Data_Analysis_2.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Data Analysis 2.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/shubhangi-singh21/Data-Science/blob/master/Data_Analysis_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5SBjEFeSkQes",
        "colab_type": "text"
      },
      "source": [
        "# **Uploading Dataset**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Er-U8_zFklKp",
        "colab_type": "text"
      },
      "source": [
        "Getting the dataset from your personal computer."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bf3HavxzcKv8",
        "colab_type": "code",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": "OK"
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 83
        },
        "outputId": "be34ba00-c15c-4914-c1ab-f0e36aedb425"
      },
      "source": [
        "from google.colab import files\n",
        "uploaded = files.upload()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-2e887092-2199-4eca-87ad-1c1ae8e36ad6\" name=\"files[]\" multiple disabled />\n",
              "     <output id=\"result-2e887092-2199-4eca-87ad-1c1ae8e36ad6\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving Dataset2.csv to Dataset2.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h5lFW-6ekzYB",
        "colab_type": "text"
      },
      "source": [
        "The dataset being used is the OLS Regression Challenge Dataset ([Source](https://data.world/nrippner/ols-regression-challenge) )."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dr3C2GofkVTg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# importing libraries\n",
        "import io\n",
        "\n",
        "import pandas as pd"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Izuhcsx7_JPv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df = pd.read_csv(io.BytesIO(uploaded['Dataset2.csv']), encoding='latin')\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FZNxXOQmwf1Q",
        "colab_type": "text"
      },
      "source": [
        "# **Analysis**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "prVNb5jOlg_h",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 400
        },
        "outputId": "0078a708-0118-4adf-99bf-878ea922f3de"
      },
      "source": [
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>avgAnnCount</th>\n",
              "      <th>avgDeathsPerYear</th>\n",
              "      <th>TARGET_deathRate</th>\n",
              "      <th>incidenceRate</th>\n",
              "      <th>medIncome</th>\n",
              "      <th>popEst2015</th>\n",
              "      <th>povertyPercent</th>\n",
              "      <th>studyPerCap</th>\n",
              "      <th>binnedInc</th>\n",
              "      <th>MedianAge</th>\n",
              "      <th>MedianAgeMale</th>\n",
              "      <th>MedianAgeFemale</th>\n",
              "      <th>Geography</th>\n",
              "      <th>AvgHouseholdSize</th>\n",
              "      <th>PercentMarried</th>\n",
              "      <th>PctNoHS18_24</th>\n",
              "      <th>PctHS18_24</th>\n",
              "      <th>PctSomeCol18_24</th>\n",
              "      <th>PctBachDeg18_24</th>\n",
              "      <th>PctHS25_Over</th>\n",
              "      <th>PctBachDeg25_Over</th>\n",
              "      <th>PctEmployed16_Over</th>\n",
              "      <th>PctUnemployed16_Over</th>\n",
              "      <th>PctPrivateCoverage</th>\n",
              "      <th>PctPrivateCoverageAlone</th>\n",
              "      <th>PctEmpPrivCoverage</th>\n",
              "      <th>PctPublicCoverage</th>\n",
              "      <th>PctPublicCoverageAlone</th>\n",
              "      <th>PctWhite</th>\n",
              "      <th>PctBlack</th>\n",
              "      <th>PctAsian</th>\n",
              "      <th>PctOtherRace</th>\n",
              "      <th>PctMarriedHouseholds</th>\n",
              "      <th>BirthRate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1397.0</td>\n",
              "      <td>469</td>\n",
              "      <td>164.9</td>\n",
              "      <td>489.8</td>\n",
              "      <td>61898</td>\n",
              "      <td>260131</td>\n",
              "      <td>11.2</td>\n",
              "      <td>499.748204</td>\n",
              "      <td>(61494.5, 125635]</td>\n",
              "      <td>39.3</td>\n",
              "      <td>36.9</td>\n",
              "      <td>41.7</td>\n",
              "      <td>Kitsap County, Washington</td>\n",
              "      <td>2.54</td>\n",
              "      <td>52.5</td>\n",
              "      <td>11.5</td>\n",
              "      <td>39.5</td>\n",
              "      <td>42.1</td>\n",
              "      <td>6.9</td>\n",
              "      <td>23.2</td>\n",
              "      <td>19.6</td>\n",
              "      <td>51.9</td>\n",
              "      <td>8.0</td>\n",
              "      <td>75.1</td>\n",
              "      <td>NaN</td>\n",
              "      <td>41.6</td>\n",
              "      <td>32.9</td>\n",
              "      <td>14.0</td>\n",
              "      <td>81.780529</td>\n",
              "      <td>2.594728</td>\n",
              "      <td>4.821857</td>\n",
              "      <td>1.843479</td>\n",
              "      <td>52.856076</td>\n",
              "      <td>6.118831</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>173.0</td>\n",
              "      <td>70</td>\n",
              "      <td>161.3</td>\n",
              "      <td>411.6</td>\n",
              "      <td>48127</td>\n",
              "      <td>43269</td>\n",
              "      <td>18.6</td>\n",
              "      <td>23.111234</td>\n",
              "      <td>(48021.6, 51046.4]</td>\n",
              "      <td>33.0</td>\n",
              "      <td>32.2</td>\n",
              "      <td>33.7</td>\n",
              "      <td>Kittitas County, Washington</td>\n",
              "      <td>2.34</td>\n",
              "      <td>44.5</td>\n",
              "      <td>6.1</td>\n",
              "      <td>22.4</td>\n",
              "      <td>64.0</td>\n",
              "      <td>7.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>22.7</td>\n",
              "      <td>55.9</td>\n",
              "      <td>7.8</td>\n",
              "      <td>70.2</td>\n",
              "      <td>53.8</td>\n",
              "      <td>43.6</td>\n",
              "      <td>31.1</td>\n",
              "      <td>15.3</td>\n",
              "      <td>89.228509</td>\n",
              "      <td>0.969102</td>\n",
              "      <td>2.246233</td>\n",
              "      <td>3.741352</td>\n",
              "      <td>45.372500</td>\n",
              "      <td>4.333096</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>102.0</td>\n",
              "      <td>50</td>\n",
              "      <td>174.7</td>\n",
              "      <td>349.7</td>\n",
              "      <td>49348</td>\n",
              "      <td>21026</td>\n",
              "      <td>14.6</td>\n",
              "      <td>47.560164</td>\n",
              "      <td>(48021.6, 51046.4]</td>\n",
              "      <td>45.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>45.8</td>\n",
              "      <td>Klickitat County, Washington</td>\n",
              "      <td>2.62</td>\n",
              "      <td>54.2</td>\n",
              "      <td>24.0</td>\n",
              "      <td>36.6</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9.5</td>\n",
              "      <td>29.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>45.9</td>\n",
              "      <td>7.0</td>\n",
              "      <td>63.7</td>\n",
              "      <td>43.5</td>\n",
              "      <td>34.9</td>\n",
              "      <td>42.1</td>\n",
              "      <td>21.1</td>\n",
              "      <td>90.922190</td>\n",
              "      <td>0.739673</td>\n",
              "      <td>0.465898</td>\n",
              "      <td>2.747358</td>\n",
              "      <td>54.444868</td>\n",
              "      <td>3.729488</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>427.0</td>\n",
              "      <td>202</td>\n",
              "      <td>194.8</td>\n",
              "      <td>430.4</td>\n",
              "      <td>44243</td>\n",
              "      <td>75882</td>\n",
              "      <td>17.1</td>\n",
              "      <td>342.637253</td>\n",
              "      <td>(42724.4, 45201]</td>\n",
              "      <td>42.8</td>\n",
              "      <td>42.2</td>\n",
              "      <td>43.4</td>\n",
              "      <td>Lewis County, Washington</td>\n",
              "      <td>2.52</td>\n",
              "      <td>52.7</td>\n",
              "      <td>20.2</td>\n",
              "      <td>41.2</td>\n",
              "      <td>36.1</td>\n",
              "      <td>2.5</td>\n",
              "      <td>31.6</td>\n",
              "      <td>9.3</td>\n",
              "      <td>48.3</td>\n",
              "      <td>12.1</td>\n",
              "      <td>58.4</td>\n",
              "      <td>40.3</td>\n",
              "      <td>35.0</td>\n",
              "      <td>45.3</td>\n",
              "      <td>25.0</td>\n",
              "      <td>91.744686</td>\n",
              "      <td>0.782626</td>\n",
              "      <td>1.161359</td>\n",
              "      <td>1.362643</td>\n",
              "      <td>51.021514</td>\n",
              "      <td>4.603841</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>57.0</td>\n",
              "      <td>26</td>\n",
              "      <td>144.4</td>\n",
              "      <td>350.1</td>\n",
              "      <td>49955</td>\n",
