05</td>\n",
       "      <td>6.642000e-05</td>\n",
       "      <td>-3.824000e-05</td>\n",
       "      <td>1.083800e-04</td>\n",
       "      <td>-3.340000e-05</td>\n",
       "      <td>8.670000e-06</td>\n",
       "      <td>-6.910000e-06</td>\n",
       "      <td>6.000000e-05</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>34</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-05</td>\n",
       "      <td>8477</td>\n",
       "      <td>17</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.000612</td>\n",
       "      <td>0.000565</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000540</td>\n",
       "      <td>0.000480</td>\n",
       "      <td>-1.610800e-04</td>\n",
       "      <td>4.669000e-05</td>\n",
       "      <td>6.780000e-05</td>\n",
       "      <td>6.642000e-05</td>\n",
       "      <td>-3.824000e-05</td>\n",
       "      <td>1.083800e-04</td>\n",
       "      <td>-3.340000e-05</td>\n",
       "      <td>8.670000e-06</td>\n",
       "      <td>-2.000000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>75</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-05</td>\n",
       "      <td>3350</td>\n",
       "      <td>11</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000462</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000382</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000426</td>\n",
       "      <td>0.000370</td>\n",
       "      <td>-9.262000e-05</td>\n",
       "      <td>-6.710000e-06</td>\n",
       "      <td>1.024700e-04</td>\n",
       "      <td>-2.240000e-05</td>\n",
       "      <td>1.604600e-04</td>\n",
       "      <td>-1.266000e-04</td>\n",
       "      <td>1.057100e-04</td>\n",
       "      <td>-4.110000e-06</td>\n",
       "      <td>1.050000e-06</td>\n",
       "      <td>0.000017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>35</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-06</td>\n",
       "      <td>9135</td>\n",
       "      <td>18</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.000612</td>\n",
       "      <td>0.000565</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>0.000520</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>3.499000e-05</td>\n",
       "      <td>-1.610800e-04</td>\n",
       "      <td>4.669000e-05</td>\n",
       "      <td>6.780000e-05</td>\n",
       "      <td>6.642000e-05</td>\n",
       "      <td>-3.824000e-05</td>\n",
       "      <td>1.083800e-04</td>\n",
       "      <td>-3.340000e-05</td>\n",
       "      <td>-3.000000e-05</td>\n",
       "      <td>0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>76</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-06</td>\n",
       "      <td>3554</td>\n",
       "      <td>12</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000462</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000382</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.000401</td>\n",
       "      <td>0.000375</td>\n",
       "      <td>2.207000e-05</td>\n",
       "      <td>-9.262000e-05</td>\n",
       "      <td>-6.710000e-06</td>\n",
       "      <td>1.024700e-04</td>\n",
       "      <td>-2.240000e-05</td>\n",
       "      <td>1.604600e-04</td>\n",
       "      <td>-1.266000e-04</td>\n",
       "      <td>1.057100e-04</td>\n",
       "      <td>-2.575000e-05</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>77</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-07</td>\n",
       "      <td>3318</td>\n",
       "      <td>13</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000462</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000382</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000369</td>\n",
       "      <td>0.000395</td>\n",
       "      <td>-2.554000e-05</td>\n",
       "      <td>2.207000e-05</td>\n",
       "      <td>-9.262000e-05</td>\n",
       "      <td>-6.710000e-06</td>\n",
       "      <td>1.024700e-04</td>\n",
       "      <td>-2.240000e-05</td>\n",
       "      <td>1.604600e-04</td>\n",
       "      <td>-1.266000e-04</td>\n",
       "      <td>-3.203000e-05</td>\n",
       "      <td>0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>36</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-07</td>\n",
       "      <td>10714</td>\n",
       "      <td>19</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.000612</td>\n",
       "      <td>0.000565</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.000520</td>\n",
       "      <td>8.397000e-05</td>\n",
       "      <td>3.499000e-05</td>\n",
       "      <td>-1.610800e-04</td>\n",
       "      <td>4.669000e-05</td>\n",
       "      <td>6.780000e-05</td>\n",
       "      <td>6.642000e-05</td>\n",
       "      <td>-3.824000e-05</td>\n",
       "      <td>1.083800e-04</td>\n",
       "      <td>-1.000000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>78</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-08</td>\n",
       "      <td>3022</td>\n",
       "      <td>14</td>\n",
       "      <td>0.000327</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000462</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000382</td>\n",
       "      <td>0.000357</td>\n",
       "      <td>0.000387</td>\n",
       "      <td>-3.203000e-05</td>\n",
       "      <td>-2.554000e-05</td>\n",
       "      <td>2.207000e-05</td>\n",
       "      <td>-9.262000e-05</td>\n",
       "      <td>-6.710000e-06</td>\n",
       "      <td>1.024700e-04</td>\n",
       "      <td>-2.240000e-05</td>\n",
       "      <td>1.604600e-04</td>\n",
       "      <td>-1.183000e-05</td>\n",
       "      <td>-0.000008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>37</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-08</td>\n",
       "      <td>9000</td>\n",
       "      <td>20</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.000612</td>\n",
       "      <td>0.000565</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>0.000510</td>\n",
       "      <td>0.000520</td>\n",
       "      <td>-9.115000e-05</td>\n",
       "      <td>8.397000e-05</td>\n",
       "      <td>3.499000e-05</td>\n",
       "      <td>-1.610800e-04</td>\n",
       "      <td>4.669000e-05</td>\n",
       "      <td>6.780000e-05</td>\n",
       "      <td>6.642000e-05</td>\n",
       "      <td>-3.824000e-05</td>\n",
       "      <td>1.000000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>79</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-09</td>\n",
       "      <td>3574</td>\n",
       "      <td>15</td>\n",
       "      <td>0.000387</td>\n",
       "      <td>0.000327</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000462</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000358</td>\n",
       "      <td>0.000391</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-3.203000e-05</td>\n",
       "      <td>-2.554000e-05</td>\n",
       "      <td>2.207000e-05</td>\n",
       "      <td>-9.262000e-05</td>\n",
       "      <td>-6.710000e-06</td>\n",
       "      <td>1.024700e-04</td>\n",
       "      <td>-2.240000e-05</td>\n",
       "      <td>7.200000e-07</td>\n",
       "      <td>0.000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>38</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-09</td>\n",
       "      <td>10533</td>\n",
       "      <td>21</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.000612</td>\n",
       "      <td>0.000565</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000540</td>\n",
       "      <td>0.000530</td>\n",
       "      <td>8.153000e-05</td>\n",
       "      <td>-9.115000e-05</td>\n",
       "      <td>8.397000e-05</td>\n",
       "      <td>3.499000e-05</td>\n",
       "      <td>-1.610800e-04</td>\n",
       "      <td>4.669000e-05</td>\n",
       "      <td>6.780000e-05</td>\n",
       "      <td>6.642000e-05</td>\n",
       "      <td>2.000000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>80</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-10</td>\n",
       "      <td>3551</td>\n",
       "      <td>16</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000387</td>\n",
       "      <td>0.000327</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000462</td>\n",
       "      <td>0.000366</td>\n",
       "      <td>0.000380</td>\n",
       "      <td>-2.490000e-06</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-3.203000e-05</td>\n",
       "      <td>-2.554000e-05</td>\n",
       "      <td>2.207000e-05</td>\n",
       "      <td>-9.262000e-05</td>\n",
       "      <td>-6.710000e-06</td>\n",
       "      <td>1.024700e-04</td>\n",
       "      <td>8.400000e-06</td>\n",
       "      <td>-0.000011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>39</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-10</td>\n",
       "      <td>11045</td>\n",
       "      <td>22</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.000612</td>\n",
       "      <td>0.000565</td>\n",
       "      <td>0.000540</td>\n",
       "      <td>0.000530</td>\n",
       "      <td>2.723000e-05</td>\n",
       "      <td>8.153000e-05</td>\n",
       "      <td>-9.115000e-05</td>\n",
       "      <td>8.397000e-05</td>\n",
       "      <td>3.499000e-05</td>\n",
       "      <td>-1.610800e-04</td>\n",
       "      <td>4.669000e-05</td>\n",
       "      <td>6.780000e-05</td>\n",
       "      <td>1.000000e-05</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>81</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-11</td>\n",
       "      <td>3555</td>\n",
       "      <td>17</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000387</td>\n",
       "      <td>0.000327</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000370</td>\n",
       "      <td>4.300000e-07</td>\n",
       "      <td>-2.490000e-06</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-3.203000e-05</td>\n",
       "      <td>-2.554000e-05</td>\n",
       "      <td>2.207000e-05</td>\n",
       "      <td>-9.262000e-05</td>\n",
       "      <td>-6.710000e-06</td>\n",
       "      <td>1.922000e-05</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-11</td>\n",
       "      <td>8969</td>\n",
       "      <td>23</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.000612</td>\n",
       "      <td>0.000540</td>\n",
       "      <td>0.000520</td>\n",
       "      <td>-1.104000e-04</td>\n",
       "      <td>2.723000e-05</td>\n",
       "      <td>8.153000e-05</td>\n",
       "      <td>-9.115000e-05</td>\n",
       "      <td>8.397000e-05</td>\n",
       "      <td>3.499000e-05</td>\n",
       "      <td>-1.610800e-04</td>\n",
       "      <td>4.669000e-05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-12</td>\n",
       "      <td>8458</td>\n",
       "      <td>24</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.000520</td>\n",
       "      <td>-2.718000e-05</td>\n",
       "      <td>-1.104000e-04</td>\n",
       "      <td>2.723000e-05</td>\n",
       "      <td>8.153000e-05</td>\n",
       "      <td>-9.115000e-05</td>\n",
       "      <td>8.397000e-05</td>\n",
       "      <td>3.499000e-05</td>\n",
       "      <td>-1.610800e-04</td>\n",
       "      <td>-4.000000e-05</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>82</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-12</td>\n",
       "      <td>3687</td>\n",
       "      <td>18</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000387</td>\n",
       "      <td>0.000327</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>0.000375</td>\n",
       "      <td>1.428000e-05</td>\n",
       "      <td>4.300000e-07</td>\n",
       "      <td>-2.490000e-06</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-3.203000e-05</td>\n",
       "      <td>-2.554000e-05</td>\n",
       "      <td>2.207000e-05</td>\n",
       "      <td>-9.262000e-05</td>\n",
       "      <td>4.080000e-06</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-13</td>\n",
       "      <td>6419</td>\n",
       "      <td>25</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>0.000490</td>\n",
       "      <td>-1.084300e-04</td>\n",
       "      <td>-2.718000e-05</td>\n",
       "      <td>-1.104000e-04</td>\n",
       "      <td>2.723000e-05</td>\n",
       "      <td>8.153000e-05</td>\n",
       "      <td>-9.115000e-05</td>\n",
       "      <td>8.397000e-05</td>\n",
       "      <td>3.499000e-05</td>\n",
       "      <td>-8.000000e-05</td>\n",
       "      <td>-0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>83</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-13</td>\n",
       "      <td>2714</td>\n",
       "      <td>19</td>\n",
       "      <td>0.000294</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000387</td>\n",
       "      <td>0.000327</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>-1.052800e-04</td>\n",
       "      <td>1.428000e-05</td>\n",
       "      <td>4.300000e-07</td>\n",
       "      <td>-2.490000e-06</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-3.203000e-05</td>\n",
       "      <td>-2.554000e-05</td>\n",
       "      <td>2.207000e-05</td>\n",
       "      <td>-3.019000e-05</td>\n",
       "      <td>-0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>43</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-14</td>\n",
       "      <td>7614</td>\n",
       "      <td>26</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000470</td>\n",
       "      <td>6.355000e-05</td>\n",
       "      <td>-1.084300e-04</td>\n",
       "      <td>-2.718000e-05</td>\n",
       "      <td>-1.104000e-04</td>\n",
       "      <td>2.723000e-05</td>\n",
       "      <td>8.153000e-05</td>\n",
       "      <td>-9.115000e-05</td>\n",
       "      <td>8.397000e-05</td>\n",
       "      <td>-2.000000e-05</td>\n",
       "      <td>-0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>84</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-14</td>\n",
       "      <td>2440</td>\n",
       "      <td>20</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000294</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000387</td>\n",
       "      <td>0.000327</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>-2.965000e-05</td>\n",
       "      <td>-1.052800e-04</td>\n",
       "      <td>1.428000e-05</td>\n",
       "      <td>4.300000e-07</td>\n",
       "      <td>-2.490000e-06</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-3.203000e-05</td>\n",
       "      <td>-2.554000e-05</td>\n",
       "      <td>-4.022000e-05</td>\n",
       "      <td>-0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>85</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-15</td>\n",
       "      <td>2229</td>\n",
       "      <td>21</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000294</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000387</td>\n",
       "      <td>0.000327</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>-2.283000e-05</td>\n",
       "      <td>-2.965000e-05</td>\n",
       "      <td>-1.052800e-04</td>\n",
       "      <td>1.428000e-05</td>\n",
       "      <td>4.300000e-07</td>\n",
       "      <td>-2.490000e-06</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-3.203000e-05</td>\n",
       "      <td>-5.259000e-05</td>\n",
       "      <td>-0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>44</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-15</td>\n",
       "      <td>11661</td>\n",
       "      <td>27</td>\n",
       "      <td>0.000620</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.000460</td>\n",
       "      <td>0.000490</td>\n",
       "      <td>2.152200e-04</td>\n",
       "      <td>6.355000e-05</td>\n",
       "      <td>-1.084300e-04</td>\n",
       "      <td>-2.718000e-05</td>\n",
       "      <td>-1.104000e-04</td>\n",
       "      <td>2.723000e-05</td>\n",
       "      <td>8.153000e-05</td>\n",
       "      <td>-9.115000e-05</td>\n",
       "      <td>6.000000e-05</td>\n",
       "      <td>0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>45</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-16</td>\n",
       "      <td>7636</td>\n",
       "      <td>28</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000620</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0.000480</td>\n",
       "      <td>0.000470</td>\n",
       "      <td>-2.140500e-04</td>\n",
       "      <td>2.152200e-04</td>\n",
       "      <td>6.355000e-05</td>\n",
       "      <td>-1.084300e-04</td>\n",
       "      <td>-2.718000e-05</td>\n",
       "      <td>-1.104000e-04</td>\n",
       "      <td>2.723000e-05</td>\n",
       "      <td>8.153000e-05</td>\n",
       "      <td>2.000000e-05</td>\n",
       "      <td>-0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>86</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-16</td>\n",
       "      <td>4284</td>\n",
       "      <td>22</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000294</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000387</td>\n",
       "      <td>0.000323</td>\n",
       "      <td>0.000347</td>\n",
       "      <td>2.223600e-04</td>\n",
       "      <td>-2.283000e-05</td>\n",
       "      <td>-2.965000e-05</td>\n",
       "      <td>-1.052800e-04</td>\n",
       "      <td>1.428000e-05</td>\n",
       "      <td>4.300000e-07</td>\n",
       "      <td>-2.490000e-06</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>5.663000e-05</td>\n",
       "      <td>0.000011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>46</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-17</td>\n",
       "      <td>7753</td>\n",
       "      <td>29</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000620</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.000480</td>\n",
       "      <td>0.000440</td>\n",
       "      <td>6.220000e-06</td>\n",
       "      <td>-2.140500e-04</td>\n",
       "      <td>2.152200e-04</td>\n",
       "      <td>6.355000e-05</td>\n",
       "      <td>-1.084300e-04</td>\n",
       "      <td>-2.718000e-05</td>\n",
       "      <td>-1.104000e-04</td>\n",
       "      <td>2.723000e-05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>87</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-17</td>\n",
       "      <td>3157</td>\n",
       "      <td>23</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000294</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000349</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>-1.219400e-04</td>\n",
       "      <td>2.223600e-04</td>\n",
       "      <td>-2.283000e-05</td>\n",
       "      <td>-2.965000e-05</td>\n",
       "      <td>-1.052800e-04</td>\n",
       "      <td>1.428000e-05</td>\n",
       "      <td>4.300000e-07</td>\n",
       "      <td>-2.490000e-06</td>\n",
       "      <td>2.586000e-05</td>\n",
       "      <td>-0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>47</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-18</td>\n",
       "      <td>7090</td>\n",
       "      <td>30</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000620</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000430</td>\n",
       "      <td>-3.526000e-05</td>\n",
       "      <td>6.220000e-06</td>\n",
       "      <td>-2.140500e-04</td>\n",
       "      <td>2.152200e-04</td>\n",
       "      <td>6.355000e-05</td>\n",
       "      <td>-1.084300e-04</td>\n",
       "      <td>-2.718000e-05</td>\n",
       "      <td>-1.104000e-04</td>\n",
       "      <td>-8.000000e-05</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>88</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-18</td>\n",
       "      <td>2949</td>\n",
       "      <td>24</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000294</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000375</td>\n",
       "      <td>0.000332</td>\n",
       "      <td>-2.251000e-05</td>\n",
       "      <td>-1.219400e-04</td>\n",
       "      <td>2.223600e-04</td>\n",
       "      <td>-2.283000e-05</td>\n",
       "      <td>-2.965000e-05</td>\n",
       "      <td>-1.052800e-04</td>\n",
       "      <td>1.428000e-05</td>\n",
       "      <td>4.300000e-07</td>\n",
       "      <td>2.597000e-05</td>\n",
       "      <td>-0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>48</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-19</td>\n",
       "      <td>6174</td>\n",
       "      <td>31</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000620</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000370</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>-4.871000e-05</td>\n",
       "      <td>-3.526000e-05</td>\n",
       "      <td>6.220000e-06</td>\n",
       "      <td>-2.140500e-04</td>\n",
       "      <td>2.152200e-04</td>\n",
       "      <td>6.355000e-05</td>\n",
       "      <td>-1.084300e-04</td>\n",
       "      <td>-2.718000e-05</td>\n",
       "      <td>-3.000000e-05</td>\n",
       "      <td>-0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>89</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-19</td>\n",
       "      <td>3853</td>\n",
       "      <td>25</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000294</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000334</td>\n",
       "      <td>9.782000e-05</td>\n",
       "      <td>-2.251000e-05</td>\n",
       "      <td>-1.219400e-04</td>\n",
       "      <td>2.223600e-04</td>\n",
       "      <td>-2.283000e-05</td>\n",
       "      <td>-2.965000e-05</td>\n",
       "      <td>-1.052800e-04</td>\n",
       "      <td>1.428000e-05</td>\n",
       "      <td>-1.555000e-05</td>\n",
       "      <td>0.000003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>90</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-20</td>\n",
       "      <td>3487</td>\n",
       "      <td>26</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000294</td>\n",
       "      <td>0.000371</td>\n",
       "      <td>0.000346</td>\n",
       "      <td>-3.960000e-05</td>\n",
       "      <td>9.782000e-05</td>\n",
       "      <td>-2.251000e-05</td>\n",
       "      <td>-1.219400e-04</td>\n",
       "      <td>2.223600e-04</td>\n",
       "      <td>-2.283000e-05</td>\n",
       "      <td>-2.965000e-05</td>\n",
       "      <td>-1.052800e-04</td>\n",
       "      <td>1.190000e-05</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>49</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-20</td>\n",
