COVID_19_Projections_Data.ipynb

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  "metadata": {
    "colab": {
      "name": "COVID_19 Projections Data",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/drewm8080/Analyzing-COVID-19-Data-Sources/blob/main/COVID_19_Projections_Data.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CdqSuoT0SwiZ"
      },
      "source": [
        "**User Input Here**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kXOx7TzxS6-J",
        "outputId": "de1ef085-7f12-497b-f5d0-d67e2064de54"
      },
      "source": [
        "print('Welcome to the COVID-19_Projections Statistics')\n",
        "print('')\n",
        "print('Please tell me which state you would like to see. Type abbreivated name of state in caps. EX: FL,GA etc.')\n",
        "userinput = input('Please put state here:')"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Welcome to the COVID-19_Projections Statistics\n",
            "\n",
            "Please tell me which state you would like to see. Type abbreivated name of state in caps. EX: FL,GA etc.\n",
            "Please put state here:FL\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lx4KMgyyGjHL"
      },
      "source": [
        "**Framework for Cases and Deaths from Covid_Projections**\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "odDxDul0QhhT"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np \n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 67,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2zkKJQ59RLuy"
      },
      "source": [
        "# grabbing the Data\n",
        "url = 'https://github.com/youyanggu/covid19-infection-estimates-latest/raw/main/latest_all_estimates_states.csv'\n",
        "df = pd.read_csv(url)"
      ],
      "execution_count": 68,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5FVLVyblhEiP"
      },
      "source": [
        "# indexing the data\n",
        "df = df.loc[:,['date','state','total_deaths','total_infected_mean']]\n"
      ],
      "execution_count": 69,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j45FvAsmf7j2"
      },
      "source": [
        "# converting to datetime \n",
        "df['date'] = pd.to_datetime(df['date'])"
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vW18NRm4gGN8"
      },
      "source": [
        "# renaming the columns\n",
        "df['Deaths'] = df['total_deaths']\n",
        "df['Cases'] = df['total_infected_mean']\n",
        "df = df.drop(columns=['total_deaths','total_infected_mean'])"
      ],
      "execution_count": 71,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PMsSS89bD7zC"
      },
      "source": [
        "# getting user input\n",
        "df = df[df['state'] == userinput]"
      ],
      "execution_count": 72,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_owp9ek3DKrr"
      },
      "source": [
        "# making sure the data starts March 1st \n",
        "df = df[df['date'] >= '03-01-2020']\n",
        "df= df[df['date']<= '02-21-2021']"
      ],
      "execution_count": 73,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PpoIBOWWchkG"
      },
      "source": [
        "df = df.reset_index(drop = True)"
      ],
      "execution_count": 74,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3unZO1iZ5YsC"
      },
      "source": [
        "# creating the day column\n",
        "df['Day'] = df.groupby('state')['date'].rank(ascending=True)"
      ],
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J0XzhLK-UYOr"
      },
      "source": [
        "df.loc[0, 'Avg day of case'] = np.nan\n",
        "df.loc[0, 'Avg day of death'] = np.nan"
      ],
      "execution_count": 76,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GsXrL92-vaZp"
      },
      "source": [
        "if df.loc[0,'Cases'] != 0:\n",
        "  df.loc[0,'Avg day of case'] = df.loc[0,'Day']"
      ],
      "execution_count": 77,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aEjaHVWXvcPr"
      },
      "source": [
        "if df.loc[0,'Deaths'] != 0:\n",
        "  df.loc[0,'Avg day of death'] = df.loc[0,'Day']"
      ],
      "execution_count": 78,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-g7lyfVxEF_u"
      },
      "source": [
        "# calulating Average day of Case\n",
        "for i in range(1,len(df)):\n",
        "  if df.loc[i-1, 'Cases']!=0 and df.loc[i, 'Cases']!=0:\n",
        "    x = (((df.loc[i, 'Cases'] - df.loc[i-1, 'Cases']) * (df.loc[i, 'Day']- df.loc[i-1, 'Avg day of case'])) / (df.loc[i, 'Cases'])) + (df.loc[i-1, 'Avg day of case'])\n",
        "    df.loc[i, 'Avg day of case'] = round(x,4)\n",
        "  elif df.loc[i-1, 'Cases'] ==0 and df.loc[i, 'Cases']!=0:\n",
        "    x = df.loc[i, 'Day']\n",
        "    df.loc[i, 'Avg day of case'] = round(x,4)\n",
        "  else:\n",
        "     df.loc[i, 'Avg day of case'] = np.nan\n"
      ],
      "execution_count": 79,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ms3qNF6YGvAY"
      },
      "source": [
        "# calulating Average day of death\n",
        "for i in range(1,len(df)):\n",
        "  if df.loc[i-1, 'Deaths']!=0 and df.loc[i, 'Deaths']!=0:\n",
        "    x = (((df.loc[i, 'Deaths'] - df.loc[i-1, 'Deaths']) * (df.loc[i, 'Day']- df.loc[i-1, 'Avg day of death'])) / (df.loc[i, 'Deaths'])) + (df.loc[i-1, 'Avg day of death'])\n",
        "    df.loc[i, 'Avg day of death'] = round(x, 4)\n",
        "  elif df.loc[i-1, 'Deaths'] ==0 and df.loc[i, 'Deaths']!=0:\n",
        "    x = df.loc[i, 'Day']\n",
        "    df.loc[i, 'Avg day of death'] = round(x, 4)\n",
        "  else:\n",
        "     df.loc[i, 'Avg day of death'] = np.nan"
      ],
      "execution_count": 80,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b2p9hNrBVmOM"
      },
      "source": [
        "# creating the CDF Column\n",
        "df['cdf_cases'] = df['Cases']"
      ],
      "execution_count": 81,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AI0g8MKT3-BT"
      },
      "source": [
        "# creating the cdf column\n",
        "df['cdf_deaths'] = df['Deaths']"
      ],
      "execution_count": 82,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nHSztNOFRWGc"
      },
      "source": [
        "# creating the formula for the CDF column\n",
        "df.loc[:,'cdf_cases':] = df.loc[:,'cdf_cases':].div(df.iloc[-1]['cdf_cases':])\n",
        "df = df.reset_index()"
      ],
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K0oCI3O3M-tS"
      },
      "source": [
        "# creating the formula for the CDF column\n",
        "df['cdf_deaths'] = df.loc[:,'cdf_deaths':].div(df.iloc[-1]['cdf_deaths':])"
      ],
      "execution_count": 84,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3YI3NiRpBzf_"
      },
      "source": [
        "# avg death day - avg case day\n",
        "df['Avg Death Day - Avg Case Day'] = df['Avg day of death'] - df['Avg day of case'] "
      ],
      "execution_count": 85,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0Ymb3MlgCzhz"
      },
      "source": [
        "# avg day of case/ current day\n",
        "df['Avg Day of Case/ Current Day'] = df['Avg day of case'] / df['Day']"
      ],
      "execution_count": 86,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j1LpK--RDwnS"
      },
      "source": [
        "# avg death day/current day\n",
        "df['Avg Day of Death/ Current Day'] = df['Avg day of death'] / df['Day']"
      ],
      "execution_count": 87,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HAzolIv_GR5F"
      },
      "source": [
        "df['Avg Case Day - Avg Death Day']= df['Avg day of case']- df['Avg day of death']"
      ],
      "execution_count": 88,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S84cKJx4JwAX"
      },
      "source": [
        "# converting to datetime\n",
        "df.date = pd.to_datetime(df.date)"
      ],
      "execution_count": 89,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1FZB3O-hdx5t"
      },
      "source": [
        "df = df.drop(columns='index')"
      ],
      "execution_count": 90,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M51RnOQZhxaC",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "aa381c4a-04a5-4039-9c00-9b8678604b2a"
      },
      "source": [
        "df"
      ],
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "execute_result",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>date</th>\n",
              "      <th>state</th>\n",
              "      <th>Deaths</th>\n",
              "      <th>Cases</th>\n",
              "      <th>Day</th>\n",
              "      <th>Avg day of case</th>\n",
              "      <th>Avg day of death</th>\n",
              "      <th>cdf_cases</th>\n",
              "      <th>cdf_deaths</th>\n",
              "      <th>Avg Death Day - Avg Case Day</th>\n",
              "      <th>Avg Day of Case/ Current Day</th>\n",
              "      <th>Avg Day of Death/ Current Day</th>\n",
              "      <th>Avg Case Day - Avg Death Day</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2020-03-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>3222.16</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0000</td>\n",
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              "      <th>1</th>\n",
              "      <td>2020-03-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>4089.55</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.2121</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.000654159</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.606050</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2020-03-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>5128.40</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.5743</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.000820333</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.524767</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2020-03-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>6373.94</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0483</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00101957</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.512075</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2020-03-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>7858.56</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2.6059</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00125705</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.521180</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2020-03-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>9611.29</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.2249</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00153741</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.537483</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2020-03-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>11665.30</td>\n",
              "      <td>7.0</td>\n",
              "      <td>3.8896</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00186597</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.555657</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2020-03-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>14068.10</td>\n",
              "      <td>8.0</td>\n",
              "      <td>4.5916</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00225032</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.573950</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2020-03-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>16888.20</td>\n",
              "      <td>9.0</td>\n",
              "      <td>5.3277</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00270142</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.591967</td>\n",
              "      <td>NaN</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2020-03-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>0</td>\n",
              "      <td>20172.90</td>\n",
              "      <td>10.0</td>\n",
              "      <td>6.0885</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00322683</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.608850</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>2020-03-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>2</td>\n",
              "      <td>23953.40</td>\n",
              "      <td>11.0</td>\n",
              "      <td>6.8637</td>\n",
              "      <td>11.0000</td>\n",
              "      <td>0.00383156</td>\n",
              "      <td>6.5716e-05</td>\n",
              "      <td>4.1363</td>\n",
              "      <td>0.623973</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-4.1363</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>2020-03-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>2</td>\n",
              "      <td>28262.60</td>\n",
              "      <td>12.0</td>\n",
              "      <td>7.6468</td>\n",
              "      <td>11.0000</td>\n",
              "      <td>0.00452085</td>\n",
              "      <td>6.5716e-05</td>\n",
              "      <td>3.3532</td>\n",
              "      <td>0.637233</td>\n",
              "      <td>0.916667</td>\n",
              "      <td>-3.3532</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>2020-03-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>2</td>\n",
              "      <td>33128.00</td>\n",
              "      <td>13.0</td>\n",
              "      <td>8.4330</td>\n",
              "      <td>11.0000</td>\n",
              "      <td>0.00529911</td>\n",
              "      <td>6.5716e-05</td>\n",
              "      <td>2.5670</td>\n",
              "      <td>0.648692</td>\n",
              "      <td>0.846154</td>\n",
              "      <td>-2.5670</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>2020-03-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>3</td>\n",
              "      <td>38538.60</td>\n",
              "      <td>14.0</td>\n",
              "      <td>9.2146</td>\n",
              "      <td>12.0000</td>\n",
              "      <td>0.00616459</td>\n",
              "      <td>9.8574e-05</td>\n",
              "      <td>2.7854</td>\n",
              "      <td>0.658186</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>-2.7854</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>2020-03-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>4</td>\n",
              "      <td>44424.80</td>\n",
              "      <td>15.0</td>\n",
              "      <td>9.9812</td>\n",
              "      <td>12.7500</td>\n",
              "      <td>0.00710614</td>\n",
              "      <td>0.000131432</td>\n",
              "      <td>2.7688</td>\n",
              "      <td>0.665413</td>\n",
              "      <td>0.850000</td>\n",
              "      <td>-2.7688</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>2020-03-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>4</td>\n",
              "      <td>50686.50</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.7247</td>\n",
              "      <td>12.7500</td>\n",
              "      <td>0.00810775</td>\n",
              "      <td>0.000131432</td>\n",
              "      <td>2.0253</td>\n",
              "      <td>0.670294</td>\n",
              "      <td>0.796875</td>\n",
              "      <td>-2.0253</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>2020-03-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>6</td>\n",
              "      <td>57257.50</td>\n",
              "      <td>17.0</td>\n",
              "      <td>11.4449</td>\n",
              "      <td>14.1667</td>\n",
              "      <td>0.00915884</td>\n",
              "      <td>0.000197148</td>\n",
              "      <td>2.7218</td>\n",
              "      <td>0.673229</td>\n",
              "      <td>0.833335</td>\n",
              "      <td>-2.7218</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>2020-03-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>7</td>\n",
              "      <td>64051.70</td>\n",
              "      <td>18.0</td>\n",
              "      <td>12.1402</td>\n",
              "      <td>14.7143</td>\n",
              "      <td>0.0102456</td>\n",
              "      <td>0.000230006</td>\n",
              "      <td>2.5741</td>\n",
              "      <td>0.674456</td>\n",
              "      <td>0.817461</td>\n",
              "      <td>-2.5741</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>2020-03-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>8</td>\n",
              "      <td>70980.50</td>\n",
              "      <td>19.0</td>\n",
              "      <td>12.8098</td>\n",
              "      <td>15.2500</td>\n",
              "      <td>0.011354</td>\n",
              "      <td>0.000262864</td>\n",
              "      <td>2.4402</td>\n",
              "      <td>0.674200</td>\n",
              "      <td>0.802632</td>\n",
              "      <td>-2.4402</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>2020-03-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>10</td>\n",
              "      <td>77911.60</td>\n",
              "      <td>20.0</td>\n",
              "      <td>13.4494</td>\n",
              "      <td>16.2000</td>\n",
              "      <td>0.0124626</td>\n",
              "      <td>0.00032858</td>\n",
              "      <td>2.7506</td>\n",
              "      <td>0.672470</td>\n",
              "      <td>0.810000</td>\n",
              "      <td>-2.7506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>2020-03-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>12</td>\n",
              "      <td>84754.70</td>\n",
              "      <td>21.0</td>\n",
              "      <td>14.0590</td>\n",
              "      <td>17.0000</td>\n",
              "      <td>0.0135573</td>\n",
              "      <td>0.000394296</td>\n",
              "      <td>2.9410</td>\n",
              "      <td>0.669476</td>\n",
              "      <td>0.809524</td>\n",
              "      <td>-2.9410</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>2020-03-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>13</td>\n",
              "      <td>91483.50</td>\n",
              "      <td>22.0</td>\n",
              "      <td>14.6431</td>\n",
              "      <td>17.3846</td>\n",
              "      <td>0.0146336</td>\n",
              "      <td>0.000427154</td>\n",
              "      <td>2.7415</td>\n",
              "      <td>0.665595</td>\n",
              "      <td>0.790209</td>\n",
              "      <td>-2.7415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>2020-03-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>14</td>\n",
              "      <td>98100.50</td>\n",
              "      <td>23.0</td>\n",
              "      <td>15.2068</td>\n",
              "      <td>17.7857</td>\n",
              "      <td>0.015692</td>\n",
              "      <td>0.000460012</td>\n",
              "      <td>2.5789</td>\n",
              "      <td>0.661165</td>\n",
              "      <td>0.773291</td>\n",
              "      <td>-2.5789</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>2020-03-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>18</td>\n",
              "      <td>104563.00</td>\n",
              "      <td>24.0</td>\n",
              "      <td>15.7503</td>\n",
              "      <td>19.1667</td>\n",
              "      <td>0.0167258</td>\n",
              "      <td>0.000591444</td>\n",
              "      <td>3.4164</td>\n",
              "      <td>0.656262</td>\n",
              "      <td>0.798612</td>\n",
              "      <td>-3.4164</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>2020-03-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>22</td>\n",
              "      <td>110832.00</td>\n",
              "      <td>25.0</td>\n",
              "      <td>16.2735</td>\n",
              "      <td>20.2273</td>\n",
              "      <td>0.0177286</td>\n",
              "      <td>0.000722876</td>\n",
              "      <td>3.9538</td>\n",
              "      <td>0.650940</td>\n",
              "      <td>0.809092</td>\n",
              "      <td>-3.9538</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>2020-03-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>28</td>\n",
              "      <td>116869.00</td>\n",
              "      <td>26.0</td>\n",
              "      <td>16.7759</td>\n",
              "      <td>21.4643</td>\n",
              "      <td>0.0186942</td>\n",
              "      <td>0.000920024</td>\n",
              "      <td>4.6884</td>\n",
              "      <td>0.645227</td>\n",
              "      <td>0.825550</td>\n",
              "      <td>-4.6884</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>2020-03-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>34</td>\n",
              "      <td>122718.00</td>\n",
              "      <td>27.0</td>\n",
              "      <td>17.2632</td>\n",
              "      <td>22.4412</td>\n",
              "      <td>0.0196298</td>\n",
              "      <td>0.00111717</td>\n",
              "      <td>5.1780</td>\n",
              "      <td>0.639378</td>\n",
              "      <td>0.831156</td>\n",
              "      <td>-5.1780</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>2020-03-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>54</td>\n",
              "      <td>128408.00</td>\n",
              "      <td>28.0</td>\n",
              "      <td>17.7390</td>\n",
              "      <td>24.5000</td>\n",
              "      <td>0.02054</td>\n",
              "      <td>0.00177433</td>\n",
              "      <td>6.7610</td>\n",
              "      <td>0.633536</td>\n",
              "      <td>0.875000</td>\n",
              "      <td>-6.7610</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>2020-03-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>56</td>\n",
              "      <td>133931.00</td>\n",
              "      <td>29.0</td>\n",
              "      <td>18.2034</td>\n",
              "      <td>24.6607</td>\n",
              "      <td>0.0214234</td>\n",
              "      <td>0.00184005</td>\n",
              "      <td>6.4573</td>\n",
              "      <td>0.627703</td>\n",
              "      <td>0.850369</td>\n",
              "      <td>-6.4573</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>2020-03-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>63</td>\n",
              "      <td>139259.00</td>\n",
              "      <td>30.0</td>\n",
              "      <td>18.6547</td>\n",
              "      <td>25.2540</td>\n",
              "      <td>0.0222757</td>\n",
              "      <td>0.00207005</td>\n",
              "      <td>6.5993</td>\n",
              "      <td>0.621823</td>\n",
              "      <td>0.841800</td>\n",
              "      <td>-6.5993</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>2020-03-31</td>\n",
              "      <td>FL</td>\n",
              "      <td>77</td>\n",
              "      <td>144398.00</td>\n",
              "      <td>31.0</td>\n",
              "      <td>19.0941</td>\n",
              "      <td>26.2987</td>\n",
              "      <td>0.0230977</td>\n",
              "      <td>0.00253007</td>\n",
              "      <td>7.2046</td>\n",
              "      <td>0.615939</td>\n",
              "      <td>0.848345</td>\n",
              "      <td>-7.2046</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>2020-04-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>87</td>\n",
              "      <td>149369.00</td>\n",
              "      <td>32.0</td>\n",
              "      <td>19.5236</td>\n",
              "      <td>26.9540</td>\n",
              "      <td>0.0238929</td>\n",
              "      <td>0.00285864</td>\n",
              "      <td>7.4304</td>\n",
              "      <td>0.610112</td>\n",
              "      <td>0.842313</td>\n",
              "      <td>-7.4304</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>2020-04-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>128</td>\n",
              "      <td>154226.00</td>\n",
              "      <td>33.0</td>\n",
              "      <td>19.9480</td>\n",
              "      <td>28.8906</td>\n",
              "      <td>0.0246698</td>\n",
              "      <td>0.00420582</td>\n",
              "      <td>8.9426</td>\n",
              "      <td>0.604485</td>\n",
              "      <td>0.875473</td>\n",
              "      <td>-8.9426</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>2020-04-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>163</td>\n",
              "      <td>158945.00</td>\n",
              "      <td>34.0</td>\n",
              "      <td>20.3652</td>\n",
              "      <td>29.9877</td>\n",
              "      <td>0.0254247</td>\n",
              "      <td>0.00535585</td>\n",
              "      <td>9.6225</td>\n",
              "      <td>0.598976</td>\n",
              "      <td>0.881991</td>\n",
              "      <td>-9.6225</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>2020-04-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>191</td>\n",
              "      <td>163520.00</td>\n",
              "      <td>35.0</td>\n",
              "      <td>20.7747</td>\n",
              "      <td>30.7225</td>\n",
              "      <td>0.0261565</td>\n",
              "      <td>0.00627588</td>\n",
              "      <td>9.9478</td>\n",
              "      <td>0.593563</td>\n",
              "      <td>0.877786</td>\n",
              "      <td>-9.9478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>2020-04-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>218</td>\n",
              "      <td>167934.00</td>\n",
              "      <td>36.0</td>\n",
              "      <td>21.1749</td>\n",
              "      <td>31.3761</td>\n",
              "      <td>0.0268625</td>\n",
              "      <td>0.00716304</td>\n",
              "      <td>10.2012</td>\n",
              "      <td>0.588192</td>\n",
              "      <td>0.871558</td>\n",
              "      <td>-10.2012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>2020-04-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>236</td>\n",
              "      <td>172208.00</td>\n",
              "      <td>37.0</td>\n",
              "      <td>21.5677</td>\n",
              "      <td>31.8050</td>\n",
              "      <td>0.0275462</td>\n",
              "      <td>0.00775449</td>\n",
              "      <td>10.2373</td>\n",
              "      <td>0.582911</td>\n",
              "      <td>0.859595</td>\n",
              "      <td>-10.2373</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>2020-04-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>296</td>\n",
              "      <td>176342.00</td>\n",
              "      <td>38.0</td>\n",
              "      <td>21.9529</td>\n",
              "      <td>33.0607</td>\n",
              "      <td>0.0282075</td>\n",
              "      <td>0.00972596</td>\n",
              "      <td>11.1078</td>\n",
              "      <td>0.577708</td>\n",
              "      <td>0.870018</td>\n",
              "      <td>-11.1078</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>2020-04-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>309</td>\n",
              "      <td>180352.00</td>\n",
              "      <td>39.0</td>\n",
              "      <td>22.3319</td>\n",
              "      <td>33.3106</td>\n",
              "      <td>0.0288489</td>\n",
              "      <td>0.0101531</td>\n",
              "      <td>10.9787</td>\n",
              "      <td>0.572613</td>\n",
              "      <td>0.854118</td>\n",
              "      <td>-10.9787</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>2020-04-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>354</td>\n",
              "      <td>184192.00</td>\n",
              "      <td>40.0</td>\n",
              "      <td>22.7002</td>\n",
              "      <td>34.1609</td>\n",
              "      <td>0.0294631</td>\n",
              "      <td>0.0116317</td>\n",
              "      <td>11.4607</td>\n",
              "      <td>0.567505</td>\n",
              "      <td>0.854022</td>\n",
              "      <td>-11.4607</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>2020-04-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>390</td>\n",
              "      <td>187861.00</td>\n",
              "      <td>41.0</td>\n",
              "      <td>23.0576</td>\n",
              "      <td>34.7922</td>\n",
              "      <td>0.03005</td>\n",
              "      <td>0.0128146</td>\n",
              "      <td>11.7346</td>\n",
              "      <td>0.562380</td>\n",
              "      <td>0.848590</td>\n",
              "      <td>-11.7346</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>2020-04-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>438</td>\n",
              "      <td>191344.00</td>\n",
              "      <td>42.0</td>\n",
              "      <td>23.4024</td>\n",
              "      <td>35.5821</td>\n",
              "      <td>0.0306072</td>\n",
              "      <td>0.0143918</td>\n",
              "      <td>12.1797</td>\n",
              "      <td>0.557200</td>\n",
              "      <td>0.847193</td>\n",
              "      <td>-12.1797</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>2020-04-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>465</td>\n",
              "      <td>194667.00</td>\n",
              "      <td>43.0</td>\n",
              "      <td>23.7369</td>\n",
              "      <td>36.0128</td>\n",
              "      <td>0.0311387</td>\n",
              "      <td>0.015279</td>\n",
              "      <td>12.2759</td>\n",
              "      <td>0.552021</td>\n",
              "      <td>0.837507</td>\n",
              "      <td>-12.2759</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>2020-04-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>483</td>\n",
              "      <td>197834.00</td>\n",