              "      <td>10321</td>\n",
              "      <td>12.5</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>(48021.6, 51046.4]</td>\n",
              "      <td>48.3</td>\n",
              "      <td>47.8</td>\n",
              "      <td>48.9</td>\n",
              "      <td>Lincoln County, Washington</td>\n",
              "      <td>2.34</td>\n",
              "      <td>57.8</td>\n",
              "      <td>14.9</td>\n",
              "      <td>43.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>33.4</td>\n",
              "      <td>15.0</td>\n",
              "      <td>48.2</td>\n",
              "      <td>4.8</td>\n",
              "      <td>61.6</td>\n",
              "      <td>43.9</td>\n",
              "      <td>35.1</td>\n",
              "      <td>44.0</td>\n",
              "      <td>22.7</td>\n",
              "      <td>94.104024</td>\n",
              "      <td>0.270192</td>\n",
              "      <td>0.665830</td>\n",
              "      <td>0.492135</td>\n",
              "      <td>54.027460</td>\n",
              "      <td>6.796657</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   avgAnnCount  avgDeathsPerYear  ...  PctMarriedHouseholds  BirthRate\n",
              "0       1397.0               469  ...             52.856076   6.118831\n",
              "1        173.0                70  ...             45.372500   4.333096\n",
              "2        102.0                50  ...             54.444868   3.729488\n",
              "3        427.0               202  ...             51.021514   4.603841\n",
              "4         57.0                26  ...             54.027460   6.796657\n",
              "\n",
              "[5 rows x 34 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j8TKKzq__xSe",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "bc4474d2-e233-4398-a8d3-9a2d220ee1a6"
      },
      "source": [
        "df.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3047, 34)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5Sa4DYn3wr_6",
        "colab_type": "text"
      },
      "source": [
        "There are 3047 rows and 34 columns. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-9UKYIlInEjj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 729
        },
        "outputId": "296819dc-2b98-414c-dd81-92d8daf6b496"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 3047 entries, 0 to 3046\n",
            "Data columns (total 34 columns):\n",
            " #   Column                   Non-Null Count  Dtype  \n",
            "---  ------                   --------------  -----  \n",
            " 0   avgAnnCount              3047 non-null   float64\n",
            " 1   avgDeathsPerYear         3047 non-null   int64  \n",
            " 2   TARGET_deathRate         3047 non-null   float64\n",
            " 3   incidenceRate            3047 non-null   float64\n",
            " 4   medIncome                3047 non-null   int64  \n",
            " 5   popEst2015               3047 non-null   int64  \n",
            " 6   povertyPercent           3047 non-null   float64\n",
            " 7   studyPerCap              3047 non-null   float64\n",
            " 8   binnedInc                3047 non-null   object \n",
            " 9   MedianAge                3047 non-null   float64\n",
            " 10  MedianAgeMale            3047 non-null   float64\n",
            " 11  MedianAgeFemale          3047 non-null   float64\n",
            " 12  Geography                3047 non-null   object \n",
            " 13  AvgHouseholdSize         3047 non-null   float64\n",
            " 14  PercentMarried           3047 non-null   float64\n",
            " 15  PctNoHS18_24             3047 non-null   float64\n",
            " 16  PctHS18_24               3047 non-null   float64\n",
            " 17  PctSomeCol18_24          762 non-null    float64\n",
            " 18  PctBachDeg18_24          3047 non-null   float64\n",
            " 19  PctHS25_Over             3047 non-null   float64\n",
            " 20  PctBachDeg25_Over        3047 non-null   float64\n",
            " 21  PctEmployed16_Over       2895 non-null   float64\n",
            " 22  PctUnemployed16_Over     3047 non-null   float64\n",
            " 23  PctPrivateCoverage       3047 non-null   float64\n",
            " 24  PctPrivateCoverageAlone  2438 non-null   float64\n",
            " 25  PctEmpPrivCoverage       3047 non-null   float64\n",
            " 26  PctPublicCoverage        3047 non-null   float64\n",
            " 27  PctPublicCoverageAlone   3047 non-null   float64\n",
            " 28  PctWhite                 3047 non-null   float64\n",
            " 29  PctBlack                 3047 non-null   float64\n",
            " 30  PctAsian                 3047 non-null   float64\n",
            " 31  PctOtherRace             3047 non-null   float64\n",
            " 32  PctMarriedHouseholds     3047 non-null   float64\n",
            " 33  BirthRate                3047 non-null   float64\n",
            "dtypes: float64(29), int64(3), object(2)\n",
            "memory usage: 809.5+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JXArwONRw9tA",
        "colab_type": "text"
      },
      "source": [
        "For the sake of simplicity, we do not consider all the variables in the dataset."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gDIEjAPJnJHN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "cols = [\"TARGET_deathRate\", \"avgAnnCount\", \"avgDeathsPerYear\", \"incidenceRate\", \"medIncome\", \"popEst2015\", \"povertyPercent\", \"studyPerCap\",\n",
        "        \"MedianAge\", \"AvgHouseholdSize\", \"BirthRate\"]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jWwocr2Upgi0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data = df[cols].copy()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "evQ4GWnLplX-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "15dfc68e-7f0b-4fd0-829f-194b17c5fee9"
      },
      "source": [
        "data.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3047, 11)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y5FEuVsqpnGM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "33ca1280-72fb-42ea-f589-563413fc5458"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TARGET_deathRate</th>\n",
              "      <th>avgAnnCount</th>\n",
              "      <th>avgDeathsPerYear</th>\n",
              "      <th>incidenceRate</th>\n",
              "      <th>medIncome</th>\n",
              "      <th>popEst2015</th>\n",
              "      <th>povertyPercent</th>\n",
              "      <th>studyPerCap</th>\n",
              "      <th>MedianAge</th>\n",
              "      <th>AvgHouseholdSize</th>\n",
              "      <th>BirthRate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>164.9</td>\n",
              "      <td>1397.0</td>\n",
              "      <td>469</td>\n",
              "      <td>489.8</td>\n",
              "      <td>61898</td>\n",
              "      <td>260131</td>\n",
              "      <td>11.2</td>\n",
              "      <td>499.748204</td>\n",
              "      <td>39.3</td>\n",
              "      <td>2.54</td>\n",
              "      <td>6.118831</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>161.3</td>\n",
              "      <td>173.0</td>\n",
              "      <td>70</td>\n",
              "      <td>411.6</td>\n",
              "      <td>48127</td>\n",
              "      <td>43269</td>\n",
              "      <td>18.6</td>\n",
              "      <td>23.111234</td>\n",
              "      <td>33.0</td>\n",
              "      <td>2.34</td>\n",
              "      <td>4.333096</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>174.7</td>\n",
              "      <td>102.0</td>\n",
              "      <td>50</td>\n",
              "      <td>349.7</td>\n",
              "      <td>49348</td>\n",
              "      <td>21026</td>\n",
              "      <td>14.6</td>\n",
              "      <td>47.560164</td>\n",
              "      <td>45.0</td>\n",
              "      <td>2.62</td>\n",
              "      <td>3.729488</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>194.8</td>\n",
              "      <td>427.0</td>\n",
              "      <td>202</td>\n",
              "      <td>430.4</td>\n",
              "      <td>44243</td>\n",
              "      <td>75882</td>\n",
              "      <td>17.1</td>\n",
              "      <td>342.637253</td>\n",
              "      <td>42.8</td>\n",
              "      <td>2.52</td>\n",
              "      <td>4.603841</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>144.4</td>\n",
              "      <td>57.0</td>\n",
              "      <td>26</td>\n",
              "      <td>350.1</td>\n",
              "      <td>49955</td>\n",
              "      <td>10321</td>\n",
              "      <td>12.5</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>48.3</td>\n",
              "      <td>2.34</td>\n",
              "      <td>6.796657</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   TARGET_deathRate  avgAnnCount  ...  AvgHouseholdSize  BirthRate\n",
              "0             164.9       1397.0  ...              2.54   6.118831\n",
              "1             161.3        173.0  ...              2.34   4.333096\n",
              "2             174.7        102.0  ...              2.62   3.729488\n",
              "3             194.8        427.0  ...              2.52   4.603841\n",
              "4             144.4         57.0  ...              2.34   6.796657\n",
              "\n",