       "      <td>4879</td>\n",
       "      <td>32</td>\n",
       "      <td>0.000259</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000620</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>-6.887000e-05</td>\n",
       "      <td>-4.871000e-05</td>\n",
       "      <td>-3.526000e-05</td>\n",
       "      <td>6.220000e-06</td>\n",
       "      <td>-2.140500e-04</td>\n",
       "      <td>2.152200e-04</td>\n",
       "      <td>6.355000e-05</td>\n",
       "      <td>-1.084300e-04</td>\n",
       "      <td>-5.000000e-05</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>50</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-21</td>\n",
       "      <td>4461</td>\n",
       "      <td>33</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.000259</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000620</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000280</td>\n",
       "      <td>0.000380</td>\n",
       "      <td>-2.223000e-05</td>\n",
       "      <td>-6.887000e-05</td>\n",
       "      <td>-4.871000e-05</td>\n",
       "      <td>-3.526000e-05</td>\n",
       "      <td>6.220000e-06</td>\n",
       "      <td>-2.140500e-04</td>\n",
       "      <td>2.152200e-04</td>\n",
       "      <td>6.355000e-05</td>\n",
       "      <td>-5.000000e-05</td>\n",
       "      <td>-0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>91</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-21</td>\n",
       "      <td>3590</td>\n",
       "      <td>27</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000364</td>\n",
       "      <td>1.114000e-05</td>\n",
       "      <td>-3.960000e-05</td>\n",
       "      <td>9.782000e-05</td>\n",
       "      <td>-2.251000e-05</td>\n",
       "      <td>-1.219400e-04</td>\n",
       "      <td>2.223600e-04</td>\n",
       "      <td>-2.283000e-05</td>\n",
       "      <td>-2.965000e-05</td>\n",
       "      <td>2.312000e-05</td>\n",
       "      <td>0.000018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>51</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-22</td>\n",
       "      <td>5713</td>\n",
       "      <td>34</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.000259</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000620</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000330</td>\n",
       "      <td>6.658000e-05</td>\n",
       "      <td>-2.223000e-05</td>\n",
       "      <td>-6.887000e-05</td>\n",
       "      <td>-4.871000e-05</td>\n",
       "      <td>-3.526000e-05</td>\n",
       "      <td>6.220000e-06</td>\n",
       "      <td>-2.140500e-04</td>\n",
       "      <td>2.152200e-04</td>\n",
       "      <td>-1.000000e-05</td>\n",
       "      <td>-0.000050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>92</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-22</td>\n",
       "      <td>3479</td>\n",
       "      <td>28</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0.000381</td>\n",
       "      <td>0.000383</td>\n",
       "      <td>-1.201000e-05</td>\n",
       "      <td>1.114000e-05</td>\n",
       "      <td>-3.960000e-05</td>\n",
       "      <td>9.782000e-05</td>\n",
       "      <td>-2.251000e-05</td>\n",
       "      <td>-1.219400e-04</td>\n",
       "      <td>2.223600e-04</td>\n",
       "      <td>-2.283000e-05</td>\n",
       "      <td>-1.349000e-05</td>\n",
       "      <td>0.000019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>93</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-23</td>\n",
       "      <td>4161</td>\n",
       "      <td>29</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000381</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.201000e-05</td>\n",
       "      <td>1.114000e-05</td>\n",
       "      <td>-3.960000e-05</td>\n",
       "      <td>9.782000e-05</td>\n",
       "      <td>-2.251000e-05</td>\n",
       "      <td>-1.219400e-04</td>\n",
       "      <td>2.223600e-04</td>\n",
       "      <td>2.431000e-05</td>\n",
       "      <td>-0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>52</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-23</td>\n",
       "      <td>6313</td>\n",
       "      <td>35</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.000259</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000290</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>3.191000e-05</td>\n",
       "      <td>6.658000e-05</td>\n",
       "      <td>-2.223000e-05</td>\n",
       "      <td>-6.887000e-05</td>\n",
       "      <td>-4.871000e-05</td>\n",
       "      <td>-3.526000e-05</td>\n",
       "      <td>6.220000e-06</td>\n",
       "      <td>-2.140500e-04</td>\n",
       "      <td>3.000000e-05</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>53</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>8864</td>\n",
       "      <td>36</td>\n",
       "      <td>0.000471</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.000259</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.000370</td>\n",
       "      <td>0.000330</td>\n",
       "      <td>1.356600e-04</td>\n",
       "      <td>3.191000e-05</td>\n",
       "      <td>6.658000e-05</td>\n",
       "      <td>-2.223000e-05</td>\n",
       "      <td>-6.887000e-05</td>\n",
       "      <td>-4.871000e-05</td>\n",
       "      <td>-3.526000e-05</td>\n",
       "      <td>6.220000e-06</td>\n",
       "      <td>8.000000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>94</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>2171</td>\n",
       "      <td>30</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000366</td>\n",
       "      <td>-2.153200e-04</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.201000e-05</td>\n",
       "      <td>1.114000e-05</td>\n",
       "      <td>-3.960000e-05</td>\n",
       "      <td>9.782000e-05</td>\n",
       "      <td>-2.251000e-05</td>\n",
       "      <td>-1.219400e-04</td>\n",
       "      <td>-5.118000e-05</td>\n",
       "      <td>-0.000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>54</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-25</td>\n",
       "      <td>10868</td>\n",
       "      <td>37</td>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.000471</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.000259</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000460</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>1.065700e-04</td>\n",
       "      <td>1.356600e-04</td>\n",
       "      <td>3.191000e-05</td>\n",
       "      <td>6.658000e-05</td>\n",
       "      <td>-2.223000e-05</td>\n",
       "      <td>-6.887000e-05</td>\n",
       "      <td>-4.871000e-05</td>\n",
       "      <td>-3.526000e-05</td>\n",
       "      <td>9.000000e-05</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>95</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-25</td>\n",
       "      <td>3322</td>\n",
       "      <td>31</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.000372</td>\n",
       "      <td>1.245400e-04</td>\n",
       "      <td>-2.153200e-04</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.201000e-05</td>\n",
       "      <td>1.114000e-05</td>\n",
       "      <td>-3.960000e-05</td>\n",
       "      <td>9.782000e-05</td>\n",
       "      <td>-2.251000e-05</td>\n",
       "      <td>-5.660000e-06</td>\n",
       "      <td>0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>55</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>5678</td>\n",
       "      <td>38</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.000471</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.000259</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>-2.760100e-04</td>\n",
       "      <td>1.065700e-04</td>\n",
       "      <td>1.356600e-04</td>\n",
       "      <td>3.191000e-05</td>\n",
       "      <td>6.658000e-05</td>\n",
       "      <td>-2.223000e-05</td>\n",
       "      <td>-6.887000e-05</td>\n",
       "      <td>-4.871000e-05</td>\n",
       "      <td>-1.000000e-05</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>96</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>3483</td>\n",
       "      <td>32</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000366</td>\n",
       "      <td>1.742000e-05</td>\n",
       "      <td>1.245400e-04</td>\n",
       "      <td>-2.153200e-04</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.201000e-05</td>\n",
       "      <td>1.114000e-05</td>\n",
       "      <td>-3.960000e-05</td>\n",
       "      <td>9.782000e-05</td>\n",
       "      <td>-2.445000e-05</td>\n",
       "      <td>-0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>56</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-27</td>\n",
       "      <td>4013</td>\n",
       "      <td>39</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.000471</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.000259</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>0.000350</td>\n",
       "      <td>-8.854000e-05</td>\n",
       "      <td>-2.760100e-04</td>\n",
       "      <td>1.065700e-04</td>\n",
       "      <td>1.356600e-04</td>\n",
       "      <td>3.191000e-05</td>\n",
       "      <td>6.658000e-05</td>\n",
       "      <td>-2.223000e-05</td>\n",
       "      <td>-6.887000e-05</td>\n",
       "      <td>-9.000000e-05</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>97</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-27</td>\n",
       "      <td>2139</td>\n",
       "      <td>33</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000323</td>\n",
       "      <td>0.000345</td>\n",
       "      <td>-1.454200e-04</td>\n",
       "      <td>1.742000e-05</td>\n",
       "      <td>1.245400e-04</td>\n",
       "      <td>-2.153200e-04</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.201000e-05</td>\n",
       "      <td>1.114000e-05</td>\n",
       "      <td>-3.960000e-05</td>\n",
       "      <td>-1.150000e-06</td>\n",
       "      <td>-0.000021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>98</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-28</td>\n",
       "      <td>2691</td>\n",
       "      <td>34</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.000331</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-1.454200e-04</td>\n",
       "      <td>1.742000e-05</td>\n",
       "      <td>1.245400e-04</td>\n",
       "      <td>-2.153200e-04</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.201000e-05</td>\n",
       "      <td>1.114000e-05</td>\n",
       "      <td>-2.276000e-05</td>\n",
       "      <td>-0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>57</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-28</td>\n",
       "      <td>3446</td>\n",
       "      <td>40</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.000471</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000340</td>\n",
       "      <td>-3.015000e-05</td>\n",
       "      <td>-8.854000e-05</td>\n",
       "      <td>-2.760100e-04</td>\n",
       "      <td>1.065700e-04</td>\n",
       "      <td>1.356600e-04</td>\n",
       "      <td>3.191000e-05</td>\n",
       "      <td>6.658000e-05</td>\n",
       "      <td>-2.223000e-05</td>\n",
       "      <td>-1.300000e-04</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>99</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-29</td>\n",
       "      <td>2424</td>\n",
       "      <td>35</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000315</td>\n",
       "      <td>-2.889000e-05</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-1.454200e-04</td>\n",
       "      <td>1.742000e-05</td>\n",
       "      <td>1.245400e-04</td>\n",
       "      <td>-2.153200e-04</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.201000e-05</td>\n",
       "      <td>-3.820000e-05</td>\n",
       "      <td>-0.000016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>58</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-29</td>\n",
       "      <td>4708</td>\n",
       "      <td>41</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.000471</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>0.000330</td>\n",
       "      <td>6.711000e-05</td>\n",
       "      <td>-3.015000e-05</td>\n",
       "      <td>-8.854000e-05</td>\n",
       "      <td>-2.760100e-04</td>\n",
       "      <td>1.065700e-04</td>\n",
       "      <td>1.356600e-04</td>\n",
       "      <td>3.191000e-05</td>\n",
       "      <td>6.658000e-05</td>\n",
       "      <td>-2.000000e-05</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>59</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>4681</td>\n",
       "      <td>42</td>\n",
       "      <td>0.000249</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.000471</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>-1.440000e-06</td>\n",
       "      <td>6.711000e-05</td>\n",
       "      <td>-3.015000e-05</td>\n",
       "      <td>-8.854000e-05</td>\n",
       "      <td>-2.760100e-04</td>\n",
       "      <td>1.065700e-04</td>\n",
       "      <td>1.356600e-04</td>\n",
       "      <td>3.191000e-05</td>\n",
       "      <td>1.000000e-05</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>100</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>2423</td>\n",
       "      <td>36</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.000288</td>\n",
       "      <td>-1.100000e-07</td>\n",
       "      <td>-2.889000e-05</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-1.454200e-04</td>\n",
       "      <td>1.742000e-05</td>\n",
       "      <td>1.245400e-04</td>\n",
       "      <td>-2.153200e-04</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>1.024000e-05</td>\n",
       "      <td>-0.000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>60</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-05-01</td>\n",
       "      <td>4383</td>\n",
       "      <td>43</td>\n",
       "      <td>0.000233</td>\n",
       "      <td>0.000249</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.000471</td>\n",
       "      <td>0.000240</td>\n",
       "      <td>0.000290</td>\n",
       "      <td>-1.585000e-05</td>\n",
       "      <td>-1.440000e-06</td>\n",
       "      <td>6.711000e-05</td>\n",
       "      <td>-3.015000e-05</td>\n",
       "      <td>-8.854000e-05</td>\n",
       "      <td>-2.760100e-04</td>\n",
       "      <td>1.065700e-04</td>\n",
       "      <td>1.356600e-04</td>\n",
       "      <td>2.000000e-05</td>\n",
       "      <td>-0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>101</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-01</td>\n",
       "      <td>2551</td>\n",
       "      <td>37</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000267</td>\n",
       "      <td>0.000294</td>\n",
       "      <td>1.385000e-05</td>\n",
       "      <td>-1.100000e-07</td>\n",
       "      <td>-2.889000e-05</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-1.454200e-04</td>\n",
       "      <td>1.742000e-05</td>\n",
       "      <td>1.245400e-04</td>\n",
       "      <td>-2.153200e-04</td>\n",
       "      <td>-5.050000e-06</td>\n",
       "      <td>0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>61</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-05-02</td>\n",
       "      <td>3991</td>\n",
       "      <td>44</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>0.000233</td>\n",
       "      <td>0.000249</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>-2.085000e-05</td>\n",
       "      <td>-1.585000e-05</td>\n",
       "      <td>-1.440000e-06</td>\n",
       "      <td>6.711000e-05</td>\n",
       "      <td>-3.015000e-05</td>\n",
       "      <td>-8.854000e-05</td>\n",
       "      <td>-2.760100e-04</td>\n",
       "      <td>1.065700e-04</td>\n",
       "      <td>-1.000000e-05</td>\n",
       "      <td>-0.000050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>102</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-02</td>\n",
       "      <td>2525</td>\n",
       "      <td>38</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000282</td>\n",
       "      <td>-2.810000e-06</td>\n",
       "      <td>1.385000e-05</td>\n",
       "      <td>-1.100000e-07</td>\n",
       "      <td>-2.889000e-05</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-1.454200e-04</td>\n",
       "      <td>1.742000e-05</td>\n",
       "      <td>1.245400e-04</td>\n",
       "      <td>3.640000e-06</td>\n",
       "      <td>-0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>62</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-05-03</td>\n",
       "      <td>4670</td>\n",
       "      <td>45</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>0.000233</td>\n",
       "      <td>0.000249</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>3.611000e-05</td>\n",
       "      <td>-2.085000e-05</td>\n",
       "      <td>-1.585000e-05</td>\n",
       "      <td>-1.440000e-06</td>\n",
       "      <td>6.711000e-05</td>\n",
       "      <td>-3.015000e-05</td>\n",
       "      <td>-8.854000e-05</td>\n",
       "      <td>-2.760100e-04</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>103</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-03</td>\n",
       "      <td>3692</td>\n",
       "      <td>39</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000316</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>1.262700e-04</td>\n",
       "      <td>-2.810000e-06</td>\n",
       "      <td>1.385000e-05</td>\n",
       "      <td>-1.100000e-07</td>\n",
       "      <td>-2.889000e-05</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-1.454200e-04</td>\n",
       "      <td>1.742000e-05</td>\n",
       "      <td>4.577000e-05</td>\n",
       "      <td>0.000003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>104</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-04</td>\n",
       "      <td>1893</td>\n",
       "      <td>40</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.000281</td>\n",
       "      <td>-1.946600e-04</td>\n",
       "      <td>1.262700e-04</td>\n",
       "      <td>-2.810000e-06</td>\n",
       "      <td>1.385000e-05</td>\n",
       "      <td>-1.100000e-07</td>\n",
       "      <td>-2.889000e-05</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-1.454200e-04</td>\n",
       "      <td>-2.373000e-05</td>\n",
       "      <td>-0.000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>63</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-05-04</td>\n",
       "      <td>3491</td>\n",
       "      <td>46</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>0.000233</td>\n",
       "      <td>0.000249</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>-6.270000e-05</td>\n",
       "      <td>3.611000e-05</td>\n",
       "      <td>-2.085000e-05</td>\n",
       "      <td>-1.585000e-05</td>\n",
       "      <td>-1.440000e-06</td>\n",
       "      <td>6.711000e-05</td>\n",
       "      <td>-3.015000e-05</td>\n",
       "      <td>-8.854000e-05</td>\n",
       "      <td>-2.000000e-05</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>105</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>2379</td>\n",
       "      <td>41</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.000287</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>5.259000e-05</td>\n",
       "      <td>-1.946600e-04</td>\n",
       "      <td>1.262700e-04</td>\n",
       "      <td>-2.810000e-06</td>\n",
       "      <td>1.385000e-05</td>\n",
       "      <td>-1.100000e-07</td>\n",
       "      <td>-2.889000e-05</td>\n",
       "      <td>5.973000e-05</td>\n",
       "      <td>-5.270000e-06</td>\n",
       "      <td>-0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>64</td>\n",
       "      <td>NY</td>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>2765</td>\n",
       "      <td>47</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>0.000233</td>\n",
       "      <td>0.000249</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>-3.861000e-05</td>\n",
       "      <td>-6.270000e-05</td>\n",
       "      <td>3.611000e-05</td>\n",
       "      <td>-2.085000e-05</td>\n",
       "      <td>-1.585000e-05</td>\n",
       "      <td>-1.440000e-06</td>\n",
       "      <td>6.711000e-05</td>\n",
       "      <td>-3.015000e-05</td>\n",
       "      <td>-2.000000e-05</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>106</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-06</td>\n",
       "      <td>1377</td>\n",
       "      <td>42</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.000260</td>\n",
       "      <td>-1.084200e-04</td>\n",
       "      <td>5.259000e-05</td>\n",
       "      <td>-1.946600e-04</td>\n",
       "      <td>1.262700e-04</td>\n",
       "      <td>-2.810000e-06</td>\n",
       "      <td>1.385000e-05</td>\n",
       "      <td>-1.100000e-07</td>\n",
       "      <td>-2.889000e-05</td>\n",
       "      <td>-8.350000e-05</td>\n",
       "      <td>-0.000016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>107</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-07</td>\n",
       "      <td>2059</td>\n",
       "      <td>43</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000210</td>\n",
       "      <td>0.000255</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.084200e-04</td>\n",
       "      <td>5.259000e-05</td>\n",
       "      <td>-1.946600e-04</td>\n",
       "      <td>1.262700e-04</td>\n",
       "      <td>-2.810000e-06</td>\n",
       "      <td>1.385000e-05</td>\n",
       "      <td>-1.100000e-07</td>\n",
       "      <td>5.990000e-06</td>\n",
       "      <td>-0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>108</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-08</td>\n",
       "      <td>2101</td>\n",
       "      <td>44</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>4.540000e-06</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.084200e-04</td>\n",
       "      <td>5.259000e-05</td>\n",
       "      <td>-1.946600e-04</td>\n",
       "      <td>1.262700e-04</td>\n",
       "      <td>-2.810000e-06</td>\n",
       "      <td>1.385000e-05</td>\n",
       "      <td>-1.003000e-05</td>\n",
       "      <td>-0.000007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>109</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-09</td>\n",
       "      <td>1369</td>\n",