              "      <td>44.0</td>\n",
              "      <td>24.0613</td>\n",
              "      <td>36.3105</td>\n",
              "      <td>0.0316453</td>\n",
              "      <td>0.0158704</td>\n",
              "      <td>12.2492</td>\n",
              "      <td>0.546848</td>\n",
              "      <td>0.825239</td>\n",
              "      <td>-12.2492</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>2020-04-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>537</td>\n",
              "      <td>200863.00</td>\n",
              "      <td>45.0</td>\n",
              "      <td>24.3771</td>\n",
              "      <td>37.1843</td>\n",
              "      <td>0.0321298</td>\n",
              "      <td>0.0176447</td>\n",
              "      <td>12.8072</td>\n",
              "      <td>0.541713</td>\n",
              "      <td>0.826318</td>\n",
              "      <td>-12.8072</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>2020-04-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>609</td>\n",
              "      <td>203770.00</td>\n",
              "      <td>46.0</td>\n",
              "      <td>24.6856</td>\n",
              "      <td>38.2266</td>\n",
              "      <td>0.0325948</td>\n",
              "      <td>0.0200105</td>\n",
              "      <td>13.5410</td>\n",
              "      <td>0.536643</td>\n",
              "      <td>0.831013</td>\n",
              "      <td>-13.5410</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>2020-04-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>646</td>\n",
              "      <td>206566.00</td>\n",
              "      <td>47.0</td>\n",
              "      <td>24.9876</td>\n",
              "      <td>38.7291</td>\n",
              "      <td>0.033042</td>\n",
              "      <td>0.0212263</td>\n",
              "      <td>13.7415</td>\n",
              "      <td>0.531651</td>\n",
              "      <td>0.824023</td>\n",
              "      <td>-13.7415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>2020-04-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>699</td>\n",
              "      <td>209300.00</td>\n",
              "      <td>48.0</td>\n",
              "      <td>25.2882</td>\n",
              "      <td>39.4320</td>\n",
              "      <td>0.0334794</td>\n",
              "      <td>0.0229677</td>\n",
              "      <td>14.1438</td>\n",
              "      <td>0.526837</td>\n",
              "      <td>0.821500</td>\n",
              "      <td>-14.1438</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>2020-04-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>754</td>\n",
              "      <td>212000.00</td>\n",
              "      <td>49.0</td>\n",
              "      <td>25.5902</td>\n",
              "      <td>40.1299</td>\n",
              "      <td>0.0339113</td>\n",
              "      <td>0.0247749</td>\n",
              "      <td>14.5397</td>\n",
              "      <td>0.522249</td>\n",
              "      <td>0.818978</td>\n",
              "      <td>-14.5397</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>2020-04-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>781</td>\n",
              "      <td>214629.00</td>\n",
              "      <td>50.0</td>\n",
              "      <td>25.8892</td>\n",
              "      <td>40.4711</td>\n",
              "      <td>0.0343318</td>\n",
              "      <td>0.0256621</td>\n",
              "      <td>14.5819</td>\n",
              "      <td>0.517784</td>\n",
              "      <td>0.809422</td>\n",
              "      <td>-14.5819</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>2020-04-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>806</td>\n",
              "      <td>217195.00</td>\n",
              "      <td>51.0</td>\n",
              "      <td>26.1859</td>\n",
              "      <td>40.7977</td>\n",
              "      <td>0.0347423</td>\n",
              "      <td>0.0264835</td>\n",
              "      <td>14.6118</td>\n",
              "      <td>0.513449</td>\n",
              "      <td>0.799955</td>\n",
              "      <td>-14.6118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>2020-04-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>856</td>\n",
              "      <td>219705.00</td>\n",
              "      <td>52.0</td>\n",
              "      <td>26.4808</td>\n",
              "      <td>41.4520</td>\n",
              "      <td>0.0351437</td>\n",
              "      <td>0.0281264</td>\n",
              "      <td>14.9712</td>\n",
              "      <td>0.509246</td>\n",
              "      <td>0.797154</td>\n",
              "      <td>-14.9712</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>2020-04-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>910</td>\n",
              "      <td>222126.00</td>\n",
              "      <td>53.0</td>\n",
              "      <td>26.7698</td>\n",
              "      <td>42.1373</td>\n",
              "      <td>0.035531</td>\n",
              "      <td>0.0299008</td>\n",
              "      <td>15.3675</td>\n",
              "      <td>0.505091</td>\n",
              "      <td>0.795043</td>\n",
              "      <td>-15.3675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>2020-04-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>979</td>\n",
              "      <td>224471.00</td>\n",
              "      <td>54.0</td>\n",
              "      <td>27.0543</td>\n",
              "      <td>42.9734</td>\n",
              "      <td>0.0359061</td>\n",
              "      <td>0.032168</td>\n",
              "      <td>15.9191</td>\n",
              "      <td>0.501006</td>\n",
              "      <td>0.795804</td>\n",
              "      <td>-15.9191</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>2020-04-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>1031</td>\n",
              "      <td>226736.00</td>\n",
              "      <td>55.0</td>\n",
              "      <td>27.3335</td>\n",
              "      <td>43.5800</td>\n",
              "      <td>0.0362684</td>\n",
              "      <td>0.0338766</td>\n",
              "      <td>16.2465</td>\n",
              "      <td>0.496973</td>\n",
              "      <td>0.792364</td>\n",
              "      <td>-16.2465</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>2020-04-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>1075</td>\n",
              "      <td>228931.00</td>\n",
              "      <td>56.0</td>\n",
              "      <td>27.6084</td>\n",
              "      <td>44.0884</td>\n",
              "      <td>0.0366195</td>\n",
              "      <td>0.0353223</td>\n",
              "      <td>16.4800</td>\n",
              "      <td>0.493007</td>\n",
              "      <td>0.787293</td>\n",
              "      <td>-16.4800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>2020-04-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>1094</td>\n",
              "      <td>231133.00</td>\n",
              "      <td>57.0</td>\n",
              "      <td>27.8884</td>\n",
              "      <td>44.3126</td>\n",
              "      <td>0.0369718</td>\n",
              "      <td>0.0359466</td>\n",
              "      <td>16.4242</td>\n",
              "      <td>0.489270</td>\n",
              "      <td>0.777414</td>\n",
              "      <td>-16.4242</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>2020-04-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>1101</td>\n",
              "      <td>233366.00</td>\n",
              "      <td>58.0</td>\n",
              "      <td>28.1765</td>\n",
              "      <td>44.3996</td>\n",
              "      <td>0.0373289</td>\n",
              "      <td>0.0361766</td>\n",
              "      <td>16.2231</td>\n",
              "      <td>0.485802</td>\n",
              "      <td>0.765510</td>\n",
              "      <td>-16.2231</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58</th>\n",
              "      <td>2020-04-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>1154</td>\n",
              "      <td>235621.00</td>\n",
              "      <td>59.0</td>\n",
              "      <td>28.4715</td>\n",
              "      <td>45.0702</td>\n",
              "      <td>0.0376897</td>\n",
              "      <td>0.0379181</td>\n",
              "      <td>16.5987</td>\n",
              "      <td>0.482568</td>\n",
              "      <td>0.763902</td>\n",
              "      <td>-16.5987</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>2020-04-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>1240</td>\n",
              "      <td>237955.00</td>\n",
              "      <td>60.0</td>\n",
              "      <td>28.7807</td>\n",
              "      <td>46.1057</td>\n",
              "      <td>0.038063</td>\n",
              "      <td>0.0407439</td>\n",
              "      <td>17.3250</td>\n",
              "      <td>0.479678</td>\n",
              "      <td>0.768428</td>\n",
              "      <td>-17.3250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>2020-04-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>1290</td>\n",
              "      <td>240397.00</td>\n",
              "      <td>61.0</td>\n",
              "      <td>29.1080</td>\n",
              "      <td>46.6830</td>\n",
              "      <td>0.0384536</td>\n",
              "      <td>0.0423868</td>\n",
              "      <td>17.5750</td>\n",
              "      <td>0.477180</td>\n",
              "      <td>0.765295</td>\n",
              "      <td>-17.5750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>2020-05-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>1314</td>\n",
              "      <td>242928.00</td>\n",
              "      <td>62.0</td>\n",
              "      <td>29.4507</td>\n",
              "      <td>46.9628</td>\n",
              "      <td>0.0388585</td>\n",
              "      <td>0.0431754</td>\n",
              "      <td>17.5121</td>\n",
              "      <td>0.475011</td>\n",
              "      <td>0.757465</td>\n",
              "      <td>-17.5121</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>2020-05-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>1388</td>\n",
              "      <td>245478.00</td>\n",
              "      <td>63.0</td>\n",
              "      <td>29.7992</td>\n",
              "      <td>47.8178</td>\n",
              "      <td>0.0392664</td>\n",
              "      <td>0.0456069</td>\n",
              "      <td>18.0186</td>\n",
              "      <td>0.473003</td>\n",
              "      <td>0.759013</td>\n",
              "      <td>-18.0186</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>2020-05-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>1403</td>\n",
              "      <td>248038.00</td>\n",
              "      <td>64.0</td>\n",
              "      <td>30.1522</td>\n",
              "      <td>47.9908</td>\n",
              "      <td>0.0396759</td>\n",
              "      <td>0.0460998</td>\n",
              "      <td>17.8386</td>\n",
              "      <td>0.471128</td>\n",
              "      <td>0.749856</td>\n",
              "      <td>-17.8386</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>2020-05-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>1423</td>\n",
              "      <td>250583.00</td>\n",
              "      <td>65.0</td>\n",
              "      <td>30.5061</td>\n",
              "      <td>48.2299</td>\n",
              "      <td>0.040083</td>\n",
              "      <td>0.0467569</td>\n",
              "      <td>17.7238</td>\n",
              "      <td>0.469325</td>\n",
              "      <td>0.741998</td>\n",
              "      <td>-17.7238</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>2020-05-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>1536</td>\n",
              "      <td>253127.00</td>\n",
              "      <td>66.0</td>\n",
              "      <td>30.8628</td>\n",
              "      <td>49.5372</td>\n",
              "      <td>0.0404899</td>\n",
              "      <td>0.0504699</td>\n",
              "      <td>18.6744</td>\n",
              "      <td>0.467618</td>\n",
              "      <td>0.750564</td>\n",
              "      <td>-18.6744</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>2020-05-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>1605</td>\n",
              "      <td>255614.00</td>\n",
              "      <td>67.0</td>\n",
              "      <td>31.2144</td>\n",
              "      <td>50.2879</td>\n",
              "      <td>0.0408877</td>\n",
              "      <td>0.0527371</td>\n",
              "      <td>19.0735</td>\n",
              "      <td>0.465887</td>\n",
              "      <td>0.750566</td>\n",
              "      <td>-19.0735</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>2020-05-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>1667</td>\n",
              "      <td>258028.00</td>\n",
              "      <td>68.0</td>\n",
              "      <td>31.5586</td>\n",
              "      <td>50.9467</td>\n",
              "      <td>0.0412738</td>\n",
              "      <td>0.0547743</td>\n",
              "      <td>19.3881</td>\n",
              "      <td>0.464097</td>\n",
              "      <td>0.749216</td>\n",
              "      <td>-19.3881</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>2020-05-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>1738</td>\n",
              "      <td>260388.00</td>\n",
              "      <td>69.0</td>\n",
              "      <td>31.8979</td>\n",
              "      <td>51.6842</td>\n",
              "      <td>0.0416514</td>\n",
              "      <td>0.0571072</td>\n",
              "      <td>19.7863</td>\n",
              "      <td>0.462288</td>\n",
              "      <td>0.749046</td>\n",
              "      <td>-19.7863</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>2020-05-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>1785</td>\n",
              "      <td>262756.00</td>\n",
              "      <td>70.0</td>\n",
              "      <td>32.2413</td>\n",
              "      <td>52.1665</td>\n",
              "      <td>0.0420301</td>\n",
              "      <td>0.0586515</td>\n",
              "      <td>19.9252</td>\n",
              "      <td>0.460590</td>\n",
              "      <td>0.745236</td>\n",
              "      <td>-19.9252</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>2020-05-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>1791</td>\n",
              "      <td>265118.00</td>\n",
              "      <td>71.0</td>\n",
              "      <td>32.5866</td>\n",
              "      <td>52.2296</td>\n",
              "      <td>0.042408</td>\n",
              "      <td>0.0588487</td>\n",
              "      <td>19.6430</td>\n",
              "      <td>0.458966</td>\n",
              "      <td>0.735628</td>\n",
              "      <td>-19.6430</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>2020-05-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>1805</td>\n",
              "      <td>267464.00</td>\n",
              "      <td>72.0</td>\n",
              "      <td>32.9323</td>\n",
              "      <td>52.3829</td>\n",
              "      <td>0.0427832</td>\n",
              "      <td>0.0593087</td>\n",
              "      <td>19.4506</td>\n",
              "      <td>0.457393</td>\n",
              "      <td>0.727540</td>\n",
              "      <td>-19.4506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>2020-05-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>1849</td>\n",
              "      <td>269811.00</td>\n",
              "      <td>73.0</td>\n",
              "      <td>33.2808</td>\n",
              "      <td>52.8735</td>\n",
              "      <td>0.0431586</td>\n",
              "      <td>0.0607544</td>\n",
              "      <td>19.5927</td>\n",
              "      <td>0.455901</td>\n",
              "      <td>0.724295</td>\n",
              "      <td>-19.5927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73</th>\n",
              "      <td>2020-05-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>1898</td>\n",
              "      <td>272191.00</td>\n",
              "      <td>74.0</td>\n",
              "      <td>33.6368</td>\n",
              "      <td>53.4189</td>\n",
              "      <td>0.0435393</td>\n",
              "      <td>0.0623645</td>\n",
              "      <td>19.7821</td>\n",
              "      <td>0.454551</td>\n",
              "      <td>0.721877</td>\n",
              "      <td>-19.7821</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>2020-05-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>1948</td>\n",
              "      <td>274615.00</td>\n",
              "      <td>75.0</td>\n",
              "      <td>34.0019</td>\n",
              "      <td>53.9728</td>\n",
              "      <td>0.0439271</td>\n",
              "      <td>0.0640074</td>\n",
              "      <td>19.9709</td>\n",
              "      <td>0.453359</td>\n",
              "      <td>0.719637</td>\n",
              "      <td>-19.9709</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>2020-05-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>1991</td>\n",
              "      <td>277034.00</td>\n",
              "      <td>76.0</td>\n",
              "      <td>34.3686</td>\n",
              "      <td>54.4485</td>\n",
              "      <td>0.044314</td>\n",
              "      <td>0.0654203</td>\n",
              "      <td>20.0799</td>\n",
              "      <td>0.452218</td>\n",
              "      <td>0.716428</td>\n",
              "      <td>-20.0799</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>2020-05-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>2040</td>\n",
              "      <td>279478.00</td>\n",
              "      <td>77.0</td>\n",
              "      <td>34.7414</td>\n",
              "      <td>54.9902</td>\n",
              "      <td>0.044705</td>\n",
              "      <td>0.0670303</td>\n",
              "      <td>20.2488</td>\n",
              "      <td>0.451187</td>\n",
              "      <td>0.714158</td>\n",
              "      <td>-20.2488</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>2020-05-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>2049</td>\n",
              "      <td>282002.00</td>\n",
              "      <td>78.0</td>\n",
              "      <td>35.1286</td>\n",
              "      <td>55.0913</td>\n",
              "      <td>0.0451087</td>\n",
              "      <td>0.067326</td>\n",
              "      <td>19.9627</td>\n",
              "      <td>0.450367</td>\n",
              "      <td>0.706299</td>\n",
              "      <td>-19.9627</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>2020-05-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>2073</td>\n",
              "      <td>284669.00</td>\n",
              "      <td>79.0</td>\n",
              "      <td>35.5396</td>\n",
              "      <td>55.3681</td>\n",
              "      <td>0.0455353</td>\n",
              "      <td>0.0681146</td>\n",
              "      <td>19.8285</td>\n",
              "      <td>0.449868</td>\n",
              "      <td>0.700862</td>\n",
              "      <td>-19.8285</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>2020-05-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>2129</td>\n",
              "      <td>287440.00</td>\n",
              "      <td>80.0</td>\n",
              "      <td>35.9682</td>\n",
              "      <td>56.0160</td>\n",
              "      <td>0.0459786</td>\n",
              "      <td>0.0699547</td>\n",
              "      <td>20.0478</td>\n",
              "      <td>0.449603</td>\n",
              "      <td>0.700200</td>\n",
              "      <td>-20.0478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>80</th>\n",
              "      <td>2020-05-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>2173</td>\n",
              "      <td>290339.00</td>\n",
              "      <td>81.0</td>\n",
              "      <td>36.4178</td>\n",
              "      <td>56.5219</td>\n",
              "      <td>0.0464423</td>\n",
              "      <td>0.0714004</td>\n",
              "      <td>20.1041</td>\n",
              "      <td>0.449602</td>\n",
              "      <td>0.697801</td>\n",
              "      <td>-20.1041</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>2020-05-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>2222</td>\n",
              "      <td>293384.00</td>\n",
              "      <td>82.0</td>\n",
              "      <td>36.8909</td>\n",
              "      <td>57.0837</td>\n",
              "      <td>0.0469294</td>\n",
              "      <td>0.0730104</td>\n",
              "      <td>20.1928</td>\n",
              "      <td>0.449889</td>\n",
              "      <td>0.696143</td>\n",
              "      <td>-20.1928</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>2020-05-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>2268</td>\n",
              "      <td>296655.00</td>\n",
              "      <td>83.0</td>\n",
              "      <td>37.3993</td>\n",
              "      <td>57.6093</td>\n",
              "      <td>0.0474526</td>\n",
              "      <td>0.0745219</td>\n",
              "      <td>20.2100</td>\n",
              "      <td>0.450594</td>\n",
              "      <td>0.694088</td>\n",
              "      <td>-20.2100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>2020-05-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>2312</td>\n",
              "      <td>300150.00</td>\n",
              "      <td>84.0</td>\n",
              "      <td>37.9419</td>\n",
              "      <td>58.1115</td>\n",
              "      <td>0.0480116</td>\n",
              "      <td>0.0759677</td>\n",
              "      <td>20.1696</td>\n",
              "      <td>0.451689</td>\n",
              "      <td>0.691804</td>\n",
              "      <td>-20.1696</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84</th>\n",
              "      <td>2020-05-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>2316</td>\n",
              "      <td>303819.00</td>\n",
              "      <td>85.0</td>\n",
              "      <td>38.5102</td>\n",
              "      <td>58.1579</td>\n",
              "      <td>0.0485985</td>\n",
              "      <td>0.0760991</td>\n",
              "      <td>19.6477</td>\n",
              "      <td>0.453061</td>\n",
              "      <td>0.684211</td>\n",
              "      <td>-19.6477</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85</th>\n",
              "      <td>2020-05-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>2331</td>\n",
              "      <td>307652.00</td>\n",
              "      <td>86.0</td>\n",
              "      <td>39.1019</td>\n",
              "      <td>58.3371</td>\n",
              "      <td>0.0492116</td>\n",
              "      <td>0.076592</td>\n",
              "      <td>19.2352</td>\n",
              "      <td>0.454673</td>\n",
              "      <td>0.678338</td>\n",
              "      <td>-19.2352</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>2020-05-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>2338</td>\n",
              "      <td>311713.00</td>\n",
              "      <td>87.0</td>\n",
              "      <td>39.7259</td>\n",
              "      <td>58.4229</td>\n",
              "      <td>0.0498612</td>\n",
              "      <td>0.076822</td>\n",
              "      <td>18.6970</td>\n",
              "      <td>0.456620</td>\n",
              "      <td>0.671528</td>\n",
              "      <td>-18.6970</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87</th>\n",
              "      <td>2020-05-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>2400</td>\n",
              "      <td>316082.00</td>\n",
              "      <td>88.0</td>\n",
              "      <td>40.3932</td>\n",
              "      <td>59.1870</td>\n",
              "      <td>0.0505601</td>\n",
              "      <td>0.0788592</td>\n",
              "      <td>18.7938</td>\n",
              "      <td>0.459014</td>\n",
              "      <td>0.672580</td>\n",
              "      <td>-18.7938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88</th>\n",
              "      <td>2020-05-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>2446</td>\n",
              "      <td>320797.00</td>\n",
              "      <td>89.0</td>\n",
              "      <td>41.1076</td>\n",
              "      <td>59.7477</td>\n",
              "      <td>0.0513143</td>\n",
              "      <td>0.0803706</td>\n",
              "      <td>18.6401</td>\n",
              "      <td>0.461883</td>\n",
              "      <td>0.671322</td>\n",
              "      <td>-18.6401</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>89</th>\n",
              "      <td>2020-05-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>2495</td>\n",
              "      <td>325879.00</td>\n",
              "      <td>90.0</td>\n",
              "      <td>41.8701</td>\n",
              "      <td>60.3418</td>\n",
              "      <td>0.0521272</td>\n",
              "      <td>0.0819807</td>\n",
              "      <td>18.4717</td>\n",
              "      <td>0.465223</td>\n",
              "      <td>0.670464</td>\n",
              "      <td>-18.4717</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>2020-05-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>2530</td>\n",
              "      <td>331429.00</td>\n",
              "      <td>91.0</td>\n",
              "      <td>42.6928</td>\n",
              "      <td>60.7659</td>\n",
              "      <td>0.053015</td>\n",
              "      <td>0.0831307</td>\n",
              "      <td>18.0731</td>\n",
              "      <td>0.469152</td>\n",
              "      <td>0.667757</td>\n",
              "      <td>-18.0731</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91</th>\n",
              "      <td>2020-05-31</td>\n",
              "      <td>FL</td>\n",
              "      <td>2534</td>\n",
              "      <td>337554.00</td>\n",
              "      <td>92.0</td>\n",
              "      <td>43.5875</td>\n",
              "      <td>60.8152</td>\n",
              "      <td>0.0539947</td>\n",
              "      <td>0.0832621</td>\n",
              "      <td>17.2277</td>\n",
              "      <td>0.473777</td>\n",
              "      <td>0.661035</td>\n",
              "      <td>-17.2277</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>92</th>\n",
              "      <td>2020-06-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>2543</td>\n",
              "      <td>344311.00</td>\n",
              "      <td>93.0</td>\n",
              "      <td>44.5572</td>\n",
              "      <td>60.9291</td>\n",
              "      <td>0.0550756</td>\n",
              "      <td>0.0835579</td>\n",
              "      <td>16.3719</td>\n",
              "      <td>0.479110</td>\n",
              "      <td>0.655152</td>\n",
              "      <td>-16.3719</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93</th>\n",
              "      <td>2020-06-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>2613</td>\n",
              "      <td>351814.00</td>\n",
              "      <td>94.0</td>\n",
              "      <td>45.6116</td>\n",
              "      <td>61.8150</td>\n",
              "      <td>0.0562757</td>\n",
              "      <td>0.0858579</td>\n",
              "      <td>16.2034</td>\n",
              "      <td>0.485230</td>\n",
              "      <td>0.657606</td>\n",
              "      <td>-16.2034</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>2020-06-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>2650</td>\n",
              "      <td>360110.00</td>\n",
              "      <td>95.0</td>\n",
              "      <td>46.7494</td>\n",
              "      <td>62.2783</td>\n",
              "      <td>0.0576028</td>\n",
              "      <td>0.0870737</td>\n",
              "      <td>15.5289</td>\n",
              "      <td>0.492099</td>\n",
              "      <td>0.655561</td>\n",
              "      <td>-15.5289</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>2020-06-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>2691</td>\n",
              "      <td>369409.00</td>\n",
              "      <td>96.0</td>\n",
              "      <td>47.9892</td>\n",
              "      <td>62.7921</td>\n",
              "      <td>0.0590902</td>\n",
              "      <td>0.0884208</td>\n",
              "      <td>14.8029</td>\n",
              "      <td>0.499887</td>\n",
              "      <td>0.654084</td>\n",
              "      <td>-14.8029</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>2020-06-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>2745</td>\n",
              "      <td>379744.00</td>\n",
              "      <td>97.0</td>\n",
              "      <td>49.3231</td>\n",
              "      <td>63.4650</td>\n",
              "      <td>0.0607434</td>\n",
              "      <td>0.0901952</td>\n",
              "      <td>14.1419</td>\n",
              "      <td>0.508486</td>\n",
              "      <td>0.654278</td>\n",
              "      <td>-14.1419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>2020-06-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>2773</td>\n",
              "      <td>391096.00</td>\n",
              "      <td>98.0</td>\n",
              "      <td>50.7360</td>\n",
              "      <td>63.8137</td>\n",
              "      <td>0.0625592</td>\n",
              "      <td>0.0911152</td>\n",
              "      <td>13.0777</td>\n",
              "      <td>0.517714</td>\n",