              "[5 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "inHTTIqypo71",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 330
        },
        "outputId": "222c8b34-08f8-4b89-c45f-573ec9d7ac29"
      },
      "source": [
        "data.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 3047 entries, 0 to 3046\n",
            "Data columns (total 11 columns):\n",
            " #   Column            Non-Null Count  Dtype  \n",
            "---  ------            --------------  -----  \n",
            " 0   TARGET_deathRate  3047 non-null   float64\n",
            " 1   avgAnnCount       3047 non-null   float64\n",
            " 2   avgDeathsPerYear  3047 non-null   int64  \n",
            " 3   incidenceRate     3047 non-null   float64\n",
            " 4   medIncome         3047 non-null   int64  \n",
            " 5   popEst2015        3047 non-null   int64  \n",
            " 6   povertyPercent    3047 non-null   float64\n",
            " 7   studyPerCap       3047 non-null   float64\n",
            " 8   MedianAge         3047 non-null   float64\n",
            " 9   AvgHouseholdSize  3047 non-null   float64\n",
            " 10  BirthRate         3047 non-null   float64\n",
            "dtypes: float64(8), int64(3)\n",
            "memory usage: 262.0 KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "V1RWID_oxThP",
        "colab_type": "text"
      },
      "source": [
        "There are no missing values and all the variables are of appropriate datatype.\n",
        "\n",
        "However, there may be situations where there may be missing values present in the dataset. In that case, they need to be imputed with the mean or the median value, whichever is suitable. The datatypes also need to be converted to the appropriate ones."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F6fvOBplpzyh",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        },
        "outputId": "a954ed97-c227-467f-afa4-5f1e50d0f299"
      },
      "source": [
        "data.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TARGET_deathRate</th>\n",
              "      <th>avgAnnCount</th>\n",
              "      <th>avgDeathsPerYear</th>\n",
              "      <th>incidenceRate</th>\n",
              "      <th>medIncome</th>\n",
              "      <th>popEst2015</th>\n",
              "      <th>povertyPercent</th>\n",
              "      <th>studyPerCap</th>\n",
              "      <th>MedianAge</th>\n",
              "      <th>AvgHouseholdSize</th>\n",
              "      <th>BirthRate</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>3047.000000</td>\n",
              "      <td>3047.000000</td>\n",
              "      <td>3047.000000</td>\n",
              "      <td>3047.000000</td>\n",
              "      <td>3047.000000</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3047.000000</td>\n",
              "      <td>3047.000000</td>\n",
              "      <td>3047.000000</td>\n",
              "      <td>3047.000000</td>\n",
              "      <td>3047.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>178.664063</td>\n",
              "      <td>606.338544</td>\n",
              "      <td>185.965868</td>\n",
              "      <td>448.268586</td>\n",
              "      <td>47063.281917</td>\n",
              "      <td>1.026374e+05</td>\n",
              "      <td>16.878175</td>\n",
              "      <td>155.399415</td>\n",
              "      <td>45.272333</td>\n",
              "      <td>2.479662</td>\n",
              "      <td>5.640306</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>27.751511</td>\n",
              "      <td>1416.356223</td>\n",
              "      <td>504.134286</td>\n",
              "      <td>54.560733</td>\n",
              "      <td>12040.090836</td>\n",
              "      <td>3.290592e+05</td>\n",
              "      <td>6.409087</td>\n",
              "      <td>529.628366</td>\n",
              "      <td>45.304480</td>\n",
              "      <td>0.429174</td>\n",
              "      <td>1.985816</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>59.700000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>201.300000</td>\n",
              "      <td>22640.000000</td>\n",
              "      <td>8.270000e+02</td>\n",
              "      <td>3.200000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>22.300000</td>\n",
              "      <td>0.022100</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>161.200000</td>\n",
              "      <td>76.000000</td>\n",
              "      <td>28.000000</td>\n",
              "      <td>420.300000</td>\n",
              "      <td>38882.500000</td>\n",
              "      <td>1.168400e+04</td>\n",
              "      <td>12.150000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>37.700000</td>\n",
              "      <td>2.370000</td>\n",
              "      <td>4.521419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>178.100000</td>\n",
              "      <td>171.000000</td>\n",
              "      <td>61.000000</td>\n",
              "      <td>453.549422</td>\n",
              "      <td>45207.000000</td>\n",
              "      <td>2.664300e+04</td>\n",
              "      <td>15.900000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>41.000000</td>\n",
              "      <td>2.500000</td>\n",
              "      <td>5.381478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>195.200000</td>\n",
              "      <td>518.000000</td>\n",
              "      <td>149.000000</td>\n",
              "      <td>480.850000</td>\n",
              "      <td>52492.000000</td>\n",
              "      <td>6.867100e+04</td>\n",
              "      <td>20.400000</td>\n",
              "      <td>83.650776</td>\n",
              "      <td>44.000000</td>\n",
              "      <td>2.630000</td>\n",
              "      <td>6.493677</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>362.800000</td>\n",
              "      <td>38150.000000</td>\n",
              "      <td>14010.000000</td>\n",
              "      <td>1206.900000</td>\n",
              "      <td>125635.000000</td>\n",
              "      <td>1.017029e+07</td>\n",
              "      <td>47.400000</td>\n",
              "      <td>9762.308998</td>\n",
              "      <td>624.000000</td>\n",
              "      <td>3.970000</td>\n",
              "      <td>21.326165</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       TARGET_deathRate   avgAnnCount  ...  AvgHouseholdSize    BirthRate\n",
              "count       3047.000000   3047.000000  ...       3047.000000  3047.000000\n",
              "mean         178.664063    606.338544  ...          2.479662     5.640306\n",
              "std           27.751511   1416.356223  ...          0.429174     1.985816\n",
              "min           59.700000      6.000000  ...          0.022100     0.000000\n",
              "25%          161.200000     76.000000  ...          2.370000     4.521419\n",
              "50%          178.100000    171.000000  ...          2.500000     5.381478\n",
              "75%          195.200000    518.000000  ...          2.630000     6.493677\n",
              "max          362.800000  38150.000000  ...          3.970000    21.326165\n",
              "\n",
              "[8 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eHTj_fsCx-3W",
        "colab_type": "text"
      },
      "source": [
        "It is to be noted that there are columns whose range (minimum, maximum) vary a lot. For eg., TARGET_deathRate lies between [0, 1] and BirthRate lies between [0, 21.32].\n",
        "\n",
        "So, we need to scale all the variables to the same range.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HoQoXGD6seMG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "1f419bd6-b6df-42ca-ac9a-0abbd5c139d1"
      },
      "source": [
        "data_ = (data - data.mean())/data.std()\n",
        "data_.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TARGET_deathRate</th>\n",
              "      <th>avgAnnCount</th>\n",
              "      <th>avgDeathsPerYear</th>\n",
              "      <th>incidenceRate</th>\n",
              "      <th>medIncome</th>\n",
              "      <th>popEst2015</th>\n",
              "      <th>povertyPercent</th>\n",
              "      <th>studyPerCap</th>\n",
              "      <th>MedianAge</th>\n",
              "      <th>AvgHouseholdSize</th>\n",
              "      <th>BirthRate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.495975</td>\n",
              "      <td>0.558236</td>\n",
              "      <td>0.561426</td>\n",
              "      <td>0.761196</td>\n",
              "      <td>1.232110</td>\n",
              "      <td>0.478618</td>\n",
              "      <td>-0.885957</td>\n",
              "      <td>0.650171</td>\n",
              "      <td>-0.131827</td>\n",
              "      <td>0.140591</td>\n",
              "      <td>0.240972</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.625698</td>\n",
              "      <td>-0.305953</td>\n",
              "      <td>-0.230030</td>\n",
              "      <td>-0.672069</td>\n",
              "      <td>0.088348</td>\n",
              "      <td>-0.180418</td>\n",
              "      <td>0.268654</td>\n",
              "      <td>-0.249775</td>\n",
              "      <td>-0.270886</td>\n",
              "      <td>-0.325420</td>\n",
              "      <td>-0.658274</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.142841</td>\n",
              "      <td>-0.356082</td>\n",
              "      <td>-0.269702</td>\n",
              "      <td>-1.806585</td>\n",