       "      <td>45</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>-7.920000e-05</td>\n",
       "      <td>4.540000e-06</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.084200e-04</td>\n",
       "      <td>5.259000e-05</td>\n",
       "      <td>-1.946600e-04</td>\n",
       "      <td>1.262700e-04</td>\n",
       "      <td>-2.810000e-06</td>\n",
       "      <td>-2.900000e-07</td>\n",
       "      <td>-0.000018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>110</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-10</td>\n",
       "      <td>1433</td>\n",
       "      <td>46</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.000177</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>6.920000e-06</td>\n",
       "      <td>-7.920000e-05</td>\n",
       "      <td>4.540000e-06</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.084200e-04</td>\n",
       "      <td>5.259000e-05</td>\n",
       "      <td>-1.946600e-04</td>\n",
       "      <td>1.262700e-04</td>\n",
       "      <td>-2.258000e-05</td>\n",
       "      <td>-0.000035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>111</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-11</td>\n",
       "      <td>1126</td>\n",
       "      <td>47</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>-3.322000e-05</td>\n",
       "      <td>6.920000e-06</td>\n",
       "      <td>-7.920000e-05</td>\n",
       "      <td>4.540000e-06</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.084200e-04</td>\n",
       "      <td>5.259000e-05</td>\n",
       "      <td>-1.946600e-04</td>\n",
       "      <td>-3.517000e-05</td>\n",
       "      <td>-0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>112</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-12</td>\n",
       "      <td>959</td>\n",
       "      <td>48</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.000161</td>\n",
       "      <td>-1.807000e-05</td>\n",
       "      <td>-3.322000e-05</td>\n",
       "      <td>6.920000e-06</td>\n",
       "      <td>-7.920000e-05</td>\n",
       "      <td>4.540000e-06</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.084200e-04</td>\n",
       "      <td>5.259000e-05</td>\n",
       "      <td>-1.479000e-05</td>\n",
       "      <td>-0.000022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>113</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>798</td>\n",
       "      <td>49</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>-1.742000e-05</td>\n",
       "      <td>-1.807000e-05</td>\n",
       "      <td>-3.322000e-05</td>\n",
       "      <td>6.920000e-06</td>\n",
       "      <td>-7.920000e-05</td>\n",
       "      <td>4.540000e-06</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>-1.084200e-04</td>\n",
       "      <td>-2.290000e-05</td>\n",
       "      <td>-0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>114</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-14</td>\n",
       "      <td>1180</td>\n",
       "      <td>50</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>4.133000e-05</td>\n",
       "      <td>-1.742000e-05</td>\n",
       "      <td>-1.807000e-05</td>\n",
       "      <td>-3.322000e-05</td>\n",
       "      <td>6.920000e-06</td>\n",
       "      <td>-7.920000e-05</td>\n",
       "      <td>4.540000e-06</td>\n",
       "      <td>7.379000e-05</td>\n",
       "      <td>1.950000e-06</td>\n",
       "      <td>-0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>115</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-15</td>\n",
       "      <td>1477</td>\n",
       "      <td>51</td>\n",
       "      <td>0.000160</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>3.214000e-05</td>\n",
       "      <td>4.133000e-05</td>\n",
       "      <td>-1.742000e-05</td>\n",
       "      <td>-1.807000e-05</td>\n",
       "      <td>-3.322000e-05</td>\n",
       "      <td>6.920000e-06</td>\n",
       "      <td>-7.920000e-05</td>\n",
       "      <td>4.540000e-06</td>\n",
       "      <td>1.868000e-05</td>\n",
       "      <td>-0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>116</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-16</td>\n",
       "      <td>904</td>\n",
       "      <td>52</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>0.000160</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000148</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>-6.200000e-05</td>\n",
       "      <td>3.214000e-05</td>\n",
       "      <td>4.133000e-05</td>\n",
       "      <td>-1.742000e-05</td>\n",
       "      <td>-1.807000e-05</td>\n",
       "      <td>-3.322000e-05</td>\n",
       "      <td>6.920000e-06</td>\n",
       "      <td>-7.920000e-05</td>\n",
       "      <td>3.820000e-06</td>\n",
       "      <td>-0.000007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>117</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-17</td>\n",
       "      <td>1801</td>\n",
       "      <td>53</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>0.000160</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000151</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>9.706000e-05</td>\n",
       "      <td>-6.200000e-05</td>\n",
       "      <td>3.214000e-05</td>\n",
       "      <td>4.133000e-05</td>\n",
       "      <td>-1.742000e-05</td>\n",
       "      <td>-1.807000e-05</td>\n",
       "      <td>-3.322000e-05</td>\n",
       "      <td>6.920000e-06</td>\n",
       "      <td>2.240000e-05</td>\n",
       "      <td>0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>118</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2020-05-18</td>\n",
       "      <td>1879</td>\n",
       "      <td>54</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>0.000160</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.000165</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>8.440000e-06</td>\n",
       "      <td>9.706000e-05</td>\n",
       "      <td>-6.200000e-05</td>\n",
       "      <td>3.214000e-05</td>\n",
       "      <td>4.133000e-05</td>\n",
       "      <td>-1.742000e-05</td>\n",
       "      <td>-1.807000e-05</td>\n",
       "      <td>-3.322000e-05</td>\n",
       "      <td>1.450000e-05</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>0</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-19</td>\n",
       "      <td>4497</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>3.813000e-05</td>\n",
       "      <td>-5.200000e-06</td>\n",
       "      <td>-3.020000e-05</td>\n",
       "      <td>7.610000e-05</td>\n",
       "      <td>2.670000e-05</td>\n",
       "      <td>-3.090000e-05</td>\n",
       "      <td>2.600000e-06</td>\n",
       "      <td>5.400000e-06</td>\n",
       "      <td>9.400000e-07</td>\n",
       "      <td>0.000011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>1</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-20</td>\n",
       "      <td>4250</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>-8.260000e-06</td>\n",
       "      <td>3.813000e-05</td>\n",
       "      <td>-5.200000e-06</td>\n",
       "      <td>-3.020000e-05</td>\n",
       "      <td>7.610000e-05</td>\n",
       "      <td>2.670000e-05</td>\n",
       "      <td>-3.090000e-05</td>\n",
       "      <td>2.600000e-06</td>\n",
       "      <td>8.240000e-06</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-21</td>\n",
       "      <td>3125</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>-3.763000e-05</td>\n",
       "      <td>-8.260000e-06</td>\n",
       "      <td>3.813000e-05</td>\n",
       "      <td>-5.200000e-06</td>\n",
       "      <td>-3.020000e-05</td>\n",
       "      <td>7.610000e-05</td>\n",
       "      <td>2.670000e-05</td>\n",
       "      <td>-3.090000e-05</td>\n",
       "      <td>-2.590000e-06</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>3</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-22</td>\n",
       "      <td>5112</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>6.645000e-05</td>\n",
       "      <td>-3.763000e-05</td>\n",
       "      <td>-8.260000e-06</td>\n",
       "      <td>3.813000e-05</td>\n",
       "      <td>-5.200000e-06</td>\n",
       "      <td>-3.020000e-05</td>\n",
       "      <td>7.610000e-05</td>\n",
       "      <td>2.670000e-05</td>\n",
       "      <td>6.860000e-06</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>4</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-23</td>\n",
       "      <td>5370</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>8.630000e-06</td>\n",
       "      <td>6.645000e-05</td>\n",
       "      <td>-3.763000e-05</td>\n",
       "      <td>-8.260000e-06</td>\n",
       "      <td>3.813000e-05</td>\n",
       "      <td>-5.200000e-06</td>\n",
       "      <td>-3.020000e-05</td>\n",
       "      <td>7.610000e-05</td>\n",
       "      <td>1.249000e-05</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>5</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-24</td>\n",
       "      <td>6177</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>2.699000e-05</td>\n",
       "      <td>8.630000e-06</td>\n",
       "      <td>6.645000e-05</td>\n",
       "      <td>-3.763000e-05</td>\n",
       "      <td>-8.260000e-06</td>\n",
       "      <td>3.813000e-05</td>\n",
       "      <td>-5.200000e-06</td>\n",
       "      <td>-3.020000e-05</td>\n",
       "      <td>3.402000e-05</td>\n",
       "      <td>0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>6</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-25</td>\n",
       "      <td>5960</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>0.000165</td>\n",
       "      <td>-7.260000e-06</td>\n",
       "      <td>2.699000e-05</td>\n",
       "      <td>8.630000e-06</td>\n",
       "      <td>6.645000e-05</td>\n",
       "      <td>-3.763000e-05</td>\n",
       "      <td>-8.260000e-06</td>\n",
       "      <td>3.813000e-05</td>\n",
       "      <td>-5.200000e-06</td>\n",
       "      <td>9.450000e-06</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>7</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-26</td>\n",
       "      <td>5614</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000198</td>\n",
       "      <td>0.000170</td>\n",
       "      <td>-1.157000e-05</td>\n",
       "      <td>-7.260000e-06</td>\n",
       "      <td>2.699000e-05</td>\n",
       "      <td>8.630000e-06</td>\n",
       "      <td>6.645000e-05</td>\n",
       "      <td>-3.763000e-05</td>\n",
       "      <td>-8.260000e-06</td>\n",
       "      <td>3.813000e-05</td>\n",
       "      <td>2.720000e-06</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>8</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-27</td>\n",
       "      <td>6079</td>\n",
       "      <td>9</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000197</td>\n",
       "      <td>0.000179</td>\n",
       "      <td>1.555000e-05</td>\n",
       "      <td>-1.157000e-05</td>\n",
       "      <td>-7.260000e-06</td>\n",
       "      <td>2.699000e-05</td>\n",
       "      <td>8.630000e-06</td>\n",
       "      <td>6.645000e-05</td>\n",
       "      <td>-3.763000e-05</td>\n",
       "      <td>-8.260000e-06</td>\n",
       "      <td>-1.090000e-06</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>9</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-28</td>\n",
       "      <td>4330</td>\n",
       "      <td>10</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000179</td>\n",
       "      <td>0.000185</td>\n",
       "      <td>-5.849000e-05</td>\n",
       "      <td>1.555000e-05</td>\n",
       "      <td>-1.157000e-05</td>\n",
       "      <td>-7.260000e-06</td>\n",
       "      <td>2.699000e-05</td>\n",
       "      <td>8.630000e-06</td>\n",
       "      <td>6.645000e-05</td>\n",
       "      <td>-3.763000e-05</td>\n",
       "      <td>-1.817000e-05</td>\n",
       "      <td>0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>10</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>6135</td>\n",
       "      <td>11</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000184</td>\n",
       "      <td>0.000189</td>\n",
       "      <td>6.037000e-05</td>\n",
       "      <td>-5.849000e-05</td>\n",
       "      <td>1.555000e-05</td>\n",
       "      <td>-1.157000e-05</td>\n",
       "      <td>-7.260000e-06</td>\n",
       "      <td>2.699000e-05</td>\n",
       "      <td>8.630000e-06</td>\n",
       "      <td>6.645000e-05</td>\n",
       "      <td>5.810000e-06</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>11</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>7959</td>\n",
       "      <td>12</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>6.100000e-05</td>\n",
       "      <td>6.037000e-05</td>\n",
       "      <td>-5.849000e-05</td>\n",
       "      <td>1.555000e-05</td>\n",
       "      <td>-1.157000e-05</td>\n",
       "      <td>-7.260000e-06</td>\n",
       "      <td>2.699000e-05</td>\n",
       "      <td>8.630000e-06</td>\n",
       "      <td>2.096000e-05</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>12</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>8240</td>\n",
       "      <td>13</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000249</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>9.400000e-06</td>\n",
       "      <td>6.100000e-05</td>\n",
       "      <td>6.037000e-05</td>\n",
       "      <td>-5.849000e-05</td>\n",
       "      <td>1.555000e-05</td>\n",
       "      <td>-1.157000e-05</td>\n",
       "      <td>-7.260000e-06</td>\n",
       "      <td>2.699000e-05</td>\n",
       "      <td>4.359000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>13</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>7535</td>\n",
       "      <td>14</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>-2.358000e-05</td>\n",
       "      <td>9.400000e-06</td>\n",
       "      <td>6.100000e-05</td>\n",
       "      <td>6.037000e-05</td>\n",
       "      <td>-5.849000e-05</td>\n",
       "      <td>1.555000e-05</td>\n",
       "      <td>-1.157000e-05</td>\n",
       "      <td>-7.260000e-06</td>\n",
       "      <td>1.561000e-05</td>\n",
       "      <td>0.000008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>14</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-03</td>\n",
       "      <td>7343</td>\n",
       "      <td>15</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000258</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>-6.420000e-06</td>\n",
       "      <td>-2.358000e-05</td>\n",
       "      <td>9.400000e-06</td>\n",
       "      <td>6.100000e-05</td>\n",
       "      <td>6.037000e-05</td>\n",
       "      <td>-5.849000e-05</td>\n",
       "      <td>1.555000e-05</td>\n",
       "      <td>-1.157000e-05</td>\n",
       "      <td>-6.870000e-06</td>\n",
       "      <td>0.000008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>15</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-04</td>\n",
       "      <td>5382</td>\n",
       "      <td>16</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>0.000224</td>\n",
       "      <td>-6.559000e-05</td>\n",
       "      <td>-6.420000e-06</td>\n",
       "      <td>-2.358000e-05</td>\n",
       "      <td>9.400000e-06</td>\n",
       "      <td>6.100000e-05</td>\n",
       "      <td>6.037000e-05</td>\n",
       "      <td>-5.849000e-05</td>\n",
       "      <td>1.555000e-05</td>\n",
       "      <td>-3.186000e-05</td>\n",
       "      <td>-0.000003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>16</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-05</td>\n",
       "      <td>5183</td>\n",
       "      <td>17</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>-6.660000e-06</td>\n",
       "      <td>-6.559000e-05</td>\n",
       "      <td>-6.420000e-06</td>\n",
       "      <td>-2.358000e-05</td>\n",
       "      <td>9.400000e-06</td>\n",
       "      <td>6.100000e-05</td>\n",
       "      <td>6.037000e-05</td>\n",
       "      <td>-5.849000e-05</td>\n",
       "      <td>-2.622000e-05</td>\n",
       "      <td>0.000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>17</td>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-06</td>\n",
       "      <td>9054</td>\n",
       "      <td>18</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>1.294600e-04</td>\n",
       "      <td>-6.660000e-06</td>\n",
       "      <td>-6.559000e-05</td>\n",
       "      <td>-6.420000e-06</td>\n",
       "      <td>-2.358000e-05</td>\n",
       "      <td>9.400000e-06</td>\n",
       "      <td>6.100000e-05</td>\n",
       "      <td>6.037000e-05</td>\n",
       "      <td>1.907000e-05</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     index State       Date  Daily_New_Cases  Curve_Day   Pop_Pct  Pop_Pct_M1  \\\n",
       "0       18    NY 2020-03-20             3052          1  0.000162    0.000124   \n",
       "1       19    NY 2020-03-21             1993          2  0.000106    0.000162   \n",
       "2       20    NY 2020-03-22             5440          3  0.000289    0.000106   \n",
       "3       21    NY 2020-03-23             5123          4  0.000272    0.000289   \n",
       "4       22    NY 2020-03-24             5516          5  0.000293    0.000272   \n",
       "5       23    NY 2020-03-25             6674          6  0.000355    0.000293   \n",
       "6       24    NY 2020-03-26             6097          7  0.000324    0.000355   \n",
       "7       65    NJ 2020-03-26             2447          1  0.000265    0.000078   \n",
       "8       66    NJ 2020-03-27             1929          2  0.000209    0.000265   \n",
       "9       25    NY 2020-03-27             7380          8  0.000392    0.000324   \n",
       "10      26    NY 2020-03-28             7250          9  0.000386    0.000392   \n",
       "11      67    NJ 2020-03-28             2276          3  0.000246    0.000209   \n",
       "12      68    NJ 2020-03-29             2238          4  0.000242    0.000246   \n",
       "13      27    NY 2020-03-29             7413         10  0.000394    0.000386   \n",
       "14      28    NY 2020-03-30             6785         11  0.000361    0.000394   \n",
       "15      69    NJ 2020-03-30             3215          5  0.000348    0.000242   \n",
       "16      29    NY 2020-03-31             8823         12  0.000469    0.000361   \n",
       "17      70    NJ 2020-03-31             2045          6  0.000221    0.000348   \n",
       "18      71    NJ 2020-04-01             3528          7  0.000382    0.000221   \n",
       "19      30    NY 2020-04-01             8104         13  0.000431    0.000469   \n",
       "20      72    NJ 2020-04-02             3321          8  0.000359    0.000382   \n",
       "21      31    NY 2020-04-02             9353         14  0.000497    0.000431   \n",
       "22      73    NJ 2020-04-03             4268          9  0.000462    0.000359   \n",
       "23      32    NY 2020-04-03            10628         15  0.000565    0.000497   \n",
       "24      74    NJ 2020-04-04             4206         10  0.000455    0.000462   \n",
       "25      33    NY 2020-04-04            11506         16  0.000612    0.000565   \n",
       "26      34    NY 2020-04-05             8477         17  0.000451    0.000612   \n",
       "27      75    NJ 2020-04-05             3350         11  0.000362    0.000455   \n",
       "28      35    NY 2020-04-06             9135         18  0.000486    0.000451   \n",
       "29      76    NJ 2020-04-06             3554         12  0.000385    0.000362   \n",
       "30      77    NJ 2020-04-07             3318         13  0.000359    0.000385   \n",
       "31      36    NY 2020-04-07            10714         19  0.000570    0.000486   \n",
       "32      78    NJ 2020-04-08             3022         14  0.000327    0.000359   \n",
       "33      37    NY 2020-04-08             9000         20  0.000479    0.000570   \n",
       "34      79    NJ 2020-04-09             3574         15  0.000387    0.000327   \n",
       "35      38    NY 2020-04-09            10533         21  0.000560    0.000479   \n",
       "36      80    NJ 2020-04-10             3551         16  0.000384    0.000387   \n",
       "37      39    NY 2020-04-10            11045         22  0.000587    0.000560   \n",
       "38      81    NJ 2020-04-11             3555         17  0.000385    0.000384   \n",
       "39      40    NY 2020-04-11             8969         23  0.000477    0.000587   \n",
       "40      41    NY 2020-04-12             8458         24  0.000450    0.000477   \n",
       "41      82    NJ 2020-04-12             3687         18  0.000399    0.000385   \n",
       "42      42    NY 2020-04-13             6419         25  0.000341    0.000450   \n",
       "43      83    NJ 2020-04-13             2714         19  0.000294    0.000399   \n",
       "44      43    NY 2020-04-14             7614         26  0.000405    0.000341   \n",
       "45      84    NJ 2020-04-14             2440         20  0.000264    0.000294   \n",
       "46      85    NJ 2020-04-15             2229         21  0.000241    0.000264   \n",
       "47      44    NY 2020-04-15            11661         27  0.000620    0.000405   \n",
       "48      45    NY 2020-04-16             7636         28  0.000406    0.000620   \n",
       "49      86    NJ 2020-04-16             4284         22  0.000464    0.000241   \n",
       "50      46    NY 2020-04-17             7753         29  0.000412    0.000406   \n",
       "51      87    NJ 2020-04-17             3157         23  0.000342    0.000464   \n",
       "52      47    NY 2020-04-18             7090         30  0.000377    0.000412   \n",
       "53      88    NJ 2020-04-18             2949         24  0.000319    0.000342   \n",
       "54      48    NY 2020-04-19             6174         31  0.000328    0.000377   \n",
       "55      89    NJ 2020-04-19             3853         25  0.000417    0.000319   \n",
       "56      90    NJ 2020-04-20             3487         26  0.000377    0.000417   \n",
       "57      49    NY 2020-04-20             4879         32  0.000259    0.000328   \n",
       "58      50    NY 2020-04-21             4461         33  0.000237    0.000259   \n",
       "59      91    NJ 2020-04-21             3590         27  0.000388    0.000377   \n",