              "      <td>0.651160</td>\n",
              "      <td>-13.0777</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>2020-06-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>2786</td>\n",
              "      <td>403663.00</td>\n",
              "      <td>99.0</td>\n",
              "      <td>52.2386</td>\n",
              "      <td>63.9779</td>\n",
              "      <td>0.0645694</td>\n",
              "      <td>0.0915424</td>\n",
              "      <td>11.7393</td>\n",
              "      <td>0.527663</td>\n",
              "      <td>0.646241</td>\n",
              "      <td>-11.7393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99</th>\n",
              "      <td>2020-06-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>2798</td>\n",
              "      <td>417533.00</td>\n",
              "      <td>100.0</td>\n",
              "      <td>53.8252</td>\n",
              "      <td>64.1324</td>\n",
              "      <td>0.0667881</td>\n",
              "      <td>0.0919366</td>\n",
              "      <td>10.3072</td>\n",
              "      <td>0.538252</td>\n",
              "      <td>0.641324</td>\n",
              "      <td>-10.3072</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>100</th>\n",
              "      <td>2020-06-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>2851</td>\n",
              "      <td>433062.00</td>\n",
              "      <td>101.0</td>\n",
              "      <td>55.5168</td>\n",
              "      <td>64.8178</td>\n",
              "      <td>0.0692721</td>\n",
              "      <td>0.0936781</td>\n",
              "      <td>9.3010</td>\n",
              "      <td>0.549671</td>\n",
              "      <td>0.641760</td>\n",
              "      <td>-9.3010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>101</th>\n",
              "      <td>2020-06-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>2889</td>\n",
              "      <td>450590.00</td>\n",
              "      <td>102.0</td>\n",
              "      <td>57.3250</td>\n",
              "      <td>65.3069</td>\n",
              "      <td>0.0720758</td>\n",
              "      <td>0.0949267</td>\n",
              "      <td>7.9819</td>\n",
              "      <td>0.562010</td>\n",
              "      <td>0.640264</td>\n",
              "      <td>-7.9819</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>102</th>\n",
              "      <td>2020-06-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>2938</td>\n",
              "      <td>470169.00</td>\n",
              "      <td>103.0</td>\n",
              "      <td>59.2270</td>\n",
              "      <td>65.9355</td>\n",
              "      <td>0.0752077</td>\n",
              "      <td>0.0965368</td>\n",
              "      <td>6.7085</td>\n",
              "      <td>0.575019</td>\n",
              "      <td>0.640150</td>\n",
              "      <td>-6.7085</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103</th>\n",
              "      <td>2020-06-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>2967</td>\n",
              "      <td>491977.00</td>\n",
              "      <td>104.0</td>\n",
              "      <td>61.2117</td>\n",
              "      <td>66.3075</td>\n",
              "      <td>0.078696</td>\n",
              "      <td>0.0974896</td>\n",
              "      <td>5.0958</td>\n",
              "      <td>0.588574</td>\n",
              "      <td>0.637572</td>\n",
              "      <td>-5.0958</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104</th>\n",
              "      <td>2020-06-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>3016</td>\n",
              "      <td>516120.00</td>\n",
              "      <td>105.0</td>\n",
              "      <td>63.2600</td>\n",
              "      <td>66.9361</td>\n",
              "      <td>0.0825579</td>\n",
              "      <td>0.0990997</td>\n",
              "      <td>3.6761</td>\n",
              "      <td>0.602476</td>\n",
              "      <td>0.637487</td>\n",
              "      <td>-3.6761</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>2020-06-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>3022</td>\n",
              "      <td>542367.00</td>\n",
              "      <td>106.0</td>\n",
              "      <td>65.3283</td>\n",
              "      <td>67.0137</td>\n",
              "      <td>0.0867564</td>\n",
              "      <td>0.0992968</td>\n",
              "      <td>1.6854</td>\n",
              "      <td>0.616305</td>\n",
              "      <td>0.632205</td>\n",
              "      <td>-1.6854</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>106</th>\n",
              "      <td>2020-06-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>3030</td>\n",
              "      <td>571000.00</td>\n",
              "      <td>107.0</td>\n",
              "      <td>67.4179</td>\n",
              "      <td>67.1193</td>\n",
              "      <td>0.0913365</td>\n",
              "      <td>0.0995597</td>\n",
              "      <td>-0.2986</td>\n",
              "      <td>0.630074</td>\n",
              "      <td>0.627283</td>\n",
              "      <td>0.2986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>2020-06-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>3085</td>\n",
              "      <td>601735.00</td>\n",
              "      <td>108.0</td>\n",
              "      <td>69.4907</td>\n",
              "      <td>67.8481</td>\n",
              "      <td>0.0962528</td>\n",
              "      <td>0.101367</td>\n",
              "      <td>-1.6426</td>\n",
              "      <td>0.643432</td>\n",
              "      <td>0.628223</td>\n",
              "      <td>1.6426</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>108</th>\n",
              "      <td>2020-06-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>3110</td>\n",
              "      <td>634270.00</td>\n",
              "      <td>109.0</td>\n",
              "      <td>71.5173</td>\n",
              "      <td>68.1789</td>\n",
              "      <td>0.101457</td>\n",
              "      <td>0.102188</td>\n",
              "      <td>-3.3384</td>\n",
              "      <td>0.656122</td>\n",
              "      <td>0.625494</td>\n",
              "      <td>3.3384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>109</th>\n",
              "      <td>2020-06-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>3154</td>\n",
              "      <td>668473.00</td>\n",
              "      <td>110.0</td>\n",
              "      <td>73.4863</td>\n",
              "      <td>68.7623</td>\n",
              "      <td>0.106928</td>\n",
              "      <td>0.103634</td>\n",
              "      <td>-4.7240</td>\n",
              "      <td>0.668057</td>\n",
              "      <td>0.625112</td>\n",
              "      <td>4.7240</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>110</th>\n",
              "      <td>2020-06-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>3197</td>\n",
              "      <td>704174.00</td>\n",
              "      <td>111.0</td>\n",
              "      <td>75.3882</td>\n",
              "      <td>69.3304</td>\n",
              "      <td>0.112639</td>\n",
              "      <td>0.105047</td>\n",
              "      <td>-6.0578</td>\n",
              "      <td>0.679173</td>\n",
              "      <td>0.624598</td>\n",
              "      <td>6.0578</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111</th>\n",
              "      <td>2020-06-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>3237</td>\n",
              "      <td>741241.00</td>\n",
              "      <td>112.0</td>\n",
              "      <td>77.2190</td>\n",
              "      <td>69.8577</td>\n",
              "      <td>0.118568</td>\n",
              "      <td>0.106361</td>\n",
              "      <td>-7.3613</td>\n",
              "      <td>0.689455</td>\n",
              "      <td>0.623729</td>\n",
              "      <td>7.3613</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>112</th>\n",
              "      <td>2020-06-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>3254</td>\n",
              "      <td>779861.00</td>\n",
              "      <td>113.0</td>\n",
              "      <td>78.9909</td>\n",
              "      <td>70.0831</td>\n",
              "      <td>0.124746</td>\n",
              "      <td>0.10692</td>\n",
              "      <td>-8.9078</td>\n",
              "      <td>0.699035</td>\n",
              "      <td>0.620204</td>\n",
              "      <td>8.9078</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>2020-06-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>3266</td>\n",
              "      <td>819514.00</td>\n",
              "      <td>114.0</td>\n",
              "      <td>80.6849</td>\n",
              "      <td>70.2445</td>\n",
              "      <td>0.131088</td>\n",
              "      <td>0.107314</td>\n",
              "      <td>-10.4404</td>\n",
              "      <td>0.707762</td>\n",
              "      <td>0.616180</td>\n",
              "      <td>10.4404</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>114</th>\n",
              "      <td>2020-06-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>3333</td>\n",
              "      <td>859698.00</td>\n",
              "      <td>115.0</td>\n",
              "      <td>82.2889</td>\n",
              "      <td>71.1442</td>\n",
              "      <td>0.137516</td>\n",
              "      <td>0.109516</td>\n",
              "      <td>-11.1447</td>\n",
              "      <td>0.715556</td>\n",
              "      <td>0.618645</td>\n",
              "      <td>11.1447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115</th>\n",
              "      <td>2020-06-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>3377</td>\n",
              "      <td>900041.00</td>\n",
              "      <td>116.0</td>\n",
              "      <td>83.7999</td>\n",
              "      <td>71.7286</td>\n",
              "      <td>0.143969</td>\n",
              "      <td>0.110961</td>\n",
              "      <td>-12.0713</td>\n",
              "      <td>0.722413</td>\n",
              "      <td>0.618350</td>\n",
              "      <td>12.0713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>2020-06-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>3423</td>\n",
              "      <td>940666.00</td>\n",
              "      <td>117.0</td>\n",
              "      <td>85.2337</td>\n",
              "      <td>72.3370</td>\n",
              "      <td>0.150468</td>\n",
              "      <td>0.112473</td>\n",
              "      <td>-12.8967</td>\n",
              "      <td>0.728493</td>\n",
              "      <td>0.618265</td>\n",
              "      <td>12.8967</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>2020-06-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>3464</td>\n",
              "      <td>981885.00</td>\n",
              "      <td>118.0</td>\n",
              "      <td>86.6092</td>\n",
              "      <td>72.8775</td>\n",
              "      <td>0.157061</td>\n",
              "      <td>0.11382</td>\n",
              "      <td>-13.7317</td>\n",
              "      <td>0.733976</td>\n",
              "      <td>0.617606</td>\n",
              "      <td>13.7317</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>2020-06-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>3489</td>\n",
              "      <td>1023760.00</td>\n",
              "      <td>119.0</td>\n",
              "      <td>87.9341</td>\n",
              "      <td>73.2080</td>\n",
              "      <td>0.163759</td>\n",
              "      <td>0.114642</td>\n",
              "      <td>-14.7261</td>\n",
              "      <td>0.738942</td>\n",
              "      <td>0.615193</td>\n",
              "      <td>14.7261</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>2020-06-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>3518</td>\n",
              "      <td>1066030.00</td>\n",
              "      <td>120.0</td>\n",
              "      <td>89.2056</td>\n",
              "      <td>73.5937</td>\n",
              "      <td>0.170521</td>\n",
              "      <td>0.115594</td>\n",
              "      <td>-15.6119</td>\n",
              "      <td>0.743380</td>\n",
              "      <td>0.613281</td>\n",
              "      <td>15.6119</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>2020-06-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>3546</td>\n",
              "      <td>1109100.00</td>\n",
              "      <td>121.0</td>\n",
              "      <td>90.4403</td>\n",
              "      <td>73.9680</td>\n",
              "      <td>0.17741</td>\n",
              "      <td>0.116514</td>\n",
              "      <td>-16.4723</td>\n",
              "      <td>0.747440</td>\n",
              "      <td>0.611306</td>\n",
              "      <td>16.4723</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>2020-06-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>3604</td>\n",
              "      <td>1153400.00</td>\n",
              "      <td>122.0</td>\n",
              "      <td>91.6525</td>\n",
              "      <td>74.7410</td>\n",
              "      <td>0.184496</td>\n",
              "      <td>0.11842</td>\n",
              "      <td>-16.9115</td>\n",
              "      <td>0.751250</td>\n",
              "      <td>0.612631</td>\n",
              "      <td>16.9115</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>2020-07-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>3650</td>\n",
              "      <td>1199050.00</td>\n",
              "      <td>123.0</td>\n",
              "      <td>92.8460</td>\n",
              "      <td>75.3492</td>\n",
              "      <td>0.191799</td>\n",
              "      <td>0.119932</td>\n",
              "      <td>-17.4968</td>\n",
              "      <td>0.754846</td>\n",
              "      <td>0.612595</td>\n",
              "      <td>17.4968</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>2020-07-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>3718</td>\n",
              "      <td>1245520.00</td>\n",
              "      <td>124.0</td>\n",
              "      <td>94.0083</td>\n",
              "      <td>76.2390</td>\n",
              "      <td>0.199232</td>\n",
              "      <td>0.122166</td>\n",
              "      <td>-17.7693</td>\n",
              "      <td>0.758131</td>\n",
              "      <td>0.614831</td>\n",
              "      <td>17.7693</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>2020-07-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>3785</td>\n",
              "      <td>1292240.00</td>\n",
              "      <td>125.0</td>\n",
              "      <td>95.1288</td>\n",
              "      <td>77.1021</td>\n",
              "      <td>0.206705</td>\n",
              "      <td>0.124367</td>\n",
              "      <td>-18.0267</td>\n",
              "      <td>0.761030</td>\n",
              "      <td>0.616817</td>\n",
              "      <td>18.0267</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>2020-07-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>3803</td>\n",
              "      <td>1339050.00</td>\n",
              "      <td>126.0</td>\n",
              "      <td>96.2080</td>\n",
              "      <td>77.3335</td>\n",
              "      <td>0.214193</td>\n",
              "      <td>0.124959</td>\n",
              "      <td>-18.8745</td>\n",
              "      <td>0.763556</td>\n",
              "      <td>0.613758</td>\n",
              "      <td>18.8745</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>2020-07-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>3832</td>\n",
              "      <td>1385850.00</td>\n",
              "      <td>127.0</td>\n",
              "      <td>97.2478</td>\n",
              "      <td>77.7094</td>\n",
              "      <td>0.221679</td>\n",
              "      <td>0.125912</td>\n",
              "      <td>-19.5384</td>\n",
              "      <td>0.765731</td>\n",
              "      <td>0.611885</td>\n",
              "      <td>19.5384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>2020-07-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>3880</td>\n",
              "      <td>1431920.00</td>\n",
              "      <td>128.0</td>\n",
              "      <td>98.2372</td>\n",
              "      <td>78.3316</td>\n",
              "      <td>0.229048</td>\n",
              "      <td>0.127489</td>\n",
              "      <td>-19.9056</td>\n",
              "      <td>0.767478</td>\n",
              "      <td>0.611966</td>\n",
              "      <td>19.9056</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>128</th>\n",
              "      <td>2020-07-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>3943</td>\n",
              "      <td>1477230.00</td>\n",
              "      <td>129.0</td>\n",
              "      <td>99.1808</td>\n",
              "      <td>79.1412</td>\n",
              "      <td>0.236296</td>\n",
              "      <td>0.129559</td>\n",
              "      <td>-20.0396</td>\n",
              "      <td>0.768843</td>\n",
              "      <td>0.613498</td>\n",
              "      <td>20.0396</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>129</th>\n",
              "      <td>2020-07-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>3991</td>\n",
              "      <td>1521940.00</td>\n",
              "      <td>130.0</td>\n",
              "      <td>100.0862</td>\n",
              "      <td>79.7529</td>\n",
              "      <td>0.243448</td>\n",
              "      <td>0.131136</td>\n",
              "      <td>-20.3333</td>\n",
              "      <td>0.769894</td>\n",
              "      <td>0.613484</td>\n",
              "      <td>20.3333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>130</th>\n",
              "      <td>2020-07-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>4111</td>\n",
              "      <td>1565980.00</td>\n",
              "      <td>131.0</td>\n",
              "      <td>100.9556</td>\n",
              "      <td>81.2488</td>\n",
              "      <td>0.250492</td>\n",
              "      <td>0.135079</td>\n",
              "      <td>-19.7068</td>\n",
              "      <td>0.770653</td>\n",
              "      <td>0.620220</td>\n",
              "      <td>19.7068</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>2020-07-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>4203</td>\n",
              "      <td>1609280.00</td>\n",
              "      <td>132.0</td>\n",
              "      <td>101.7909</td>\n",
              "      <td>82.3597</td>\n",
              "      <td>0.257418</td>\n",
              "      <td>0.138102</td>\n",
              "      <td>-19.4312</td>\n",
              "      <td>0.771143</td>\n",
              "      <td>0.623937</td>\n",
              "      <td>19.4312</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>2020-07-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>4301</td>\n",
              "      <td>1651830.00</td>\n",
              "      <td>133.0</td>\n",
              "      <td>102.5948</td>\n",
              "      <td>83.5136</td>\n",
              "      <td>0.264225</td>\n",
              "      <td>0.141322</td>\n",
              "      <td>-19.0812</td>\n",
              "      <td>0.771389</td>\n",
              "      <td>0.627922</td>\n",
              "      <td>19.0812</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>2020-07-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>4346</td>\n",
              "      <td>1693710.00</td>\n",
              "      <td>134.0</td>\n",
              "      <td>103.3713</td>\n",
              "      <td>84.0364</td>\n",
              "      <td>0.270924</td>\n",
              "      <td>0.142801</td>\n",
              "      <td>-19.3349</td>\n",
              "      <td>0.771428</td>\n",
              "      <td>0.627137</td>\n",
              "      <td>19.3349</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>2020-07-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>4381</td>\n",
              "      <td>1735210.00</td>\n",
              "      <td>135.0</td>\n",
              "      <td>104.1277</td>\n",
              "      <td>84.4436</td>\n",
              "      <td>0.277562</td>\n",
              "      <td>0.143951</td>\n",
              "      <td>-19.6841</td>\n",
              "      <td>0.771316</td>\n",
              "      <td>0.625508</td>\n",
              "      <td>19.6841</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>2020-07-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>4514</td>\n",
              "      <td>1775890.00</td>\n",
              "      <td>136.0</td>\n",
              "      <td>104.8578</td>\n",
              "      <td>85.9627</td>\n",
              "      <td>0.284069</td>\n",
              "      <td>0.148321</td>\n",
              "      <td>-18.8951</td>\n",
              "      <td>0.771013</td>\n",
              "      <td>0.632079</td>\n",
              "      <td>18.8951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>2020-07-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>4626</td>\n",
              "      <td>1815410.00</td>\n",
              "      <td>137.0</td>\n",
              "      <td>105.5575</td>\n",
              "      <td>87.1984</td>\n",
              "      <td>0.290391</td>\n",
              "      <td>0.152001</td>\n",
              "      <td>-18.3591</td>\n",
              "      <td>0.770493</td>\n",
              "      <td>0.636485</td>\n",
              "      <td>18.3591</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>137</th>\n",
              "      <td>2020-07-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>4782</td>\n",
              "      <td>1853840.00</td>\n",
              "      <td>138.0</td>\n",
              "      <td>106.2300</td>\n",
              "      <td>88.8557</td>\n",
              "      <td>0.296538</td>\n",
              "      <td>0.157127</td>\n",
              "      <td>-17.3743</td>\n",
              "      <td>0.769783</td>\n",
              "      <td>0.643882</td>\n",
              "      <td>17.3743</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>138</th>\n",
              "      <td>2020-07-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>4912</td>\n",
              "      <td>1891040.00</td>\n",
              "      <td>139.0</td>\n",
              "      <td>106.8746</td>\n",
              "      <td>90.1828</td>\n",
              "      <td>0.302488</td>\n",
              "      <td>0.161398</td>\n",
              "      <td>-16.6918</td>\n",
              "      <td>0.768882</td>\n",
              "      <td>0.648797</td>\n",
              "      <td>16.6918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>139</th>\n",
              "      <td>2020-07-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>5002</td>\n",
              "      <td>1926730.00</td>\n",
              "      <td>140.0</td>\n",
              "      <td>107.4882</td>\n",
              "      <td>91.0792</td>\n",
              "      <td>0.308197</td>\n",
              "      <td>0.164356</td>\n",
              "      <td>-16.4090</td>\n",
              "      <td>0.767773</td>\n",
              "      <td>0.650566</td>\n",
              "      <td>16.4090</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>2020-07-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>5091</td>\n",
              "      <td>1960610.00</td>\n",
              "      <td>141.0</td>\n",
              "      <td>108.0673</td>\n",
              "      <td>91.9519</td>\n",
              "      <td>0.313617</td>\n",
              "      <td>0.16728</td>\n",
              "      <td>-16.1154</td>\n",
              "      <td>0.766435</td>\n",
              "      <td>0.652141</td>\n",
              "      <td>16.1154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>141</th>\n",
              "      <td>2020-07-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>5183</td>\n",
              "      <td>1992470.00</td>\n",
              "      <td>142.0</td>\n",
              "      <td>108.6099</td>\n",
              "      <td>92.8403</td>\n",
              "      <td>0.318713</td>\n",
              "      <td>0.170303</td>\n",
              "      <td>-15.7696</td>\n",
              "      <td>0.764858</td>\n",
              "      <td>0.653805</td>\n",
              "      <td>15.7696</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>142</th>\n",
              "      <td>2020-07-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>5319</td>\n",
              "      <td>2022530.00</td>\n",
              "      <td>143.0</td>\n",
              "      <td>109.1210</td>\n",
              "      <td>94.1228</td>\n",
              "      <td>0.323521</td>\n",
              "      <td>0.174772</td>\n",
              "      <td>-14.9982</td>\n",
              "      <td>0.763084</td>\n",
              "      <td>0.658201</td>\n",
              "      <td>14.9982</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>143</th>\n",
              "      <td>2020-07-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>5459</td>\n",
              "      <td>2050910.00</td>\n",
              "      <td>144.0</td>\n",
              "      <td>109.6036</td>\n",
              "      <td>95.4019</td>\n",
              "      <td>0.328061</td>\n",
              "      <td>0.179372</td>\n",
              "      <td>-14.2017</td>\n",
              "      <td>0.761136</td>\n",
              "      <td>0.662513</td>\n",
              "      <td>14.2017</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>144</th>\n",
              "      <td>2020-07-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>5632</td>\n",
              "      <td>2077720.00</td>\n",
              "      <td>145.0</td>\n",
              "      <td>110.0603</td>\n",
              "      <td>96.9254</td>\n",
              "      <td>0.33235</td>\n",
              "      <td>0.185056</td>\n",
              "      <td>-13.1349</td>\n",
              "      <td>0.759037</td>\n",
              "      <td>0.668451</td>\n",
              "      <td>13.1349</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>145</th>\n",
              "      <td>2020-07-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>5768</td>\n",
              "      <td>2103270.00</td>\n",
              "      <td>146.0</td>\n",
              "      <td>110.4969</td>\n",
              "      <td>98.0825</td>\n",
              "      <td>0.336437</td>\n",
              "      <td>0.189525</td>\n",
              "      <td>-12.4144</td>\n",
              "      <td>0.756828</td>\n",
              "      <td>0.671798</td>\n",
              "      <td>12.4144</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>146</th>\n",
              "      <td>2020-07-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>5894</td>\n",
              "      <td>2127870.00</td>\n",
              "      <td>147.0</td>\n",
              "      <td>110.9189</td>\n",
              "      <td>99.1282</td>\n",
              "      <td>0.340372</td>\n",
              "      <td>0.193665</td>\n",
              "      <td>-11.7907</td>\n",
              "      <td>0.754550</td>\n",
              "      <td>0.674341</td>\n",
              "      <td>11.7907</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>2020-07-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>5972</td>\n",
              "      <td>2152080.00</td>\n",
              "      <td>148.0</td>\n",
              "      <td>111.3360</td>\n",
              "      <td>99.7665</td>\n",
              "      <td>0.344244</td>\n",
              "      <td>0.196228</td>\n",
              "      <td>-11.5695</td>\n",
              "      <td>0.752270</td>\n",
              "      <td>0.674098</td>\n",
              "      <td>11.5695</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>2020-07-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>6049</td>\n",
              "      <td>2176030.00</td>\n",
              "      <td>149.0</td>\n",
              "      <td>111.7505</td>\n",
              "      <td>100.3932</td>\n",
              "      <td>0.348075</td>\n",
              "      <td>0.198758</td>\n",
              "      <td>-11.3573</td>\n",
              "      <td>0.750003</td>\n",
              "      <td>0.673780</td>\n",
              "      <td>11.3573</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>149</th>\n",
              "      <td>2020-07-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>6240</td>\n",
              "      <td>2199890.00</td>\n",
              "      <td>150.0</td>\n",
              "      <td>112.1654</td>\n",
              "      <td>101.9116</td>\n",
              "      <td>0.351892</td>\n",
              "      <td>0.205034</td>\n",
              "      <td>-10.2538</td>\n",
              "      <td>0.747769</td>\n",
              "      <td>0.679411</td>\n",
              "      <td>10.2538</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>150</th>\n",
              "      <td>2020-07-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>6457</td>\n",
              "      <td>2223570.00</td>\n",
              "      <td>151.0</td>\n",
              "      <td>112.5790</td>\n",
              "      <td>103.5613</td>\n",
              "      <td>0.35568</td>\n",
              "      <td>0.212164</td>\n",
              "      <td>-9.0177</td>\n",
              "      <td>0.745556</td>\n",
              "      <td>0.685836</td>\n",
              "      <td>9.0177</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>151</th>\n",
              "      <td>2020-07-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>6709</td>\n",