              "      <td>0.189759</td>\n",
              "      <td>-0.248014</td>\n",
              "      <td>-0.355460</td>\n",
              "      <td>-0.203613</td>\n",
              "      <td>-0.006011</td>\n",
              "      <td>0.326996</td>\n",
              "      <td>-0.962233</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.581444</td>\n",
              "      <td>-0.126620</td>\n",
              "      <td>0.031805</td>\n",
              "      <td>-0.327499</td>\n",
              "      <td>-0.234241</td>\n",
              "      <td>-0.081309</td>\n",
              "      <td>0.034611</td>\n",
              "      <td>0.353527</td>\n",
              "      <td>-0.054572</td>\n",
              "      <td>0.093990</td>\n",
              "      <td>-0.521934</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-1.234674</td>\n",
              "      <td>-0.387853</td>\n",
              "      <td>-0.317308</td>\n",
              "      <td>-1.799253</td>\n",
              "      <td>0.240174</td>\n",
              "      <td>-0.280546</td>\n",
              "      <td>-0.683120</td>\n",
              "      <td>-0.293412</td>\n",
              "      <td>0.066829</td>\n",
              "      <td>-0.325420</td>\n",
              "      <td>0.582305</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   TARGET_deathRate  avgAnnCount  ...  AvgHouseholdSize  BirthRate\n",
              "0         -0.495975     0.558236  ...          0.140591   0.240972\n",
              "1         -0.625698    -0.305953  ...         -0.325420  -0.658274\n",
              "2         -0.142841    -0.356082  ...          0.326996  -0.962233\n",
              "3          0.581444    -0.126620  ...          0.093990  -0.521934\n",
              "4         -1.234674    -0.387853  ...         -0.325420   0.582305\n",
              "\n",
              "[5 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eHgxWo66soLH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        },
        "outputId": "b306e965-a030-4690-86b5-b89537ddd781"
      },
      "source": [
        "data_.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TARGET_deathRate</th>\n",
              "      <th>avgAnnCount</th>\n",
              "      <th>avgDeathsPerYear</th>\n",
              "      <th>incidenceRate</th>\n",
              "      <th>medIncome</th>\n",
              "      <th>popEst2015</th>\n",
              "      <th>povertyPercent</th>\n",
              "      <th>studyPerCap</th>\n",
              "      <th>MedianAge</th>\n",
              "      <th>AvgHouseholdSize</th>\n",
              "      <th>BirthRate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "      <td>3.047000e+03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>-8.732030e-15</td>\n",
              "      <td>6.805627e-16</td>\n",
              "      <td>6.753523e-17</td>\n",
              "      <td>5.867165e-14</td>\n",
              "      <td>1.485156e-16</td>\n",
              "      <td>-7.875770e-17</td>\n",
              "      <td>-1.327258e-15</td>\n",
              "      <td>-5.437797e-16</td>\n",
              "      <td>-1.766756e-15</td>\n",
              "      <td>3.982119e-15</td>\n",
              "      <td>8.834417e-16</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>-4.286760e+00</td>\n",
              "      <td>-4.238613e-01</td>\n",
              "      <td>-3.629308e-01</td>\n",
              "      <td>-4.526490e+00</td>\n",
              "      <td>-2.028496e+00</td>\n",
              "      <td>-3.093983e-01</td>\n",
              "      <td>-2.134185e+00</td>\n",
              "      <td>-2.934122e-01</td>\n",
              "      <td>-5.070654e-01</td>\n",
              "      <td>-5.726255e+00</td>\n",
              "      <td>-2.840297e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>-6.293013e-01</td>\n",
              "      <td>-3.744387e-01</td>\n",
              "      <td>-3.133409e-01</td>\n",
              "      <td>-5.126138e-01</td>\n",
              "      <td>-6.794618e-01</td>\n",
              "      <td>-2.764043e-01</td>\n",
              "      <td>-7.377299e-01</td>\n",
              "      <td>-2.934122e-01</td>\n",
              "      <td>-1.671431e-01</td>\n",
              "      <td>-2.555181e-01</td>\n",
              "      <td>-5.634392e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>-2.032549e-02</td>\n",
              "      <td>-3.073652e-01</td>\n",
              "      <td>-2.478821e-01</td>\n",
              "      <td>9.678822e-02</td>\n",
              "      <td>-1.541751e-01</td>\n",
              "      <td>-2.309444e-01</td>\n",
              "      <td>-1.526232e-01</td>\n",
              "      <td>-2.934122e-01</td>\n",
              "      <td>-9.430267e-02</td>\n",
              "      <td>4.738913e-02</td>\n",
              "      <td>-1.303385e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>5.958572e-01</td>\n",
              "      <td>-6.237029e-02</td>\n",
              "      <td>-7.332544e-02</td>\n",
              "      <td>5.971587e-01</td>\n",
              "      <td>4.508868e-01</td>\n",
              "      <td>-1.032227e-01</td>\n",
              "      <td>5.495049e-01</td>\n",
              "      <td>-1.354698e-01</td>\n",
              "      <td>-2.808405e-02</td>\n",
              "      <td>3.502963e-01</td>\n",
              "      <td>4.297331e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>6.635168e+00</td>\n",
              "      <td>2.650722e+01</td>\n",
              "      <td>2.742133e+01</td>\n",
              "      <td>1.390435e+01</td>\n",
              "      <td>6.525841e+00</td>\n",
              "      <td>3.059527e+01</td>\n",
              "      <td>4.762274e+00</td>\n",
              "      <td>1.813896e+01</td>\n",
              "      <td>1.277418e+01</td>\n",
              "      <td>3.472570e+00</td>\n",
              "      <td>7.898949e+00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       TARGET_deathRate   avgAnnCount  ...  AvgHouseholdSize     BirthRate\n",
              "count      3.047000e+03  3.047000e+03  ...      3.047000e+03  3.047000e+03\n",
              "mean      -8.732030e-15  6.805627e-16  ...      3.982119e-15  8.834417e-16\n",
              "std        1.000000e+00  1.000000e+00  ...      1.000000e+00  1.000000e+00\n",
              "min       -4.286760e+00 -4.238613e-01  ...     -5.726255e+00 -2.840297e+00\n",
              "25%       -6.293013e-01 -3.744387e-01  ...     -2.555181e-01 -5.634392e-01\n",
              "50%       -2.032549e-02 -3.073652e-01  ...      4.738913e-02 -1.303385e-01\n",
              "75%        5.958572e-01 -6.237029e-02  ...      3.502963e-01  4.297331e-01\n",
              "max        6.635168e+00  2.650722e+01  ...      3.472570e+00  7.898949e+00\n",
              "\n",
              "[8 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qk1qfcIeNYYi",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "9fdda2e6-9374-46f5-e55f-7573120ad269"
      },
      "source": [
        "int(-8.732030e-15)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Kj_ni6JQzA2C",
        "colab_type": "text"
      },
      "source": [
        "Now, all the columns have a mean value ~0 and std deviation of 1. This means that all the values lie between [-1, 1]."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9kzDUKjAzSuZ",
        "colab_type": "text"
      },
      "source": [
        "The correlation coefficients between the different variables are observed."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "viETM-zmr8gB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "outputId": "33c83b3d-2045-44dd-c265-83277918f989"
      },
      "source": [
        "data_.corr()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TARGET_deathRate</th>\n",
              "      <th>avgAnnCount</th>\n",
              "      <th>avgDeathsPerYear</th>\n",
              "      <th>incidenceRate</th>\n",
              "      <th>medIncome</th>\n",
              "      <th>popEst2015</th>\n",
              "      <th>povertyPercent</th>\n",
              "      <th>studyPerCap</th>\n",
              "      <th>MedianAge</th>\n",
              "      <th>AvgHouseholdSize</th>\n",
              "      <th>BirthRate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>TARGET_deathRate</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.143532</td>\n",
              "      <td>-0.090715</td>\n",
              "      <td>0.449432</td>\n",
              "      <td>-0.428615</td>\n",
              "      <td>-0.120073</td>\n",
              "      <td>0.429389</td>\n",
              "      <td>-0.022285</td>\n",
              "      <td>0.004375</td>\n",
              "      <td>-0.036905</td>\n",
              "      <td>-0.087407</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>avgAnnCount</th>\n",
              "      <td>-0.143532</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.939408</td>\n",
              "      <td>0.073553</td>\n",
              "      <td>0.269145</td>\n",
              "      <td>0.926894</td>\n",
              "      <td>-0.135694</td>\n",
              "      <td>0.082071</td>\n",
              "      <td>-0.024098</td>\n",
              "      <td>0.064788</td>\n",
              "      <td>-0.034508</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>avgDeathsPerYear</th>\n",
              "      <td>-0.090715</td>\n",
              "      <td>0.939408</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.062690</td>\n",
              "      <td>0.223207</td>\n",
              "      <td>0.977634</td>\n",
              "      <td>-0.066918</td>\n",