       "60      51    NY 2020-04-22             5713         34  0.000304    0.000237   \n",
       "61      92    NJ 2020-04-22             3479         28  0.000376    0.000388   \n",
       "62      93    NJ 2020-04-23             4161         29  0.000450    0.000376   \n",
       "63      52    NY 2020-04-23             6313         35  0.000336    0.000304   \n",
       "64      53    NY 2020-04-24             8864         36  0.000471    0.000336   \n",
       "65      94    NJ 2020-04-24             2171         30  0.000235    0.000450   \n",
       "66      54    NY 2020-04-25            10868         37  0.000578    0.000471   \n",
       "67      95    NJ 2020-04-25             3322         31  0.000359    0.000235   \n",
       "68      55    NY 2020-04-26             5678         38  0.000302    0.000578   \n",
       "69      96    NJ 2020-04-26             3483         32  0.000377    0.000359   \n",
       "70      56    NY 2020-04-27             4013         39  0.000213    0.000302   \n",
       "71      97    NJ 2020-04-27             2139         33  0.000231    0.000377   \n",
       "72      98    NJ 2020-04-28             2691         34  0.000291    0.000231   \n",
       "73      57    NY 2020-04-28             3446         40  0.000183    0.000213   \n",
       "74      99    NJ 2020-04-29             2424         35  0.000262    0.000291   \n",
       "75      58    NY 2020-04-29             4708         41  0.000250    0.000183   \n",
       "76      59    NY 2020-04-30             4681         42  0.000249    0.000250   \n",
       "77     100    NJ 2020-04-30             2423         36  0.000262    0.000262   \n",
       "78      60    NY 2020-05-01             4383         43  0.000233    0.000249   \n",
       "79     101    NJ 2020-05-01             2551         37  0.000276    0.000262   \n",
       "80      61    NY 2020-05-02             3991         44  0.000212    0.000233   \n",
       "81     102    NJ 2020-05-02             2525         38  0.000273    0.000276   \n",
       "82      62    NY 2020-05-03             4670         45  0.000248    0.000212   \n",
       "83     103    NJ 2020-05-03             3692         39  0.000399    0.000273   \n",
       "84     104    NJ 2020-05-04             1893         40  0.000205    0.000399   \n",
       "85      63    NY 2020-05-04             3491         46  0.000186    0.000248   \n",
       "86     105    NJ 2020-05-05             2379         41  0.000257    0.000205   \n",
       "87      64    NY 2020-05-05             2765         47  0.000147    0.000186   \n",
       "88     106    NJ 2020-05-06             1377         42  0.000149    0.000257   \n",
       "89     107    NJ 2020-05-07             2059         43  0.000223    0.000149   \n",
       "90     108    NJ 2020-05-08             2101         44  0.000227    0.000223   \n",
       "91     109    NJ 2020-05-09             1369         45  0.000148    0.000227   \n",
       "92     110    NJ 2020-05-10             1433         46  0.000155    0.000148   \n",
       "93     111    NJ 2020-05-11             1126         47  0.000122    0.000155   \n",
       "94     112    NJ 2020-05-12              959         48  0.000104    0.000122   \n",
       "95     113    NJ 2020-05-13              798         49  0.000086    0.000104   \n",
       "96     114    NJ 2020-05-14             1180         50  0.000128    0.000086   \n",
       "97     115    NJ 2020-05-15             1477         51  0.000160    0.000128   \n",
       "98     116    NJ 2020-05-16              904         52  0.000098    0.000160   \n",
       "99     117    NJ 2020-05-17             1801         53  0.000195    0.000098   \n",
       "100    118    NJ 2020-05-18             1879         54  0.000203    0.000195   \n",
       "101      0    TX 2020-06-19             4497          1  0.000150    0.000110   \n",
       "102      1    TX 2020-06-20             4250          2  0.000142    0.000150   \n",
       "103      2    TX 2020-06-21             3125          3  0.000104    0.000142   \n",
       "104      3    TX 2020-06-22             5112          4  0.000171    0.000104   \n",
       "105      4    TX 2020-06-23             5370          5  0.000180    0.000171   \n",
       "106      5    TX 2020-06-24             6177          6  0.000207    0.000180   \n",
       "107      6    TX 2020-06-25             5960          7  0.000199    0.000207   \n",
       "108      7    TX 2020-06-26             5614          8  0.000188    0.000199   \n",
       "109      8    TX 2020-06-27             6079          9  0.000203    0.000188   \n",
       "110      9    TX 2020-06-28             4330         10  0.000145    0.000203   \n",
       "111     10    TX 2020-06-29             6135         11  0.000205    0.000145   \n",
       "112     11    TX 2020-06-30             7959         12  0.000266    0.000205   \n",
       "113     12    TX 2020-07-01             8240         13  0.000276    0.000266   \n",
       "114     13    TX 2020-07-02             7535         14  0.000252    0.000276   \n",
       "115     14    TX 2020-07-03             7343         15  0.000246    0.000252   \n",
       "116     15    TX 2020-07-04             5382         16  0.000180    0.000246   \n",
       "117     16    TX 2020-07-05             5183         17  0.000173    0.000180   \n",
       "118     17    TX 2020-07-06             9054         18  0.000303    0.000173   \n",
       "\n",
       "     Pop_Pct_M2  Pop_Pct_M3  Pop_Pct_M4  Pop_Pct_M5  Pop_Pct_M6  Pop_Pct_M7  \\\n",
       "0      0.000071    0.000039    0.000012    0.000011    0.000006    0.000005   \n",
       "1      0.000124    0.000071    0.000039    0.000012    0.000011    0.000006   \n",
       "2      0.000162    0.000124    0.000071    0.000039    0.000012    0.000011   \n",
       "3      0.000106    0.000162    0.000124    0.000071    0.000039    0.000012   \n",
       "4      0.000289    0.000106    0.000162    0.000124    0.000071    0.000039   \n",
       "5      0.000272    0.000289    0.000106    0.000162    0.000124    0.000071   \n",
       "6      0.000293    0.000272    0.000289    0.000106    0.000162    0.000124   \n",
       "7      0.000089    0.000100    0.000063    0.000047    0.000016    0.000034   \n",
       "8      0.000078    0.000089    0.000100    0.000063    0.000047    0.000016   \n",
       "9      0.000355    0.000293    0.000272    0.000289    0.000106    0.000162   \n",
       "10     0.000324    0.000355    0.000293    0.000272    0.000289    0.000106   \n",
       "11     0.000265    0.000078    0.000089    0.000100    0.000063    0.000047   \n",
       "12     0.000209    0.000265    0.000078    0.000089    0.000100    0.000063   \n",
       "13     0.000392    0.000324    0.000355    0.000293    0.000272    0.000289   \n",
       "14     0.000386    0.000392    0.000324    0.000355    0.000293    0.000272   \n",
       "15     0.000246    0.000209    0.000265    0.000078    0.000089    0.000100   \n",
       "16     0.000394    0.000386    0.000392    0.000324    0.000355    0.000293   \n",
       "17     0.000242    0.000246    0.000209    0.000265    0.000078    0.000089   \n",
       "18     0.000348    0.000242    0.000246    0.000209    0.000265    0.000078   \n",
       "19     0.000361    0.000394    0.000386    0.000392    0.000324    0.000355   \n",
       "20     0.000221    0.000348    0.000242    0.000246    0.000209    0.000265   \n",
       "21     0.000469    0.000361    0.000394    0.000386    0.000392    0.000324   \n",
       "22     0.000382    0.000221    0.000348    0.000242    0.000246    0.000209   \n",
       "23     0.000431    0.000469    0.000361    0.000394    0.000386    0.000392   \n",
       "24     0.000359    0.000382    0.000221    0.000348    0.000242    0.000246   \n",
       "25     0.000497    0.000431    0.000469    0.000361    0.000394    0.000386   \n",
       "26     0.000565    0.000497    0.000431    0.000469    0.000361    0.000394   \n",
       "27     0.000462    0.000359    0.000382    0.000221    0.000348    0.000242   \n",
       "28     0.000612    0.000565    0.000497    0.000431    0.000469    0.000361   \n",
       "29     0.000455    0.000462    0.000359    0.000382    0.000221    0.000348   \n",
       "30     0.000362    0.000455    0.000462    0.000359    0.000382    0.000221   \n",
       "31     0.000451    0.000612    0.000565    0.000497    0.000431    0.000469   \n",
       "32     0.000385    0.000362    0.000455    0.000462    0.000359    0.000382   \n",
       "33     0.000486    0.000451    0.000612    0.000565    0.000497    0.000431   \n",
       "34     0.000359    0.000385    0.000362    0.000455    0.000462    0.000359   \n",
       "35     0.000570    0.000486    0.000451    0.000612    0.000565    0.000497   \n",
       "36     0.000327    0.000359    0.000385    0.000362    0.000455    0.000462   \n",
       "37     0.000479    0.000570    0.000486    0.000451    0.000612    0.000565   \n",
       "38     0.000387    0.000327    0.000359    0.000385    0.000362    0.000455   \n",
       "39     0.000560    0.000479    0.000570    0.000486    0.000451    0.000612   \n",
       "40     0.000587    0.000560    0.000479    0.000570    0.000486    0.000451   \n",
       "41     0.000384    0.000387    0.000327    0.000359    0.000385    0.000362   \n",
       "42     0.000477    0.000587    0.000560    0.000479    0.000570    0.000486   \n",
       "43     0.000385    0.000384    0.000387    0.000327    0.000359    0.000385   \n",
       "44     0.000450    0.000477    0.000587    0.000560    0.000479    0.000570   \n",
       "45     0.000399    0.000385    0.000384    0.000387    0.000327    0.000359   \n",
       "46     0.000294    0.000399    0.000385    0.000384    0.000387    0.000327   \n",
       "47     0.000341    0.000450    0.000477    0.000587    0.000560    0.000479   \n",
       "48     0.000405    0.000341    0.000450    0.000477    0.000587    0.000560   \n",
       "49     0.000264    0.000294    0.000399    0.000385    0.000384    0.000387   \n",
       "50     0.000620    0.000405    0.000341    0.000450    0.000477    0.000587   \n",
       "51     0.000241    0.000264    0.000294    0.000399    0.000385    0.000384   \n",
       "52     0.000406    0.000620    0.000405    0.000341    0.000450    0.000477   \n",
       "53     0.000464    0.000241    0.000264    0.000294    0.000399    0.000385   \n",
       "54     0.000412    0.000406    0.000620    0.000405    0.000341    0.000450   \n",
       "55     0.000342    0.000464    0.000241    0.000264    0.000294    0.000399   \n",
       "56     0.000319    0.000342    0.000464    0.000241    0.000264    0.000294   \n",
       "57     0.000377    0.000412    0.000406    0.000620    0.000405    0.000341   \n",
       "58     0.000328    0.000377    0.000412    0.000406    0.000620    0.000405   \n",
       "59     0.000417    0.000319    0.000342    0.000464    0.000241    0.000264   \n",
       "60     0.000259    0.000328    0.000377    0.000412    0.000406    0.000620   \n",
       "61     0.000377    0.000417    0.000319    0.000342    0.000464    0.000241   \n",
       "62     0.000388    0.000377    0.000417    0.000319    0.000342    0.000464   \n",
       "63     0.000237    0.000259    0.000328    0.000377    0.000412    0.000406   \n",
       "64     0.000304    0.000237    0.000259    0.000328    0.000377    0.000412   \n",
       "65     0.000376    0.000388    0.000377    0.000417    0.000319    0.000342   \n",
       "66     0.000336    0.000304    0.000237    0.000259    0.000328    0.000377   \n",
       "67     0.000450    0.000376    0.000388    0.000377    0.000417    0.000319   \n",
       "68     0.000471    0.000336    0.000304    0.000237    0.000259    0.000328   \n",
       "69     0.000235    0.000450    0.000376    0.000388    0.000377    0.000417   \n",
       "70     0.000578    0.000471    0.000336    0.000304    0.000237    0.000259   \n",
       "71     0.000359    0.000235    0.000450    0.000376    0.000388    0.000377   \n",
       "72     0.000377    0.000359    0.000235    0.000450    0.000376    0.000388   \n",
       "73     0.000302    0.000578    0.000471    0.000336    0.000304    0.000237   \n",
       "74     0.000231    0.000377    0.000359    0.000235    0.000450    0.000376   \n",
       "75     0.000213    0.000302    0.000578    0.000471    0.000336    0.000304   \n",
       "76     0.000183    0.000213    0.000302    0.000578    0.000471    0.000336   \n",
       "77     0.000291    0.000231    0.000377    0.000359    0.000235    0.000450   \n",
       "78     0.000250    0.000183    0.000213    0.000302    0.000578    0.000471   \n",
       "79     0.000262    0.000291    0.000231    0.000377    0.000359    0.000235   \n",
       "80     0.000249    0.000250    0.000183    0.000213    0.000302    0.000578   \n",
       "81     0.000262    0.000262    0.000291    0.000231    0.000377    0.000359   \n",
       "82     0.000233    0.000249    0.000250    0.000183    0.000213    0.000302   \n",
       "83     0.000276    0.000262    0.000262    0.000291    0.000231    0.000377   \n",
       "84     0.000273    0.000276    0.000262    0.000262    0.000291    0.000231   \n",
       "85     0.000212    0.000233    0.000249    0.000250    0.000183    0.000213   \n",
       "86     0.000399    0.000273    0.000276    0.000262    0.000262    0.000291   \n",
       "87     0.000248    0.000212    0.000233    0.000249    0.000250    0.000183   \n",
       "88     0.000205    0.000399    0.000273    0.000276    0.000262    0.000262   \n",
       "89     0.000257    0.000205    0.000399    0.000273    0.000276    0.000262   \n",
       "90     0.000149    0.000257    0.000205    0.000399    0.000273    0.000276   \n",
       "91     0.000223    0.000149    0.000257    0.000205    0.000399    0.000273   \n",
       "92     0.000227    0.000223    0.000149    0.000257    0.000205    0.000399   \n",
       "93     0.000148    0.000227    0.000223    0.000149    0.000257    0.000205   \n",
       "94     0.000155    0.000148    0.000227    0.000223    0.000149    0.000257   \n",
       "95     0.000122    0.000155    0.000148    0.000227    0.000223    0.000149   \n",
       "96     0.000104    0.000122    0.000155    0.000148    0.000227    0.000223   \n",
       "97     0.000086    0.000104    0.000122    0.000155    0.000148    0.000227   \n",
       "98     0.000128    0.000086    0.000104    0.000122    0.000155    0.000148   \n",
       "99     0.000160    0.000128    0.000086    0.000104    0.000122    0.000155   \n",
       "100    0.000098    0.000160    0.000128    0.000086    0.000104    0.000122   \n",
       "101    0.000120    0.000150    0.000070    0.000040    0.000080    0.000070   \n",
       "102    0.000110    0.000120    0.000150    0.000070    0.000040    0.000080   \n",
       "103    0.000150    0.000110    0.000120    0.000150    0.000070    0.000040   \n",
       "104    0.000142    0.000150    0.000110    0.000120    0.000150    0.000070   \n",
       "105    0.000104    0.000142    0.000150    0.000110    0.000120    0.000150   \n",
       "106    0.000171    0.000104    0.000142    0.000150    0.000110    0.000120   \n",
       "107    0.000180    0.000171    0.000104    0.000142    0.000150    0.000110   \n",
       "108    0.000207    0.000180    0.000171    0.000104    0.000142    0.000150   \n",
       "109    0.000199    0.000207    0.000180    0.000171    0.000104    0.000142   \n",
       "110    0.000188    0.000199    0.000207    0.000180    0.000171    0.000104   \n",
       "111    0.000203    0.000188    0.000199    0.000207    0.000180    0.000171   \n",
       "112    0.000145    0.000203    0.000188    0.000199    0.000207    0.000180   \n",
       "113    0.000205    0.000145    0.000203    0.000188    0.000199    0.000207   \n",
       "114    0.000266    0.000205    0.000145    0.000203    0.000188    0.000199   \n",
       "115    0.000276    0.000266    0.000205    0.000145    0.000203    0.000188   \n",
       "116    0.000252    0.000276    0.000266    0.000205    0.000145    0.000203   \n",
       "117    0.000246    0.000252    0.000276    0.000266    0.000205    0.000145   \n",
       "118    0.000180    0.000246    0.000252    0.000276    0.000266    0.000205   \n",
       "\n",
       "     Three_Day_Avg_Pop_Pct  Seven_Day_Avg_Pop_Pct    Pct_Change  \\\n",
       "0                 0.000120               0.000060  3.781000e-05   \n",
       "1                 0.000130               0.000080 -5.632000e-05   \n",
       "2                 0.000190               0.000120  1.833100e-04   \n",
       "3                 0.000220               0.000150 -1.686000e-05   \n",
       "4                 0.000290               0.000190  2.090000e-05   \n",
       "5                 0.000310               0.000230  6.158000e-05   \n",
       "6                 0.000320               0.000260 -3.068000e-05   \n",
       "7                 0.000144               0.000094  1.867600e-04   \n",
       "8                 0.000184               0.000121 -5.605000e-05   \n",
       "9                 0.000360               0.000290  6.823000e-05   \n",
       "10                0.000370               0.000330 -6.910000e-06   \n",
       "11                0.000240               0.000150  3.755000e-05   \n",
       "12                0.000232               0.000176 -4.110000e-06   \n",
       "13                0.000390               0.000350  8.670000e-06   \n",
       "14                0.000380               0.000360 -3.340000e-05   \n",
       "15                0.000279               0.000211  1.057100e-04   \n",
       "16                0.000410               0.000380  1.083800e-04   \n",
       "17                0.000270               0.000230 -1.266000e-04   \n",
       "18                0.000317               0.000273  1.604600e-04   \n",
       "19                0.000420               0.000390 -3.824000e-05   \n",
       "20                0.000321               0.000287 -2.240000e-05   \n",
       "21                0.000470               0.000420  6.642000e-05   \n",
       "22                0.000401               0.000323  1.024700e-04   \n",
       "23                0.000500               0.000440  6.780000e-05   \n",
       "24                0.000425               0.000353 -6.710000e-06   \n",
       "25                0.000560               0.000480  4.669000e-05   \n",
       "26                0.000540               0.000480 -1.610800e-04   \n",
       "27                0.000426               0.000370 -9.262000e-05   \n",
       "28                0.000520               0.000500  3.499000e-05   \n",
       "29                0.000401               0.000375  2.207000e-05   \n",
       "30                0.000369               0.000395 -2.554000e-05   \n",
       "31                0.000500               0.000520  8.397000e-05   \n",
       "32                0.000357               0.000387 -3.203000e-05   \n",
       "33                0.000510               0.000520 -9.115000e-05   \n",
       "34                0.000358               0.000391  5.973000e-05   \n",
       "35                0.000540               0.000530  8.153000e-05   \n",
       "36                0.000366               0.000380 -2.490000e-06   \n",
       "37                0.000540               0.000530  2.723000e-05   \n",
       "38                0.000385               0.000370  4.300000e-07   \n",
       "39                0.000540               0.000520 -1.104000e-04   \n",
       "40                0.000500               0.000520 -2.718000e-05   \n",
       "41                0.000389               0.000375  1.428000e-05   \n",
       "42                0.000420               0.000490 -1.084300e-04   \n",
       "43                0.000359               0.000362 -1.052800e-04   \n",
       "44                0.000400               0.000470  6.355000e-05   \n",
       "45                0.000319               0.000348 -2.965000e-05   \n",
       "46                0.000266               0.000336 -2.283000e-05   \n",
       "47                0.000460               0.000490  2.152200e-04   \n",
       "48                0.000480               0.000470 -2.140500e-04   \n",
       "49                0.000323               0.000347  2.223600e-04   \n",
       "50                0.000480               0.000440  6.220000e-06   \n",
       "51                0.000349               0.000341 -1.219400e-04   \n",
       "52                0.000400               0.000430 -3.526000e-05   \n",
       "53                0.000375               0.000332 -2.251000e-05   \n",
       "54                0.000370               0.000410 -4.871000e-05   \n",
       "55                0.000359               0.000334  9.782000e-05   \n",
       "56                0.000371               0.000346 -3.960000e-05   \n",
       "57                0.000320               0.000400 -6.887000e-05   \n",
       "58                0.000280               0.000380 -2.223000e-05   \n",
       "59                0.000394               0.000364  1.114000e-05   \n",
       "60                0.000270               0.000330  6.658000e-05   \n",
       "61                0.000381               0.000383 -1.201000e-05   \n",
       "62                0.000405               0.000381  7.379000e-05   \n",
       "63                0.000290               0.000320  3.191000e-05   \n",
       "64                0.000370               0.000330  1.356600e-04   \n",
       "65                0.000354               0.000366 -2.153200e-04   \n",
       "66                0.000460               0.000360  1.065700e-04   \n",
       "67                0.000348               0.000372  1.245400e-04   \n",
       "68                0.000450               0.000360 -2.760100e-04   \n",
       "69                0.000324               0.000366  1.742000e-05   \n",
       "70                0.000360               0.000350 -8.854000e-05   \n",
       "71                0.000323               0.000345 -1.454200e-04   \n",
       "72                0.000300               0.000331  5.973000e-05   \n",
       "73                0.000230               0.000340 -3.015000e-05   \n",
       "74                0.000262               0.000315 -2.889000e-05   \n",
       "75                0.000220               0.000330  6.711000e-05   \n",