              "      <td>2246980.00</td>\n",
              "      <td>152.0</td>\n",
              "      <td>112.9897</td>\n",
              "      <td>105.3807</td>\n",
              "      <td>0.359424</td>\n",
              "      <td>0.220444</td>\n",
              "      <td>-7.6090</td>\n",
              "      <td>0.743353</td>\n",
              "      <td>0.693294</td>\n",
              "      <td>7.6090</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>152</th>\n",
              "      <td>2020-07-31</td>\n",
              "      <td>FL</td>\n",
              "      <td>6966</td>\n",
              "      <td>2270060.00</td>\n",
              "      <td>153.0</td>\n",
              "      <td>113.3965</td>\n",
              "      <td>107.1375</td>\n",
              "      <td>0.363116</td>\n",
              "      <td>0.228889</td>\n",
              "      <td>-6.2590</td>\n",
              "      <td>0.741154</td>\n",
              "      <td>0.700245</td>\n",
              "      <td>6.2590</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>153</th>\n",
              "      <td>2020-08-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>7144</td>\n",
              "      <td>2292620.00</td>\n",
              "      <td>154.0</td>\n",
              "      <td>113.7960</td>\n",
              "      <td>108.3051</td>\n",
              "      <td>0.366725</td>\n",
              "      <td>0.234737</td>\n",
              "      <td>-5.4909</td>\n",
              "      <td>0.738935</td>\n",
              "      <td>0.703280</td>\n",
              "      <td>5.4909</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154</th>\n",
              "      <td>2020-08-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>7206</td>\n",
              "      <td>2314130.00</td>\n",
              "      <td>155.0</td>\n",
              "      <td>114.1790</td>\n",
              "      <td>108.7069</td>\n",
              "      <td>0.370165</td>\n",
              "      <td>0.236775</td>\n",
              "      <td>-5.4721</td>\n",
              "      <td>0.736639</td>\n",
              "      <td>0.701335</td>\n",
              "      <td>5.4721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>155</th>\n",
              "      <td>2020-08-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>7279</td>\n",
              "      <td>2334510.00</td>\n",
              "      <td>156.0</td>\n",
              "      <td>114.5441</td>\n",
              "      <td>109.1812</td>\n",
              "      <td>0.373425</td>\n",
              "      <td>0.239173</td>\n",
              "      <td>-5.3629</td>\n",
              "      <td>0.734257</td>\n",
              "      <td>0.699879</td>\n",
              "      <td>5.3629</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>156</th>\n",
              "      <td>2020-08-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>7526</td>\n",
              "      <td>2353460.00</td>\n",
              "      <td>157.0</td>\n",
              "      <td>114.8860</td>\n",
              "      <td>110.7506</td>\n",
              "      <td>0.376457</td>\n",
              "      <td>0.247289</td>\n",
              "      <td>-4.1354</td>\n",
              "      <td>0.731758</td>\n",
              "      <td>0.705418</td>\n",
              "      <td>4.1354</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>157</th>\n",
              "      <td>2020-08-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>7751</td>\n",
              "      <td>2370980.00</td>\n",
              "      <td>158.0</td>\n",
              "      <td>115.2046</td>\n",
              "      <td>112.1222</td>\n",
              "      <td>0.379259</td>\n",
              "      <td>0.254682</td>\n",
              "      <td>-3.0824</td>\n",
              "      <td>0.729143</td>\n",
              "      <td>0.709634</td>\n",
              "      <td>3.0824</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>158</th>\n",
              "      <td>2020-08-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>7871</td>\n",
              "      <td>2387210.00</td>\n",
              "      <td>159.0</td>\n",
              "      <td>115.5024</td>\n",
              "      <td>112.8369</td>\n",
              "      <td>0.381855</td>\n",
              "      <td>0.258625</td>\n",
              "      <td>-2.6655</td>\n",
              "      <td>0.726430</td>\n",
              "      <td>0.709666</td>\n",
              "      <td>2.6655</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>159</th>\n",
              "      <td>2020-08-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>8051</td>\n",
              "      <td>2402220.00</td>\n",
              "      <td>160.0</td>\n",
              "      <td>115.7804</td>\n",
              "      <td>113.8913</td>\n",
              "      <td>0.384256</td>\n",
              "      <td>0.26454</td>\n",
              "      <td>-1.8891</td>\n",
              "      <td>0.723627</td>\n",
              "      <td>0.711821</td>\n",
              "      <td>1.8891</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>160</th>\n",
              "      <td>2020-08-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>8238</td>\n",
              "      <td>2416090.00</td>\n",
              "      <td>161.0</td>\n",
              "      <td>116.0400</td>\n",
              "      <td>114.9607</td>\n",
              "      <td>0.386475</td>\n",
              "      <td>0.270684</td>\n",
              "      <td>-1.0793</td>\n",
              "      <td>0.720745</td>\n",
              "      <td>0.714042</td>\n",
              "      <td>1.0793</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>161</th>\n",
              "      <td>2020-08-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>8315</td>\n",
              "      <td>2429070.00</td>\n",
              "      <td>162.0</td>\n",
              "      <td>116.2856</td>\n",
              "      <td>115.3963</td>\n",
              "      <td>0.388551</td>\n",
              "      <td>0.273214</td>\n",
              "      <td>-0.8893</td>\n",
              "      <td>0.717812</td>\n",
              "      <td>0.712323</td>\n",
              "      <td>0.8893</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>162</th>\n",
              "      <td>2020-08-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>8408</td>\n",
              "      <td>2441230.00</td>\n",
              "      <td>163.0</td>\n",
              "      <td>116.5183</td>\n",
              "      <td>115.9228</td>\n",
              "      <td>0.390496</td>\n",
              "      <td>0.27627</td>\n",
              "      <td>-0.5955</td>\n",
              "      <td>0.714836</td>\n",
              "      <td>0.711183</td>\n",
              "      <td>0.5955</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>163</th>\n",
              "      <td>2020-08-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>8685</td>\n",
              "      <td>2452780.00</td>\n",
              "      <td>164.0</td>\n",
              "      <td>116.7419</td>\n",
              "      <td>117.4562</td>\n",
              "      <td>0.392344</td>\n",
              "      <td>0.285372</td>\n",
              "      <td>0.7143</td>\n",
              "      <td>0.711841</td>\n",
              "      <td>0.716196</td>\n",
              "      <td>-0.7143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>164</th>\n",
              "      <td>2020-08-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>8898</td>\n",
              "      <td>2463810.00</td>\n",
              "      <td>165.0</td>\n",
              "      <td>116.9579</td>\n",
              "      <td>118.5943</td>\n",
              "      <td>0.394108</td>\n",
              "      <td>0.29237</td>\n",
              "      <td>1.6364</td>\n",
              "      <td>0.708836</td>\n",
              "      <td>0.718753</td>\n",
              "      <td>-1.6364</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>165</th>\n",
              "      <td>2020-08-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>9047</td>\n",
              "      <td>2474360.00</td>\n",
              "      <td>166.0</td>\n",
              "      <td>117.1670</td>\n",
              "      <td>119.3751</td>\n",
              "      <td>0.395796</td>\n",
              "      <td>0.297266</td>\n",
              "      <td>2.2081</td>\n",
              "      <td>0.705825</td>\n",
              "      <td>0.719127</td>\n",
              "      <td>-2.2081</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>166</th>\n",
              "      <td>2020-08-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>9276</td>\n",
              "      <td>2484450.00</td>\n",
              "      <td>167.0</td>\n",
              "      <td>117.3694</td>\n",
              "      <td>120.5508</td>\n",
              "      <td>0.39741</td>\n",
              "      <td>0.304791</td>\n",
              "      <td>3.1814</td>\n",
              "      <td>0.702811</td>\n",
              "      <td>0.721861</td>\n",
              "      <td>-3.1814</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>167</th>\n",
              "      <td>2020-08-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>9480</td>\n",
              "      <td>2494460.00</td>\n",
              "      <td>168.0</td>\n",
              "      <td>117.5726</td>\n",
              "      <td>121.5719</td>\n",
              "      <td>0.399011</td>\n",
              "      <td>0.311494</td>\n",
              "      <td>3.9993</td>\n",
              "      <td>0.699837</td>\n",
              "      <td>0.723642</td>\n",
              "      <td>-3.9993</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>168</th>\n",
              "      <td>2020-08-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>9587</td>\n",
              "      <td>2504450.00</td>\n",
              "      <td>169.0</td>\n",
              "      <td>117.7777</td>\n",
              "      <td>122.1012</td>\n",
              "      <td>0.400609</td>\n",
              "      <td>0.31501</td>\n",
              "      <td>4.3235</td>\n",
              "      <td>0.696909</td>\n",
              "      <td>0.722492</td>\n",
              "      <td>-4.3235</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169</th>\n",
              "      <td>2020-08-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>9674</td>\n",
              "      <td>2514520.00</td>\n",
              "      <td>170.0</td>\n",
              "      <td>117.9868</td>\n",
              "      <td>122.5320</td>\n",
              "      <td>0.40222</td>\n",
              "      <td>0.317868</td>\n",
              "      <td>4.5452</td>\n",
              "      <td>0.694040</td>\n",
              "      <td>0.720776</td>\n",
              "      <td>-4.5452</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>170</th>\n",
              "      <td>2020-08-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>9893</td>\n",
              "      <td>2524690.00</td>\n",
              "      <td>171.0</td>\n",
              "      <td>118.2003</td>\n",
              "      <td>123.6049</td>\n",
              "      <td>0.403846</td>\n",
              "      <td>0.325064</td>\n",
              "      <td>5.4046</td>\n",
              "      <td>0.691230</td>\n",
              "      <td>0.722836</td>\n",
              "      <td>-5.4046</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>171</th>\n",
              "      <td>2020-08-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>10067</td>\n",
              "      <td>2535070.00</td>\n",
              "      <td>172.0</td>\n",
              "      <td>118.4206</td>\n",
              "      <td>124.4414</td>\n",
              "      <td>0.405507</td>\n",
              "      <td>0.330781</td>\n",
              "      <td>6.0208</td>\n",
              "      <td>0.688492</td>\n",
              "      <td>0.723497</td>\n",
              "      <td>-6.0208</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>172</th>\n",
              "      <td>2020-08-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>10186</td>\n",
              "      <td>2545690.00</td>\n",
              "      <td>173.0</td>\n",
              "      <td>118.6483</td>\n",
              "      <td>125.0087</td>\n",
              "      <td>0.407206</td>\n",
              "      <td>0.334691</td>\n",
              "      <td>6.3604</td>\n",
              "      <td>0.685828</td>\n",
              "      <td>0.722594</td>\n",
              "      <td>-6.3604</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>173</th>\n",
              "      <td>2020-08-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>10304</td>\n",
              "      <td>2556630.00</td>\n",
              "      <td>174.0</td>\n",
              "      <td>118.8852</td>\n",
              "      <td>125.5697</td>\n",
              "      <td>0.408955</td>\n",
              "      <td>0.338569</td>\n",
              "      <td>6.6845</td>\n",
              "      <td>0.683248</td>\n",
              "      <td>0.721665</td>\n",
              "      <td>-6.6845</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>2020-08-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>10411</td>\n",
              "      <td>2567170.00</td>\n",
              "      <td>175.0</td>\n",
              "      <td>119.1156</td>\n",
              "      <td>126.0777</td>\n",
              "      <td>0.410641</td>\n",
              "      <td>0.342085</td>\n",
              "      <td>6.9621</td>\n",
              "      <td>0.680661</td>\n",
              "      <td>0.720444</td>\n",
              "      <td>-6.9621</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>175</th>\n",
              "      <td>2020-08-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>10462</td>\n",
              "      <td>2577360.00</td>\n",
              "      <td>176.0</td>\n",
              "      <td>119.3405</td>\n",
              "      <td>126.3211</td>\n",
              "      <td>0.412271</td>\n",
              "      <td>0.34376</td>\n",
              "      <td>6.9806</td>\n",
              "      <td>0.678071</td>\n",
              "      <td>0.717734</td>\n",
              "      <td>-6.9806</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>176</th>\n",
              "      <td>2020-08-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>10534</td>\n",
              "      <td>2587110.00</td>\n",
              "      <td>177.0</td>\n",
              "      <td>119.5578</td>\n",
              "      <td>126.6675</td>\n",
              "      <td>0.413831</td>\n",
              "      <td>0.346126</td>\n",
              "      <td>7.1097</td>\n",
              "      <td>0.675468</td>\n",
              "      <td>0.715636</td>\n",
              "      <td>-7.1097</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>177</th>\n",
              "      <td>2020-08-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>10717</td>\n",
              "      <td>2596490.00</td>\n",
              "      <td>178.0</td>\n",
              "      <td>119.7689</td>\n",
              "      <td>127.5440</td>\n",
              "      <td>0.415331</td>\n",
              "      <td>0.352139</td>\n",
              "      <td>7.7751</td>\n",
              "      <td>0.672859</td>\n",
              "      <td>0.716539</td>\n",
              "      <td>-7.7751</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>178</th>\n",
              "      <td>2020-08-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>10872</td>\n",
              "      <td>2605430.00</td>\n",
              "      <td>179.0</td>\n",
              "      <td>119.9721</td>\n",
              "      <td>128.2776</td>\n",
              "      <td>0.416761</td>\n",
              "      <td>0.357232</td>\n",
              "      <td>8.3055</td>\n",
              "      <td>0.670235</td>\n",
              "      <td>0.716635</td>\n",
              "      <td>-8.3055</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>179</th>\n",
              "      <td>2020-08-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>11011</td>\n",
              "      <td>2613910.00</td>\n",
              "      <td>180.0</td>\n",
              "      <td>120.1668</td>\n",
              "      <td>128.9305</td>\n",
              "      <td>0.418118</td>\n",
              "      <td>0.361799</td>\n",
              "      <td>8.7637</td>\n",
              "      <td>0.667593</td>\n",
              "      <td>0.716281</td>\n",
              "      <td>-8.7637</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>180</th>\n",
              "      <td>2020-08-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>11099</td>\n",
              "      <td>2621790.00</td>\n",
              "      <td>181.0</td>\n",
              "      <td>120.3496</td>\n",
              "      <td>129.3433</td>\n",
              "      <td>0.419378</td>\n",
              "      <td>0.364691</td>\n",
              "      <td>8.9937</td>\n",
              "      <td>0.664915</td>\n",
              "      <td>0.714604</td>\n",
              "      <td>-8.9937</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>181</th>\n",
              "      <td>2020-08-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>11249</td>\n",
              "      <td>2629510.00</td>\n",
              "      <td>182.0</td>\n",
              "      <td>120.5306</td>\n",
              "      <td>130.0455</td>\n",
              "      <td>0.420613</td>\n",
              "      <td>0.36962</td>\n",
              "      <td>9.5149</td>\n",
              "      <td>0.662256</td>\n",
              "      <td>0.714536</td>\n",
              "      <td>-9.5149</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>182</th>\n",
              "      <td>2020-08-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>11263</td>\n",
              "      <td>2637100.00</td>\n",
              "      <td>183.0</td>\n",
              "      <td>120.7104</td>\n",
              "      <td>130.1113</td>\n",
              "      <td>0.421827</td>\n",
              "      <td>0.37008</td>\n",
              "      <td>9.4009</td>\n",
              "      <td>0.659620</td>\n",
              "      <td>0.710991</td>\n",
              "      <td>-9.4009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>183</th>\n",
              "      <td>2020-08-31</td>\n",
              "      <td>FL</td>\n",
              "      <td>11331</td>\n",
              "      <td>2644650.00</td>\n",
              "      <td>184.0</td>\n",
              "      <td>120.8911</td>\n",
              "      <td>130.4347</td>\n",
              "      <td>0.423035</td>\n",
              "      <td>0.372314</td>\n",
              "      <td>9.5436</td>\n",
              "      <td>0.657017</td>\n",
              "      <td>0.708884</td>\n",
              "      <td>-9.5436</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>184</th>\n",
              "      <td>2020-09-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>11521</td>\n",
              "      <td>2652110.00</td>\n",
              "      <td>185.0</td>\n",
              "      <td>121.0714</td>\n",
              "      <td>131.3346</td>\n",
              "      <td>0.424228</td>\n",
              "      <td>0.378557</td>\n",
              "      <td>10.2632</td>\n",
              "      <td>0.654440</td>\n",
              "      <td>0.709917</td>\n",
              "      <td>-10.2632</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>2020-09-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>11651</td>\n",
              "      <td>2659550.00</td>\n",
              "      <td>186.0</td>\n",
              "      <td>121.2530</td>\n",
              "      <td>131.9445</td>\n",
              "      <td>0.425418</td>\n",
              "      <td>0.382828</td>\n",
              "      <td>10.6915</td>\n",
              "      <td>0.651898</td>\n",
              "      <td>0.709379</td>\n",
              "      <td>-10.6915</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>186</th>\n",
              "      <td>2020-09-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>11800</td>\n",
              "      <td>2666990.00</td>\n",
              "      <td>187.0</td>\n",
              "      <td>121.4364</td>\n",
              "      <td>132.6397</td>\n",
              "      <td>0.426609</td>\n",
              "      <td>0.387724</td>\n",
              "      <td>11.2033</td>\n",
              "      <td>0.649393</td>\n",
              "      <td>0.709303</td>\n",
              "      <td>-11.2033</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>187</th>\n",
              "      <td>2020-09-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>11903</td>\n",
              "      <td>2674580.00</td>\n",
              "      <td>188.0</td>\n",
              "      <td>121.6253</td>\n",
              "      <td>133.1187</td>\n",
              "      <td>0.427823</td>\n",
              "      <td>0.391109</td>\n",
              "      <td>11.4934</td>\n",
              "      <td>0.646943</td>\n",
              "      <td>0.708078</td>\n",
              "      <td>-11.4934</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>188</th>\n",
              "      <td>2020-09-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>11963</td>\n",
              "      <td>2682240.00</td>\n",
              "      <td>189.0</td>\n",
              "      <td>121.8177</td>\n",
              "      <td>133.3990</td>\n",
              "      <td>0.429048</td>\n",
              "      <td>0.39308</td>\n",
              "      <td>11.5813</td>\n",
              "      <td>0.644538</td>\n",
              "      <td>0.705815</td>\n",
              "      <td>-11.5813</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>189</th>\n",
              "      <td>2020-09-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>12001</td>\n",
              "      <td>2689990.00</td>\n",
              "      <td>190.0</td>\n",
              "      <td>122.0141</td>\n",
              "      <td>133.5782</td>\n",
              "      <td>0.430288</td>\n",
              "      <td>0.394329</td>\n",
              "      <td>11.5641</td>\n",
              "      <td>0.642179</td>\n",
              "      <td>0.703043</td>\n",
              "      <td>-11.5641</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>2020-09-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>12023</td>\n",
              "      <td>2697730.00</td>\n",
              "      <td>191.0</td>\n",
              "      <td>122.2120</td>\n",
              "      <td>133.6833</td>\n",
              "      <td>0.431526</td>\n",
              "      <td>0.395052</td>\n",
              "      <td>11.4713</td>\n",
              "      <td>0.639853</td>\n",
              "      <td>0.699913</td>\n",
              "      <td>-11.4713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>2020-09-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>12067</td>\n",
              "      <td>2705480.00</td>\n",
              "      <td>192.0</td>\n",
              "      <td>122.4119</td>\n",
              "      <td>133.8959</td>\n",
              "      <td>0.432765</td>\n",
              "      <td>0.396497</td>\n",
              "      <td>11.4840</td>\n",
              "      <td>0.637562</td>\n",
              "      <td>0.697374</td>\n",
              "      <td>-11.4840</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>192</th>\n",
              "      <td>2020-09-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>12269</td>\n",
              "      <td>2713160.00</td>\n",
              "      <td>193.0</td>\n",
              "      <td>122.6117</td>\n",
              "      <td>134.8690</td>\n",
              "      <td>0.433994</td>\n",
              "      <td>0.403135</td>\n",
              "      <td>12.2573</td>\n",
              "      <td>0.635294</td>\n",
              "      <td>0.698803</td>\n",
              "      <td>-12.2573</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>193</th>\n",
              "      <td>2020-09-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>12482</td>\n",
              "      <td>2720730.00</td>\n",
              "      <td>194.0</td>\n",
              "      <td>122.8103</td>\n",
              "      <td>135.8780</td>\n",
              "      <td>0.435205</td>\n",
              "      <td>0.410133</td>\n",
              "      <td>13.0677</td>\n",
              "      <td>0.633043</td>\n",
              "      <td>0.700402</td>\n",
              "      <td>-13.0677</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>194</th>\n",
              "      <td>2020-09-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>12658</td>\n",
              "      <td>2728070.00</td>\n",
              "      <td>195.0</td>\n",
              "      <td>123.0045</td>\n",
              "      <td>136.7000</td>\n",
              "      <td>0.436379</td>\n",
              "      <td>0.415916</td>\n",
              "      <td>13.6955</td>\n",
              "      <td>0.630792</td>\n",
              "      <td>0.701026</td>\n",
              "      <td>-13.6955</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>195</th>\n",
              "      <td>2020-09-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>12756</td>\n",
              "      <td>2735260.00</td>\n",
              "      <td>196.0</td>\n",
              "      <td>123.1964</td>\n",
              "      <td>137.1556</td>\n",
              "      <td>0.437529</td>\n",
              "      <td>0.419136</td>\n",
              "      <td>13.9592</td>\n",
              "      <td>0.628553</td>\n",
              "      <td>0.699773</td>\n",
              "      <td>-13.9592</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>196</th>\n",
              "      <td>2020-09-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>12764</td>\n",
              "      <td>2742220.00</td>\n",
              "      <td>197.0</td>\n",
              "      <td>123.3837</td>\n",
              "      <td>137.1931</td>\n",
              "      <td>0.438642</td>\n",
              "      <td>0.419399</td>\n",
              "      <td>13.8094</td>\n",
              "      <td>0.626313</td>\n",
              "      <td>0.696412</td>\n",
              "      <td>-13.8094</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>197</th>\n",
              "      <td>2020-09-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>12800</td>\n",
              "      <td>2749010.00</td>\n",
              "      <td>198.0</td>\n",
              "      <td>123.5680</td>\n",
              "      <td>137.3641</td>\n",
              "      <td>0.439728</td>\n",
              "      <td>0.420582</td>\n",
              "      <td>13.7961</td>\n",
              "      <td>0.624081</td>\n",
              "      <td>0.693758</td>\n",
              "      <td>-13.7961</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>198</th>\n",
              "      <td>2020-09-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>12946</td>\n",
              "      <td>2755630.00</td>\n",
              "      <td>199.0</td>\n",
              "      <td>123.7492</td>\n",
              "      <td>138.0592</td>\n",
              "      <td>0.440787</td>\n",
              "      <td>0.42538</td>\n",
              "      <td>14.3100</td>\n",
              "      <td>0.621855</td>\n",
              "      <td>0.693765</td>\n",
              "      <td>-14.3100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>2020-09-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>13100</td>\n",
              "      <td>2762150.00</td>\n",
              "      <td>200.0</td>\n",
              "      <td>123.9292</td>\n",
              "      <td>138.7874</td>\n",
              "      <td>0.44183</td>\n",
              "      <td>0.43044</td>\n",
              "      <td>14.8582</td>\n",
              "      <td>0.619646</td>\n",
              "      <td>0.693937</td>\n",
              "      <td>-14.8582</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>200</th>\n",
              "      <td>2020-09-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>13247</td>\n",
              "      <td>2768580.00</td>\n",
              "      <td>201.0</td>\n",
              "      <td>124.1082</td>\n",
              "      <td>139.4778</td>\n",
              "      <td>0.442859</td>\n",
              "      <td>0.43527</td>\n",
              "      <td>15.3696</td>\n",
              "      <td>0.617454</td>\n",
              "      <td>0.693919</td>\n",
              "      <td>-15.3696</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>201</th>\n",
              "      <td>2020-09-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>13387</td>\n",
              "      <td>2775030.00</td>\n",
              "      <td>202.0</td>\n",
              "      <td>124.2892</td>\n",
              "      <td>140.1317</td>\n",
              "      <td>0.44389</td>\n",
              "      <td>0.43987</td>\n",
              "      <td>15.8425</td>\n",
              "      <td>0.615293</td>\n",
              "      <td>0.693721</td>\n",
              "      <td>-15.8425</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>202</th>\n",
              "      <td>2020-09-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>13450</td>\n",
              "      <td>2781400.00</td>\n",
              "      <td>203.0</td>\n",
              "      <td>124.4695</td>\n",
              "      <td>140.4262</td>\n",
              "      <td>0.444909</td>\n",
              "      <td>0.44194</td>\n",
              "      <td>15.9567</td>\n",
              "      <td>0.613150</td>\n",
              "      <td>0.691755</td>\n",
              "      <td>-15.9567</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>203</th>\n",