              "      <td>0.063488</td>\n",
              "      <td>-0.024599</td>\n",
              "      <td>0.086161</td>\n",
              "      <td>-0.074420</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>incidenceRate</th>\n",
              "      <td>0.449432</td>\n",
              "      <td>0.073553</td>\n",
              "      <td>0.062690</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.001036</td>\n",
              "      <td>0.026912</td>\n",
              "      <td>0.009046</td>\n",
              "      <td>0.077283</td>\n",
              "      <td>0.018089</td>\n",
              "      <td>-0.118400</td>\n",
              "      <td>-0.118181</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>medIncome</th>\n",
              "      <td>-0.428615</td>\n",
              "      <td>0.269145</td>\n",
              "      <td>0.223207</td>\n",
              "      <td>-0.001036</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.235523</td>\n",
              "      <td>-0.788965</td>\n",
              "      <td>0.044003</td>\n",
              "      <td>-0.013288</td>\n",
              "      <td>0.112065</td>\n",
              "      <td>-0.010195</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>popEst2015</th>\n",
              "      <td>-0.120073</td>\n",
              "      <td>0.926894</td>\n",
              "      <td>0.977634</td>\n",
              "      <td>0.026912</td>\n",
              "      <td>0.235523</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.065299</td>\n",
              "      <td>0.055722</td>\n",
              "      <td>-0.025219</td>\n",
              "      <td>0.109940</td>\n",
              "      <td>-0.057740</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>povertyPercent</th>\n",
              "      <td>0.429389</td>\n",
              "      <td>-0.135694</td>\n",
              "      <td>-0.066918</td>\n",
              "      <td>0.009046</td>\n",
              "      <td>-0.788965</td>\n",
              "      <td>-0.065299</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.055652</td>\n",
              "      <td>-0.029280</td>\n",
              "      <td>0.074308</td>\n",
              "      <td>-0.012283</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>studyPerCap</th>\n",
              "      <td>-0.022285</td>\n",
              "      <td>0.082071</td>\n",
              "      <td>0.063488</td>\n",
              "      <td>0.077283</td>\n",
              "      <td>0.044003</td>\n",
              "      <td>0.055722</td>\n",
              "      <td>-0.055652</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.026030</td>\n",
              "      <td>-0.004071</td>\n",
              "      <td>0.010676</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MedianAge</th>\n",
              "      <td>0.004375</td>\n",
              "      <td>-0.024098</td>\n",
              "      <td>-0.024599</td>\n",
              "      <td>0.018089</td>\n",
              "      <td>-0.013288</td>\n",
              "      <td>-0.025219</td>\n",
              "      <td>-0.029280</td>\n",
              "      <td>-0.026030</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.031944</td>\n",
              "      <td>-0.008276</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AvgHouseholdSize</th>\n",
              "      <td>-0.036905</td>\n",
              "      <td>0.064788</td>\n",
              "      <td>0.086161</td>\n",
              "      <td>-0.118400</td>\n",
              "      <td>0.112065</td>\n",
              "      <td>0.109940</td>\n",
              "      <td>0.074308</td>\n",
              "      <td>-0.004071</td>\n",
              "      <td>-0.031944</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.075918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BirthRate</th>\n",
              "      <td>-0.087407</td>\n",
              "      <td>-0.034508</td>\n",
              "      <td>-0.074420</td>\n",
              "      <td>-0.118181</td>\n",
              "      <td>-0.010195</td>\n",
              "      <td>-0.057740</td>\n",
              "      <td>-0.012283</td>\n",
              "      <td>0.010676</td>\n",
              "      <td>-0.008276</td>\n",
              "      <td>0.075918</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  TARGET_deathRate  avgAnnCount  ...  AvgHouseholdSize  BirthRate\n",
              "TARGET_deathRate          1.000000    -0.143532  ...         -0.036905  -0.087407\n",
              "avgAnnCount              -0.143532     1.000000  ...          0.064788  -0.034508\n",
              "avgDeathsPerYear         -0.090715     0.939408  ...          0.086161  -0.074420\n",
              "incidenceRate             0.449432     0.073553  ...         -0.118400  -0.118181\n",
              "medIncome                -0.428615     0.269145  ...          0.112065  -0.010195\n",
              "popEst2015               -0.120073     0.926894  ...          0.109940  -0.057740\n",
              "povertyPercent            0.429389    -0.135694  ...          0.074308  -0.012283\n",
              "studyPerCap              -0.022285     0.082071  ...         -0.004071   0.010676\n",
              "MedianAge                 0.004375    -0.024098  ...         -0.031944  -0.008276\n",
              "AvgHouseholdSize         -0.036905     0.064788  ...          1.000000   0.075918\n",
              "BirthRate                -0.087407    -0.034508  ...          0.075918   1.000000\n",
              "\n",
              "[11 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XNWAR5JlzfI5",
        "colab_type": "text"
      },
      "source": [
        "Observations : avgAnncount and avgDeathsperYear \n",
        "\n",
        "postEst2015 and avgDeathsperyear\n",
        "\n",
        "avgAnnCount popEst2015 \n",
        "\n",
        "povertyPercent and medIncome \n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Gx7aq8mezjyD",
        "colab_type": "text"
      },
      "source": [
        "Skewness :\n",
        "\n",
        "![Skewness](https://upload.wikimedia.org/wikipedia/commons/thumb/c/cc/Relationship_between_mean_and_median_under_different_skewness.png/434px-Relationship_between_mean_and_median_under_different_skewness.png)\n",
        "\n",
        "If skewness < -1, negatively skewed.\n",
        "If skewness > 1, positively skewed."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XDBmw_49uk9y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 225
        },
        "outputId": "232a2370-6d76-4907-f523-7171cb2c43cd"
      },
      "source": [
        "data_.skew()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "TARGET_deathRate     0.274724\n",
              "avgAnnCount         10.680460\n",
              "avgDeathsPerYear    11.949188\n",
              "incidenceRate        0.771935\n",
              "medIncome            1.408071\n",
              "popEst2015          14.289926\n",
              "povertyPercent       0.930713\n",
              "studyPerCap          8.713690\n",
              "MedianAge            9.989944\n",
              "AvgHouseholdSize    -3.380988\n",
              "BirthRate            1.323203\n",
              "dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LXm0nysmQ-Sn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3AK7AJO111YT",
        "colab_type": "text"
      },
      "source": [
        "It is to be noted that 7 out of 11 variables fall outside the given range. This means that the data values in these columns are inclined towards one side or the other and hence, need to be further analysed."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_vf__IlBwQS7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Converting Dataframe to dictionary\n",
        "\n",
        "data_dict = data_.T.to_dict()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R0TTtzIhgk_V",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "4629130b-578e-4ca2-cd8f-d466960320ce"
      },
      "source": [
        "data_.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TARGET_deathRate</th>\n",
              "      <th>avgAnnCount</th>\n",
              "      <th>avgDeathsPerYear</th>\n",
              "      <th>incidenceRate</th>\n",
              "      <th>medIncome</th>\n",
              "      <th>popEst2015</th>\n",
              "      <th>povertyPercent</th>\n",
              "      <th>studyPerCap</th>\n",
              "      <th>MedianAge</th>\n",
              "      <th>AvgHouseholdSize</th>\n",
              "      <th>BirthRate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.495975</td>\n",
              "      <td>0.558236</td>\n",
              "      <td>0.561426</td>\n",
              "      <td>0.761196</td>\n",
              "      <td>1.232110</td>\n",
              "      <td>0.478618</td>\n",
              "      <td>-0.885957</td>\n",
              "      <td>0.650171</td>\n",
              "      <td>-0.131827</td>\n",
              "      <td>0.140591</td>\n",
              "      <td>0.240972</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.625698</td>\n",
              "      <td>-0.305953</td>\n",
              "      <td>-0.230030</td>\n",
              "      <td>-0.672069</td>\n",
              "      <td>0.088348</td>\n",
              "      <td>-0.180418</td>\n",
              "      <td>0.268654</td>\n",
              "      <td>-0.249775</td>\n",
              "      <td>-0.270886</td>\n",
              "      <td>-0.325420</td>\n",
              "      <td>-0.658274</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.142841</td>\n",
              "      <td>-0.356082</td>\n",