       "76                0.000230               0.000320 -1.440000e-06   \n",
       "77                0.000272               0.000288 -1.100000e-07   \n",
       "78                0.000240               0.000290 -1.585000e-05   \n",
       "79                0.000267               0.000294  1.385000e-05   \n",
       "80                0.000230               0.000230 -2.085000e-05   \n",
       "81                0.000270               0.000282 -2.810000e-06   \n",
       "82                0.000230               0.000230  3.611000e-05   \n",
       "83                0.000316               0.000285  1.262700e-04   \n",
       "84                0.000293               0.000281 -1.946600e-04   \n",
       "85                0.000220               0.000220 -6.270000e-05   \n",
       "86                0.000287               0.000276  5.259000e-05   \n",
       "87                0.000190               0.000220 -3.861000e-05   \n",
       "88                0.000204               0.000260 -1.084200e-04   \n",
       "89                0.000210               0.000255  7.379000e-05   \n",
       "90                0.000200               0.000248  4.540000e-06   \n",
       "91                0.000199               0.000230 -7.920000e-05   \n",
       "92                0.000177               0.000195  6.920000e-06   \n",
       "93                0.000142               0.000183 -3.322000e-05   \n",
       "94                0.000127               0.000161 -1.807000e-05   \n",
       "95                0.000104               0.000152 -1.742000e-05   \n",
       "96                0.000106               0.000139  4.133000e-05   \n",
       "97                0.000125               0.000129  3.214000e-05   \n",
       "98                0.000128               0.000122 -6.200000e-05   \n",
       "99                0.000151               0.000127  9.706000e-05   \n",
       "100               0.000165               0.000139  8.440000e-06   \n",
       "101               0.000127               0.000103  3.813000e-05   \n",
       "102               0.000135               0.000112 -8.260000e-06   \n",
       "103               0.000132               0.000121 -3.763000e-05   \n",
       "104               0.000139               0.000135  6.645000e-05   \n",
       "105               0.000152               0.000140  8.630000e-06   \n",
       "106               0.000186               0.000152  2.699000e-05   \n",
       "107               0.000195               0.000165 -7.260000e-06   \n",
       "108               0.000198               0.000170 -1.157000e-05   \n",
       "109               0.000197               0.000179  1.555000e-05   \n",
       "110               0.000179               0.000185 -5.849000e-05   \n",
       "111               0.000184               0.000189  6.037000e-05   \n",
       "112               0.000205               0.000202  6.100000e-05   \n",
       "113               0.000249               0.000212  9.400000e-06   \n",
       "114               0.000265               0.000219 -2.358000e-05   \n",
       "115               0.000258               0.000228 -6.420000e-06   \n",
       "116               0.000226               0.000224 -6.559000e-05   \n",
       "117               0.000200               0.000228 -6.660000e-06   \n",
       "118               0.000219               0.000242  1.294600e-04   \n",
       "\n",
       "     Pct_Change_M1  Pct_Change_M2  Pct_Change_M3  Pct_Change_M4  \\\n",
       "0     5.312700e-05   3.190800e-05   2.696200e-05   1.223000e-06   \n",
       "1     3.781000e-05   5.312700e-05   3.190800e-05   2.696200e-05   \n",
       "2    -5.632000e-05   3.781000e-05   5.312700e-05   3.190800e-05   \n",
       "3     1.833100e-04  -5.632000e-05   3.781000e-05   5.312700e-05   \n",
       "4    -1.686000e-05   1.833100e-04  -5.632000e-05   3.781000e-05   \n",
       "5     2.090000e-05  -1.686000e-05   1.833100e-04  -5.632000e-05   \n",
       "6     6.158000e-05   2.090000e-05  -1.686000e-05   1.833100e-04   \n",
       "7    -1.103700e-05  -1.049600e-05   3.668100e-05   1.612200e-05   \n",
       "8     1.867600e-04  -1.103700e-05  -1.049600e-05   3.668100e-05   \n",
       "9    -3.068000e-05   6.158000e-05   2.090000e-05  -1.686000e-05   \n",
       "10    6.823000e-05  -3.068000e-05   6.158000e-05   2.090000e-05   \n",
       "11   -5.605000e-05   1.867600e-04  -1.103700e-05  -1.049600e-05   \n",
       "12    3.755000e-05  -5.605000e-05   1.867600e-04  -1.103700e-05   \n",
       "13   -6.910000e-06   6.823000e-05  -3.068000e-05   6.158000e-05   \n",
       "14    8.670000e-06  -6.910000e-06   6.823000e-05  -3.068000e-05   \n",
       "15   -4.110000e-06   3.755000e-05  -5.605000e-05   1.867600e-04   \n",
       "16   -3.340000e-05   8.670000e-06  -6.910000e-06   6.823000e-05   \n",
       "17    1.057100e-04  -4.110000e-06   3.755000e-05  -5.605000e-05   \n",
       "18   -1.266000e-04   1.057100e-04  -4.110000e-06   3.755000e-05   \n",
       "19    1.083800e-04  -3.340000e-05   8.670000e-06  -6.910000e-06   \n",
       "20    1.604600e-04  -1.266000e-04   1.057100e-04  -4.110000e-06   \n",
       "21   -3.824000e-05   1.083800e-04  -3.340000e-05   8.670000e-06   \n",
       "22   -2.240000e-05   1.604600e-04  -1.266000e-04   1.057100e-04   \n",
       "23    6.642000e-05  -3.824000e-05   1.083800e-04  -3.340000e-05   \n",
       "24    1.024700e-04  -2.240000e-05   1.604600e-04  -1.266000e-04   \n",
       "25    6.780000e-05   6.642000e-05  -3.824000e-05   1.083800e-04   \n",
       "26    4.669000e-05   6.780000e-05   6.642000e-05  -3.824000e-05   \n",
       "27   -6.710000e-06   1.024700e-04  -2.240000e-05   1.604600e-04   \n",
       "28   -1.610800e-04   4.669000e-05   6.780000e-05   6.642000e-05   \n",
       "29   -9.262000e-05  -6.710000e-06   1.024700e-04  -2.240000e-05   \n",
       "30    2.207000e-05  -9.262000e-05  -6.710000e-06   1.024700e-04   \n",
       "31    3.499000e-05  -1.610800e-04   4.669000e-05   6.780000e-05   \n",
       "32   -2.554000e-05   2.207000e-05  -9.262000e-05  -6.710000e-06   \n",
       "33    8.397000e-05   3.499000e-05  -1.610800e-04   4.669000e-05   \n",
       "34   -3.203000e-05  -2.554000e-05   2.207000e-05  -9.262000e-05   \n",
       "35   -9.115000e-05   8.397000e-05   3.499000e-05  -1.610800e-04   \n",
       "36    5.973000e-05  -3.203000e-05  -2.554000e-05   2.207000e-05   \n",
       "37    8.153000e-05  -9.115000e-05   8.397000e-05   3.499000e-05   \n",
       "38   -2.490000e-06   5.973000e-05  -3.203000e-05  -2.554000e-05   \n",
       "39    2.723000e-05   8.153000e-05  -9.115000e-05   8.397000e-05   \n",
       "40   -1.104000e-04   2.723000e-05   8.153000e-05  -9.115000e-05   \n",
       "41    4.300000e-07  -2.490000e-06   5.973000e-05  -3.203000e-05   \n",
       "42   -2.718000e-05  -1.104000e-04   2.723000e-05   8.153000e-05   \n",
       "43    1.428000e-05   4.300000e-07  -2.490000e-06   5.973000e-05   \n",
       "44   -1.084300e-04  -2.718000e-05  -1.104000e-04   2.723000e-05   \n",
       "45   -1.052800e-04   1.428000e-05   4.300000e-07  -2.490000e-06   \n",
       "46   -2.965000e-05  -1.052800e-04   1.428000e-05   4.300000e-07   \n",
       "47    6.355000e-05  -1.084300e-04  -2.718000e-05  -1.104000e-04   \n",
       "48    2.152200e-04   6.355000e-05  -1.084300e-04  -2.718000e-05   \n",
       "49   -2.283000e-05  -2.965000e-05  -1.052800e-04   1.428000e-05   \n",
       "50   -2.140500e-04   2.152200e-04   6.355000e-05  -1.084300e-04   \n",
       "51    2.223600e-04  -2.283000e-05  -2.965000e-05  -1.052800e-04   \n",
       "52    6.220000e-06  -2.140500e-04   2.152200e-04   6.355000e-05   \n",
       "53   -1.219400e-04   2.223600e-04  -2.283000e-05  -2.965000e-05   \n",
       "54   -3.526000e-05   6.220000e-06  -2.140500e-04   2.152200e-04   \n",
       "55   -2.251000e-05  -1.219400e-04   2.223600e-04  -2.283000e-05   \n",
       "56    9.782000e-05  -2.251000e-05  -1.219400e-04   2.223600e-04   \n",
       "57   -4.871000e-05  -3.526000e-05   6.220000e-06  -2.140500e-04   \n",
       "58   -6.887000e-05  -4.871000e-05  -3.526000e-05   6.220000e-06   \n",
       "59   -3.960000e-05   9.782000e-05  -2.251000e-05  -1.219400e-04   \n",
       "60   -2.223000e-05  -6.887000e-05  -4.871000e-05  -3.526000e-05   \n",
       "61    1.114000e-05  -3.960000e-05   9.782000e-05  -2.251000e-05   \n",
       "62   -1.201000e-05   1.114000e-05  -3.960000e-05   9.782000e-05   \n",
       "63    6.658000e-05  -2.223000e-05  -6.887000e-05  -4.871000e-05   \n",
       "64    3.191000e-05   6.658000e-05  -2.223000e-05  -6.887000e-05   \n",
       "65    7.379000e-05  -1.201000e-05   1.114000e-05  -3.960000e-05   \n",
       "66    1.356600e-04   3.191000e-05   6.658000e-05  -2.223000e-05   \n",
       "67   -2.153200e-04   7.379000e-05  -1.201000e-05   1.114000e-05   \n",
       "68    1.065700e-04   1.356600e-04   3.191000e-05   6.658000e-05   \n",
       "69    1.245400e-04  -2.153200e-04   7.379000e-05  -1.201000e-05   \n",
       "70   -2.760100e-04   1.065700e-04   1.356600e-04   3.191000e-05   \n",
       "71    1.742000e-05   1.245400e-04  -2.153200e-04   7.379000e-05   \n",
       "72   -1.454200e-04   1.742000e-05   1.245400e-04  -2.153200e-04   \n",
       "73   -8.854000e-05  -2.760100e-04   1.065700e-04   1.356600e-04   \n",
       "74    5.973000e-05  -1.454200e-04   1.742000e-05   1.245400e-04   \n",
       "75   -3.015000e-05  -8.854000e-05  -2.760100e-04   1.065700e-04   \n",
       "76    6.711000e-05  -3.015000e-05  -8.854000e-05  -2.760100e-04   \n",
       "77   -2.889000e-05   5.973000e-05  -1.454200e-04   1.742000e-05   \n",
       "78   -1.440000e-06   6.711000e-05  -3.015000e-05  -8.854000e-05   \n",
       "79   -1.100000e-07  -2.889000e-05   5.973000e-05  -1.454200e-04   \n",
       "80   -1.585000e-05  -1.440000e-06   6.711000e-05  -3.015000e-05   \n",
       "81    1.385000e-05  -1.100000e-07  -2.889000e-05   5.973000e-05   \n",
       "82   -2.085000e-05  -1.585000e-05  -1.440000e-06   6.711000e-05   \n",
       "83   -2.810000e-06   1.385000e-05  -1.100000e-07  -2.889000e-05   \n",
       "84    1.262700e-04  -2.810000e-06   1.385000e-05  -1.100000e-07   \n",
       "85    3.611000e-05  -2.085000e-05  -1.585000e-05  -1.440000e-06   \n",
       "86   -1.946600e-04   1.262700e-04  -2.810000e-06   1.385000e-05   \n",
       "87   -6.270000e-05   3.611000e-05  -2.085000e-05  -1.585000e-05   \n",
       "88    5.259000e-05  -1.946600e-04   1.262700e-04  -2.810000e-06   \n",
       "89   -1.084200e-04   5.259000e-05  -1.946600e-04   1.262700e-04   \n",
       "90    7.379000e-05  -1.084200e-04   5.259000e-05  -1.946600e-04   \n",
       "91    4.540000e-06   7.379000e-05  -1.084200e-04   5.259000e-05   \n",
       "92   -7.920000e-05   4.540000e-06   7.379000e-05  -1.084200e-04   \n",
       "93    6.920000e-06  -7.920000e-05   4.540000e-06   7.379000e-05   \n",
       "94   -3.322000e-05   6.920000e-06  -7.920000e-05   4.540000e-06   \n",
       "95   -1.807000e-05  -3.322000e-05   6.920000e-06  -7.920000e-05   \n",
       "96   -1.742000e-05  -1.807000e-05  -3.322000e-05   6.920000e-06   \n",
       "97    4.133000e-05  -1.742000e-05  -1.807000e-05  -3.322000e-05   \n",
       "98    3.214000e-05   4.133000e-05  -1.742000e-05  -1.807000e-05   \n",
       "99   -6.200000e-05   3.214000e-05   4.133000e-05  -1.742000e-05   \n",
       "100   9.706000e-05  -6.200000e-05   3.214000e-05   4.133000e-05   \n",
       "101  -5.200000e-06  -3.020000e-05   7.610000e-05   2.670000e-05   \n",
       "102   3.813000e-05  -5.200000e-06  -3.020000e-05   7.610000e-05   \n",
       "103  -8.260000e-06   3.813000e-05  -5.200000e-06  -3.020000e-05   \n",
       "104  -3.763000e-05  -8.260000e-06   3.813000e-05  -5.200000e-06   \n",
       "105   6.645000e-05  -3.763000e-05  -8.260000e-06   3.813000e-05   \n",
       "106   8.630000e-06   6.645000e-05  -3.763000e-05  -8.260000e-06   \n",
       "107   2.699000e-05   8.630000e-06   6.645000e-05  -3.763000e-05   \n",
       "108  -7.260000e-06   2.699000e-05   8.630000e-06   6.645000e-05   \n",
       "109  -1.157000e-05  -7.260000e-06   2.699000e-05   8.630000e-06   \n",
       "110   1.555000e-05  -1.157000e-05  -7.260000e-06   2.699000e-05   \n",
       "111  -5.849000e-05   1.555000e-05  -1.157000e-05  -7.260000e-06   \n",
       "112   6.037000e-05  -5.849000e-05   1.555000e-05  -1.157000e-05   \n",
       "113   6.100000e-05   6.037000e-05  -5.849000e-05   1.555000e-05   \n",
       "114   9.400000e-06   6.100000e-05   6.037000e-05  -5.849000e-05   \n",
       "115  -2.358000e-05   9.400000e-06   6.100000e-05   6.037000e-05   \n",
       "116  -6.420000e-06  -2.358000e-05   9.400000e-06   6.100000e-05   \n",
       "117  -6.559000e-05  -6.420000e-06  -2.358000e-05   9.400000e-06   \n",
       "118  -6.660000e-06  -6.559000e-05  -6.420000e-06  -2.358000e-05   \n",
       "\n",
       "     Pct_Change_M5  Pct_Change_M6  Pct_Change_M7  Three_Day_Avg_Pct_Chg  \\\n",
       "0     5.584000e-06   7.450000e-07   0.000000e+00           4.000000e-05   \n",
       "1     1.223000e-06   5.584000e-06   7.450000e-07           1.000000e-05   \n",
       "2     2.696200e-05   1.223000e-06   5.584000e-06           5.000000e-05   \n",
       "3     3.190800e-05   2.696200e-05   1.223000e-06           4.000000e-05   \n",
       "4     5.312700e-05   3.190800e-05   2.696200e-05           6.000000e-05   \n",
       "5     3.781000e-05   5.312700e-05   3.190800e-05           2.000000e-05   \n",
       "6    -5.632000e-05   3.781000e-05   5.312700e-05           2.000000e-05   \n",
       "7     3.094600e-05  -1.796200e-05   1.666300e-05           5.508000e-05   \n",
       "8     1.612200e-05   3.094600e-05  -1.796200e-05           3.989000e-05   \n",
       "9     1.833100e-04  -5.632000e-05   3.781000e-05           3.000000e-05   \n",
       "10   -1.686000e-05   1.833100e-04  -5.632000e-05           1.000000e-05   \n",
       "11    3.668100e-05   1.612200e-05   3.094600e-05           5.609000e-05   \n",
       "12   -1.049600e-05   3.668100e-05   1.612200e-05          -7.540000e-06   \n",
       "13    2.090000e-05  -1.686000e-05   1.833100e-04           2.000000e-05   \n",
       "14    6.158000e-05   2.090000e-05  -1.686000e-05          -1.000000e-05   \n",
       "15   -1.103700e-05  -1.049600e-05   3.668100e-05           4.638000e-05   \n",
       "16   -3.068000e-05   6.158000e-05   2.090000e-05           3.000000e-05   \n",
       "17    1.867600e-04  -1.103700e-05  -1.049600e-05          -8.330000e-06   \n",
       "18   -5.605000e-05   1.867600e-04  -1.103700e-05           4.653000e-05   \n",
       "19    6.823000e-05  -3.068000e-05   6.158000e-05           1.000000e-05   \n",
       "20    3.755000e-05  -5.605000e-05   1.867600e-04           3.820000e-06   \n",
       "21   -6.910000e-06   6.823000e-05  -3.068000e-05           5.000000e-05   \n",
       "22   -4.110000e-06   3.755000e-05  -5.605000e-05           8.018000e-05   \n",
       "23    8.670000e-06  -6.910000e-06   6.823000e-05           3.000000e-05   \n",
       "24    1.057100e-04  -4.110000e-06   3.755000e-05           2.445000e-05   \n",
       "25   -3.340000e-05   8.670000e-06  -6.910000e-06           6.000000e-05   \n",
       "26    1.083800e-04  -3.340000e-05   8.670000e-06          -2.000000e-05   \n",
       "27   -1.266000e-04   1.057100e-04  -4.110000e-06           1.050000e-06   \n",
       "28   -3.824000e-05   1.083800e-04  -3.340000e-05          -3.000000e-05   \n",
       "29    1.604600e-04  -1.266000e-04   1.057100e-04          -2.575000e-05   \n",
       "30   -2.240000e-05   1.604600e-04  -1.266000e-04          -3.203000e-05   \n",
       "31    6.642000e-05  -3.824000e-05   1.083800e-04          -1.000000e-05   \n",
       "32    1.024700e-04  -2.240000e-05   1.604600e-04          -1.183000e-05   \n",
       "33    6.780000e-05   6.642000e-05  -3.824000e-05           1.000000e-05   \n",
       "34   -6.710000e-06   1.024700e-04  -2.240000e-05           7.200000e-07   \n",
       "35    4.669000e-05   6.780000e-05   6.642000e-05           2.000000e-05   \n",
       "36   -9.262000e-05  -6.710000e-06   1.024700e-04           8.400000e-06   \n",
       "37   -1.610800e-04   4.669000e-05   6.780000e-05           1.000000e-05   \n",
       "38    2.207000e-05  -9.262000e-05  -6.710000e-06           1.922000e-05   \n",
       "39    3.499000e-05  -1.610800e-04   4.669000e-05           0.000000e+00   \n",
       "40    8.397000e-05   3.499000e-05  -1.610800e-04          -4.000000e-05   \n",
       "41   -2.554000e-05   2.207000e-05  -9.262000e-05           4.080000e-06   \n",
       "42   -9.115000e-05   8.397000e-05   3.499000e-05          -8.000000e-05   \n",
       "43   -3.203000e-05  -2.554000e-05   2.207000e-05          -3.019000e-05   \n",
       "44    8.153000e-05  -9.115000e-05   8.397000e-05          -2.000000e-05   \n",
       "45    5.973000e-05  -3.203000e-05  -2.554000e-05          -4.022000e-05   \n",
       "46   -2.490000e-06   5.973000e-05  -3.203000e-05          -5.259000e-05   \n",
       "47    2.723000e-05   8.153000e-05  -9.115000e-05           6.000000e-05   \n",
       "48   -1.104000e-04   2.723000e-05   8.153000e-05           2.000000e-05   \n",
       "49    4.300000e-07  -2.490000e-06   5.973000e-05           5.663000e-05   \n",
       "50   -2.718000e-05  -1.104000e-04   2.723000e-05           0.000000e+00   \n",
       "51    1.428000e-05   4.300000e-07  -2.490000e-06           2.586000e-05   \n",
       "52   -1.084300e-04  -2.718000e-05  -1.104000e-04          -8.000000e-05   \n",
       "53   -1.052800e-04   1.428000e-05   4.300000e-07           2.597000e-05   \n",
       "54    6.355000e-05  -1.084300e-04  -2.718000e-05          -3.000000e-05   \n",
       "55   -2.965000e-05  -1.052800e-04   1.428000e-05          -1.555000e-05   \n",
       "56   -2.283000e-05  -2.965000e-05  -1.052800e-04           1.190000e-05   \n",
       "57    2.152200e-04   6.355000e-05  -1.084300e-04          -5.000000e-05   \n",
       "58   -2.140500e-04   2.152200e-04   6.355000e-05          -5.000000e-05   \n",
       "59    2.223600e-04  -2.283000e-05  -2.965000e-05           2.312000e-05   \n",
       "60    6.220000e-06  -2.140500e-04   2.152200e-04          -1.000000e-05   \n",
       "61   -1.219400e-04   2.223600e-04  -2.283000e-05          -1.349000e-05   \n",
       "62   -2.251000e-05  -1.219400e-04   2.223600e-04           2.431000e-05   \n",
       "63   -3.526000e-05   6.220000e-06  -2.140500e-04           3.000000e-05   \n",
       "64   -4.871000e-05  -3.526000e-05   6.220000e-06           8.000000e-05   \n",
       "65    9.782000e-05  -2.251000e-05  -1.219400e-04          -5.118000e-05   \n",
       "66   -6.887000e-05  -4.871000e-05  -3.526000e-05           9.000000e-05   \n",
       "67   -3.960000e-05   9.782000e-05  -2.251000e-05          -5.660000e-06   \n",
       "68   -2.223000e-05  -6.887000e-05  -4.871000e-05          -1.000000e-05   \n",
       "69    1.114000e-05  -3.960000e-05   9.782000e-05          -2.445000e-05   \n",
       "70    6.658000e-05  -2.223000e-05  -6.887000e-05          -9.000000e-05   \n",
       "71   -1.201000e-05   1.114000e-05  -3.960000e-05          -1.150000e-06   \n",
       "72    7.379000e-05  -1.201000e-05   1.114000e-05          -2.276000e-05   \n",
       "73    3.191000e-05   6.658000e-05  -2.223000e-05          -1.300000e-04   \n",
       "74   -2.153200e-04   7.379000e-05  -1.201000e-05          -3.820000e-05   \n",
       "75    1.356600e-04   3.191000e-05   6.658000e-05          -2.000000e-05   \n",
       "76    1.065700e-04   1.356600e-04   3.191000e-05           1.000000e-05   \n",
       "77    1.245400e-04  -2.153200e-04   7.379000e-05           1.024000e-05   \n",
       "78   -2.760100e-04   1.065700e-04   1.356600e-04           2.000000e-05   \n",
       "79    1.742000e-05   1.245400e-04  -2.153200e-04          -5.050000e-06   \n",
       "80   -8.854000e-05  -2.760100e-04   1.065700e-04          -1.000000e-05   \n",
       "81   -1.454200e-04   1.742000e-05   1.245400e-04           3.640000e-06   \n",
       "82   -3.015000e-05  -8.854000e-05  -2.760100e-04           0.000000e+00   \n",
       "83    5.973000e-05  -1.454200e-04   1.742000e-05           4.577000e-05   \n",
       "84   -2.889000e-05   5.973000e-05  -1.454200e-04          -2.373000e-05   \n",
       "85    6.711000e-05  -3.015000e-05  -8.854000e-05          -2.000000e-05   \n",
       "86   -1.100000e-07  -2.889000e-05   5.973000e-05          -5.270000e-06   \n",
       "87   -1.440000e-06   6.711000e-05  -3.015000e-05          -2.000000e-05   \n",
       "88    1.385000e-05  -1.100000e-07  -2.889000e-05          -8.350000e-05   \n",
       "89   -2.810000e-06   1.385000e-05  -1.100000e-07           5.990000e-06   \n",
       "90    1.262700e-04  -2.810000e-06   1.385000e-05          -1.003000e-05   \n",
       "91   -1.946600e-04   1.262700e-04  -2.810000e-06          -2.900000e-07   \n",
       "92    5.259000e-05  -1.946600e-04   1.262700e-04          -2.258000e-05   \n",
       "93   -1.084200e-04   5.259000e-05  -1.946600e-04          -3.517000e-05   \n",
       "94    7.379000e-05  -1.084200e-04   5.259000e-05          -1.479000e-05   \n",
       "95    4.540000e-06   7.379000e-05  -1.084200e-04          -2.290000e-05   \n",
       "96   -7.920000e-05   4.540000e-06   7.379000e-05           1.950000e-06   \n",
       "97    6.920000e-06  -7.920000e-05   4.540000e-06           1.868000e-05   \n",
       "98   -3.322000e-05   6.920000e-06  -7.920000e-05           3.820000e-06   \n",
       "99   -1.807000e-05  -3.322000e-05   6.920000e-06           2.240000e-05   \n",
       "100  -1.742000e-05  -1.807000e-05  -3.322000e-05           1.450000e-05   \n",
       "101  -3.090000e-05   2.600000e-06   5.400000e-06           9.400000e-07   \n",
       "102   2.670000e-05  -3.090000e-05   2.600000e-06           8.240000e-06   \n",
       "103   7.610000e-05   2.670000e-05  -3.090000e-05          -2.590000e-06   \n",
       "104  -3.020000e-05   7.610000e-05   2.670000e-05           6.860000e-06   \n",
       "105  -5.200000e-06  -3.020000e-05   7.610000e-05           1.249000e-05   \n",
       "106   3.813000e-05  -5.200000e-06  -3.020000e-05           3.402000e-05   \n",
       "107  -8.260000e-06   3.813000e-05  -5.200000e-06           9.450000e-06   \n",
       "108  -3.763000e-05  -8.260000e-06   3.813000e-05           2.720000e-06   \n",