              "      <td>2020-09-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>13459</td>\n",
              "      <td>2787770.00</td>\n",
              "      <td>204.0</td>\n",
              "      <td>124.6512</td>\n",
              "      <td>140.4687</td>\n",
              "      <td>0.445928</td>\n",
              "      <td>0.442236</td>\n",
              "      <td>15.8175</td>\n",
              "      <td>0.611035</td>\n",
              "      <td>0.688572</td>\n",
              "      <td>-15.8175</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>204</th>\n",
              "      <td>2020-09-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>13480</td>\n",
              "      <td>2794170.00</td>\n",
              "      <td>205.0</td>\n",
              "      <td>124.8352</td>\n",
              "      <td>140.5692</td>\n",
              "      <td>0.446952</td>\n",
              "      <td>0.442926</td>\n",
              "      <td>15.7340</td>\n",
              "      <td>0.608952</td>\n",
              "      <td>0.685703</td>\n",
              "      <td>-15.7340</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>205</th>\n",
              "      <td>2020-09-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>13579</td>\n",
              "      <td>2800630.00</td>\n",
              "      <td>206.0</td>\n",
              "      <td>125.0224</td>\n",
              "      <td>141.0462</td>\n",
              "      <td>0.447985</td>\n",
              "      <td>0.446179</td>\n",
              "      <td>16.0238</td>\n",
              "      <td>0.606905</td>\n",
              "      <td>0.684690</td>\n",
              "      <td>-16.0238</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>206</th>\n",
              "      <td>2020-09-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>13782</td>\n",
              "      <td>2806990.00</td>\n",
              "      <td>207.0</td>\n",
              "      <td>125.2081</td>\n",
              "      <td>142.0177</td>\n",
              "      <td>0.449003</td>\n",
              "      <td>0.452849</td>\n",
              "      <td>16.8096</td>\n",
              "      <td>0.604870</td>\n",
              "      <td>0.686076</td>\n",
              "      <td>-16.8096</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>207</th>\n",
              "      <td>2020-09-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>13961</td>\n",
              "      <td>2813470.00</td>\n",
              "      <td>208.0</td>\n",
              "      <td>125.3988</td>\n",
              "      <td>142.8637</td>\n",
              "      <td>0.450039</td>\n",
              "      <td>0.45873</td>\n",
              "      <td>17.4649</td>\n",
              "      <td>0.602879</td>\n",
              "      <td>0.686845</td>\n",
              "      <td>-17.4649</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>208</th>\n",
              "      <td>2020-09-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>14083</td>\n",
              "      <td>2820070.00</td>\n",
              "      <td>209.0</td>\n",
              "      <td>125.5945</td>\n",
              "      <td>143.4366</td>\n",
              "      <td>0.451095</td>\n",
              "      <td>0.462739</td>\n",
              "      <td>17.8421</td>\n",
              "      <td>0.600931</td>\n",
              "      <td>0.686300</td>\n",
              "      <td>-17.8421</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>209</th>\n",
              "      <td>2020-09-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>14190</td>\n",
              "      <td>2826880.00</td>\n",
              "      <td>210.0</td>\n",
              "      <td>125.7978</td>\n",
              "      <td>143.9385</td>\n",
              "      <td>0.452184</td>\n",
              "      <td>0.466255</td>\n",
              "      <td>18.1407</td>\n",
              "      <td>0.599037</td>\n",
              "      <td>0.685421</td>\n",
              "      <td>-18.1407</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>210</th>\n",
              "      <td>2020-09-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>14202</td>\n",
              "      <td>2833890.00</td>\n",
              "      <td>211.0</td>\n",
              "      <td>126.0086</td>\n",
              "      <td>143.9952</td>\n",
              "      <td>0.453306</td>\n",
              "      <td>0.466649</td>\n",
              "      <td>17.9866</td>\n",
              "      <td>0.597197</td>\n",
              "      <td>0.682442</td>\n",
              "      <td>-17.9866</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>2020-09-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>14207</td>\n",
              "      <td>2841070.00</td>\n",
              "      <td>212.0</td>\n",
              "      <td>126.2259</td>\n",
              "      <td>144.0191</td>\n",
              "      <td>0.454454</td>\n",
              "      <td>0.466813</td>\n",
              "      <td>17.7932</td>\n",
              "      <td>0.595405</td>\n",
              "      <td>0.679335</td>\n",
              "      <td>-17.7932</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>2020-09-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>14313</td>\n",
              "      <td>2848440.00</td>\n",
              "      <td>213.0</td>\n",
              "      <td>126.4504</td>\n",
              "      <td>144.5300</td>\n",
              "      <td>0.455633</td>\n",
              "      <td>0.470296</td>\n",
              "      <td>18.0796</td>\n",
              "      <td>0.593664</td>\n",
              "      <td>0.678545</td>\n",
              "      <td>-18.0796</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>2020-09-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>14488</td>\n",
              "      <td>2856400.00</td>\n",
              "      <td>214.0</td>\n",
              "      <td>126.6944</td>\n",
              "      <td>145.3691</td>\n",
              "      <td>0.456906</td>\n",
              "      <td>0.476047</td>\n",
              "      <td>18.6747</td>\n",
              "      <td>0.592030</td>\n",
              "      <td>0.679295</td>\n",
              "      <td>-18.6747</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>214</th>\n",
              "      <td>2020-10-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>14619</td>\n",
              "      <td>2864550.00</td>\n",
              "      <td>215.0</td>\n",
              "      <td>126.9456</td>\n",
              "      <td>145.9931</td>\n",
              "      <td>0.45821</td>\n",
              "      <td>0.480351</td>\n",
              "      <td>19.0475</td>\n",
              "      <td>0.590445</td>\n",
              "      <td>0.679038</td>\n",
              "      <td>-19.0475</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>2020-10-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>14730</td>\n",
              "      <td>2872790.00</td>\n",
              "      <td>216.0</td>\n",
              "      <td>127.2010</td>\n",
              "      <td>146.5206</td>\n",
              "      <td>0.459528</td>\n",
              "      <td>0.483998</td>\n",
              "      <td>19.3196</td>\n",
              "      <td>0.588894</td>\n",
              "      <td>0.678336</td>\n",
              "      <td>-19.3196</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>2020-10-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>14803</td>\n",
              "      <td>2881120.00</td>\n",
              "      <td>217.0</td>\n",
              "      <td>127.4606</td>\n",
              "      <td>146.8682</td>\n",
              "      <td>0.46086</td>\n",
              "      <td>0.486397</td>\n",
              "      <td>19.4076</td>\n",
              "      <td>0.587376</td>\n",
              "      <td>0.676812</td>\n",
              "      <td>-19.4076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>2020-10-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>14845</td>\n",
              "      <td>2889490.00</td>\n",
              "      <td>218.0</td>\n",
              "      <td>127.7229</td>\n",
              "      <td>147.0694</td>\n",
              "      <td>0.462199</td>\n",
              "      <td>0.487777</td>\n",
              "      <td>19.3465</td>\n",
              "      <td>0.585885</td>\n",
              "      <td>0.674630</td>\n",
              "      <td>-19.3465</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>2020-10-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>14886</td>\n",
              "      <td>2898000.00</td>\n",
              "      <td>219.0</td>\n",
              "      <td>127.9909</td>\n",
              "      <td>147.2675</td>\n",
              "      <td>0.463561</td>\n",
              "      <td>0.489124</td>\n",
              "      <td>19.2766</td>\n",
              "      <td>0.584433</td>\n",
              "      <td>0.672454</td>\n",
              "      <td>-19.2766</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>2020-10-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>14945</td>\n",
              "      <td>2906650.00</td>\n",
              "      <td>220.0</td>\n",
              "      <td>128.2647</td>\n",
              "      <td>147.5546</td>\n",
              "      <td>0.464944</td>\n",
              "      <td>0.491063</td>\n",
              "      <td>19.2899</td>\n",
              "      <td>0.583021</td>\n",
              "      <td>0.670703</td>\n",
              "      <td>-19.2899</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>2020-10-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>15084</td>\n",
              "      <td>2915180.00</td>\n",
              "      <td>221.0</td>\n",
              "      <td>128.5360</td>\n",
              "      <td>148.2314</td>\n",
              "      <td>0.466309</td>\n",
              "      <td>0.49563</td>\n",
              "      <td>19.6954</td>\n",
              "      <td>0.581611</td>\n",
              "      <td>0.670730</td>\n",
              "      <td>-19.6954</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>2020-10-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>15254</td>\n",
              "      <td>2923800.00</td>\n",
              "      <td>222.0</td>\n",
              "      <td>128.8116</td>\n",
              "      <td>149.0535</td>\n",
              "      <td>0.467688</td>\n",
              "      <td>0.501216</td>\n",
              "      <td>20.2419</td>\n",
              "      <td>0.580232</td>\n",
              "      <td>0.671412</td>\n",
              "      <td>-20.2419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>2020-10-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>15372</td>\n",
              "      <td>2932710.00</td>\n",
              "      <td>223.0</td>\n",
              "      <td>129.0978</td>\n",
              "      <td>149.6211</td>\n",
              "      <td>0.469113</td>\n",
              "      <td>0.505093</td>\n",
              "      <td>20.5233</td>\n",
              "      <td>0.578914</td>\n",
              "      <td>0.670947</td>\n",
              "      <td>-20.5233</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>223</th>\n",
              "      <td>2020-10-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>15372</td>\n",
              "      <td>2941900.00</td>\n",
              "      <td>224.0</td>\n",
              "      <td>129.3943</td>\n",
              "      <td>149.6211</td>\n",
              "      <td>0.470583</td>\n",
              "      <td>0.505093</td>\n",
              "      <td>20.2268</td>\n",
              "      <td>0.577653</td>\n",
              "      <td>0.667951</td>\n",
              "      <td>-20.2268</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>224</th>\n",
              "      <td>2020-10-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>15552</td>\n",
              "      <td>2951520.00</td>\n",
              "      <td>225.0</td>\n",
              "      <td>129.7059</td>\n",
              "      <td>150.4935</td>\n",
              "      <td>0.472122</td>\n",
              "      <td>0.511007</td>\n",
              "      <td>20.7876</td>\n",
              "      <td>0.576471</td>\n",
              "      <td>0.668860</td>\n",
              "      <td>-20.7876</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>225</th>\n",
              "      <td>2020-10-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>15599</td>\n",
              "      <td>2961360.00</td>\n",
              "      <td>226.0</td>\n",
              "      <td>130.0259</td>\n",
              "      <td>150.7210</td>\n",
              "      <td>0.473696</td>\n",
              "      <td>0.512552</td>\n",
              "      <td>20.6951</td>\n",
              "      <td>0.575336</td>\n",
              "      <td>0.666907</td>\n",
              "      <td>-20.6951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>226</th>\n",
              "      <td>2020-10-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>15722</td>\n",
              "      <td>2971530.00</td>\n",
              "      <td>227.0</td>\n",
              "      <td>130.3578</td>\n",
              "      <td>151.3178</td>\n",
              "      <td>0.475322</td>\n",
              "      <td>0.516593</td>\n",
              "      <td>20.9600</td>\n",
              "      <td>0.574263</td>\n",
              "      <td>0.666598</td>\n",
              "      <td>-20.9600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>227</th>\n",
              "      <td>2020-10-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>15788</td>\n",
              "      <td>2981920.00</td>\n",
              "      <td>228.0</td>\n",
              "      <td>130.6980</td>\n",
              "      <td>151.6384</td>\n",
              "      <td>0.476984</td>\n",
              "      <td>0.518762</td>\n",
              "      <td>20.9404</td>\n",
              "      <td>0.573237</td>\n",
              "      <td>0.665081</td>\n",
              "      <td>-20.9404</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>228</th>\n",
              "      <td>2020-10-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>15932</td>\n",
              "      <td>2992670.00</td>\n",
              "      <td>229.0</td>\n",
              "      <td>131.0511</td>\n",
              "      <td>152.3376</td>\n",
              "      <td>0.478704</td>\n",
              "      <td>0.523493</td>\n",
              "      <td>21.2865</td>\n",
              "      <td>0.572276</td>\n",
              "      <td>0.665230</td>\n",
              "      <td>-21.2865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>229</th>\n",
              "      <td>2020-10-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>16030</td>\n",
              "      <td>3003720.00</td>\n",
              "      <td>230.0</td>\n",
              "      <td>131.4151</td>\n",
              "      <td>152.8124</td>\n",
              "      <td>0.480471</td>\n",
              "      <td>0.526714</td>\n",
              "      <td>21.3973</td>\n",
              "      <td>0.571370</td>\n",
              "      <td>0.664402</td>\n",
              "      <td>-21.3973</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>230</th>\n",
              "      <td>2020-10-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>16118</td>\n",
              "      <td>3015070.00</td>\n",
              "      <td>231.0</td>\n",
              "      <td>131.7900</td>\n",
              "      <td>153.2393</td>\n",
              "      <td>0.482287</td>\n",
              "      <td>0.529605</td>\n",
              "      <td>21.4493</td>\n",
              "      <td>0.570519</td>\n",
              "      <td>0.663374</td>\n",
              "      <td>-21.4493</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>231</th>\n",
              "      <td>2020-10-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>16168</td>\n",
              "      <td>3026620.00</td>\n",
              "      <td>232.0</td>\n",
              "      <td>132.1724</td>\n",
              "      <td>153.4829</td>\n",
              "      <td>0.484134</td>\n",
              "      <td>0.531248</td>\n",
              "      <td>21.3105</td>\n",
              "      <td>0.569709</td>\n",
              "      <td>0.661564</td>\n",
              "      <td>-21.3105</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232</th>\n",
              "      <td>2020-10-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>16222</td>\n",
              "      <td>3038600.00</td>\n",
              "      <td>233.0</td>\n",
              "      <td>132.5699</td>\n",
              "      <td>153.7476</td>\n",
              "      <td>0.486051</td>\n",
              "      <td>0.533022</td>\n",
              "      <td>21.1777</td>\n",
              "      <td>0.568970</td>\n",
              "      <td>0.659861</td>\n",
              "      <td>-21.1777</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>233</th>\n",
              "      <td>2020-10-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>16308</td>\n",
              "      <td>3050880.00</td>\n",
              "      <td>234.0</td>\n",
              "      <td>132.9782</td>\n",
              "      <td>154.1708</td>\n",
              "      <td>0.488015</td>\n",
              "      <td>0.535848</td>\n",
              "      <td>21.1926</td>\n",
              "      <td>0.568283</td>\n",
              "      <td>0.658850</td>\n",
              "      <td>-21.1926</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>234</th>\n",
              "      <td>2020-10-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>16308</td>\n",
              "      <td>3063700.00</td>\n",
              "      <td>235.0</td>\n",
              "      <td>133.4051</td>\n",
              "      <td>154.1708</td>\n",
              "      <td>0.490066</td>\n",
              "      <td>0.535848</td>\n",
              "      <td>20.7657</td>\n",
              "      <td>0.567681</td>\n",
              "      <td>0.656046</td>\n",
              "      <td>-20.7657</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>235</th>\n",
              "      <td>2020-10-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>16470</td>\n",
              "      <td>3077050.00</td>\n",
              "      <td>236.0</td>\n",
              "      <td>133.8502</td>\n",
              "      <td>154.9757</td>\n",
              "      <td>0.492201</td>\n",
              "      <td>0.541171</td>\n",
              "      <td>21.1255</td>\n",
              "      <td>0.567162</td>\n",
              "      <td>0.656677</td>\n",
              "      <td>-21.1255</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>236</th>\n",
              "      <td>2020-10-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>16544</td>\n",
              "      <td>3090780.00</td>\n",
              "      <td>237.0</td>\n",
              "      <td>134.3084</td>\n",
              "      <td>155.3426</td>\n",
              "      <td>0.494397</td>\n",
              "      <td>0.543603</td>\n",
              "      <td>21.0342</td>\n",
              "      <td>0.566702</td>\n",
              "      <td>0.655454</td>\n",
              "      <td>-21.0342</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>237</th>\n",
              "      <td>2020-10-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>16620</td>\n",
              "      <td>3104850.00</td>\n",
              "      <td>238.0</td>\n",
              "      <td>134.7783</td>\n",
              "      <td>155.7206</td>\n",
              "      <td>0.496648</td>\n",
              "      <td>0.5461</td>\n",
              "      <td>20.9423</td>\n",
              "      <td>0.566295</td>\n",
              "      <td>0.654288</td>\n",
              "      <td>-20.9423</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>238</th>\n",
              "      <td>2020-10-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>16632</td>\n",
              "      <td>3119400.00</td>\n",
              "      <td>239.0</td>\n",
              "      <td>135.2644</td>\n",
              "      <td>155.7807</td>\n",
              "      <td>0.498975</td>\n",
              "      <td>0.546494</td>\n",
              "      <td>20.5163</td>\n",
              "      <td>0.565960</td>\n",
              "      <td>0.651802</td>\n",
              "      <td>-20.5163</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>239</th>\n",
              "      <td>2020-10-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>16652</td>\n",
              "      <td>3134260.00</td>\n",
              "      <td>240.0</td>\n",
              "      <td>135.7610</td>\n",
              "      <td>155.8819</td>\n",
              "      <td>0.501352</td>\n",
              "      <td>0.547151</td>\n",
              "      <td>20.1209</td>\n",
              "      <td>0.565671</td>\n",
              "      <td>0.649508</td>\n",
              "      <td>-20.1209</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>240</th>\n",
              "      <td>2020-10-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>16709</td>\n",
              "      <td>3149590.00</td>\n",
              "      <td>241.0</td>\n",
              "      <td>136.2732</td>\n",
              "      <td>156.1723</td>\n",
              "      <td>0.503805</td>\n",
              "      <td>0.549024</td>\n",
              "      <td>19.8991</td>\n",
              "      <td>0.565449</td>\n",
              "      <td>0.648018</td>\n",
              "      <td>-19.8991</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>241</th>\n",
              "      <td>2020-10-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>16775</td>\n",
              "      <td>3165260.00</td>\n",
              "      <td>242.0</td>\n",
              "      <td>136.7966</td>\n",
              "      <td>156.5100</td>\n",
              "      <td>0.506311</td>\n",
              "      <td>0.551193</td>\n",
              "      <td>19.7134</td>\n",
              "      <td>0.565275</td>\n",
              "      <td>0.646736</td>\n",
              "      <td>-19.7134</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>242</th>\n",
              "      <td>2020-10-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>16854</td>\n",
              "      <td>3181350.00</td>\n",
              "      <td>243.0</td>\n",
              "      <td>137.3337</td>\n",
              "      <td>156.9154</td>\n",
              "      <td>0.508885</td>\n",
              "      <td>0.553789</td>\n",
              "      <td>19.5817</td>\n",
              "      <td>0.565159</td>\n",
              "      <td>0.645742</td>\n",
              "      <td>-19.5817</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>243</th>\n",
              "      <td>2020-10-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>16927</td>\n",
              "      <td>3197950.00</td>\n",
              "      <td>244.0</td>\n",
              "      <td>137.8874</td>\n",
              "      <td>157.2910</td>\n",
              "      <td>0.51154</td>\n",
              "      <td>0.556187</td>\n",
              "      <td>19.4036</td>\n",
              "      <td>0.565112</td>\n",
              "      <td>0.644635</td>\n",
              "      <td>-19.4036</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>244</th>\n",
              "      <td>2020-10-31</td>\n",
              "      <td>FL</td>\n",
              "      <td>16969</td>\n",
              "      <td>3215260.00</td>\n",
              "      <td>245.0</td>\n",
              "      <td>138.4641</td>\n",
              "      <td>157.5081</td>\n",
              "      <td>0.514309</td>\n",
              "      <td>0.557567</td>\n",
              "      <td>19.0440</td>\n",
              "      <td>0.565160</td>\n",
              "      <td>0.642890</td>\n",
              "      <td>-19.0440</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>2020-11-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>16997</td>\n",
              "      <td>3233060.00</td>\n",
              "      <td>246.0</td>\n",
              "      <td>139.0562</td>\n",
              "      <td>157.6539</td>\n",
              "      <td>0.517156</td>\n",
              "      <td>0.558487</td>\n",
              "      <td>18.5977</td>\n",
              "      <td>0.565269</td>\n",
              "      <td>0.640870</td>\n",
              "      <td>-18.5977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>2020-11-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>17043</td>\n",
              "      <td>3251570.00</td>\n",
              "      <td>247.0</td>\n",
              "      <td>139.6707</td>\n",
              "      <td>157.8951</td>\n",
              "      <td>0.520117</td>\n",
              "      <td>0.559999</td>\n",
              "      <td>18.2244</td>\n",
              "      <td>0.565468</td>\n",
              "      <td>0.639251</td>\n",
              "      <td>-18.2244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>247</th>\n",
              "      <td>2020-11-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>17099</td>\n",
              "      <td>3270770.00</td>\n",
              "      <td>248.0</td>\n",
              "      <td>140.3066</td>\n",
              "      <td>158.1902</td>\n",
              "      <td>0.523188</td>\n",
              "      <td>0.561839</td>\n",
              "      <td>17.8836</td>\n",
              "      <td>0.565752</td>\n",
              "      <td>0.637864</td>\n",
              "      <td>-17.8836</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>2020-11-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>17131</td>\n",
              "      <td>3290820.00</td>\n",
              "      <td>249.0</td>\n",
              "      <td>140.9688</td>\n",
              "      <td>158.3598</td>\n",
              "      <td>0.526396</td>\n",
              "      <td>0.56289</td>\n",
              "      <td>17.3910</td>\n",
              "      <td>0.566140</td>\n",
              "      <td>0.635983</td>\n",
              "      <td>-17.3910</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>249</th>\n",
              "      <td>2020-11-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>17170</td>\n",
              "      <td>3311300.00</td>\n",
              "      <td>250.0</td>\n",
              "      <td>141.6431</td>\n",
              "      <td>158.5680</td>\n",
              "      <td>0.529672</td>\n",
              "      <td>0.564172</td>\n",
              "      <td>16.9249</td>\n",
              "      <td>0.566572</td>\n",
              "      <td>0.634272</td>\n",
              "      <td>-16.9249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>250</th>\n",
              "      <td>2020-11-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>17224</td>\n",
              "      <td>3332280.00</td>\n",
              "      <td>251.0</td>\n",
              "      <td>142.3316</td>\n",
              "      <td>158.8578</td>\n",
              "      <td>0.533027</td>\n",
              "      <td>0.565946</td>\n",
              "      <td>16.5262</td>\n",
              "      <td>0.567058</td>\n",
              "      <td>0.632900</td>\n",
              "      <td>-16.5262</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>251</th>\n",
              "      <td>2020-11-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>17311</td>\n",
              "      <td>3353620.00</td>\n",
              "      <td>252.0</td>\n",
              "      <td>143.0294</td>\n",
              "      <td>159.3259</td>\n",
              "      <td>0.536441</td>\n",
              "      <td>0.568805</td>\n",
              "      <td>16.2965</td>\n",
              "      <td>0.567577</td>\n",
              "      <td>0.632246</td>\n",
              "      <td>-16.2965</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>252</th>\n",
              "      <td>2020-11-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>17333</td>\n",
              "      <td>3375460.00</td>\n",
              "      <td>253.0</td>\n",
              "      <td>143.7409</td>\n",
              "      <td>159.4448</td>\n",
              "      <td>0.539935</td>\n",
              "      <td>0.569528</td>\n",
              "      <td>15.7039</td>\n",
              "      <td>0.568146</td>\n",
              "      <td>0.630217</td>\n",
              "      <td>-15.7039</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>253</th>\n",
              "      <td>2020-11-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>17391</td>\n",
              "      <td>3397170.00</td>\n",
              "      <td>254.0</td>\n",
              "      <td>144.4455</td>\n",
              "      <td>159.7601</td>\n",
              "      <td>0.543407</td>\n",
              "      <td>0.571433</td>\n",
              "      <td>15.3146</td>\n",
              "      <td>0.568683</td>\n",
              "      <td>0.628977</td>\n",
              "      <td>-15.3146</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>254</th>\n",
              "      <td>2020-11-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>17460</td>\n",
              "      <td>3419130.00</td>\n",
              "      <td>255.0</td>\n",
              "      <td>145.1556</td>\n",
              "      <td>160.1365</td>\n",
              "      <td>0.54692</td>\n",
              "      <td>0.5737</td>\n",
              "      <td>14.9809</td>\n",
              "      <td>0.569238</td>\n",
              "      <td>0.627986</td>\n",
              "      <td>-14.9809</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>255</th>\n",
              "      <td>2020-11-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>17512</td>\n",
              "      <td>3441040.00</td>\n",