              "      <td>-0.269702</td>\n",
              "      <td>-1.806585</td>\n",
              "      <td>0.189759</td>\n",
              "      <td>-0.248014</td>\n",
              "      <td>-0.355460</td>\n",
              "      <td>-0.203613</td>\n",
              "      <td>-0.006011</td>\n",
              "      <td>0.326996</td>\n",
              "      <td>-0.962233</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.581444</td>\n",
              "      <td>-0.126620</td>\n",
              "      <td>0.031805</td>\n",
              "      <td>-0.327499</td>\n",
              "      <td>-0.234241</td>\n",
              "      <td>-0.081309</td>\n",
              "      <td>0.034611</td>\n",
              "      <td>0.353527</td>\n",
              "      <td>-0.054572</td>\n",
              "      <td>0.093990</td>\n",
              "      <td>-0.521934</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-1.234674</td>\n",
              "      <td>-0.387853</td>\n",
              "      <td>-0.317308</td>\n",
              "      <td>-1.799253</td>\n",
              "      <td>0.240174</td>\n",
              "      <td>-0.280546</td>\n",
              "      <td>-0.683120</td>\n",
              "      <td>-0.293412</td>\n",
              "      <td>0.066829</td>\n",
              "      <td>-0.325420</td>\n",
              "      <td>0.582305</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   TARGET_deathRate  avgAnnCount  ...  AvgHouseholdSize  BirthRate\n",
              "0         -0.495975     0.558236  ...          0.140591   0.240972\n",
              "1         -0.625698    -0.305953  ...         -0.325420  -0.658274\n",
              "2         -0.142841    -0.356082  ...          0.326996  -0.962233\n",
              "3          0.581444    -0.126620  ...          0.093990  -0.521934\n",
              "4         -1.234674    -0.387853  ...         -0.325420   0.582305\n",
              "\n",
              "[5 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UsL2Qbl93poz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7cd391ad-21e9-470b-b496-bba5f883b687"
      },
      "source": [
        "data_dict"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{0: {'AvgHouseholdSize': 0.14059134510838076,\n",
              "  'BirthRate': 0.2409715380516963,\n",
              "  'MedianAge': -0.13182655275593488,\n",
              "  'TARGET_deathRate': -0.49597525896100103,\n",
              "  'avgAnnCount': 0.5582362990693496,\n",
              "  'avgDeathsPerYear': 0.5614260719364144,\n",
              "  'incidenceRate': 0.7611960493104895,\n",
              "  'medIncome': 1.232110146481833,\n",
              "  'popEst2015': 0.4786178889935965,\n",
              "  'povertyPercent': -0.88595697751671,\n",
              "  'studyPerCap': 0.6501705923553738},\n",
              " 1: {'AvgHouseholdSize': -0.3254197112066407,\n",
              "  'BirthRate': -0.65827370560482,\n",
              "  'MedianAge': -0.2708856475513302,\n",
              "  'TARGET_deathRate': -0.6256979237438627,\n",
              "  'avgAnnCount': -0.30595307640535363,\n",
              "  'avgDeathsPerYear': -0.23002971882884274,\n",
              "  'incidenceRate': -0.6720691599797678,\n",
              "  'medIncome': 0.08834801147821991,\n",
              "  'popEst2015': -0.1804184986441551,\n",
              "  'povertyPercent': 0.2686536746646884,\n",
              "  'studyPerCap': -0.24977548301355273},\n",
              " 2: {'AvgHouseholdSize': 0.32699576763438937,\n",
              "  'BirthRate': -0.9622332914491005,\n",
              "  'MedianAge': -0.006011181274386607,\n",
              "  'TARGET_deathRate': -0.14284133816321118,\n",
              "  'avgAnnCount': -0.3560817084794582,\n",
              "  'avgDeathsPerYear': -0.2697016882907604,\n",
              "  'incidenceRate': -1.8065847156711614,\n",
              "  'medIncome': 0.1897592065141223,\n",
              "  'popEst2015': -0.24801423404374798,\n",
              "  'povertyPercent': -0.3554601913793108,\n",
              "  'studyPerCap': -0.2036130589304541},\n",
              " 3: {'AvgHouseholdSize': 0.09399023947687862,\n",
              "  'BirthRate': -0.5219341774231588,\n",
              "  'MedianAge': -0.054571500091826326,\n",
              "  'TARGET_deathRate': 0.5814435402077681,\n",
              "  'avgAnnCount': -0.1266196602529234,\n",
              "  'avgDeathsPerYear': 0.031805279619813755,\n",
              "  'incidenceRate': -0.3274990073626735,\n",
              "  'medIncome': -0.2342409168751337,\n",
              "  'popEst2015': -0.08130867898912106,\n",
              "  'povertyPercent': 0.03461097489818881,\n",
              "  'studyPerCap': 0.3535268299149448},\n",
              " 4: {'AvgHouseholdSize': -0.3254197112066407,\n",
              "  'BirthRate': 0.5823054817884123,\n",
              "  'MedianAge': 0.06682929695177282,\n",
              "  'TARGET_deathRate': -1.2346737667522973,\n",
              "  'avgAnnCount': -0.3878533766954399,\n",
              "  'avgDeathsPerYear': -0.3173080516450616,\n",
              "  'incidenceRate': -1.799253435828244,\n",
              "  'medIncome': 0.24017410855080756,\n",
              "  'popEst2015': -0.2805463721300062,\n",
              "  'povertyPercent': -0.6831199710524102,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 5: {'AvgHouseholdSize': 0.23379355637138505,\n",
              "  'BirthRate': -0.34032859229727525,\n",
              "  'MedianAge': 0.002817967601511481,\n",
              "  'TARGET_deathRate': -0.09599704254717734,\n",
              "  'avgAnnCount': -0.12591362318145716,\n",
              "  'avgDeathsPerYear': -0.06737464403498038,\n",
              "  'incidenceRate': 1.0471159631842486,\n",
              "  'medIncome': 0.4360198070722308,\n",
              "  'popEst2015': -0.12646468457751067,\n",
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              " 6: {'AvgHouseholdSize': -0.13901528868063212,\n",
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              " 7: {'AvgHouseholdSize': -0.5584252393641503,\n",
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              " 8: {'AvgHouseholdSize': -0.2322174999436364,\n",
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              " 9: {'AvgHouseholdSize': 0.396897426081642,\n",
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              " 11: {'AvgHouseholdSize': 0.18719245073988292,\n",
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              " 13: {'AvgHouseholdSize': 0.4667990845288958,\n",
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              " 16: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              " 17: {'AvgHouseholdSize': -0.3953213696538934,\n",
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              " 18: {'AvgHouseholdSize': 0.04738913384537647,\n",
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              " 21: {'AvgHouseholdSize': 1.328919538711684,\n",
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              " 23: {'AvgHouseholdSize': -5.716468616186961,\n",
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              " 25: {'AvgHouseholdSize': 0.07068968666112703,\n",
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              " 26: {'AvgHouseholdSize': -0.5118241337326492,\n",
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              " 27: {'AvgHouseholdSize': -0.37202081683814286,\n",
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              " 29: {'AvgHouseholdSize': 0.32699576763438937,\n",
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              " 37: {'AvgHouseholdSize': 0.49009963734464634,\n",
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              " 69: {'AvgHouseholdSize': 0.0007880282138743253,\n",
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              " 72: {'AvgHouseholdSize': -0.46522302810114713,\n",
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              " 73: {'AvgHouseholdSize': -0.04581307741762782,\n",
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              " 74: {'AvgHouseholdSize': -0.18561639431213425,\n",
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              " 75: {'AvgHouseholdSize': -0.25551805275938694,\n",
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              " 76: {'AvgHouseholdSize': 0.0007880282138743253,\n",
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              " 77: {'AvgHouseholdSize': -0.02251252460187623,\n",
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              " 78: {'AvgHouseholdSize': -0.4419224752853955,\n",
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              " 79: {'AvgHouseholdSize': -0.3021191583908891,\n",
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              " 80: {'AvgHouseholdSize': -0.744829661890159,\n",
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              " 81: {'AvgHouseholdSize': -0.04581307741762782,\n",
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              " 82: {'AvgHouseholdSize': -0.4419224752853955,\n",
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              " 83: {'AvgHouseholdSize': -0.9312340844161675,\n",
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              " 84: {'AvgHouseholdSize': 0.42019797889739363,\n",
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              " 85: {'AvgHouseholdSize': -0.09241418304912996,\n",
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              " 86: {'AvgHouseholdSize': 0.396897426081642,\n",