       "109   6.645000e-05  -3.763000e-05  -8.260000e-06          -1.090000e-06   \n",
       "110   8.630000e-06   6.645000e-05  -3.763000e-05          -1.817000e-05   \n",
       "111   2.699000e-05   8.630000e-06   6.645000e-05           5.810000e-06   \n",
       "112  -7.260000e-06   2.699000e-05   8.630000e-06           2.096000e-05   \n",
       "113  -1.157000e-05  -7.260000e-06   2.699000e-05           4.359000e-05   \n",
       "114   1.555000e-05  -1.157000e-05  -7.260000e-06           1.561000e-05   \n",
       "115  -5.849000e-05   1.555000e-05  -1.157000e-05          -6.870000e-06   \n",
       "116   6.037000e-05  -5.849000e-05   1.555000e-05          -3.186000e-05   \n",
       "117   6.100000e-05   6.037000e-05  -5.849000e-05          -2.622000e-05   \n",
       "118   9.400000e-06   6.100000e-05   6.037000e-05           1.907000e-05   \n",
       "\n",
       "     Seven_Day_Avg_Pct_Chg  \n",
       "0                 0.000020  \n",
       "1                 0.000010  \n",
       "2                 0.000040  \n",
       "3                 0.000040  \n",
       "4                 0.000040  \n",
       "5                 0.000040  \n",
       "6                 0.000030  \n",
       "7                 0.000033  \n",
       "8                 0.000028  \n",
       "9                 0.000030  \n",
       "10                0.000040  \n",
       "11                0.000028  \n",
       "12                0.000026  \n",
       "13                0.000010  \n",
       "14                0.000010  \n",
       "15                0.000035  \n",
       "16                0.000030  \n",
       "17                0.000019  \n",
       "18                0.000043  \n",
       "19                0.000010  \n",
       "20                0.000014  \n",
       "21                0.000020  \n",
       "22                0.000036  \n",
       "23                0.000020  \n",
       "24                0.000030  \n",
       "25                0.000030  \n",
       "26                0.000010  \n",
       "27                0.000017  \n",
       "28                0.000020  \n",
       "29                0.000005  \n",
       "30                0.000020  \n",
       "31                0.000010  \n",
       "32               -0.000008  \n",
       "33                0.000010  \n",
       "34                0.000004  \n",
       "35                0.000010  \n",
       "36               -0.000011  \n",
       "37                0.000000  \n",
       "38               -0.000010  \n",
       "39               -0.000020  \n",
       "40                0.000000  \n",
       "41                0.000005  \n",
       "42               -0.000020  \n",
       "43               -0.000013  \n",
       "44               -0.000020  \n",
       "45               -0.000014  \n",
       "46               -0.000012  \n",
       "47                0.000020  \n",
       "48               -0.000020  \n",
       "49                0.000011  \n",
       "50               -0.000030  \n",
       "51               -0.000006  \n",
       "52               -0.000010  \n",
       "53               -0.000009  \n",
       "54               -0.000020  \n",
       "55                0.000003  \n",
       "56                0.000012  \n",
       "57               -0.000010  \n",
       "58               -0.000020  \n",
       "59                0.000018  \n",
       "60               -0.000050  \n",
       "61                0.000019  \n",
       "62               -0.000002  \n",
       "63               -0.000010  \n",
       "64                0.000010  \n",
       "65               -0.000015  \n",
       "66                0.000030  \n",
       "67                0.000006  \n",
       "68                0.000000  \n",
       "69               -0.000006  \n",
       "70               -0.000010  \n",
       "71               -0.000021  \n",
       "72               -0.000014  \n",
       "73               -0.000010  \n",
       "74               -0.000016  \n",
       "75               -0.000010  \n",
       "76               -0.000010  \n",
       "77               -0.000027  \n",
       "78               -0.000030  \n",
       "79                0.000006  \n",
       "80               -0.000050  \n",
       "81               -0.000012  \n",
       "82               -0.000010  \n",
       "83                0.000003  \n",
       "84               -0.000004  \n",
       "85                0.000000  \n",
       "86               -0.000005  \n",
       "87               -0.000010  \n",
       "88               -0.000016  \n",
       "89               -0.000006  \n",
       "90               -0.000007  \n",
       "91               -0.000018  \n",
       "92               -0.000035  \n",
       "93               -0.000012  \n",
       "94               -0.000022  \n",
       "95               -0.000009  \n",
       "96               -0.000014  \n",
       "97               -0.000010  \n",
       "98               -0.000007  \n",
       "99                0.000006  \n",
       "100               0.000012  \n",
       "101               0.000011  \n",
       "102               0.000010  \n",
       "103               0.000009  \n",
       "104               0.000014  \n",
       "105               0.000005  \n",
       "106               0.000013  \n",
       "107               0.000012  \n",
       "108               0.000005  \n",
       "109               0.000009  \n",
       "110               0.000006  \n",
       "111               0.000005  \n",
       "112               0.000012  \n",
       "113               0.000010  \n",
       "114               0.000008  \n",
       "115               0.000008  \n",
       "116              -0.000003  \n",
       "117               0.000004  \n",
       "118               0.000014  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_rows', 500)\n",
    "corona_data = corona_data.reset_index()\n",
    "corona_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a Test and Train Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 119 entries, 0 to 118\n",
      "Data columns (total 19 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
      " 0   Curve_Day              119 non-null    int64  \n",
      " 1   Pop_Pct_M1             119 non-null    float64\n",
      " 2   Pop_Pct_M2             119 non-null    float64\n",
      " 3   Pop_Pct_M3             119 non-null    float64\n",
      " 4   Pop_Pct_M4             119 non-null    float64\n",
      " 5   Pop_Pct_M5             119 non-null    float64\n",
      " 6   Pop_Pct_M6             119 non-null    float64\n",
      " 7   Pop_Pct_M7             119 non-null    float64\n",
      " 8   Three_Day_Avg_Pop_Pct  119 non-null    float64\n",
      " 9   Seven_Day_Avg_Pop_Pct  119 non-null    float64\n",
      " 10  Pct_Change_M1          119 non-null    float64\n",
      " 11  Pct_Change_M2          119 non-null    float64\n",
      " 12  Pct_Change_M3          119 non-null    float64\n",
      " 13  Pct_Change_M4          119 non-null    float64\n",
      " 14  Pct_Change_M5          119 non-null    float64\n",
      " 15  Pct_Change_M6          119 non-null    float64\n",
      " 16  Pct_Change_M7          119 non-null    float64\n",
      " 17  Three_Day_Avg_Pct_Chg  119 non-null    float64\n",
      " 18  Seven_Day_Avg_Pct_Chg  119 non-null    float64\n",
      "dtypes: float64(18), int64(1)\n",
      "memory usage: 17.8 KB\n"
     ]
    }
   ],
   "source": [
    "y = corona_data[\"Pop_Pct\"]\n",
    "X = corona_data.drop(['index','State','Date','Pop_Pct','Daily_New_Cases','Pct_Change'], 1)\n",
    "\n",
    "X.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perform Cross Validation for Time Series Data\n",
    "\n",
    "### Time Series Split\n",
    "**This is a form of cross validation for time series data where each fold is a superset of the previous fold, and test records are selected from records / indices which occur after the training data.**\n",
    "* Note below that each \n",
    "* https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold 0 Train Records: 19 Test Records: 10\n",
      "Fold 1 Train Records: 29 Test Records: 10\n",
      "Fold 2 Train Records: 39 Test Records: 10\n",
      "Fold 3 Train Records: 49 Test Records: 10\n",
      "Fold 4 Train Records: 59 Test Records: 10\n",
      "Fold 5 Train Records: 69 Test Records: 10\n",
      "Fold 6 Train Records: 79 Test Records: 10\n",
      "Fold 7 Train Records: 89 Test Records: 10\n",
      "Fold 8 Train Records: 99 Test Records: 10\n",
      "Fold 9 Train Records: 109 Test Records: 10\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import TimeSeriesSplit\n",
    "\n",
    "n=10\n",
    "cv = TimeSeriesSplit(n_splits=n)\n",
    "x = cv.split(X,y)\n",
    "\n",
    "for i in range(n):\n",
    "    train, test = next(x)\n",
    "    print('Fold',i,'Train Records:',len(train),'Test Records:', len(test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scale the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(119, 19)"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Scale dataset converting to standard normally distributed data \n",
    "# (e.g. Gaussian with 0 mean and unit variance).\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "#Fit to data for scaling\n",
    "scaler = StandardScaler()\n",
    "scaler.fit(X)\n",
    "\n",
    "# Transform training data\n",
    "# This makes our model's coefficients take on the same scale for \n",
    "# accurate feature importance analisys \n",
    "X_scaled = scaler.transform(X)\n",
    "\n",
    "X_scaled.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Polynomial Features \n",
    "**You may use polynomial features to perform regression on curved data**\n",
    "\n",
    "#### Helpful Links\n",
    "* https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.PolynomialFeatures.html\n",
    "* https://stackoverflow.com/questions/51906274/cannot-understand-with-sklearns-polynomialfeatures\n",
    "* https://stackoverflow.com/questions/32660231/how-to-fit-a-polynomial-curve-to-data-using-scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(119, 210)"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create polynomial features to try and let the model know we are dealing with a curve\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "\n",
    "poly = PolynomialFeatures(2)\n",
    "poly.fit(X_scaled)\n",
    "\n",
    "X_scaled_poly = poly.transform(X_scaled)\n",
    "\n",
    "X_scaled_poly.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper Functions and Metrics to Evaluate our Regression Model Performance  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Use mean absolute error (MAE) to score the regression models created \n",
    "#(the scale of MAE is identical to the response variable)\n",
    "from sklearn.metrics import mean_absolute_error, make_scorer, mean_squared_error\n",
    "\n",
    "#Function for Root mean squared error\n",
    "#https://stackoverflow.com/questions/17197492/root-mean-square-error-in-python\n",
    "def rmse(y_actual, y_predicted):\n",
    "    return np.sqrt(mean_squared_error(y_actual, y_predicted))\n",
    "\n",
    "#Function for Mean Absolute Percentage Error (MAPE) - Untested\n",
    "#Adapted from - https://stackoverflow.com/questions/42250958/how-to-optimize-mape-code-in-python\n",
    "def mape(y_actual, y_predicted): \n",
    "    mask = y_actual != 0\n",
    "    return (np.fabs(y_actual - y_predicted)/y_actual)[mask].mean() * 100\n",
    "\n",
    "#Create scorers for rmse and mape functions\n",
    "mae_scorer = make_scorer(score_func=mean_absolute_error, greater_is_better=False)\n",
    "rmse_scorer = make_scorer(score_func=rmse, greater_is_better=False)\n",
    "mape_scorer = make_scorer(score_func=mape, greater_is_better=False)\n",
    "\n",
    "#Make scorer array to pass into cross_validate() function for producing mutiple scores for each cv fold.\n",
    "errorScoring = {'MAE':  mae_scorer, \n",
    "                'RMSE': rmse_scorer,\n",
    "                'MAPE': mape_scorer\n",
    "               } "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import cross_validate\n",
    "\n",
    "def EvaluateRegressionEstimator(regEstimator, X, y, cv):\n",
    "    \n",
    "    scores = cross_validate(regEstimator, X, y, scoring=errorScoring, cv=cv, return_train_score=True)\n",
    "\n",
    "    #cross val score sign-flips the outputs of MAE\n",
    "    # https://github.com/scikit-learn/scikit-learn/issues/2439\n",
    "    scores['test_MAE'] = scores['test_MAE'] * -1\n",
    "    scores['test_MAPE'] = scores['test_MAPE'] * -1\n",
    "    scores['test_RMSE'] = scores['test_RMSE'] * -1\n",
    "\n",
    "    #print mean MAE for all folds \n",
    "    maeAvg = scores['test_MAE'].mean()\n",
    "    print_str = \"The average MAE for all cv folds is: \\t\\t\\t {maeAvg:.5}\"\n",
    "    print(print_str.format(maeAvg=maeAvg))\n",
    "\n",
    "    #print mean test_MAPE for all folds\n",
    "    scores['test_MAPE'] = scores['test_MAPE']\n",
    "    mape_avg = scores['test_MAPE'].mean()\n",
    "    print_str = \"The average MAE percentage (MAPE) for all cv folds is: \\t {mape_avg:.5}\"\n",
    "    print(print_str.format(mape_avg=mape_avg))\n",
    "\n",
    "    #print mean MAE for all folds \n",
    "    RMSEavg = scores['test_RMSE'].mean()\n",
    "    print_str = \"The average RMSE for all cv folds is: \\t\\t\\t {RMSEavg:.5}\"\n",
    "    print(print_str.format(RMSEavg=RMSEavg))\n",
    "    print('*********************************************************')\n",
    "\n",
    "    print('Cross Validation Fold Mean Error Scores')\n",
    "    scoresResults = pd.DataFrame()\n",
    "    scoresResults['MAE'] = scores['test_MAE']\n",
    "    scoresResults['MAPE'] = scores['test_MAPE']\n",
    "    scoresResults['RMSE'] = scores['test_RMSE']\n",
    "    return scoresResults"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear Regression Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 10 folds for each of 4 candidates, totalling 40 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "[Parallel(n_jobs=1)]: Done  40 out of  40 | elapsed:    0.0s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=TimeSeriesSplit(max_train_size=None, n_splits=10),\n",
       "             error_score=nan,\n",
       "             estimator=LinearRegression(copy_X=True, fit_intercept=True,\n",
       "                                        n_jobs=None, normalize=False),\n",
       "             iid='deprecated', n_jobs=None,\n",
       "             param_grid={'fit_intercept': (True, False),\n",
       "                         'normalize': (True, False)},\n",
       "             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n",
       "             scoring=make_scorer(mean_absolute_error, greater_is_better=False),\n",
       "             verbose=1)"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "#Create a Linear Regression object and perform a grid search to find the best parameters\n",
    "linreg = LinearRegression()\n",
    "parameters = {'normalize':(True,False), 'fit_intercept':(True,False)}\n",
    "\n",
    "#Create a grid search object using the  \n",
    "from sklearn.model_selection import GridSearchCV\n",
    "regGridSearch = GridSearchCV(estimator=linreg\n",
    "                   , verbose=1 # low verbosity\n",
    "                   , param_grid=parameters\n",
    "                   , cv=cv # KFolds = 10\n",
    "                   , scoring=mae_scorer)\n",
    "\n",
    "#Perform hyperparameter search to find the best combination of parameters for our data\n",
    "regGridSearch.fit(X_scaled_poly, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Print the parameterization of the best estimator\n",
    "regGridSearch.best_estimator_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average MAE for all cv folds is: \t\t\t 4.0174e-05\n",
      "The average MAE percentage (MAPE) for all cv folds is: \t 12.787\n",
      "The average RMSE for all cv folds is: \t\t\t 4.9945e-05\n",
      "*********************************************************\n",
      "Cross Validation Fold Mean Error Scores\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MAE</th>\n",
       "      <th>MAPE</th>\n",
       "      <th>RMSE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000076</td>\n",
       "      <td>15.702509</td>\n",
       "      <td>0.000091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000023</td>\n",
       "      <td>5.312012</td>\n",
       "      <td>0.000033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000106</td>\n",
       "      <td>27.094857</td>\n",
       "      <td>0.000124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000044</td>\n",
       "      <td>12.269658</td>\n",
       "      <td>0.000058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000030</td>\n",
       "      <td>7.411276</td>\n",
       "      <td>0.000038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000078</td>\n",
       "      <td>35.311111</td>\n",
       "      <td>0.000101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.000028</td>\n",
       "      <td>13.929977</td>\n",
       "      <td>0.000033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.000006</td>\n",
       "      <td>4.497451</td>\n",
       "      <td>0.000008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.000008</td>\n",
       "      <td>4.794351</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.000003</td>\n",
       "      <td>1.545634</td>\n",
       "      <td>0.000004</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        MAE       MAPE      RMSE\n",
       "0  0.000076  15.702509  0.000091\n",
       "1  0.000023   5.312012  0.000033\n",
       "2  0.000106  27.094857  0.000124\n",
       "3  0.000044  12.269658  0.000058\n",
       "4  0.000030   7.411276  0.000038\n",
       "5  0.000078  35.311111  0.000101\n",
       "6  0.000028  13.929977  0.000033\n",
       "7  0.000006   4.497451  0.000008\n",
       "8  0.000008   4.794351  0.000009\n",
       "9  0.000003   1.545634  0.000004"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create CappedLinearRegression predictions between 0 and 100% using the best parameters for our Linear Regression object\n",
    "regEstimator = regGridSearch.best_estimator_\n",
    "\n",
    "#Evaluate the regression estimator above using our pre-defined cross validation and scoring metrics. \n",
    "#pd.set_option('display.float_format', '{:.17f}'.format)\n",
    "pd.reset_option('display.float_format')\n",
    "EvaluateRegressionEstimator(regEstimator, X_scaled_poly, y, cv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall Case MAE\n",
      "1201.2025999999998\n",
      " \n",
      "Case MAE by Fold\n",
      "0  Case MAE: 2272.4\n",
      "1  Case MAE: 687.7\n",
      "2  Case MAE: 3169.4\n",
      "3  Case MAE: 1315.6\n",
      "4  Case MAE: 897.0\n",
      "5  Case MAE: 2332.2\n",
      "6  Case MAE: 837.1999999999999\n",
      "7  Case MAE: 179.4\n",
      "8  Case MAE: 239.2\n",
      "9  Case MAE: 89.7\n"
     ]
    }
   ],
   "source": [
    "# Convert the Population Percent MAE (Mean Absolute Error)\n",
    "# To a Daily New Cases MAE using the Texas Population \n",
    "Texas_Population = 29900000\n",
    "print('Overall Case MAE')\n",
    "print(Texas_Population * 4.0174e-05)\n",
    "print(\" \")\n",
    "print('Case MAE by Fold')\n",
    "print(0,\" Case MAE:\",Texas_Population * 0.000076)\n",
    "print(1,\" Case MAE:\",Texas_Population * 0.000023)\n",
    "print(2,\" Case MAE:\",Texas_Population * 0.000106)\n",
    "print(3,\" Case MAE:\",Texas_Population * 0.000044)\n",
    "print(4,\" Case MAE:\",Texas_Population * 0.000030)\n",
    "print(5,\" Case MAE:\",Texas_Population * 0.000078)\n",
    "print(6,\" Case MAE:\",Texas_Population * 0.000028)\n",
    "print(7,\" Case MAE:\",Texas_Population * 0.000006)\n",
    "print(8,\" Case MAE:\",Texas_Population * 0.000008)\n",
    "print(9,\" Case MAE:\",Texas_Population * 0.000003)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lasso Regression Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 10 folds for each of 20 candidates, totalling 200 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n",
      "[Parallel(n_jobs=-1)]: Done  34 tasks      | elapsed:    2.1s\n",
      "[Parallel(n_jobs=-1)]: Done 200 out of 200 | elapsed:    2.3s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=TimeSeriesSplit(max_train_size=None, n_splits=10),\n",
       "             error_score=nan,\n",
       "             estimator=Lasso(alpha=1.0, copy_X=True, fit_intercept=True,\n",
       "                             max_iter=10000, normalize=True, positive=False,\n",
       "                             precompute=True, random_state=0,\n",
       "                             selection='cyclic', tol=0.0001, warm_start=False),\n",
       "             iid='deprecated', n_jobs=-1,\n",
       "             param_grid={'alpha': [0.001, 0.1, 1, 10, 20],\n",
       "                         'selection': ['cyclic', 'random'],\n",
       "                         'warm_start': [True, False]},\n",
       "             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n",
       "             scoring=make_scorer(mean_absolute_error, greater_is_better=False),\n",
       "             verbose=1)"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create a regression object and perform a grid search to find the best parameters\n",
    "from sklearn.linear_model import Lasso\n",
    "\n",
    "reg = Lasso(fit_intercept=True, normalize=True,copy_X=True\n",
    "          , max_iter=10000, precompute=True, tol=0.0001, random_state=0)\n",
    "\n",
    "#Test parameters \n",
    "alpha = [0.001, 0.1, 1, 10, 20]\n",
    "selection = ['cyclic','random']\n",
    "warm_start = [True, False]\n",
    "parameters = {'alpha': alpha, 'selection': selection, 'warm_start': warm_start}\n",
    "\n",
    "#Create a grid search object using the parameters above\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "regGridSearch = GridSearchCV(estimator=reg\n",
    "                   , n_jobs=-1 # jobs to run in parallel\n",
    "                   , verbose=1 # low verbosity\n",
    "                   , param_grid=parameters\n",
    "                   , cv=cv # KFolds = 10\n",
    "                   , scoring=mae_scorer)\n",
    "\n",