              "      <td>256.0</td>\n",
              "      <td>145.8614</td>\n",
              "      <td>160.4212</td>\n",
              "      <td>0.550425</td>\n",
              "      <td>0.575409</td>\n",
              "      <td>14.5598</td>\n",
              "      <td>0.569771</td>\n",
              "      <td>0.626645</td>\n",
              "      <td>-14.5598</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>256</th>\n",
              "      <td>2020-11-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>17585</td>\n",
              "      <td>3463180.00</td>\n",
              "      <td>257.0</td>\n",
              "      <td>146.5719</td>\n",
              "      <td>160.8221</td>\n",
              "      <td>0.553966</td>\n",
              "      <td>0.577808</td>\n",
              "      <td>14.2502</td>\n",
              "      <td>0.570319</td>\n",
              "      <td>0.625767</td>\n",
              "      <td>-14.2502</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>257</th>\n",
              "      <td>2020-11-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>17659</td>\n",
              "      <td>3485480.00</td>\n",
              "      <td>258.0</td>\n",
              "      <td>147.2848</td>\n",
              "      <td>161.2293</td>\n",
              "      <td>0.557533</td>\n",
              "      <td>0.580239</td>\n",
              "      <td>13.9445</td>\n",
              "      <td>0.570871</td>\n",
              "      <td>0.624920</td>\n",
              "      <td>-13.9445</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>258</th>\n",
              "      <td>2020-11-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>17704</td>\n",
              "      <td>3507910.00</td>\n",
              "      <td>259.0</td>\n",
              "      <td>147.9991</td>\n",
              "      <td>161.4778</td>\n",
              "      <td>0.561121</td>\n",
              "      <td>0.581718</td>\n",
              "      <td>13.4787</td>\n",
              "      <td>0.571425</td>\n",
              "      <td>0.623466</td>\n",
              "      <td>-13.4787</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>259</th>\n",
              "      <td>2020-11-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>17734</td>\n",
              "      <td>3530490.00</td>\n",
              "      <td>260.0</td>\n",
              "      <td>148.7154</td>\n",
              "      <td>161.6445</td>\n",
              "      <td>0.564733</td>\n",
              "      <td>0.582704</td>\n",
              "      <td>12.9291</td>\n",
              "      <td>0.571982</td>\n",
              "      <td>0.621710</td>\n",
              "      <td>-12.9291</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>260</th>\n",
              "      <td>2020-11-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>17775</td>\n",
              "      <td>3554050.00</td>\n",
              "      <td>261.0</td>\n",
              "      <td>149.4597</td>\n",
              "      <td>161.8737</td>\n",
              "      <td>0.568502</td>\n",
              "      <td>0.584051</td>\n",
              "      <td>12.4140</td>\n",
              "      <td>0.572643</td>\n",
              "      <td>0.620206</td>\n",
              "      <td>-12.4140</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>261</th>\n",
              "      <td>2020-11-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>17861</td>\n",
              "      <td>3577730.00</td>\n",
              "      <td>262.0</td>\n",
              "      <td>150.2046</td>\n",
              "      <td>162.3558</td>\n",
              "      <td>0.572289</td>\n",
              "      <td>0.586877</td>\n",
              "      <td>12.1512</td>\n",
              "      <td>0.573300</td>\n",
              "      <td>0.619679</td>\n",
              "      <td>-12.1512</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>262</th>\n",
              "      <td>2020-11-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>17949</td>\n",
              "      <td>3601870.00</td>\n",
              "      <td>263.0</td>\n",
              "      <td>150.9606</td>\n",
              "      <td>162.8492</td>\n",
              "      <td>0.576151</td>\n",
              "      <td>0.589768</td>\n",
              "      <td>11.8886</td>\n",
              "      <td>0.573995</td>\n",
              "      <td>0.619198</td>\n",
              "      <td>-11.8886</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>263</th>\n",
              "      <td>2020-11-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>18030</td>\n",
              "      <td>3626450.00</td>\n",
              "      <td>264.0</td>\n",
              "      <td>151.7268</td>\n",
              "      <td>163.3036</td>\n",
              "      <td>0.580083</td>\n",
              "      <td>0.59243</td>\n",
              "      <td>11.5768</td>\n",
              "      <td>0.574723</td>\n",
              "      <td>0.618574</td>\n",
              "      <td>-11.5768</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>264</th>\n",
              "      <td>2020-11-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>18110</td>\n",
              "      <td>3651520.00</td>\n",
              "      <td>265.0</td>\n",
              "      <td>152.5045</td>\n",
              "      <td>163.7528</td>\n",
              "      <td>0.584093</td>\n",
              "      <td>0.595058</td>\n",
              "      <td>11.2483</td>\n",
              "      <td>0.575489</td>\n",
              "      <td>0.617935</td>\n",
              "      <td>-11.2483</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>265</th>\n",
              "      <td>2020-11-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>18152</td>\n",
              "      <td>3677030.00</td>\n",
              "      <td>266.0</td>\n",
              "      <td>153.2919</td>\n",
              "      <td>163.9894</td>\n",
              "      <td>0.588173</td>\n",
              "      <td>0.596438</td>\n",
              "      <td>10.6975</td>\n",
              "      <td>0.576285</td>\n",
              "      <td>0.616502</td>\n",
              "      <td>-10.6975</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>266</th>\n",
              "      <td>2020-11-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>18214</td>\n",
              "      <td>3702830.00</td>\n",
              "      <td>267.0</td>\n",
              "      <td>154.0842</td>\n",
              "      <td>164.3400</td>\n",
              "      <td>0.5923</td>\n",
              "      <td>0.598475</td>\n",
              "      <td>10.2558</td>\n",
              "      <td>0.577094</td>\n",
              "      <td>0.615506</td>\n",
              "      <td>-10.2558</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>267</th>\n",
              "      <td>2020-11-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>18310</td>\n",
              "      <td>3728650.00</td>\n",
              "      <td>268.0</td>\n",
              "      <td>154.8730</td>\n",
              "      <td>164.8835</td>\n",
              "      <td>0.59643</td>\n",
              "      <td>0.60163</td>\n",
              "      <td>10.0105</td>\n",
              "      <td>0.577884</td>\n",
              "      <td>0.615237</td>\n",
              "      <td>-10.0105</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>268</th>\n",
              "      <td>2020-11-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>18383</td>\n",
              "      <td>3754960.00</td>\n",
              "      <td>269.0</td>\n",
              "      <td>155.6727</td>\n",
              "      <td>165.2970</td>\n",
              "      <td>0.600639</td>\n",
              "      <td>0.604028</td>\n",
              "      <td>9.6243</td>\n",
              "      <td>0.578709</td>\n",
              "      <td>0.614487</td>\n",
              "      <td>-9.6243</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>269</th>\n",
              "      <td>2020-11-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>18482</td>\n",
              "      <td>3781560.00</td>\n",
              "      <td>270.0</td>\n",
              "      <td>156.4769</td>\n",
              "      <td>165.8578</td>\n",
              "      <td>0.604894</td>\n",
              "      <td>0.607281</td>\n",
              "      <td>9.3809</td>\n",
              "      <td>0.579544</td>\n",
              "      <td>0.614288</td>\n",
              "      <td>-9.3809</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>270</th>\n",
              "      <td>2020-11-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>18482</td>\n",
              "      <td>3808430.00</td>\n",
              "      <td>271.0</td>\n",
              "      <td>157.2849</td>\n",
              "      <td>165.8578</td>\n",
              "      <td>0.609192</td>\n",
              "      <td>0.607281</td>\n",
              "      <td>8.5729</td>\n",
              "      <td>0.580387</td>\n",
              "      <td>0.612021</td>\n",
              "      <td>-8.5729</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>271</th>\n",
              "      <td>2020-11-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>18596</td>\n",
              "      <td>3835560.00</td>\n",
              "      <td>272.0</td>\n",
              "      <td>158.0963</td>\n",
              "      <td>166.5085</td>\n",
              "      <td>0.613532</td>\n",
              "      <td>0.611027</td>\n",
              "      <td>8.4122</td>\n",
              "      <td>0.581236</td>\n",
              "      <td>0.612164</td>\n",
              "      <td>-8.4122</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>272</th>\n",
              "      <td>2020-11-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>18677</td>\n",
              "      <td>3863090.00</td>\n",
              "      <td>273.0</td>\n",
              "      <td>158.9152</td>\n",
              "      <td>166.9703</td>\n",
              "      <td>0.617935</td>\n",
              "      <td>0.613689</td>\n",
              "      <td>8.0551</td>\n",
              "      <td>0.582107</td>\n",
              "      <td>0.611613</td>\n",
              "      <td>-8.0551</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>273</th>\n",
              "      <td>2020-11-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>18736</td>\n",
              "      <td>3891150.00</td>\n",
              "      <td>274.0</td>\n",
              "      <td>159.7451</td>\n",
              "      <td>167.3073</td>\n",
              "      <td>0.622424</td>\n",
              "      <td>0.615627</td>\n",
              "      <td>7.5622</td>\n",
              "      <td>0.583011</td>\n",
              "      <td>0.610611</td>\n",
              "      <td>-7.5622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>274</th>\n",
              "      <td>2020-11-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>18834</td>\n",
              "      <td>3919750.00</td>\n",
              "      <td>275.0</td>\n",
              "      <td>160.5860</td>\n",
              "      <td>167.8677</td>\n",
              "      <td>0.626998</td>\n",
              "      <td>0.618847</td>\n",
              "      <td>7.2817</td>\n",
              "      <td>0.583949</td>\n",
              "      <td>0.610428</td>\n",
              "      <td>-7.2817</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>275</th>\n",
              "      <td>2020-12-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>18916</td>\n",
              "      <td>3948880.00</td>\n",
              "      <td>276.0</td>\n",
              "      <td>161.4374</td>\n",
              "      <td>168.3364</td>\n",
              "      <td>0.631658</td>\n",
              "      <td>0.621542</td>\n",
              "      <td>6.8990</td>\n",
              "      <td>0.584918</td>\n",
              "      <td>0.609914</td>\n",
              "      <td>-6.8990</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>276</th>\n",
              "      <td>2020-12-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>19012</td>\n",
              "      <td>3978600.00</td>\n",
              "      <td>277.0</td>\n",
              "      <td>162.3006</td>\n",
              "      <td>168.8851</td>\n",
              "      <td>0.636412</td>\n",
              "      <td>0.624696</td>\n",
              "      <td>6.5845</td>\n",
              "      <td>0.585923</td>\n",
              "      <td>0.609694</td>\n",
              "      <td>-6.5845</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>277</th>\n",
              "      <td>2020-12-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>19112</td>\n",
              "      <td>4008840.00</td>\n",
              "      <td>278.0</td>\n",
              "      <td>163.1734</td>\n",
              "      <td>169.4560</td>\n",
              "      <td>0.641249</td>\n",
              "      <td>0.627982</td>\n",
              "      <td>6.2826</td>\n",
              "      <td>0.586955</td>\n",
              "      <td>0.609554</td>\n",
              "      <td>-6.2826</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>278</th>\n",
              "      <td>2020-12-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>19236</td>\n",
              "      <td>4039680.00</td>\n",
              "      <td>279.0</td>\n",
              "      <td>164.0577</td>\n",
              "      <td>170.1621</td>\n",
              "      <td>0.646182</td>\n",
              "      <td>0.632056</td>\n",
              "      <td>6.1044</td>\n",
              "      <td>0.588020</td>\n",
              "      <td>0.609900</td>\n",
              "      <td>-6.1044</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>279</th>\n",
              "      <td>2020-12-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>19327</td>\n",
              "      <td>4071040.00</td>\n",
              "      <td>280.0</td>\n",
              "      <td>164.9508</td>\n",
              "      <td>170.6793</td>\n",
              "      <td>0.651199</td>\n",
              "      <td>0.635046</td>\n",
              "      <td>5.7285</td>\n",
              "      <td>0.589110</td>\n",
              "      <td>0.609569</td>\n",
              "      <td>-5.7285</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>280</th>\n",
              "      <td>2020-12-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>19423</td>\n",
              "      <td>4102780.00</td>\n",
              "      <td>281.0</td>\n",
              "      <td>165.8486</td>\n",
              "      <td>171.2246</td>\n",
              "      <td>0.656276</td>\n",
              "      <td>0.638201</td>\n",
              "      <td>5.3760</td>\n",
              "      <td>0.590209</td>\n",
              "      <td>0.609340</td>\n",
              "      <td>-5.3760</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>281</th>\n",
              "      <td>2020-12-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>19529</td>\n",
              "      <td>4134720.00</td>\n",
              "      <td>282.0</td>\n",
              "      <td>166.7458</td>\n",
              "      <td>171.8259</td>\n",
              "      <td>0.661385</td>\n",
              "      <td>0.641684</td>\n",
              "      <td>5.0801</td>\n",
              "      <td>0.591297</td>\n",
              "      <td>0.609312</td>\n",
              "      <td>-5.0801</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>282</th>\n",
              "      <td>2020-12-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>19627</td>\n",
              "      <td>4166600.00</td>\n",
              "      <td>283.0</td>\n",
              "      <td>167.6353</td>\n",
              "      <td>172.3810</td>\n",
              "      <td>0.666484</td>\n",
              "      <td>0.644904</td>\n",
              "      <td>4.7457</td>\n",
              "      <td>0.592351</td>\n",
              "      <td>0.609120</td>\n",
              "      <td>-4.7457</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>283</th>\n",
              "      <td>2020-12-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>19716</td>\n",
              "      <td>4198760.00</td>\n",
              "      <td>284.0</td>\n",
              "      <td>168.5266</td>\n",
              "      <td>172.8849</td>\n",
              "      <td>0.671629</td>\n",
              "      <td>0.647828</td>\n",
              "      <td>4.3583</td>\n",
              "      <td>0.593404</td>\n",
              "      <td>0.608750</td>\n",
              "      <td>-4.3583</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>284</th>\n",
              "      <td>2020-12-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>19851</td>\n",
              "      <td>4231280.00</td>\n",
              "      <td>285.0</td>\n",
              "      <td>169.4218</td>\n",
              "      <td>173.6474</td>\n",
              "      <td>0.67683</td>\n",
              "      <td>0.652264</td>\n",
              "      <td>4.2256</td>\n",
              "      <td>0.594462</td>\n",
              "      <td>0.609289</td>\n",
              "      <td>-4.2256</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>285</th>\n",
              "      <td>2020-12-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>19977</td>\n",
              "      <td>4263930.00</td>\n",
              "      <td>286.0</td>\n",
              "      <td>170.3145</td>\n",
              "      <td>174.3560</td>\n",
              "      <td>0.682053</td>\n",
              "      <td>0.656404</td>\n",
              "      <td>4.0415</td>\n",
              "      <td>0.595505</td>\n",
              "      <td>0.609636</td>\n",
              "      <td>-4.0415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>286</th>\n",
              "      <td>2020-12-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>20049</td>\n",
              "      <td>4296800.00</td>\n",
              "      <td>287.0</td>\n",
              "      <td>171.2071</td>\n",
              "      <td>174.7605</td>\n",
              "      <td>0.687311</td>\n",
              "      <td>0.65877</td>\n",
              "      <td>3.5534</td>\n",
              "      <td>0.596540</td>\n",
              "      <td>0.608922</td>\n",
              "      <td>-3.5534</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>2020-12-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>20133</td>\n",
              "      <td>4330010.00</td>\n",
              "      <td>288.0</td>\n",
              "      <td>172.1029</td>\n",
              "      <td>175.2330</td>\n",
              "      <td>0.692623</td>\n",
              "      <td>0.66153</td>\n",
              "      <td>3.1301</td>\n",
              "      <td>0.597580</td>\n",
              "      <td>0.608448</td>\n",
              "      <td>-3.1301</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288</th>\n",
              "      <td>2020-12-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>20271</td>\n",
              "      <td>4363890.00</td>\n",
              "      <td>289.0</td>\n",
              "      <td>173.0105</td>\n",
              "      <td>176.0075</td>\n",
              "      <td>0.698043</td>\n",
              "      <td>0.666064</td>\n",
              "      <td>2.9970</td>\n",
              "      <td>0.598652</td>\n",
              "      <td>0.609022</td>\n",
              "      <td>-2.9970</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>289</th>\n",
              "      <td>2020-12-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>20365</td>\n",
              "      <td>4397910.00</td>\n",
              "      <td>290.0</td>\n",
              "      <td>173.9155</td>\n",
              "      <td>176.5337</td>\n",
              "      <td>0.703484</td>\n",
              "      <td>0.669153</td>\n",
              "      <td>2.6182</td>\n",
              "      <td>0.599709</td>\n",
              "      <td>0.608737</td>\n",
              "      <td>-2.6182</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>290</th>\n",
              "      <td>2020-12-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>20490</td>\n",
              "      <td>4432660.00</td>\n",
              "      <td>291.0</td>\n",
              "      <td>174.8334</td>\n",
              "      <td>177.2320</td>\n",
              "      <td>0.709043</td>\n",
              "      <td>0.67326</td>\n",
              "      <td>2.3986</td>\n",
              "      <td>0.600802</td>\n",
              "      <td>0.609045</td>\n",
              "      <td>-2.3986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>291</th>\n",
              "      <td>2020-12-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>20594</td>\n",
              "      <td>4468330.00</td>\n",
              "      <td>292.0</td>\n",
              "      <td>175.7687</td>\n",
              "      <td>177.8116</td>\n",
              "      <td>0.714749</td>\n",
              "      <td>0.676677</td>\n",
              "      <td>2.0429</td>\n",
              "      <td>0.601948</td>\n",
              "      <td>0.608944</td>\n",
              "      <td>-2.0429</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>2020-12-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>20690</td>\n",
              "      <td>4505280.00</td>\n",
              "      <td>293.0</td>\n",
              "      <td>176.7302</td>\n",
              "      <td>178.3461</td>\n",
              "      <td>0.720659</td>\n",
              "      <td>0.679832</td>\n",
              "      <td>1.6159</td>\n",
              "      <td>0.603175</td>\n",
              "      <td>0.608690</td>\n",
              "      <td>-1.6159</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>293</th>\n",
              "      <td>2020-12-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>20764</td>\n",
              "      <td>4543560.00</td>\n",
              "      <td>294.0</td>\n",
              "      <td>177.7182</td>\n",
              "      <td>178.7583</td>\n",
              "      <td>0.726782</td>\n",
              "      <td>0.682263</td>\n",
              "      <td>1.0401</td>\n",
              "      <td>0.604484</td>\n",
              "      <td>0.608021</td>\n",
              "      <td>-1.0401</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>294</th>\n",
              "      <td>2020-12-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>20861</td>\n",
              "      <td>4583380.00</td>\n",
              "      <td>295.0</td>\n",
              "      <td>178.7371</td>\n",
              "      <td>179.2988</td>\n",
              "      <td>0.733152</td>\n",
              "      <td>0.68545</td>\n",
              "      <td>0.5617</td>\n",
              "      <td>0.605888</td>\n",
              "      <td>0.607793</td>\n",
              "      <td>-0.5617</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>295</th>\n",
              "      <td>2020-12-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>20976</td>\n",
              "      <td>4624560.00</td>\n",
              "      <td>296.0</td>\n",
              "      <td>179.7813</td>\n",
              "      <td>179.9386</td>\n",
              "      <td>0.739739</td>\n",
              "      <td>0.689229</td>\n",
              "      <td>0.1573</td>\n",
              "      <td>0.607369</td>\n",
              "      <td>0.607901</td>\n",
              "      <td>-0.1573</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>296</th>\n",
              "      <td>2020-12-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>21052</td>\n",
              "      <td>4668270.00</td>\n",
              "      <td>297.0</td>\n",
              "      <td>180.8788</td>\n",
              "      <td>180.3612</td>\n",
              "      <td>0.746731</td>\n",
              "      <td>0.691726</td>\n",
              "      <td>-0.5176</td>\n",
              "      <td>0.609020</td>\n",
              "      <td>0.607277</td>\n",
              "      <td>0.5176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>297</th>\n",
              "      <td>2020-12-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>21173</td>\n",
              "      <td>4712570.00</td>\n",
              "      <td>298.0</td>\n",
              "      <td>181.9798</td>\n",
              "      <td>181.0335</td>\n",
              "      <td>0.753817</td>\n",
              "      <td>0.695702</td>\n",
              "      <td>-0.9463</td>\n",
              "      <td>0.610670</td>\n",
              "      <td>0.607495</td>\n",
              "      <td>0.9463</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>298</th>\n",
              "      <td>2020-12-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>21295</td>\n",
              "      <td>4757120.00</td>\n",
              "      <td>299.0</td>\n",
              "      <td>183.0757</td>\n",
              "      <td>181.7093</td>\n",
              "      <td>0.760943</td>\n",
              "      <td>0.699711</td>\n",
              "      <td>-1.3664</td>\n",
              "      <td>0.612293</td>\n",
              "      <td>0.607723</td>\n",
              "      <td>1.3664</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>299</th>\n",
              "      <td>2020-12-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>21295</td>\n",
              "      <td>4801520.00</td>\n",
              "      <td>300.0</td>\n",
              "      <td>184.1569</td>\n",
              "      <td>181.7093</td>\n",
              "      <td>0.768045</td>\n",
              "      <td>0.699711</td>\n",
              "      <td>-2.4476</td>\n",
              "      <td>0.613856</td>\n",
              "      <td>0.605698</td>\n",
              "      <td>2.4476</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>300</th>\n",
              "      <td>2020-12-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>21437</td>\n",
              "      <td>4845530.00</td>\n",
              "      <td>301.0</td>\n",
              "      <td>185.2181</td>\n",
              "      <td>182.4995</td>\n",
              "      <td>0.775085</td>\n",
              "      <td>0.704377</td>\n",
              "      <td>-2.7186</td>\n",
              "      <td>0.615343</td>\n",
              "      <td>0.606311</td>\n",
              "      <td>2.7186</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>301</th>\n",
              "      <td>2020-12-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>21514</td>\n",
              "      <td>4888650.00</td>\n",
              "      <td>302.0</td>\n",
              "      <td>186.2482</td>\n",
              "      <td>182.9272</td>\n",
              "      <td>0.781983</td>\n",
              "      <td>0.706907</td>\n",
              "      <td>-3.3210</td>\n",
              "      <td>0.616716</td>\n",
              "      <td>0.605719</td>\n",
              "      <td>3.3210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>302</th>\n",
              "      <td>2020-12-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>21613</td>\n",
              "      <td>4930440.00</td>\n",
              "      <td>303.0</td>\n",
              "      <td>187.2378</td>\n",
              "      <td>183.4772</td>\n",
              "      <td>0.788667</td>\n",
              "      <td>0.71016</td>\n",
              "      <td>-3.7606</td>\n",
              "      <td>0.617947</td>\n",
              "      <td>0.605535</td>\n",
              "      <td>3.7606</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>303</th>\n",
              "      <td>2020-12-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>21718</td>\n",
              "      <td>4970930.00</td>\n",
              "      <td>304.0</td>\n",
              "      <td>188.1889</td>\n",
              "      <td>184.0599</td>\n",
              "      <td>0.795144</td>\n",
              "      <td>0.71361</td>\n",
              "      <td>-4.1290</td>\n",
              "      <td>0.619042</td>\n",
              "      <td>0.605460</td>\n",
              "      <td>4.1290</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>304</th>\n",
              "      <td>2020-12-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>21857</td>\n",
              "      <td>5010850.00</td>\n",
              "      <td>305.0</td>\n",
              "      <td>189.1195</td>\n",
              "      <td>184.8290</td>\n",
              "      <td>0.80153</td>\n",
              "      <td>0.718177</td>\n",
              "      <td>-4.2905</td>\n",
              "      <td>0.620064</td>\n",
              "      <td>0.605997</td>\n",
              "      <td>4.2905</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>305</th>\n",
              "      <td>2020-12-31</td>\n",
              "      <td>FL</td>\n",
              "      <td>21990</td>\n",
              "      <td>5050170.00</td>\n",
              "      <td>306.0</td>\n",
              "      <td>190.0295</td>\n",
              "      <td>185.5619</td>\n",
              "      <td>0.807819</td>\n",
              "      <td>0.722547</td>\n",
              "      <td>-4.4676</td>\n",
              "      <td>0.621011</td>\n",
              "      <td>0.606411</td>\n",
              "      <td>4.4676</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>306</th>\n",
              "      <td>2021-01-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>21990</td>\n",
              "      <td>5089040.00</td>\n",
              "      <td>307.0</td>\n",
              "      <td>190.9229</td>\n",
              "      <td>185.5619</td>\n",
              "      <td>0.814037</td>\n",
              "      <td>0.722547</td>\n",
              "      <td>-5.3610</td>\n",
              "      <td>0.621899</td>\n",
              "      <td>0.604436</td>\n",
              "      <td>5.3610</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>307</th>\n",