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              " 87: {'AvgHouseholdSize': -0.09241418304912996,\n",
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              " 88: {'AvgHouseholdSize': -0.2322174999436364,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 101: {'AvgHouseholdSize': -0.4419224752853955,\n",
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              "  'studyPerCap': 0.06829593768214914},\n",
              " 102: {'AvgHouseholdSize': -0.6283268978114042,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 103: {'AvgHouseholdSize': 0.30369521481863776,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 104: {'AvgHouseholdSize': -0.7681302147059106,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 105: {'AvgHouseholdSize': 1.9114333591054602,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 106: {'AvgHouseholdSize': -0.6283268978114042,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 107: {'AvgHouseholdSize': 0.0007880282138743253,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 108: {'AvgHouseholdSize': -0.34872026402239126,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 109: {'AvgHouseholdSize': -0.3953213696538934,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 110: {'AvgHouseholdSize': -0.3953213696538934,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 111: {'AvgHouseholdSize': 0.07068968666112703,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 112: {'AvgHouseholdSize': 0.6998046126864055,\n",
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              " 113: {'AvgHouseholdSize': -0.25551805275938694,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 114: {'AvgHouseholdSize': 0.9095095880281656,\n",
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              " 115: {'AvgHouseholdSize': -0.3021191583908891,\n",
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              " 116: {'AvgHouseholdSize': -0.7215291090744084,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 117: {'AvgHouseholdSize': 0.6066024014234023,\n",
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              " 118: {'AvgHouseholdSize': 0.7231051655021571,\n",
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              " 119: {'AvgHouseholdSize': 0.1638918979241313,\n",
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              " 120: {'AvgHouseholdSize': 0.3502963204501399,\n",
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              " 121: {'AvgHouseholdSize': -5.725322826256947,\n",
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              " 122: {'AvgHouseholdSize': -5.721361732278269,\n",
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              " 123: {'AvgHouseholdSize': -0.4419224752853955,\n",
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              " 124: {'AvgHouseholdSize': -0.6516274506271547,\n",
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              " 125: {'AvgHouseholdSize': 0.23379355637138505,\n",
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              " 126: {'AvgHouseholdSize': 0.5367007429761484,\n",
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              " 127: {'AvgHouseholdSize': -0.11571473586488053,\n",
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              " 128: {'AvgHouseholdSize': -0.13901528868063212,\n",
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              " 129: {'AvgHouseholdSize': -0.6050263449956526,\n",
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              " 130: {'AvgHouseholdSize': -0.3254197112066407,\n",
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              " 131: {'AvgHouseholdSize': -0.8147313203374127,\n",
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              " 132: {'AvgHouseholdSize': -0.3021191583908891,\n",
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              " 138: {'AvgHouseholdSize': 0.37359687326589147,\n",
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              " 143: {'AvgHouseholdSize': 0.886209035212414,\n",
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              " 164: {'AvgHouseholdSize': 0.5600012957919001,\n",
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              " 172: {'AvgHouseholdSize': -0.34872026402239126,\n",
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              " 173: {'AvgHouseholdSize': -0.3254197112066407,\n",
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              " 174: {'AvgHouseholdSize': 0.513400190160398,\n",
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              " 176: {'AvgHouseholdSize': 0.7697062711336592,\n",
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              " 178: {'AvgHouseholdSize': 0.2570941091871356,\n",
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              " 179: {'AvgHouseholdSize': 0.886209035212414,\n",
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              " 196: {'AvgHouseholdSize': -5.721128726750111,\n",
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              " 198: {'AvgHouseholdSize': -0.3021191583908891,\n",
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              " 201: {'AvgHouseholdSize': -0.8846329787846654,\n",
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              " 202: {'AvgHouseholdSize': 0.21049300355563347,\n",
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              " 203: {'AvgHouseholdSize': 0.024088581029625914,\n",
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              " 204: {'AvgHouseholdSize': -0.04581307741762782,\n",
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              " 205: {'AvgHouseholdSize': 1.1192145633699249,\n",
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              " 206: {'AvgHouseholdSize': 0.42019797889739363,\n",
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              " 207: {'AvgHouseholdSize': -0.8147313203374127,\n",
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              " 208: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              " 209: {'AvgHouseholdSize': 1.3988211971589377,\n",
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              " 211: {'AvgHouseholdSize': 0.0007880282138743253,\n",
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              " 227: {'AvgHouseholdSize': 0.024088581029625914,\n",
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              " 228: {'AvgHouseholdSize': 1.2823184330801818,\n",
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              " 229: {'AvgHouseholdSize': 1.6085261725006967,\n",
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              " 230: {'AvgHouseholdSize': -0.41862192246964497,\n",
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              " 231: {'AvgHouseholdSize': -0.5118241337326492,\n",
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              " 232: {'AvgHouseholdSize': -0.02251252460187623,\n",
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              " 233: {'AvgHouseholdSize': -0.18561639431213425,\n",
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              " 234: {'AvgHouseholdSize': -0.2089169471278848,\n",
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              " 235: {'AvgHouseholdSize': 0.21049300355563347,\n",
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              " 236: {'AvgHouseholdSize': 0.07068968666112703,\n",
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              " 237: {'AvgHouseholdSize': -0.3254197112066407,\n",
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              " 238: {'AvgHouseholdSize': -0.02251252460187623,\n",
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              " 239: {'AvgHouseholdSize': -0.11571473586488053,\n",
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              " 241: {'AvgHouseholdSize': 1.1425151161856764,\n",
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              " 243: {'AvgHouseholdSize': 0.18719245073988292,\n",
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              " 259: {'AvgHouseholdSize': 0.21049300355563347,\n",
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              " 291: {'AvgHouseholdSize': 0.6532035070549034,\n",
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              " 293: {'AvgHouseholdSize': 2.144438887262971,\n",
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              " 303: {'AvgHouseholdSize': -0.41862192246964497,\n",
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              " 304: {'AvgHouseholdSize': -0.41862192246964497,\n",
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              " 305: {'AvgHouseholdSize': -0.3953213696538934,\n",
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              " 322: {'AvgHouseholdSize': -0.02251252460187623,\n",
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              " 323: {'AvgHouseholdSize': -0.2322174999436364,\n",
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              " 324: {'AvgHouseholdSize': 0.3502963204501399,\n",
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              " 325: {'AvgHouseholdSize': -0.8846329787846654,\n",
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              " 326: {'AvgHouseholdSize': 0.11729079229262918,\n",
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              " 327: {'AvgHouseholdSize': 0.37359687326589147,\n",
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              " 328: {'AvgHouseholdSize': -0.3953213696538934,\n",