    "#Perform hyperparameter search to find the best combination of parameters for our data\n",
    "regGridSearch.fit(X_scaled_poly, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lasso(alpha=0.001, copy_X=True, fit_intercept=True, max_iter=10000,\n",
       "      normalize=True, positive=False, precompute=True, random_state=0,\n",
       "      selection='cyclic', tol=0.0001, warm_start=True)"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Print the parameterization of the best estimator\n",
    "regGridSearch.best_estimator_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average MAE for all cv folds is: \t\t\t 0.00011749\n",
      "The average MAE percentage (MAPE) for all cv folds is: \t 54.243\n",
      "The average RMSE for all cv folds is: \t\t\t 0.00013243\n",
      "*********************************************************\n",
      "Cross Validation Fold Mean Error Scores\n"
     ]
    },
    {
     "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>MAE</th>\n",
       "      <th>MAPE</th>\n",
       "      <th>RMSE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000167</td>\n",
       "      <td>34.050261</td>\n",
       "      <td>0.000183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000090</td>\n",
       "      <td>17.437702</td>\n",
       "      <td>0.000125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000086</td>\n",
       "      <td>23.410746</td>\n",
       "      <td>0.000107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000058</td>\n",
       "      <td>19.198983</td>\n",
       "      <td>0.000073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000073</td>\n",
       "      <td>20.088855</td>\n",
       "      <td>0.000094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000122</td>\n",
       "      <td>52.827885</td>\n",
       "      <td>0.000132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.000134</td>\n",
       "      <td>69.114829</td>\n",
       "      <td>0.000145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.000203</td>\n",
       "      <td>163.742139</td>\n",
       "      <td>0.000208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.000153</td>\n",
       "      <td>96.096449</td>\n",
       "      <td>0.000157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.000088</td>\n",
       "      <td>46.461249</td>\n",
       "      <td>0.000101</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        MAE        MAPE      RMSE\n",
       "0  0.000167   34.050261  0.000183\n",
       "1  0.000090   17.437702  0.000125\n",
       "2  0.000086   23.410746  0.000107\n",
       "3  0.000058   19.198983  0.000073\n",
       "4  0.000073   20.088855  0.000094\n",
       "5  0.000122   52.827885  0.000132\n",
       "6  0.000134   69.114829  0.000145\n",
       "7  0.000203  163.742139  0.000208\n",
       "8  0.000153   96.096449  0.000157\n",
       "9  0.000088   46.461249  0.000101"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create CappedLinearRegression predictions between 0 and 100% using the best parameters for our Linear Regression object\n",
    "regEstimator = regGridSearch.best_estimator_\n",
    "\n",
    "#Evaluate the regression estimator above using our pre-defined cross validation and scoring metrics. \n",
    "#pd.set_option('display.float_format', '{:.17f}'.format)\n",
    "pd.reset_option('display.float_format')\n",
    "EvaluateRegressionEstimator(regEstimator, X_scaled_poly, y, cv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall Case MAE\n",
      "3512.951\n",
      " \n",
      "Case MAE by Fold\n",
      "0  Case MAE: 4993.3\n",
      "1  Case MAE: 2691.0\n",
      "2  Case MAE: 2571.4\n",
      "3  Case MAE: 1734.2\n",
      "4  Case MAE: 2182.7\n",
      "5  Case MAE: 3647.7999999999997\n",
      "6  Case MAE: 4006.6\n",
      "7  Case MAE: 6069.7\n",
      "8  Case MAE: 4574.7\n",
      "9  Case MAE: 2631.2\n"
     ]
    }
   ],
   "source": [
    "# Convert the Population Percent MAE (Mean Absolute Error)\n",
    "# To a Daily New Cases MAE using the Texas Population \n",
    "Texas_Population = 29900000\n",
    "print('Overall Case MAE')\n",
    "print(Texas_Population * 0.00011749)\n",
    "print(\" \")\n",
    "print('Case MAE by Fold')\n",
    "print(0,\" Case MAE:\",Texas_Population * 0.000167)\n",
    "print(1,\" Case MAE:\",Texas_Population * 0.000090)\n",
    "print(2,\" Case MAE:\",Texas_Population * 0.000086)\n",
    "print(3,\" Case MAE:\",Texas_Population * 0.000058)\n",
    "print(4,\" Case MAE:\",Texas_Population * 0.000073)\n",
    "print(5,\" Case MAE:\",Texas_Population * 0.000122)\n",
    "print(6,\" Case MAE:\",Texas_Population * 0.000134)\n",
    "print(7,\" Case MAE:\",Texas_Population * 0.000203)\n",
    "print(8,\" Case MAE:\",Texas_Population * 0.000153)\n",
    "print(9,\" Case MAE:\",Texas_Population * 0.000088)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Regression Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 10 folds for each of 12 candidates, totalling 120 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n",
      "[Parallel(n_jobs=-1)]: Done  34 tasks      | elapsed:   17.9s\n",
      "[Parallel(n_jobs=-1)]: Done 120 out of 120 | elapsed:   36.4s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=TimeSeriesSplit(max_train_size=None, n_splits=10),\n",
       "             error_score=nan,\n",
       "             estimator=RandomForestRegressor(bootstrap=True, ccp_alpha=0.0,\n",
       "                                             criterion='mse', max_depth=None,\n",
       "                                             max_features='auto',\n",
       "                                             max_leaf_nodes=None,\n",
       "                                             max_samples=None,\n",
       "                                             min_impurity_decrease=0.0,\n",
       "                                             min_impurity_split=None,\n",
       "                                             min_samples_leaf=1,\n",
       "                                             min_samples_split=2,\n",
       "                                             min_weight_fraction_leaf=0.0,\n",
       "                                             n_...\n",
       "                                             oob_score=False, random_state=None,\n",
       "                                             verbose=0, warm_start=False),\n",
       "             iid='deprecated', n_jobs=-1,\n",
       "             param_grid={'criterion': ['mae'], 'min_samples_leaf': [10, 25, 50],\n",
       "                         'min_samples_split': [2, 3, 4, 5],\n",
       "                         'n_estimators': [500], 'n_jobs': [8],\n",
       "                         'random_state': [0]},\n",
       "             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n",
       "             scoring=make_scorer(mean_absolute_error, greater_is_better=False),\n",
       "             verbose=1)"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create a Linear Regression object and perform a grid search to find the best parameters\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "linreg = RandomForestRegressor()\n",
    "parameters = { 'min_samples_split':[2,3,4,5]\n",
    "              ,'n_estimators' : [500]\n",
    "              ,'min_samples_leaf': [10, 25, 50]\n",
    "              ,'criterion': ['mae']\n",
    "              ,'n_jobs':[8] \n",
    "              ,'random_state': [0]\n",
    "             }\n",
    "\n",
    "#Create a grid search object using the  \n",
    "from sklearn.model_selection import GridSearchCV\n",
    "regGridSearch = GridSearchCV(estimator=linreg\n",
    "                   , n_jobs=-1 \n",
    "                   , verbose=1 # low verbosity\n",
    "                   , param_grid=parameters\n",
    "                   , cv=cv # KFolds = 10\n",
    "                   , scoring=mae_scorer)\n",
    "\n",
    "#Perform hyperparameter search to find the best combination of parameters for our data\n",
    "regGridSearch.fit(X_scaled_poly, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(bootstrap=True, ccp_alpha=0.0, criterion='mae',\n",
       "                      max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                      max_samples=None, min_impurity_decrease=0.0,\n",
       "                      min_impurity_split=None, min_samples_leaf=10,\n",
       "                      min_samples_split=4, min_weight_fraction_leaf=0.0,\n",
       "                      n_estimators=500, n_jobs=8, oob_score=False,\n",
       "                      random_state=0, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Print the parameterization of the best estimator\n",
    "regGridSearch.best_estimator_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average MAE for all cv folds is: \t\t\t 0.00010005\n",
      "The average MAE percentage (MAPE) for all cv folds is: \t 45.186\n",
      "The average RMSE for all cv folds is: \t\t\t 0.00011529\n",
      "*********************************************************\n",
      "Cross Validation Fold Mean Error Scores\n"
     ]
    },
    {
     "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>MAE</th>\n",
       "      <th>MAPE</th>\n",
       "      <th>RMSE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000164</td>\n",
       "      <td>33.426906</td>\n",
       "      <td>0.000181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000082</td>\n",
       "      <td>15.995336</td>\n",
       "      <td>0.000116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000077</td>\n",
       "      <td>21.397830</td>\n",
       "      <td>0.000096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000049</td>\n",
       "      <td>15.720081</td>\n",
       "      <td>0.000062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000064</td>\n",
       "      <td>17.517132</td>\n",
       "      <td>0.000083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000107</td>\n",
       "      <td>46.530357</td>\n",
       "      <td>0.000116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.000127</td>\n",
       "      <td>66.747443</td>\n",
       "      <td>0.000142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.000166</td>\n",
       "      <td>136.597222</td>\n",
       "      <td>0.000173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.000100</td>\n",
       "      <td>63.669425</td>\n",
       "      <td>0.000107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.000063</td>\n",
       "      <td>34.263122</td>\n",
       "      <td>0.000077</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        MAE        MAPE      RMSE\n",
       "0  0.000164   33.426906  0.000181\n",
       "1  0.000082   15.995336  0.000116\n",
       "2  0.000077   21.397830  0.000096\n",
       "3  0.000049   15.720081  0.000062\n",
       "4  0.000064   17.517132  0.000083\n",
       "5  0.000107   46.530357  0.000116\n",
       "6  0.000127   66.747443  0.000142\n",
       "7  0.000166  136.597222  0.000173\n",
       "8  0.000100   63.669425  0.000107\n",
       "9  0.000063   34.263122  0.000077"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create CappedLinearRegression predictions between 0 and 100% using the best parameters for our Linear Regression object\n",
    "regEstimator = regGridSearch.best_estimator_\n",
    "\n",
    "#Evaluate the regression estimator above using our pre-defined cross validation and scoring metrics. \n",
    "#pd.set_option('display.float_format', '{:.17f}'.format)\n",
    "pd.reset_option('display.float_format')\n",
    "EvaluateRegressionEstimator(regEstimator, X_scaled_poly, y, cv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall Case MAE\n",
      "2904.5159\n",
      " \n",
      "Case MAE by Fold\n",
      "0  Case MAE: 4903.6\n",
      "1  Case MAE: 2421.9\n",
      "2  Case MAE: 2242.5\n",
      "3  Case MAE: 1704.3000000000002\n",
      "4  Case MAE: 1853.8000000000002\n",
      "5  Case MAE: 2900.3\n",
      "6  Case MAE: 3348.7999999999997\n",
      "7  Case MAE: 4903.6\n",
      "8  Case MAE: 3169.4\n",
      "9  Case MAE: 1614.6\n"
     ]
    }
   ],
   "source": [
    "# Convert the Population Percent MAE (Mean Absolute Error)\n",
    "# To a Daily New Cases MAE using the Texas Population \n",
    "Texas_Population = 29900000\n",
    "print('Overall Case MAE')\n",
    "print(Texas_Population * 9.7141e-05)\n",
    "print(\" \")\n",
    "print('Case MAE by Fold')\n",
    "print(0,\" Case MAE:\",Texas_Population * 0.000164)\n",
    "print(1,\" Case MAE:\",Texas_Population * 0.000081)\n",
    "print(2,\" Case MAE:\",Texas_Population * 0.000075)\n",
    "print(3,\" Case MAE:\",Texas_Population * 0.000057)\n",
    "print(4,\" Case MAE:\",Texas_Population * 0.000062)\n",
    "print(5,\" Case MAE:\",Texas_Population * 0.000097)\n",
    "print(6,\" Case MAE:\",Texas_Population * 0.000112)\n",
    "print(7,\" Case MAE:\",Texas_Population * 0.000164)\n",
    "print(8,\" Case MAE:\",Texas_Population * 0.000106)\n",
    "print(9,\" Case MAE:\",Texas_Population * 0.000054)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create Synthetic Data Using Predictions from the Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Starting Datasets for Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting Training Dataset (rows, columns)\n",
      "----------------------------------------------------------\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 119 entries, 18 to 17\n",
      "Columns: 24 entries, State to Seven_Day_Avg_Pct_Chg\n",
      "dtypes: datetime64[ns](1), float64(20), int64(2), object(1)\n",
      "memory usage: 23.2+ KB\n",
      " \n",
      "Starting Texas Dataset\n",
      "----------------------------------------------------------\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 18 entries, 0 to 17\n",
      "Columns: 24 entries, State to Seven_Day_Avg_Pct_Chg\n",
      "dtypes: datetime64[ns](1), float64(20), int64(2), object(1)\n",
      "memory usage: 3.5+ KB\n"
     ]
    }
   ],
   "source": [
    "#import required Libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Load the corona curves dataset\n",
    "corona_data = pd.read_csv(\"D:/CoronaEstimates/Corona_Curves_TX_NY_NJ.csv\",low_memory=False)\n",
    "corona_data[\"Date\"] = pd.to_datetime(corona_data[\"Date\"])\n",
    "corona_data.sort_values(by=['Date'], inplace=True)\n",
    "\n",
    "# Create the TX curve dataset \n",
    "# (we add the simulation data to this later)\n",
    "tx_curve = corona_data[corona_data['State'] == 'TX'].copy()\n",
    "\n",
    "print('Starting Training Dataset (rows, columns)')\n",
    "print('----------------------------------------------------------')\n",
    "corona_data.info(verbose=False)\n",
    "print(' ')\n",
    "print('Starting Texas Dataset')\n",
    "print('----------------------------------------------------------')\n",
    "tx_curve.info(verbose=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run Simulation Using the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "import datetime\n",
    "\n",
    "# Retrain the model using the prior day's synthetic data\n",
    "reg = Lasso(alpha=0.001, copy_X=True, fit_intercept=True, max_iter=10000,\n",
    "      normalize=True, positive=False, precompute=True, random_state=0,\n",
    "      selection='cyclic', tol=0.0001, warm_start=True)\n",
    "\n",
    "scaler = StandardScaler()\n",
    "poly = PolynomialFeatures(4)\n",
    "Texas_Population = 29900000\n",
    "\n",
    "for curve_day in range(18,55):\n",
    "    # create the training dataset using the most recent synthetic data for each iteration\n",
    "    y_syn = corona_data[\"Pop_Pct\"]\n",
    "    X_syn = corona_data.drop(['State','Date','Pop_Pct','Daily_New_Cases','Pct_Change'], 1)\n",
    "    # Scale tarining dataset and create polynomial features (bends our regression line into a curve)\n",
    "    X_syn_scaled = scaler.fit_transform(X_syn)\n",
    "    X_syn_scaled_poly = poly.fit_transform(X_syn_scaled)\n",
    "    # Fit model with the most recent synthetic training data\n",
    "    reg.fit(X_syn_scaled_poly,y_syn)\n",
    "    \n",
    "    # Get the most recent curve day from the dataset\n",
    "    prev_day = tx_curve[tx_curve['Curve_Day'] == curve_day].copy()\n",
    "    \n",
    "    # Now make the synthetic data required to get a prediction from the model for the next day  \n",
    "    cur_day = tx_curve[tx_curve['Curve_Day'] == curve_day].copy()\n",
    "    \n",
    "    # Create the synthetic data for the curve day\n",
    "    cur_day['Curve_Day'] = cur_day['Curve_Day'] + 1\n",
    "    \n",
    "    # Create the synthetic data for Pop_Pct\n",
    "    cur_day['Pop_Pct_M7'] = cur_day['Pop_Pct_M6']\n",
    "    cur_day['Pop_Pct_M6'] = cur_day['Pop_Pct_M5']\n",
    "    cur_day['Pop_Pct_M5'] = cur_day['Pop_Pct_M4']\n",
    "    cur_day['Pop_Pct_M4'] = cur_day['Pop_Pct_M3']\n",
    "    cur_day['Pop_Pct_M3'] = cur_day['Pop_Pct_M2']\n",
    "    cur_day['Pop_Pct_M2'] = cur_day['Pop_Pct_M1']\n",
    "    cur_day['Pop_Pct_M1'] = cur_day['Pop_Pct']\n",
    "    \n",
    "    # Create the synthetic data for Pop_Pct averages\n",
    "    cur_day['Three_Day_Avg_Pop_Pct'] = cur_day[['Pop_Pct_M1','Pop_Pct_M2','Pop_Pct_M3']].mean(axis=1) \n",
    "    cur_day['Seven_Day_Avg_Pop_Pct'] = cur_day[['Pop_Pct_M1','Pop_Pct_M2','Pop_Pct_M3',\n",
    "                                                'Pop_Pct_M4','Pop_Pct_M5','Pop_Pct_M6','Pop_Pct_M7']].mean(axis=1) \n",
    "    \n",
    "    # Create the synthetic data for Pct_Change\n",
    "    cur_day['Pct_Change_M7'] = cur_day['Pct_Change_M6']\n",
    "    cur_day['Pct_Change_M6'] = cur_day['Pct_Change_M5']\n",
    "    cur_day['Pct_Change_M5'] = cur_day['Pct_Change_M4']\n",
    "    cur_day['Pct_Change_M4'] = cur_day['Pct_Change_M3']\n",
    "    cur_day['Pct_Change_M3'] = cur_day['Pct_Change_M2']\n",
    "    cur_day['Pct_Change_M2'] = cur_day['Pct_Change_M1']\n",
    "    cur_day['Pct_Change_M1'] = cur_day['Pct_Change']\n",
    "    \n",
    "    # Create the synthetic data for Pct_Change averages\n",
    "    cur_day['Three_Day_Avg_Pct_Chg'] = cur_day[['Pct_Change_M1','Pct_Change_M2','Pct_Change_M3']].mean(axis=1) \n",
    "    cur_day['Seven_Day_Avg_Pct_Chg'] = cur_day[['Pct_Change_M1','Pct_Change_M2','Pct_Change_M3',\n",
    "                                                'Pct_Change_M4','Pct_Change_M5','Pct_Change_M6','Pct_Change_M7']].mean(axis=1)\n",
    "    \n",
    "    #Make cur_day_X and scale\n",
    "    cur_day_X = cur_day.drop(['State','Date','Pop_Pct','Daily_New_Cases','Pct_Change'], 1)\n",
    "    cur_day_X_scaled = scaler.transform(cur_day_X)\n",
    "    cur_day_X_poly = poly.transform(cur_day_X_scaled)\n",
    "    \n",
    "    #Get the predicted Pop_Pct using the model\n",
    "    cur_day_pop_pct = reg.predict(cur_day_X_poly)\n",
    "    \n",
    "    #Finish creating the data for this day's record\n",
    "    cur_day['Date'] = cur_day['Date'] + datetime.timedelta(days=1)\n",
    "    cur_day['Pop_Pct'] = cur_day_pop_pct\n",
    "    cur_day['Pct_Change'] = cur_day['Pop_Pct'] - prev_day['Pct_Change'] \n",
    "    cur_day['Daily_New_Cases'] = np.rint(cur_day['Pop_Pct'] * Texas_Population).astype(int)\n",
    "    \n",
    "    # Append the current day's predicted data to the Texas curve simulation output\n",
    "    tx_curve = tx_curve.append(cur_day)\n",
    "    # Append the current day's predicted data to our training dataset as a feedback loop\n",
    "    corona_data = corona_data.append(cur_day)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What do our synthetic data predictions look like?\n",
    "**Currently each of the models tested seem to perform reasonable during cross validation, but do a poor job of making a curve.**\n",
    "\n",
    "### Can you do it better???"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "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>State</th>\n",
       "      <th>Date</th>\n",
       "      <th>Daily_New_Cases</th>\n",
       "      <th>Curve_Day</th>\n",
       "      <th>Pop_Pct</th>\n",
       "      <th>Pop_Pct_M1</th>\n",
       "      <th>Pop_Pct_M2</th>\n",
       "      <th>Pop_Pct_M3</th>\n",
       "      <th>Pop_Pct_M4</th>\n",
       "      <th>Pop_Pct_M5</th>\n",
       "      <th>Pop_Pct_M6</th>\n",
       "      <th>Pop_Pct_M7</th>\n",
       "      <th>Three_Day_Avg_Pop_Pct</th>\n",
       "      <th>Seven_Day_Avg_Pop_Pct</th>\n",
       "      <th>Pct_Change</th>\n",
       "      <th>Pct_Change_M1</th>\n",
       "      <th>Pct_Change_M2</th>\n",
       "      <th>Pct_Change_M3</th>\n",
       "      <th>Pct_Change_M4</th>\n",
       "      <th>Pct_Change_M5</th>\n",
       "      <th>Pct_Change_M6</th>\n",
       "      <th>Pct_Change_M7</th>\n",
       "      <th>Three_Day_Avg_Pct_Chg</th>\n",
       "      <th>Seven_Day_Avg_Pct_Chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-19</td>\n",
       "      <td>4497</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>9.400000e-07</td>\n",
       "      <td>0.000011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-20</td>\n",
       "      <td>4250</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>8.240000e-06</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-21</td>\n",
       "      <td>3125</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>-0.000031</td>\n",
       "      <td>-2.590000e-06</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-22</td>\n",
       "      <td>5112</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>6.860000e-06</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-23</td>\n",
       "      <td>5370</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>1.249000e-05</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-24</td>\n",
       "      <td>6177</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>3.402000e-05</td>\n",
       "      <td>0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-25</td>\n",
       "      <td>5960</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>0.000165</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>9.450000e-06</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-26</td>\n",
       "      <td>5614</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000198</td>\n",
       "      <td>0.000170</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>2.720000e-06</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-27</td>\n",