              "      <td>2021-01-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>22210</td>\n",
              "      <td>5127240.00</td>\n",
              "      <td>308.0</td>\n",
              "      <td>191.7952</td>\n",
              "      <td>186.7747</td>\n",
              "      <td>0.820147</td>\n",
              "      <td>0.729776</td>\n",
              "      <td>-5.0205</td>\n",
              "      <td>0.622712</td>\n",
              "      <td>0.606411</td>\n",
              "      <td>5.0205</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>308</th>\n",
              "      <td>2021-01-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>22310</td>\n",
              "      <td>5164920.00</td>\n",
              "      <td>309.0</td>\n",
              "      <td>192.6503</td>\n",
              "      <td>187.3225</td>\n",
              "      <td>0.826174</td>\n",
              "      <td>0.733062</td>\n",
              "      <td>-5.3278</td>\n",
              "      <td>0.623464</td>\n",
              "      <td>0.606222</td>\n",
              "      <td>5.3278</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>309</th>\n",
              "      <td>2021-01-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>22415</td>\n",
              "      <td>5202380.00</td>\n",
              "      <td>310.0</td>\n",
              "      <td>193.4953</td>\n",
              "      <td>187.8972</td>\n",
              "      <td>0.832166</td>\n",
              "      <td>0.736512</td>\n",
              "      <td>-5.5981</td>\n",
              "      <td>0.624178</td>\n",
              "      <td>0.606120</td>\n",
              "      <td>5.5981</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>310</th>\n",
              "      <td>2021-01-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>22515</td>\n",
              "      <td>5238960.00</td>\n",
              "      <td>311.0</td>\n",
              "      <td>194.3158</td>\n",
              "      <td>188.4440</td>\n",
              "      <td>0.838018</td>\n",
              "      <td>0.739798</td>\n",
              "      <td>-5.8718</td>\n",
              "      <td>0.624810</td>\n",
              "      <td>0.605929</td>\n",
              "      <td>5.8718</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>311</th>\n",
              "      <td>2021-01-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>22647</td>\n",
              "      <td>5274820.00</td>\n",
              "      <td>312.0</td>\n",
              "      <td>195.1159</td>\n",
              "      <td>189.1642</td>\n",
              "      <td>0.843754</td>\n",
              "      <td>0.744135</td>\n",
              "      <td>-5.9517</td>\n",
              "      <td>0.625371</td>\n",
              "      <td>0.606296</td>\n",
              "      <td>5.9517</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>312</th>\n",
              "      <td>2021-01-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>22817</td>\n",
              "      <td>5309930.00</td>\n",
              "      <td>313.0</td>\n",
              "      <td>195.8954</td>\n",
              "      <td>190.0868</td>\n",
              "      <td>0.84937</td>\n",
              "      <td>0.749721</td>\n",
              "      <td>-5.8086</td>\n",
              "      <td>0.625864</td>\n",
              "      <td>0.607306</td>\n",
              "      <td>5.8086</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>313</th>\n",
              "      <td>2021-01-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>23011</td>\n",
              "      <td>5344020.00</td>\n",
              "      <td>314.0</td>\n",
              "      <td>196.6488</td>\n",
              "      <td>191.1315</td>\n",
              "      <td>0.854823</td>\n",
              "      <td>0.756095</td>\n",
              "      <td>-5.5173</td>\n",
              "      <td>0.626270</td>\n",
              "      <td>0.608699</td>\n",
              "      <td>5.5173</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>314</th>\n",
              "      <td>2021-01-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>23150</td>\n",
              "      <td>5377330.00</td>\n",
              "      <td>315.0</td>\n",
              "      <td>197.3819</td>\n",
              "      <td>191.8752</td>\n",
              "      <td>0.860151</td>\n",
              "      <td>0.760662</td>\n",
              "      <td>-5.5067</td>\n",
              "      <td>0.626609</td>\n",
              "      <td>0.609128</td>\n",
              "      <td>5.5067</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>315</th>\n",
              "      <td>2021-01-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>23261</td>\n",
              "      <td>5409680.00</td>\n",
              "      <td>316.0</td>\n",
              "      <td>198.0912</td>\n",
              "      <td>192.4675</td>\n",
              "      <td>0.865326</td>\n",
              "      <td>0.76431</td>\n",
              "      <td>-5.6237</td>\n",
              "      <td>0.626871</td>\n",
              "      <td>0.609074</td>\n",
              "      <td>5.6237</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>316</th>\n",
              "      <td>2021-01-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>23424</td>\n",
              "      <td>5440970.00</td>\n",
              "      <td>317.0</td>\n",
              "      <td>198.7750</td>\n",
              "      <td>193.3341</td>\n",
              "      <td>0.870331</td>\n",
              "      <td>0.769666</td>\n",
              "      <td>-5.4409</td>\n",
              "      <td>0.627050</td>\n",
              "      <td>0.609887</td>\n",
              "      <td>5.4409</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>317</th>\n",
              "      <td>2021-01-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>23585</td>\n",
              "      <td>5471250.00</td>\n",
              "      <td>318.0</td>\n",
              "      <td>199.4348</td>\n",
              "      <td>194.1851</td>\n",
              "      <td>0.875175</td>\n",
              "      <td>0.774956</td>\n",
              "      <td>-5.2497</td>\n",
              "      <td>0.627153</td>\n",
              "      <td>0.610645</td>\n",
              "      <td>5.2497</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>318</th>\n",
              "      <td>2021-01-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>23759</td>\n",
              "      <td>5500740.00</td>\n",
              "      <td>319.0</td>\n",
              "      <td>200.0758</td>\n",
              "      <td>195.0992</td>\n",
              "      <td>0.879892</td>\n",
              "      <td>0.780673</td>\n",
              "      <td>-4.9766</td>\n",
              "      <td>0.627197</td>\n",
              "      <td>0.611596</td>\n",
              "      <td>4.9766</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>319</th>\n",
              "      <td>2021-01-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>23981</td>\n",
              "      <td>5529440.00</td>\n",
              "      <td>320.0</td>\n",
              "      <td>200.6983</td>\n",
              "      <td>196.2554</td>\n",
              "      <td>0.884483</td>\n",
              "      <td>0.787967</td>\n",
              "      <td>-4.4429</td>\n",
              "      <td>0.627182</td>\n",
              "      <td>0.613298</td>\n",
              "      <td>4.4429</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>320</th>\n",
              "      <td>2021-01-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>24169</td>\n",
              "      <td>5557640.00</td>\n",
              "      <td>321.0</td>\n",
              "      <td>201.3087</td>\n",
              "      <td>197.2257</td>\n",
              "      <td>0.888993</td>\n",
              "      <td>0.794145</td>\n",
              "      <td>-4.0830</td>\n",
              "      <td>0.627130</td>\n",
              "      <td>0.614410</td>\n",
              "      <td>4.0830</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>321</th>\n",
              "      <td>2021-01-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>24380</td>\n",
              "      <td>5585400.00</td>\n",
              "      <td>322.0</td>\n",
              "      <td>201.9085</td>\n",
              "      <td>198.3056</td>\n",
              "      <td>0.893434</td>\n",
              "      <td>0.801078</td>\n",
              "      <td>-3.6029</td>\n",
              "      <td>0.627045</td>\n",
              "      <td>0.615856</td>\n",
              "      <td>3.6029</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>322</th>\n",
              "      <td>2021-01-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>24515</td>\n",
              "      <td>5612830.00</td>\n",
              "      <td>323.0</td>\n",
              "      <td>202.5003</td>\n",
              "      <td>198.9923</td>\n",
              "      <td>0.897822</td>\n",
              "      <td>0.805514</td>\n",
              "      <td>-3.5080</td>\n",
              "      <td>0.626936</td>\n",
              "      <td>0.616075</td>\n",
              "      <td>3.5080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>323</th>\n",
              "      <td>2021-01-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>24657</td>\n",
              "      <td>5639940.00</td>\n",
              "      <td>324.0</td>\n",
              "      <td>203.0843</td>\n",
              "      <td>199.7122</td>\n",
              "      <td>0.902158</td>\n",
              "      <td>0.810179</td>\n",
              "      <td>-3.3721</td>\n",
              "      <td>0.626803</td>\n",
              "      <td>0.616396</td>\n",
              "      <td>3.3721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>324</th>\n",
              "      <td>2021-01-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>24820</td>\n",
              "      <td>5666750.00</td>\n",
              "      <td>325.0</td>\n",
              "      <td>203.6611</td>\n",
              "      <td>200.5350</td>\n",
              "      <td>0.906446</td>\n",
              "      <td>0.815535</td>\n",
              "      <td>-3.1261</td>\n",
              "      <td>0.626650</td>\n",
              "      <td>0.617031</td>\n",
              "      <td>3.1261</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>325</th>\n",
              "      <td>2021-01-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>24965</td>\n",
              "      <td>5692750.00</td>\n",
              "      <td>326.0</td>\n",
              "      <td>204.2198</td>\n",
              "      <td>201.2637</td>\n",
              "      <td>0.910605</td>\n",
              "      <td>0.8203</td>\n",
              "      <td>-2.9561</td>\n",
              "      <td>0.626441</td>\n",
              "      <td>0.617373</td>\n",
              "      <td>2.9561</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>326</th>\n",
              "      <td>2021-01-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>25128</td>\n",
              "      <td>5717990.00</td>\n",
              "      <td>327.0</td>\n",
              "      <td>204.7618</td>\n",
              "      <td>202.0793</td>\n",
              "      <td>0.914643</td>\n",
              "      <td>0.825656</td>\n",
              "      <td>-2.6825</td>\n",
              "      <td>0.626183</td>\n",
              "      <td>0.617980</td>\n",
              "      <td>2.6825</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>327</th>\n",
              "      <td>2021-01-22</td>\n",
              "      <td>FL</td>\n",
              "      <td>25405</td>\n",
              "      <td>5742500.00</td>\n",
              "      <td>328.0</td>\n",
              "      <td>205.2878</td>\n",
              "      <td>203.4523</td>\n",
              "      <td>0.918563</td>\n",
              "      <td>0.834757</td>\n",
              "      <td>-1.8355</td>\n",
              "      <td>0.625877</td>\n",
              "      <td>0.620281</td>\n",
              "      <td>1.8355</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>328</th>\n",
              "      <td>2021-01-23</td>\n",
              "      <td>FL</td>\n",
              "      <td>25561</td>\n",
              "      <td>5766030.00</td>\n",
              "      <td>329.0</td>\n",
              "      <td>205.7926</td>\n",
              "      <td>204.2185</td>\n",
              "      <td>0.922327</td>\n",
              "      <td>0.839883</td>\n",
              "      <td>-1.5741</td>\n",
              "      <td>0.625509</td>\n",
              "      <td>0.620725</td>\n",
              "      <td>1.5741</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>329</th>\n",
              "      <td>2021-01-24</td>\n",
              "      <td>FL</td>\n",
              "      <td>25693</td>\n",
              "      <td>5788740.00</td>\n",
              "      <td>330.0</td>\n",
              "      <td>206.2799</td>\n",
              "      <td>204.8647</td>\n",
              "      <td>0.92596</td>\n",
              "      <td>0.84422</td>\n",
              "      <td>-1.4152</td>\n",
              "      <td>0.625091</td>\n",
              "      <td>0.620802</td>\n",
              "      <td>1.4152</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>330</th>\n",
              "      <td>2021-01-25</td>\n",
              "      <td>FL</td>\n",
              "      <td>25849</td>\n",
              "      <td>5810710.00</td>\n",
              "      <td>331.0</td>\n",
              "      <td>206.7515</td>\n",
              "      <td>205.6259</td>\n",
              "      <td>0.929474</td>\n",
              "      <td>0.849346</td>\n",
              "      <td>-1.1256</td>\n",
              "      <td>0.624627</td>\n",
              "      <td>0.621226</td>\n",
              "      <td>1.1256</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>331</th>\n",
              "      <td>2021-01-26</td>\n",
              "      <td>FL</td>\n",
              "      <td>26080</td>\n",
              "      <td>5831850.00</td>\n",
              "      <td>332.0</td>\n",
              "      <td>207.2055</td>\n",
              "      <td>206.7452</td>\n",
              "      <td>0.932856</td>\n",
              "      <td>0.856936</td>\n",
              "      <td>-0.4603</td>\n",
              "      <td>0.624113</td>\n",
              "      <td>0.622727</td>\n",
              "      <td>0.4603</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>332</th>\n",
              "      <td>2021-01-27</td>\n",
              "      <td>FL</td>\n",
              "      <td>26249</td>\n",
              "      <td>5852510.00</td>\n",
              "      <td>333.0</td>\n",
              "      <td>207.6496</td>\n",
              "      <td>207.5581</td>\n",
              "      <td>0.93616</td>\n",
              "      <td>0.862489</td>\n",
              "      <td>-0.0915</td>\n",
              "      <td>0.623572</td>\n",
              "      <td>0.623298</td>\n",
              "      <td>0.0915</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>333</th>\n",
              "      <td>2021-01-28</td>\n",
              "      <td>FL</td>\n",
              "      <td>26456</td>\n",
              "      <td>5872690.00</td>\n",
              "      <td>334.0</td>\n",
              "      <td>208.0838</td>\n",
              "      <td>208.5474</td>\n",
              "      <td>0.939388</td>\n",
              "      <td>0.869291</td>\n",
              "      <td>0.4636</td>\n",
              "      <td>0.623005</td>\n",
              "      <td>0.624393</td>\n",
              "      <td>-0.4636</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>334</th>\n",
              "      <td>2021-01-29</td>\n",
              "      <td>FL</td>\n",
              "      <td>26685</td>\n",
              "      <td>5892350.00</td>\n",
              "      <td>335.0</td>\n",
              "      <td>208.5073</td>\n",
              "      <td>209.6326</td>\n",
              "      <td>0.942533</td>\n",
              "      <td>0.876815</td>\n",
              "      <td>1.1253</td>\n",
              "      <td>0.622410</td>\n",
              "      <td>0.625769</td>\n",
              "      <td>-1.1253</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>335</th>\n",
              "      <td>2021-01-30</td>\n",
              "      <td>FL</td>\n",
              "      <td>26795</td>\n",
              "      <td>5911680.00</td>\n",
              "      <td>336.0</td>\n",
              "      <td>208.9242</td>\n",
              "      <td>210.1514</td>\n",
              "      <td>0.945625</td>\n",
              "      <td>0.88043</td>\n",
              "      <td>1.2272</td>\n",
              "      <td>0.621798</td>\n",
              "      <td>0.625451</td>\n",
              "      <td>-1.2272</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>336</th>\n",
              "      <td>2021-01-31</td>\n",
              "      <td>FL</td>\n",
              "      <td>26915</td>\n",
              "      <td>5930640.00</td>\n",
              "      <td>337.0</td>\n",
              "      <td>209.3337</td>\n",
              "      <td>210.7170</td>\n",
              "      <td>0.948658</td>\n",
              "      <td>0.884373</td>\n",
              "      <td>1.3833</td>\n",
              "      <td>0.621168</td>\n",
              "      <td>0.625273</td>\n",
              "      <td>-1.3833</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>337</th>\n",
              "      <td>2021-02-01</td>\n",
              "      <td>FL</td>\n",
              "      <td>27129</td>\n",
              "      <td>5949080.00</td>\n",
              "      <td>338.0</td>\n",
              "      <td>209.7325</td>\n",
              "      <td>211.7210</td>\n",
              "      <td>0.951608</td>\n",
              "      <td>0.891404</td>\n",
              "      <td>1.9885</td>\n",
              "      <td>0.620510</td>\n",
              "      <td>0.626393</td>\n",
              "      <td>-1.9885</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>338</th>\n",
              "      <td>2021-02-02</td>\n",
              "      <td>FL</td>\n",
              "      <td>27269</td>\n",
              "      <td>5967140.00</td>\n",
              "      <td>339.0</td>\n",
              "      <td>210.1237</td>\n",
              "      <td>212.3745</td>\n",
              "      <td>0.954497</td>\n",
              "      <td>0.896004</td>\n",
              "      <td>2.2508</td>\n",
              "      <td>0.619834</td>\n",
              "      <td>0.626473</td>\n",
              "      <td>-2.2508</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>339</th>\n",
              "      <td>2021-02-03</td>\n",
              "      <td>FL</td>\n",
              "      <td>27472</td>\n",
              "      <td>5984790.00</td>\n",
              "      <td>340.0</td>\n",
              "      <td>210.5067</td>\n",
              "      <td>213.3176</td>\n",
              "      <td>0.95732</td>\n",
              "      <td>0.902675</td>\n",
              "      <td>2.8109</td>\n",
              "      <td>0.619137</td>\n",
              "      <td>0.627405</td>\n",
              "      <td>-2.8109</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>340</th>\n",
              "      <td>2021-02-04</td>\n",
              "      <td>FL</td>\n",
              "      <td>27698</td>\n",
              "      <td>6002040.00</td>\n",
              "      <td>341.0</td>\n",
              "      <td>210.8817</td>\n",
              "      <td>214.3594</td>\n",
              "      <td>0.960079</td>\n",
              "      <td>0.910101</td>\n",
              "      <td>3.4777</td>\n",
              "      <td>0.618421</td>\n",
              "      <td>0.628620</td>\n",
              "      <td>-3.4777</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>341</th>\n",
              "      <td>2021-02-05</td>\n",
              "      <td>FL</td>\n",
              "      <td>27913</td>\n",
              "      <td>6018800.00</td>\n",
              "      <td>342.0</td>\n",
              "      <td>211.2468</td>\n",
              "      <td>215.3426</td>\n",
              "      <td>0.96276</td>\n",
              "      <td>0.917165</td>\n",
              "      <td>4.0958</td>\n",
              "      <td>0.617681</td>\n",
              "      <td>0.629657</td>\n",
              "      <td>-4.0958</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>342</th>\n",
              "      <td>2021-02-06</td>\n",
              "      <td>FL</td>\n",
              "      <td>28058</td>\n",
              "      <td>6035040.00</td>\n",
              "      <td>343.0</td>\n",
              "      <td>211.6013</td>\n",
              "      <td>216.0023</td>\n",
              "      <td>0.965358</td>\n",
              "      <td>0.921929</td>\n",
              "      <td>4.4010</td>\n",
              "      <td>0.616913</td>\n",
              "      <td>0.629744</td>\n",
              "      <td>-4.4010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>343</th>\n",
              "      <td>2021-02-07</td>\n",
              "      <td>FL</td>\n",
              "      <td>28161</td>\n",
              "      <td>6050750.00</td>\n",
              "      <td>344.0</td>\n",
              "      <td>211.9451</td>\n",
              "      <td>216.4705</td>\n",
              "      <td>0.967871</td>\n",
              "      <td>0.925314</td>\n",
              "      <td>4.5254</td>\n",
              "      <td>0.616119</td>\n",
              "      <td>0.629275</td>\n",
              "      <td>-4.5254</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>344</th>\n",
              "      <td>2021-02-08</td>\n",
              "      <td>FL</td>\n",
              "      <td>28287</td>\n",
              "      <td>6066160.00</td>\n",
              "      <td>345.0</td>\n",
              "      <td>212.2831</td>\n",
              "      <td>217.0430</td>\n",
              "      <td>0.970336</td>\n",
              "      <td>0.929454</td>\n",
              "      <td>4.7599</td>\n",
              "      <td>0.615313</td>\n",
              "      <td>0.629110</td>\n",
              "      <td>-4.7599</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>345</th>\n",
              "      <td>2021-02-09</td>\n",
              "      <td>FL</td>\n",
              "      <td>28526</td>\n",
              "      <td>6081320.00</td>\n",
              "      <td>346.0</td>\n",
              "      <td>212.6164</td>\n",
              "      <td>218.1234</td>\n",
              "      <td>0.972761</td>\n",
              "      <td>0.937307</td>\n",
              "      <td>5.5070</td>\n",
              "      <td>0.614498</td>\n",
              "      <td>0.630414</td>\n",
              "      <td>-5.5070</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>346</th>\n",
              "      <td>2021-02-10</td>\n",
              "      <td>FL</td>\n",
              "      <td>28691</td>\n",
              "      <td>6096170.00</td>\n",
              "      <td>347.0</td>\n",
              "      <td>212.9438</td>\n",
              "      <td>218.8646</td>\n",
              "      <td>0.975136</td>\n",
              "      <td>0.942729</td>\n",
              "      <td>5.9208</td>\n",
              "      <td>0.613671</td>\n",
              "      <td>0.630734</td>\n",
              "      <td>-5.9208</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>347</th>\n",
              "      <td>2021-02-11</td>\n",
              "      <td>FL</td>\n",
              "      <td>28871</td>\n",
              "      <td>6110770.00</td>\n",
              "      <td>348.0</td>\n",
              "      <td>213.2665</td>\n",
              "      <td>219.6697</td>\n",
              "      <td>0.977471</td>\n",
              "      <td>0.948643</td>\n",
              "      <td>6.4032</td>\n",
              "      <td>0.612835</td>\n",
              "      <td>0.631235</td>\n",
              "      <td>-6.4032</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>348</th>\n",
              "      <td>2021-02-12</td>\n",
              "      <td>FL</td>\n",
              "      <td>29061</td>\n",
              "      <td>6125220.00</td>\n",
              "      <td>349.0</td>\n",
              "      <td>213.5867</td>\n",
              "      <td>220.5153</td>\n",
              "      <td>0.979783</td>\n",
              "      <td>0.954886</td>\n",
              "      <td>6.9286</td>\n",
              "      <td>0.611996</td>\n",
              "      <td>0.631849</td>\n",
              "      <td>-6.9286</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>349</th>\n",
              "      <td>2021-02-13</td>\n",
              "      <td>FL</td>\n",
              "      <td>29179</td>\n",
              "      <td>6139650.00</td>\n",
              "      <td>350.0</td>\n",
              "      <td>213.9073</td>\n",
              "      <td>221.0389</td>\n",
              "      <td>0.982091</td>\n",
              "      <td>0.958763</td>\n",
              "      <td>7.1316</td>\n",
              "      <td>0.611164</td>\n",
              "      <td>0.631540</td>\n",
              "      <td>-7.1316</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>350</th>\n",
              "      <td>2021-02-14</td>\n",
              "      <td>FL</td>\n",
              "      <td>29275</td>\n",
              "      <td>6154020.00</td>\n",
              "      <td>351.0</td>\n",
              "      <td>214.2274</td>\n",
              "      <td>221.4651</td>\n",
              "      <td>0.98439</td>\n",
              "      <td>0.961918</td>\n",
              "      <td>7.2377</td>\n",
              "      <td>0.610334</td>\n",
              "      <td>0.630955</td>\n",
              "      <td>-7.2377</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>351</th>\n",
              "      <td>2021-02-15</td>\n",
              "      <td>FL</td>\n",
              "      <td>29434</td>\n",
              "      <td>6168240.00</td>\n",
              "      <td>352.0</td>\n",
              "      <td>214.5450</td>\n",
              "      <td>222.1702</td>\n",
              "      <td>0.986664</td>\n",
              "      <td>0.967142</td>\n",
              "      <td>7.6252</td>\n",
              "      <td>0.609503</td>\n",
              "      <td>0.631165</td>\n",
              "      <td>-7.6252</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>352</th>\n",
              "      <td>2021-02-16</td>\n",
              "      <td>FL</td>\n",
              "      <td>29659</td>\n",
              "      <td>6182370.00</td>\n",
              "      <td>353.0</td>\n",
              "      <td>214.8614</td>\n",
              "      <td>223.1627</td>\n",
              "      <td>0.988924</td>\n",
              "      <td>0.974535</td>\n",
              "      <td>8.3013</td>\n",
              "      <td>0.608673</td>\n",
              "      <td>0.632189</td>\n",
              "      <td>-8.3013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>353</th>\n",
              "      <td>2021-02-17</td>\n",
              "      <td>FL</td>\n",
              "      <td>29824</td>\n",
              "      <td>6196430.00</td>\n",
              "      <td>354.0</td>\n",
              "      <td>215.1771</td>\n",
              "      <td>223.8866</td>\n",
              "      <td>0.991173</td>\n",
              "      <td>0.979957</td>\n",
              "      <td>8.7095</td>\n",
              "      <td>0.607845</td>\n",
              "      <td>0.632448</td>\n",
              "      <td>-8.7095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>354</th>\n",
              "      <td>2021-02-18</td>\n",
              "      <td>FL</td>\n",
              "      <td>29990</td>\n",
              "      <td>6210310.00</td>\n",
              "      <td>355.0</td>\n",
              "      <td>215.4896</td>\n",
              "      <td>224.6123</td>\n",
              "      <td>0.993394</td>\n",
              "      <td>0.985411</td>\n",
              "      <td>9.1227</td>\n",
              "      <td>0.607013</td>\n",
              "      <td>0.632711</td>\n",
              "      <td>-9.1227</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>355</th>\n",
              "      <td>2021-02-19</td>\n",
              "      <td>FL</td>\n",
              "      <td>30214</td>\n",
              "      <td>6224190.00</td>\n",
              "      <td>356.0</td>\n",
              "      <td>215.8029</td>\n",
              "      <td>225.5864</td>\n",
              "      <td>0.995614</td>\n",
              "      <td>0.992771</td>\n",
              "      <td>9.7835</td>\n",
              "      <td>0.606188</td>\n",
              "      <td>0.633670</td>\n",
              "      <td>-9.7835</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>356</th>\n",
              "      <td>2021-02-20</td>\n",
              "      <td>FL</td>\n",
              "      <td>30339</td>\n",
              "      <td>6237940.00</td>\n",
              "      <td>357.0</td>\n",
              "      <td>216.1141</td>\n",
              "      <td>226.1278</td>\n",
              "      <td>0.997813</td>\n",
              "      <td>0.996878</td>\n",
              "      <td>10.0137</td>\n",
              "      <td>0.605362</td>\n",
              "      <td>0.633411</td>\n",
              "      <td>-10.0137</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>357</th>\n",
              "      <td>2021-02-21</td>\n",
              "      <td>FL</td>\n",
              "      <td>30434</td>\n",
              "      <td>6251610.00</td>\n",
              "      <td>358.0</td>\n",
              "      <td>216.4244</td>\n",