       "      <td>6079</td>\n",
       "      <td>9</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.000197</td>\n",
       "      <td>0.000179</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-1.090000e-06</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-28</td>\n",
       "      <td>4330</td>\n",
       "      <td>10</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000179</td>\n",
       "      <td>0.000185</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>-1.817000e-05</td>\n",
       "      <td>0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>6135</td>\n",
       "      <td>11</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.000184</td>\n",
       "      <td>0.000189</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>5.810000e-06</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>7959</td>\n",
       "      <td>12</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>2.096000e-05</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>8240</td>\n",
       "      <td>13</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000249</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>4.359000e-05</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>7535</td>\n",
       "      <td>14</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>1.561000e-05</td>\n",
       "      <td>0.000008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-03</td>\n",
       "      <td>7343</td>\n",
       "      <td>15</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000258</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-6.870000e-06</td>\n",
       "      <td>0.000008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-04</td>\n",
       "      <td>5382</td>\n",
       "      <td>16</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000203</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>0.000224</td>\n",
       "      <td>-0.000066</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-3.186000e-05</td>\n",
       "      <td>-0.000003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-05</td>\n",
       "      <td>5183</td>\n",
       "      <td>17</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>-0.000066</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>-0.000058</td>\n",
       "      <td>-2.622000e-05</td>\n",
       "      <td>0.000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-06</td>\n",
       "      <td>9054</td>\n",
       "      <td>18</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>-0.000066</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>1.907000e-05</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-07</td>\n",
       "      <td>9145</td>\n",
       "      <td>19</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>-0.000066</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>1.907000e-05</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-08</td>\n",
       "      <td>9145</td>\n",
       "      <td>20</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000261</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>-0.000066</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>9.972916e-05</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>9145</td>\n",
       "      <td>21</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>-0.000066</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-10</td>\n",
       "      <td>9145</td>\n",
       "      <td>22</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000260</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>-0.000066</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-11</td>\n",
       "      <td>9145</td>\n",
       "      <td>23</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000268</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>-0.000066</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-12</td>\n",
       "      <td>9145</td>\n",
       "      <td>24</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000286</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-13</td>\n",
       "      <td>9145</td>\n",
       "      <td>25</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-14</td>\n",
       "      <td>9145</td>\n",
       "      <td>26</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-15</td>\n",
       "      <td>9145</td>\n",
       "      <td>27</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-16</td>\n",
       "      <td>9145</td>\n",
       "      <td>28</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-17</td>\n",
       "      <td>9145</td>\n",
       "      <td>29</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-18</td>\n",
       "      <td>9145</td>\n",
       "      <td>30</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-19</td>\n",
       "      <td>9145</td>\n",
       "      <td>31</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-20</td>\n",
       "      <td>9145</td>\n",
       "      <td>32</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-21</td>\n",
       "      <td>9145</td>\n",
       "      <td>33</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>9145</td>\n",
       "      <td>34</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-23</td>\n",
       "      <td>9145</td>\n",
       "      <td>35</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-24</td>\n",
       "      <td>9145</td>\n",
       "      <td>36</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-25</td>\n",
       "      <td>9145</td>\n",
       "      <td>37</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-26</td>\n",
       "      <td>9145</td>\n",
       "      <td>38</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-27</td>\n",
       "      <td>9145</td>\n",
       "      <td>39</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>9145</td>\n",
       "      <td>40</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-29</td>\n",
       "      <td>9145</td>\n",
       "      <td>41</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-30</td>\n",
       "      <td>9145</td>\n",
       "      <td>42</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-07-31</td>\n",
       "      <td>9145</td>\n",
       "      <td>43</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-01</td>\n",
       "      <td>9145</td>\n",
       "      <td>44</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-02</td>\n",
       "      <td>9145</td>\n",
       "      <td>45</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-03</td>\n",
       "      <td>9145</td>\n",
       "      <td>46</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-04</td>\n",
       "      <td>9145</td>\n",
       "      <td>47</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-05</td>\n",
       "      <td>9145</td>\n",
       "      <td>48</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>9145</td>\n",
       "      <td>49</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-07</td>\n",
       "      <td>9145</td>\n",
       "      <td>50</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-08</td>\n",
       "      <td>9145</td>\n",
       "      <td>51</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-09</td>\n",
       "      <td>9145</td>\n",
       "      <td>52</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-10</td>\n",
       "      <td>9145</td>\n",
       "      <td>53</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-11</td>\n",
       "      <td>9145</td>\n",
       "      <td>54</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>1.607450e-04</td>\n",
       "      <td>0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TX</td>\n",
       "      <td>2020-08-12</td>\n",
       "      <td>9145</td>\n",
       "      <td>55</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>1.451025e-04</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   State       Date  Daily_New_Cases  Curve_Day   Pop_Pct  Pop_Pct_M1  \\\n",
       "0     TX 2020-06-19             4497          1  0.000150    0.000110   \n",
       "1     TX 2020-06-20             4250          2  0.000142    0.000150   \n",
       "2     TX 2020-06-21             3125          3  0.000104    0.000142   \n",
       "3     TX 2020-06-22             5112          4  0.000171    0.000104   \n",
       "4     TX 2020-06-23             5370          5  0.000180    0.000171   \n",
       "5     TX 2020-06-24             6177          6  0.000207    0.000180   \n",
       "6     TX 2020-06-25             5960          7  0.000199    0.000207   \n",
       "7     TX 2020-06-26             5614          8  0.000188    0.000199   \n",
       "8     TX 2020-06-27             6079          9  0.000203    0.000188   \n",
       "9     TX 2020-06-28             4330         10  0.000145    0.000203   \n",
       "10    TX 2020-06-29             6135         11  0.000205    0.000145   \n",
       "11    TX 2020-06-30             7959         12  0.000266    0.000205   \n",
       "12    TX 2020-07-01             8240         13  0.000276    0.000266   \n",
       "13    TX 2020-07-02             7535         14  0.000252    0.000276   \n",
       "14    TX 2020-07-03             7343         15  0.000246    0.000252   \n",
       "15    TX 2020-07-04             5382         16  0.000180    0.000246   \n",
       "16    TX 2020-07-05             5183         17  0.000173    0.000180   \n",
       "17    TX 2020-07-06             9054         18  0.000303    0.000173   \n",
       "17    TX 2020-07-07             9145         19  0.000306    0.000303   \n",
       "17    TX 2020-07-08             9145         20  0.000306    0.000306   \n",
       "17    TX 2020-07-09             9145         21  0.000306    0.000306   \n",
       "17    TX 2020-07-10             9145         22  0.000306    0.000306   \n",
       "17    TX 2020-07-11             9145         23  0.000306    0.000306   \n",
       "17    TX 2020-07-12             9145         24  0.000306    0.000306   \n",
       "17    TX 2020-07-13             9145         25  0.000306    0.000306   \n",
       "17    TX 2020-07-14             9145         26  0.000306    0.000306   \n",
       "17    TX 2020-07-15             9145         27  0.000306    0.000306   \n",
       "17    TX 2020-07-16             9145         28  0.000306    0.000306   \n",
       "17    TX 2020-07-17             9145         29  0.000306    0.000306   \n",
       "17    TX 2020-07-18             9145         30  0.000306    0.000306   \n",
       "17    TX 2020-07-19             9145         31  0.000306    0.000306   \n",
       "17    TX 2020-07-20             9145         32  0.000306    0.000306   \n",
       "17    TX 2020-07-21             9145         33  0.000306    0.000306   \n",
       "17    TX 2020-07-22             9145         34  0.000306    0.000306   \n",
       "17    TX 2020-07-23             9145         35  0.000306    0.000306   \n",
       "17    TX 2020-07-24             9145         36  0.000306    0.000306   \n",
       "17    TX 2020-07-25             9145         37  0.000306    0.000306   \n",
       "17    TX 2020-07-26             9145         38  0.000306    0.000306   \n",
       "17    TX 2020-07-27             9145         39  0.000306    0.000306   \n",
       "17    TX 2020-07-28             9145         40  0.000306    0.000306   \n",
       "17    TX 2020-07-29             9145         41  0.000306    0.000306   \n",
       "17    TX 2020-07-30             9145         42  0.000306    0.000306   \n",
       "17    TX 2020-07-31             9145         43  0.000306    0.000306   \n",
       "17    TX 2020-08-01             9145         44  0.000306    0.000306   \n",
       "17    TX 2020-08-02             9145         45  0.000306    0.000306   \n",
       "17    TX 2020-08-03             9145         46  0.000306    0.000306   \n",
       "17    TX 2020-08-04             9145         47  0.000306    0.000306   \n",
       "17    TX 2020-08-05             9145         48  0.000306    0.000306   \n",
       "17    TX 2020-08-06             9145         49  0.000306    0.000306   \n",
       "17    TX 2020-08-07             9145         50  0.000306    0.000306   \n",
       "17    TX 2020-08-08             9145         51  0.000306    0.000306   \n",
       "17    TX 2020-08-09             9145         52  0.000306    0.000306   \n",
       "17    TX 2020-08-10             9145         53  0.000306    0.000306   \n",
       "17    TX 2020-08-11             9145         54  0.000306    0.000306   \n",
       "17    TX 2020-08-12             9145         55  0.000306    0.000306   \n",
       "\n",
       "    Pop_Pct_M2  Pop_Pct_M3  Pop_Pct_M4  Pop_Pct_M5  Pop_Pct_M6  Pop_Pct_M7  \\\n",
       "0     0.000120    0.000150    0.000070    0.000040    0.000080    0.000070   \n",
       "1     0.000110    0.000120    0.000150    0.000070    0.000040    0.000080   \n",
       "2     0.000150    0.000110    0.000120    0.000150    0.000070    0.000040   \n",
       "3     0.000142    0.000150    0.000110    0.000120    0.000150    0.000070   \n",
       "4     0.000104    0.000142    0.000150    0.000110    0.000120    0.000150   \n",
       "5     0.000171    0.000104    0.000142    0.000150    0.000110    0.000120   \n",
       "6     0.000180    0.000171    0.000104    0.000142    0.000150    0.000110   \n",
       "7     0.000207    0.000180    0.000171    0.000104    0.000142    0.000150   \n",
       "8     0.000199    0.000207    0.000180    0.000171    0.000104    0.000142   \n",
       "9     0.000188    0.000199    0.000207    0.000180    0.000171    0.000104   \n",
       "10    0.000203    0.000188    0.000199    0.000207    0.000180    0.000171   \n",
       "11    0.000145    0.000203    0.000188    0.000199    0.000207    0.000180   \n",
       "12    0.000205    0.000145    0.000203    0.000188    0.000199    0.000207   \n",
       "13    0.000266    0.000205    0.000145    0.000203    0.000188    0.000199   \n",
       "14    0.000276    0.000266    0.000205    0.000145    0.000203    0.000188   \n",
       "15    0.000252    0.000276    0.000266    0.000205    0.000145    0.000203   \n",
       "16    0.000246    0.000252    0.000276    0.000266    0.000205    0.000145   \n",
       "17    0.000180    0.000246    0.000252    0.000276    0.000266    0.000205   \n",
       "17    0.000173    0.000180    0.000246    0.000252    0.000276    0.000266   \n",
       "17    0.000303    0.000173    0.000180    0.000246    0.000252    0.000276   \n",
       "17    0.000306    0.000303    0.000173    0.000180    0.000246    0.000252   \n",
       "17    0.000306    0.000306    0.000303    0.000173    0.000180    0.000246   \n",
       "17    0.000306    0.000306    0.000306    0.000303    0.000173    0.000180   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000303    0.000173   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000303   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "17    0.000306    0.000306    0.000306    0.000306    0.000306    0.000306   \n",
       "\n",
       "    Three_Day_Avg_Pop_Pct  Seven_Day_Avg_Pop_Pct  Pct_Change  Pct_Change_M1  \\\n",
       "0                0.000127               0.000103    0.000038      -0.000005   \n",
       "1                0.000135               0.000112   -0.000008       0.000038   \n",
       "2                0.000132               0.000121   -0.000038      -0.000008   \n",
       "3                0.000139               0.000135    0.000066      -0.000038   \n",
       "4                0.000152               0.000140    0.000009       0.000066   \n",
       "5                0.000186               0.000152    0.000027       0.000009   \n",
       "6                0.000195               0.000165   -0.000007       0.000027   \n",
       "7                0.000198               0.000170   -0.000012      -0.000007   \n",
       "8                0.000197               0.000179    0.000016      -0.000012   \n",
       "9                0.000179               0.000185   -0.000058       0.000016   \n",
       "10               0.000184               0.000189    0.000060      -0.000058   \n",
       "11               0.000205               0.000202    0.000061       0.000060   \n",
       "12               0.000249               0.000212    0.000009       0.000061   \n",
       "13               0.000265               0.000219   -0.000024       0.000009   \n",
       "14               0.000258               0.000228   -0.000006      -0.000024   \n",
       "15               0.000226               0.000224   -0.000066      -0.000006   \n",
       "16               0.000200               0.000228   -0.000007      -0.000066   \n",
       "17               0.000219               0.000242    0.000129      -0.000007   \n",
       "17               0.000219               0.000242    0.000176       0.000129   \n",
       "17               0.000261               0.000248    0.000129       0.000176   \n",
       "17               0.000305               0.000252    0.000176       0.000129   \n",
       "17               0.000306               0.000260    0.000129       0.000176   \n",
       "17               0.000306               0.000268    0.000176       0.000129   \n",
       "17               0.000306               0.000286    0.000129       0.000176   \n",
       "17               0.000306               0.000305    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "17               0.000306               0.000306    0.000129       0.000176   \n",
       "17               0.000306               0.000306    0.000176       0.000129   \n",
       "\n",
       "    Pct_Change_M2  Pct_Change_M3  Pct_Change_M4  Pct_Change_M5  Pct_Change_M6  \\\n",
       "0       -0.000030       0.000076       0.000027      -0.000031       0.000003   \n",
       "1       -0.000005      -0.000030       0.000076       0.000027      -0.000031   \n",
       "2        0.000038      -0.000005      -0.000030       0.000076       0.000027   \n",
       "3       -0.000008       0.000038      -0.000005      -0.000030       0.000076   \n",
       "4       -0.000038      -0.000008       0.000038      -0.000005      -0.000030   \n",
       "5        0.000066      -0.000038      -0.000008       0.000038      -0.000005   \n",
       "6        0.000009       0.000066      -0.000038      -0.000008       0.000038   \n",
       "7        0.000027       0.000009       0.000066      -0.000038      -0.000008   \n",
       "8       -0.000007       0.000027       0.000009       0.000066      -0.000038   \n",
       "9       -0.000012      -0.000007       0.000027       0.000009       0.000066   \n",
       "10       0.000016      -0.000012      -0.000007       0.000027       0.000009   \n",
       "11      -0.000058       0.000016      -0.000012      -0.000007       0.000027   \n",
       "12       0.000060      -0.000058       0.000016      -0.000012      -0.000007   \n",
       "13       0.000061       0.000060      -0.000058       0.000016      -0.000012   \n",
       "14       0.000009       0.000061       0.000060      -0.000058       0.000016   \n",
       "15      -0.000024       0.000009       0.000061       0.000060      -0.000058   \n",
       "16      -0.000006      -0.000024       0.000009       0.000061       0.000060   \n",
       "17      -0.000066      -0.000006      -0.000024       0.000009       0.000061   \n",
       "17      -0.000007      -0.000066      -0.000006      -0.000024       0.000009   \n",
       "17       0.000129      -0.000007      -0.000066      -0.000006      -0.000024   \n",
       "17       0.000176       0.000129      -0.000007      -0.000066      -0.000006   \n",
       "17       0.000129       0.000176       0.000129      -0.000007      -0.000066   \n",
       "17       0.000176       0.000129       0.000176       0.000129      -0.000007   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "17       0.000129       0.000176       0.000129       0.000176       0.000129   \n",
       "17       0.000176       0.000129       0.000176       0.000129       0.000176   \n",
       "\n",
       "    Pct_Change_M7  Three_Day_Avg_Pct_Chg  Seven_Day_Avg_Pct_Chg  \n",
       "0        0.000005           9.400000e-07               0.000011  \n",
       "1        0.000003           8.240000e-06               0.000010  \n",
       "2       -0.000031          -2.590000e-06               0.000009  \n",
       "3        0.000027           6.860000e-06               0.000014  \n",
       "4        0.000076           1.249000e-05               0.000005  \n",
       "5       -0.000030           3.402000e-05               0.000013  \n",
       "6       -0.000005           9.450000e-06               0.000012  \n",
       "7        0.000038           2.720000e-06               0.000005  \n",
       "8       -0.000008          -1.090000e-06               0.000009  \n",
       "9       -0.000038          -1.817000e-05               0.000006  \n",
       "10       0.000066           5.810000e-06               0.000005  \n",
       "11       0.000009           2.096000e-05               0.000012  \n",
       "12       0.000027           4.359000e-05               0.000010  \n",
       "13      -0.000007           1.561000e-05               0.000008  \n",
       "14      -0.000012          -6.870000e-06               0.000008  \n",
       "15       0.000016          -3.186000e-05              -0.000003  \n",
       "16      -0.000058          -2.622000e-05               0.000004  \n",
       "17       0.000060           1.907000e-05               0.000014  \n",
       "17       0.000061           1.907000e-05               0.000014  \n",
       "17       0.000009           9.972916e-05               0.000030  \n",
       "17      -0.000024           1.451025e-04               0.000048  \n",
       "17      -0.000006           1.607450e-04               0.000076  \n",
       "17      -0.000066           1.451025e-04               0.000096  \n",
       "17      -0.000007           1.607450e-04               0.000130  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  \n",
       "17       0.000176           1.607450e-04               0.000156  \n",
       "17       0.000129           1.451025e-04               0.000150  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', 500)\n",
    "tx_curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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