              "      <td>226.5394</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>10.1150</td>\n",
              "      <td>0.604537</td>\n",
              "      <td>0.632792</td>\n",
              "      <td>-10.1150</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          date  ... Avg Case Day - Avg Death Day\n",
              "0   2020-03-01  ...                          NaN\n",
              "1   2020-03-02  ...                          NaN\n",
              "2   2020-03-03  ...                          NaN\n",
              "3   2020-03-04  ...                          NaN\n",
              "4   2020-03-05  ...                          NaN\n",
              "5   2020-03-06  ...                          NaN\n",
              "6   2020-03-07  ...                          NaN\n",
              "7   2020-03-08  ...                          NaN\n",
              "8   2020-03-09  ...                          NaN\n",
              "9   2020-03-10  ...                          NaN\n",
              "10  2020-03-11  ...                      -4.1363\n",
              "11  2020-03-12  ...                      -3.3532\n",
              "12  2020-03-13  ...                      -2.5670\n",
              "13  2020-03-14  ...                      -2.7854\n",
              "14  2020-03-15  ...                      -2.7688\n",
              "15  2020-03-16  ...                      -2.0253\n",
              "16  2020-03-17  ...                      -2.7218\n",
              "17  2020-03-18  ...                      -2.5741\n",
              "18  2020-03-19  ...                      -2.4402\n",
              "19  2020-03-20  ...                      -2.7506\n",
              "20  2020-03-21  ...                      -2.9410\n",
              "21  2020-03-22  ...                      -2.7415\n",
              "22  2020-03-23  ...                      -2.5789\n",
              "23  2020-03-24  ...                      -3.4164\n",
              "24  2020-03-25  ...                      -3.9538\n",
              "25  2020-03-26  ...                      -4.6884\n",
              "26  2020-03-27  ...                      -5.1780\n",
              "27  2020-03-28  ...                      -6.7610\n",
              "28  2020-03-29  ...                      -6.4573\n",
              "29  2020-03-30  ...                      -6.5993\n",
              "30  2020-03-31  ...                      -7.2046\n",
              "31  2020-04-01  ...                      -7.4304\n",
              "32  2020-04-02  ...                      -8.9426\n",
              "33  2020-04-03  ...                      -9.6225\n",
              "34  2020-04-04  ...                      -9.9478\n",
              "35  2020-04-05  ...                     -10.2012\n",
              "36  2020-04-06  ...                     -10.2373\n",
              "37  2020-04-07  ...                     -11.1078\n",
              "38  2020-04-08  ...                     -10.9787\n",
              "39  2020-04-09  ...                     -11.4607\n",
              "40  2020-04-10  ...                     -11.7346\n",
              "41  2020-04-11  ...                     -12.1797\n",
              "42  2020-04-12  ...                     -12.2759\n",
              "43  2020-04-13  ...                     -12.2492\n",
              "44  2020-04-14  ...                     -12.8072\n",
              "45  2020-04-15  ...                     -13.5410\n",
              "46  2020-04-16  ...                     -13.7415\n",
              "47  2020-04-17  ...                     -14.1438\n",
              "48  2020-04-18  ...                     -14.5397\n",
              "49  2020-04-19  ...                     -14.5819\n",
              "50  2020-04-20  ...                     -14.6118\n",
              "51  2020-04-21  ...                     -14.9712\n",
              "52  2020-04-22  ...                     -15.3675\n",
              "53  2020-04-23  ...                     -15.9191\n",
              "54  2020-04-24  ...                     -16.2465\n",
              "55  2020-04-25  ...                     -16.4800\n",
              "56  2020-04-26  ...                     -16.4242\n",
              "57  2020-04-27  ...                     -16.2231\n",
              "58  2020-04-28  ...                     -16.5987\n",
              "59  2020-04-29  ...                     -17.3250\n",
              "60  2020-04-30  ...                     -17.5750\n",
              "61  2020-05-01  ...                     -17.5121\n",
              "62  2020-05-02  ...                     -18.0186\n",
              "63  2020-05-03  ...                     -17.8386\n",
              "64  2020-05-04  ...                     -17.7238\n",
              "65  2020-05-05  ...                     -18.6744\n",
              "66  2020-05-06  ...                     -19.0735\n",
              "67  2020-05-07  ...                     -19.3881\n",
              "68  2020-05-08  ...                     -19.7863\n",
              "69  2020-05-09  ...                     -19.9252\n",
              "70  2020-05-10  ...                     -19.6430\n",
              "71  2020-05-11  ...                     -19.4506\n",
              "72  2020-05-12  ...                     -19.5927\n",
              "73  2020-05-13  ...                     -19.7821\n",
              "74  2020-05-14  ...                     -19.9709\n",
              "75  2020-05-15  ...                     -20.0799\n",
              "76  2020-05-16  ...                     -20.2488\n",
              "77  2020-05-17  ...                     -19.9627\n",
              "78  2020-05-18  ...                     -19.8285\n",
              "79  2020-05-19  ...                     -20.0478\n",
              "80  2020-05-20  ...                     -20.1041\n",
              "81  2020-05-21  ...                     -20.1928\n",
              "82  2020-05-22  ...                     -20.2100\n",
              "83  2020-05-23  ...                     -20.1696\n",
              "84  2020-05-24  ...                     -19.6477\n",
              "85  2020-05-25  ...                     -19.2352\n",
              "86  2020-05-26  ...                     -18.6970\n",
              "87  2020-05-27  ...                     -18.7938\n",
              "88  2020-05-28  ...                     -18.6401\n",
              "89  2020-05-29  ...                     -18.4717\n",
              "90  2020-05-30  ...                     -18.0731\n",
              "91  2020-05-31  ...                     -17.2277\n",
              "92  2020-06-01  ...                     -16.3719\n",
              "93  2020-06-02  ...                     -16.2034\n",
              "94  2020-06-03  ...                     -15.5289\n",
              "95  2020-06-04  ...                     -14.8029\n",
              "96  2020-06-05  ...                     -14.1419\n",
              "97  2020-06-06  ...                     -13.0777\n",
              "98  2020-06-07  ...                     -11.7393\n",
              "99  2020-06-08  ...                     -10.3072\n",
              "100 2020-06-09  ...                      -9.3010\n",
              "101 2020-06-10  ...                      -7.9819\n",
              "102 2020-06-11  ...                      -6.7085\n",
              "103 2020-06-12  ...                      -5.0958\n",
              "104 2020-06-13  ...                      -3.6761\n",
              "105 2020-06-14  ...                      -1.6854\n",
              "106 2020-06-15  ...                       0.2986\n",
              "107 2020-06-16  ...                       1.6426\n",
              "108 2020-06-17  ...                       3.3384\n",
              "109 2020-06-18  ...                       4.7240\n",
              "110 2020-06-19  ...                       6.0578\n",
              "111 2020-06-20  ...                       7.3613\n",
              "112 2020-06-21  ...                       8.9078\n",
              "113 2020-06-22  ...                      10.4404\n",
              "114 2020-06-23  ...                      11.1447\n",
              "115 2020-06-24  ...                      12.0713\n",
              "116 2020-06-25  ...                      12.8967\n",
              "117 2020-06-26  ...                      13.7317\n",
              "118 2020-06-27  ...                      14.7261\n",
              "119 2020-06-28  ...                      15.6119\n",
              "120 2020-06-29  ...                      16.4723\n",
              "121 2020-06-30  ...                      16.9115\n",
              "122 2020-07-01  ...                      17.4968\n",
              "123 2020-07-02  ...                      17.7693\n",
              "124 2020-07-03  ...                      18.0267\n",
              "125 2020-07-04  ...                      18.8745\n",
              "126 2020-07-05  ...                      19.5384\n",
              "127 2020-07-06  ...                      19.9056\n",
              "128 2020-07-07  ...                      20.0396\n",
              "129 2020-07-08  ...                      20.3333\n",
              "130 2020-07-09  ...                      19.7068\n",
              "131 2020-07-10  ...                      19.4312\n",
              "132 2020-07-11  ...                      19.0812\n",
              "133 2020-07-12  ...                      19.3349\n",
              "134 2020-07-13  ...                      19.6841\n",
              "135 2020-07-14  ...                      18.8951\n",
              "136 2020-07-15  ...                      18.3591\n",
              "137 2020-07-16  ...                      17.3743\n",
              "138 2020-07-17  ...                      16.6918\n",
              "139 2020-07-18  ...                      16.4090\n",
              "140 2020-07-19  ...                      16.1154\n",
              "141 2020-07-20  ...                      15.7696\n",
              "142 2020-07-21  ...                      14.9982\n",
              "143 2020-07-22  ...                      14.2017\n",
              "144 2020-07-23  ...                      13.1349\n",
              "145 2020-07-24  ...                      12.4144\n",
              "146 2020-07-25  ...                      11.7907\n",
              "147 2020-07-26  ...                      11.5695\n",
              "148 2020-07-27  ...                      11.3573\n",
              "149 2020-07-28  ...                      10.2538\n",
              "150 2020-07-29  ...                       9.0177\n",
              "151 2020-07-30  ...                       7.6090\n",
              "152 2020-07-31  ...                       6.2590\n",
              "153 2020-08-01  ...                       5.4909\n",
              "154 2020-08-02  ...                       5.4721\n",
              "155 2020-08-03  ...                       5.3629\n",
              "156 2020-08-04  ...                       4.1354\n",
              "157 2020-08-05  ...                       3.0824\n",
              "158 2020-08-06  ...                       2.6655\n",
              "159 2020-08-07  ...                       1.8891\n",
              "160 2020-08-08  ...                       1.0793\n",
              "161 2020-08-09  ...                       0.8893\n",
              "162 2020-08-10  ...                       0.5955\n",
              "163 2020-08-11  ...                      -0.7143\n",
              "164 2020-08-12  ...                      -1.6364\n",
              "165 2020-08-13  ...                      -2.2081\n",
              "166 2020-08-14  ...                      -3.1814\n",
              "167 2020-08-15  ...                      -3.9993\n",
              "168 2020-08-16  ...                      -4.3235\n",
              "169 2020-08-17  ...                      -4.5452\n",
              "170 2020-08-18  ...                      -5.4046\n",
              "171 2020-08-19  ...                      -6.0208\n",
              "172 2020-08-20  ...                      -6.3604\n",
              "173 2020-08-21  ...                      -6.6845\n",
              "174 2020-08-22  ...                      -6.9621\n",
              "175 2020-08-23  ...                      -6.9806\n",
              "176 2020-08-24  ...                      -7.1097\n",
              "177 2020-08-25  ...                      -7.7751\n",
              "178 2020-08-26  ...                      -8.3055\n",
              "179 2020-08-27  ...                      -8.7637\n",
              "180 2020-08-28  ...                      -8.9937\n",
              "181 2020-08-29  ...                      -9.5149\n",
              "182 2020-08-30  ...                      -9.4009\n",
              "183 2020-08-31  ...                      -9.5436\n",
              "184 2020-09-01  ...                     -10.2632\n",
              "185 2020-09-02  ...                     -10.6915\n",
              "186 2020-09-03  ...                     -11.2033\n",
              "187 2020-09-04  ...                     -11.4934\n",
              "188 2020-09-05  ...                     -11.5813\n",
              "189 2020-09-06  ...                     -11.5641\n",
              "190 2020-09-07  ...                     -11.4713\n",
              "191 2020-09-08  ...                     -11.4840\n",
              "192 2020-09-09  ...                     -12.2573\n",
              "193 2020-09-10  ...                     -13.0677\n",
              "194 2020-09-11  ...                     -13.6955\n",
              "195 2020-09-12  ...                     -13.9592\n",
              "196 2020-09-13  ...                     -13.8094\n",
              "197 2020-09-14  ...                     -13.7961\n",
              "198 2020-09-15  ...                     -14.3100\n",
              "199 2020-09-16  ...                     -14.8582\n",
              "200 2020-09-17  ...                     -15.3696\n",
              "201 2020-09-18  ...                     -15.8425\n",
              "202 2020-09-19  ...                     -15.9567\n",
              "203 2020-09-20  ...                     -15.8175\n",
              "204 2020-09-21  ...                     -15.7340\n",
              "205 2020-09-22  ...                     -16.0238\n",
              "206 2020-09-23  ...                     -16.8096\n",
              "207 2020-09-24  ...                     -17.4649\n",
              "208 2020-09-25  ...                     -17.8421\n",
              "209 2020-09-26  ...                     -18.1407\n",
              "210 2020-09-27  ...                     -17.9866\n",
              "211 2020-09-28  ...                     -17.7932\n",
              "212 2020-09-29  ...                     -18.0796\n",
              "213 2020-09-30  ...                     -18.6747\n",
              "214 2020-10-01  ...                     -19.0475\n",
              "215 2020-10-02  ...                     -19.3196\n",
              "216 2020-10-03  ...                     -19.4076\n",
              "217 2020-10-04  ...                     -19.3465\n",
              "218 2020-10-05  ...                     -19.2766\n",
              "219 2020-10-06  ...                     -19.2899\n",
              "220 2020-10-07  ...                     -19.6954\n",
              "221 2020-10-08  ...                     -20.2419\n",
              "222 2020-10-09  ...                     -20.5233\n",
              "223 2020-10-10  ...                     -20.2268\n",
              "224 2020-10-11  ...                     -20.7876\n",
              "225 2020-10-12  ...                     -20.6951\n",
              "226 2020-10-13  ...                     -20.9600\n",
              "227 2020-10-14  ...                     -20.9404\n",
              "228 2020-10-15  ...                     -21.2865\n",
              "229 2020-10-16  ...                     -21.3973\n",
              "230 2020-10-17  ...                     -21.4493\n",
              "231 2020-10-18  ...                     -21.3105\n",
              "232 2020-10-19  ...                     -21.1777\n",
              "233 2020-10-20  ...                     -21.1926\n",
              "234 2020-10-21  ...                     -20.7657\n",
              "235 2020-10-22  ...                     -21.1255\n",
              "236 2020-10-23  ...                     -21.0342\n",
              "237 2020-10-24  ...                     -20.9423\n",
              "238 2020-10-25  ...                     -20.5163\n",
              "239 2020-10-26  ...                     -20.1209\n",
              "240 2020-10-27  ...                     -19.8991\n",
              "241 2020-10-28  ...                     -19.7134\n",
              "242 2020-10-29  ...                     -19.5817\n",
              "243 2020-10-30  ...                     -19.4036\n",
              "244 2020-10-31  ...                     -19.0440\n",
              "245 2020-11-01  ...                     -18.5977\n",
              "246 2020-11-02  ...                     -18.2244\n",
              "247 2020-11-03  ...                     -17.8836\n",
              "248 2020-11-04  ...                     -17.3910\n",
              "249 2020-11-05  ...                     -16.9249\n",
              "250 2020-11-06  ...                     -16.5262\n",
              "251 2020-11-07  ...                     -16.2965\n",
              "252 2020-11-08  ...                     -15.7039\n",
              "253 2020-11-09  ...                     -15.3146\n",
              "254 2020-11-10  ...                     -14.9809\n",
              "255 2020-11-11  ...                     -14.5598\n",
              "256 2020-11-12  ...                     -14.2502\n",
              "257 2020-11-13  ...                     -13.9445\n",
              "258 2020-11-14  ...                     -13.4787\n",
              "259 2020-11-15  ...                     -12.9291\n",
              "260 2020-11-16  ...                     -12.4140\n",
              "261 2020-11-17  ...                     -12.1512\n",
              "262 2020-11-18  ...                     -11.8886\n",
              "263 2020-11-19  ...                     -11.5768\n",
              "264 2020-11-20  ...                     -11.2483\n",
              "265 2020-11-21  ...                     -10.6975\n",
              "266 2020-11-22  ...                     -10.2558\n",
              "267 2020-11-23  ...                     -10.0105\n",
              "268 2020-11-24  ...                      -9.6243\n",
              "269 2020-11-25  ...                      -9.3809\n",
              "270 2020-11-26  ...                      -8.5729\n",
              "271 2020-11-27  ...                      -8.4122\n",
              "272 2020-11-28  ...                      -8.0551\n",
              "273 2020-11-29  ...                      -7.5622\n",
              "274 2020-11-30  ...                      -7.2817\n",
              "275 2020-12-01  ...                      -6.8990\n",
              "276 2020-12-02  ...                      -6.5845\n",
              "277 2020-12-03  ...                      -6.2826\n",
              "278 2020-12-04  ...                      -6.1044\n",
              "279 2020-12-05  ...                      -5.7285\n",
              "280 2020-12-06  ...                      -5.3760\n",
              "281 2020-12-07  ...                      -5.0801\n",
              "282 2020-12-08  ...                      -4.7457\n",
              "283 2020-12-09  ...                      -4.3583\n",
              "284 2020-12-10  ...                      -4.2256\n",
              "285 2020-12-11  ...                      -4.0415\n",
              "286 2020-12-12  ...                      -3.5534\n",
              "287 2020-12-13  ...                      -3.1301\n",
              "288 2020-12-14  ...                      -2.9970\n",
              "289 2020-12-15  ...                      -2.6182\n",
              "290 2020-12-16  ...                      -2.3986\n",
              "291 2020-12-17  ...                      -2.0429\n",
              "292 2020-12-18  ...                      -1.6159\n",
              "293 2020-12-19  ...                      -1.0401\n",
              "294 2020-12-20  ...                      -0.5617\n",
              "295 2020-12-21  ...                      -0.1573\n",
              "296 2020-12-22  ...                       0.5176\n",
              "297 2020-12-23  ...                       0.9463\n",
              "298 2020-12-24  ...                       1.3664\n",
              "299 2020-12-25  ...                       2.4476\n",
              "300 2020-12-26  ...                       2.7186\n",
              "301 2020-12-27  ...                       3.3210\n",
              "302 2020-12-28  ...                       3.7606\n",
              "303 2020-12-29  ...                       4.1290\n",
              "304 2020-12-30  ...                       4.2905\n",
              "305 2020-12-31  ...                       4.4676\n",
              "306 2021-01-01  ...                       5.3610\n",
              "307 2021-01-02  ...                       5.0205\n",
              "308 2021-01-03  ...                       5.3278\n",
              "309 2021-01-04  ...                       5.5981\n",
              "310 2021-01-05  ...                       5.8718\n",
              "311 2021-01-06  ...                       5.9517\n",
              "312 2021-01-07  ...                       5.8086\n",
              "313 2021-01-08  ...                       5.5173\n",
              "314 2021-01-09  ...                       5.5067\n",
              "315 2021-01-10  ...                       5.6237\n",
              "316 2021-01-11  ...                       5.4409\n",
              "317 2021-01-12  ...                       5.2497\n",
              "318 2021-01-13  ...                       4.9766\n",
              "319 2021-01-14  ...                       4.4429\n",
              "320 2021-01-15  ...                       4.0830\n",
              "321 2021-01-16  ...                       3.6029\n",
              "322 2021-01-17  ...                       3.5080\n",
              "323 2021-01-18  ...                       3.3721\n",
              "324 2021-01-19  ...                       3.1261\n",
              "325 2021-01-20  ...                       2.9561\n",
              "326 2021-01-21  ...                       2.6825\n",
              "327 2021-01-22  ...                       1.8355\n",
              "328 2021-01-23  ...                       1.5741\n",
              "329 2021-01-24  ...                       1.4152\n",
              "330 2021-01-25  ...                       1.1256\n",
              "331 2021-01-26  ...                       0.4603\n",
              "332 2021-01-27  ...                       0.0915\n",
              "333 2021-01-28  ...                      -0.4636\n",
              "334 2021-01-29  ...                      -1.1253\n",
              "335 2021-01-30  ...                      -1.2272\n",
              "336 2021-01-31  ...                      -1.3833\n",
              "337 2021-02-01  ...                      -1.9885\n",
              "338 2021-02-02  ...                      -2.2508\n",
              "339 2021-02-03  ...                      -2.8109\n",
              "340 2021-02-04  ...                      -3.4777\n",
              "341 2021-02-05  ...                      -4.0958\n",
              "342 2021-02-06  ...                      -4.4010\n",
              "343 2021-02-07  ...                      -4.5254\n",
              "344 2021-02-08  ...                      -4.7599\n",
              "345 2021-02-09  ...                      -5.5070\n",
              "346 2021-02-10  ...                      -5.9208\n",
              "347 2021-02-11  ...                      -6.4032\n",
              "348 2021-02-12  ...                      -6.9286\n",
              "349 2021-02-13  ...                      -7.1316\n",
              "350 2021-02-14  ...                      -7.2377\n",
              "351 2021-02-15  ...                      -7.6252\n",
              "352 2021-02-16  ...                      -8.3013\n",
              "353 2021-02-17  ...                      -8.7095\n",
              "354 2021-02-18  ...                      -9.1227\n",
              "355 2021-02-19  ...                      -9.7835\n",
              "356 2021-02-20  ...                     -10.0137\n",
              "357 2021-02-21  ...                     -10.1150\n",
              "\n",
              "[358 rows x 13 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VwfaqyeF2mJB"
      },
      "source": [
        "pd.set_option('max_rows', 99999)"
      ],
      "execution_count": 92,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sOHA96bdFFo3"
      },
      "source": [
        "**Statistics**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B84iVqT-FMOM"
      },
      "source": [
        "# framework for statistics\n",
        "averagedayofcase = df['Avg day of case'].iloc[-1]\n",
        "averagedayofdeath = df['Avg day of death'].iloc[-1]\n",
        "differDeaths = df['Avg Death Day - Avg Case Day'].max()\n",
        "dateofdifferDeath = df.loc[df['Avg Death Day - Avg Case Day'].idxmax(), 'date']\n",
        "dateofdifferCase = df.loc[df['Avg Case Day - Avg Death Day'].idxmax(), 'date']\n",
        "differCases= df['Avg Case Day - Avg Death Day'].max()\n",
        "datesDeathDayGreaterThanCase = df['date'].where(df['Avg day of death']>df['Avg day of case'])"
      ],
      "execution_count": 93,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n3MUHKhtMQLX",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6eca2dc0-02a0-4e1d-d512-fd456c60a837"
      },
      "source": [
        "print('COVID-19 STATISTICS')\n",
        "print('')\n",
        "print('State = ', df.state.iloc[-1])\n",
        "print('Average Day of Death and Average Day of Case as of',df['date'].iloc[-1])\n",
        "print('Case =', averagedayofcase)\n",
        "print('Death = ', averagedayofdeath)\n",
        "print('Days When Average Dates of Death Differ By Largest Amounts')\n",
        "print('Amount:', differDeaths,'Days',',','Day = ',dateofdifferDeath)\n",
        "print('Days When Average Dates of Cases Differ By Largest Amounts')\n",
        "print('Amount:',differCases,'Days',',','Day = ',dateofdifferCase)\n",
        "print(\"The number of days per month where Average Death Day is greater than Average Case Day:\")\n",
        "datesDeathDayGreaterThanCase.groupby(datesDeathDayGreaterThanCase.dt.month).count()"
      ],
      "execution_count": 94,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "COVID-19 STATISTICS\n",
            "\n",
            "State =  FL\n",
            "Average Day of Death and Average Day of Case as of 2021-02-21 00:00:00\n",
            "Case = 216.4244\n",
            "Death =  226.5394\n",
            "Days When Average Dates of Death Differ By Largest Amounts\n",
            "Amount: 21.449299999999994 Days , Day =  2020-10-17 00:00:00\n",
            "Days When Average Dates of Cases Differ By Largest Amounts\n",
            "Amount: 20.33330000000001 Days , Day =  2020-07-08 00:00:00\n",
            "The number of days per month where Average Death Day is greater than Average Case Day:\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "date\n",
              "1.0      4\n",
              "2.0     21\n",
              "3.0     21\n",
              "4.0     30\n",
              "5.0     31\n",
              "6.0     14\n",
              "8.0     21\n",
              "9.0     30\n",
              "10.0    31\n",
              "11.0    30\n",
              "12.0    21\n",
              "Name: date, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 94
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QjKUIo_rRc43"
      },
      "source": [
        "**Data Visualization**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1tU4ZIveysMy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "40da7d1d-a85d-4bcb-cd2e-4cd0c1ecc43c"
      },
      "source": [
        "plt.rcParams['font.family'] = 'serif'\n",
        "plt.rcParams['font.serif'] = ['Times New Roman'] + plt.rcParams['font.serif']\n",
        "params = {'axes.labelsize': 18,'axes.titlesize':18, 'legend.fontsize': 18, 'xtick.labelsize': 18, 'ytick.labelsize': 18}\n",
        "plt.rcParams[\"font.weight\"] = \"bold\"\n",
        "plt.rcParams[\"axes.labelweight\"] = \"bold\"\n",
        "plt.rcParams.update(params)\n",
        "plt.figure(figsize = (10,15))\n",
        "\n",
        "plt.subplot(4,1,1)\n",
        "plt.plot(df['Day'], df['Avg day of case'],df['Avg day of death'])\n",
        "plt.title('Average Day of Case/Death',weight = 'bold')\n",
        "plt.xlabel('Day')\n",
        "plt.ylabel('Average Day of Case or Death')\n",
        "plt.legend(['Cases','Deaths'])\n",
        "\n",
        "plt.subplot(4,1,2)\n",
        "plt.plot(df['Day'], df['Avg Death Day - Avg Case Day'])\n",
        "plt.title('Average Death Day - Average Case Day',weight = 'bold')\n",
        "plt.xlabel('Day')\n",
        "plt.ylabel('Difference in Days')\n",
        "\n",
        "plt.subplot(4,1,3)\n",
        "plt.plot(df['Day'],df['cdf_cases'],df['cdf_deaths'])\n",
        "plt.title('Cumulative Probability Distribution, Days of Cases and Deaths',weight = 'bold')\n",
        "plt.xlabel('Day')\n",
        "plt.ylabel('Cumulative Probability')\n",
        "plt.legend(['Cases','Deaths'])\n",
        "\n",
        "plt.subplot(4,1,4)\n",
        "plt.plot(df['Day'], df['Avg Day of Case/ Current Day'], df['Avg Day of Death/ Current Day'])\n",
        "plt.title('Ratio of Average Day of Event to Current Date',weight = 'bold')\n",
        "plt.xlabel('Day')\n",
        "plt.ylabel('Ratio')\n",
        "plt.legend(['Cases','Deaths'])\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.style.use('seaborn')\n",
        "\n",
        "plt.savefig(\"image8.png\")"
      ],
      "execution_count": 95,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x1080 with 4 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}