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              " 329: {'AvgHouseholdSize': -0.04581307741762782,\n",
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              " 330: {'AvgHouseholdSize': 0.42019797889739363,\n",
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              " 331: {'AvgHouseholdSize': -0.4885235809168977,\n",
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              " 332: {'AvgHouseholdSize': -0.9545346372319191,\n",
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              " 334: {'AvgHouseholdSize': -0.46522302810114713,\n",
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              " 335: {'AvgHouseholdSize': -0.2322174999436364,\n",
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              " 336: {'AvgHouseholdSize': -0.41862192246964497,\n",
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              " 338: {'AvgHouseholdSize': -0.6749280034429063,\n",
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              " 339: {'AvgHouseholdSize': -0.06911363023337838,\n",
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              " 385: {'AvgHouseholdSize': 0.14059134510838076,\n",
              "  'BirthRate': 1.095813934717025,\n",
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              "  'TARGET_deathRate': -0.059962968996382385,\n",
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              "  'avgDeathsPerYear': 0.019903688781238455,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 386: {'AvgHouseholdSize': 0.6066024014234023,\n",
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              "  'TARGET_deathRate': -0.8959534753748247,\n",
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              "  'studyPerCap': -0.21321108782365755},\n",
              " 387: {'AvgHouseholdSize': -5.718565665940379,\n",
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              "  'TARGET_deathRate': -0.18247881906908542,\n",
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              "  'studyPerCap': 0.8272563732768855},\n",
              " 388: {'AvgHouseholdSize': -0.13901528868063212,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 389: {'AvgHouseholdSize': 0.1638918979241313,\n",
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              "  'studyPerCap': -0.05690161922862462},\n",
              " 390: {'AvgHouseholdSize': -0.16231584149638267,\n",
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              "  'TARGET_deathRate': -0.33021852062734447,\n",
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              "  'studyPerCap': -0.1145751185312747},\n",
              " 391: {'AvgHouseholdSize': 0.04738913384537647,\n",
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              "  'TARGET_deathRate': -0.3085980764968677,\n",
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              "  'studyPerCap': -0.17930821550595152},\n",
              " 392: {'AvgHouseholdSize': 1.2823184330801818,\n",
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              "  'TARGET_deathRate': -1.1842260637811843,\n",
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              "  'studyPerCap': 0.20450075963706682},\n",
              " 393: {'AvgHouseholdSize': -0.907933531600417,\n",
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              "  'studyPerCap': 2.0832118073902004},\n",
              " 394: {'AvgHouseholdSize': -0.2089169471278848,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 395: {'AvgHouseholdSize': -5.721128726750111,\n",
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              "  'studyPerCap': -0.22032380698955348},\n",
              " 396: {'AvgHouseholdSize': -0.11571473586488053,\n",
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              "  'studyPerCap': 0.36355106018720934},\n",
              " 397: {'AvgHouseholdSize': -0.2322174999436364,\n",
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              "  'studyPerCap': -0.10384399485223737},\n",
              " 398: {'AvgHouseholdSize': 0.9794112464754183,\n",
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              " 399: {'AvgHouseholdSize': -0.11571473586488053,\n",
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              " 400: {'AvgHouseholdSize': -0.09241418304912996,\n",
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              " 401: {'AvgHouseholdSize': 0.49009963734464634,\n",
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              " 402: {'AvgHouseholdSize': -0.34872026402239126,\n",
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              " 403: {'AvgHouseholdSize': 0.8629084823966635,\n",
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              " 404: {'AvgHouseholdSize': -0.11571473586488053,\n",
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              " 405: {'AvgHouseholdSize': 0.6299029542391528,\n",
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              " 406: {'AvgHouseholdSize': -0.02251252460187623,\n",
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              " 407: {'AvgHouseholdSize': 0.32699576763438937,\n",
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              " 408: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              " 409: {'AvgHouseholdSize': -0.744829661890159,\n",
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              " 410: {'AvgHouseholdSize': -0.27881860557513855,\n",
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              " 411: {'AvgHouseholdSize': -5.718565665940379,\n",
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              " 412: {'AvgHouseholdSize': 0.21049300355563347,\n",
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              " 413: {'AvgHouseholdSize': -0.27881860557513855,\n",
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              " 414: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              " 415: {'AvgHouseholdSize': -0.09241418304912996,\n",
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              " 416: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              " 417: {'AvgHouseholdSize': -0.34872026402239126,\n",
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              " 418: {'AvgHouseholdSize': -0.3021191583908891,\n",
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              " 419: {'AvgHouseholdSize': 0.6299029542391528,\n",
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              " 422: {'AvgHouseholdSize': 0.30369521481863776,\n",
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              " 423: {'AvgHouseholdSize': 0.4434985317131442,\n",
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              " 424: {'AvgHouseholdSize': -0.09241418304912996,\n",
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              " 425: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              " 426: {'AvgHouseholdSize': 0.0007880282138743253,\n",
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              " 427: {'AvgHouseholdSize': -0.41862192246964497,\n",
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              " 428: {'AvgHouseholdSize': 0.2570941091871356,\n",
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              " 429: {'AvgHouseholdSize': -0.13901528868063212,\n",
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              " 430: {'AvgHouseholdSize': 0.9095095880281656,\n",
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              " 431: {'AvgHouseholdSize': -0.13901528868063212,\n",
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              " 432: {'AvgHouseholdSize': 0.2803946620028872,\n",
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              " 433: {'AvgHouseholdSize': 0.0007880282138743253,\n",
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              " 448: {'AvgHouseholdSize': 0.18719245073988292,\n",
              "  'BirthRate': 0.025826535735147125,\n",
              "  'MedianAge': -0.18921602044927252,\n",
              "  'TARGET_deathRate': 0.45532428277998577,\n",
              "  'avgAnnCount': 0.003291160896868573,\n",
              "  'avgDeathsPerYear': 0.14288679411318317,\n",
              "  'incidenceRate': 0.18935622156297005,\n",
              "  'medIncome': -0.8449505950888847,\n",
              "  'popEst2015': 0.06532146231512549,\n",
              "  'povertyPercent': 1.001987467266387,\n",
              "  'studyPerCap': 1.2276431387778792},\n",
              " 449: {'AvgHouseholdSize': 0.0007880282138743253,\n",
              "  'BirthRate': -0.9340759810843212,\n",
              "  'MedianAge': -0.03470591512105543,\n",
              "  'TARGET_deathRate': 0.17425850908378476,\n",
              "  'avgAnnCount': -0.14285851289664742,\n",
              "  'avgDeathsPerYear': -0.02571907609996684,\n",
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              "  'medIncome': -1.134981629540458,\n",
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              "  'povertyPercent': 1.0175903139174867,\n",
              "  'studyPerCap': -0.12803455427331406},\n",
              " 450: {'AvgHouseholdSize': 0.04738913384537647,\n",
              "  'BirthRate': -0.35224315431031,\n",
              "  'MedianAge': -0.11858282944208766,\n",
              "  'TARGET_deathRate': 0.7363900564761857,\n",
              "  'avgAnnCount': -0.12379551196705837,\n",
              "  'avgDeathsPerYear': 0.013952893361950809,\n",
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              "  'medIncome': -0.6474437795316564,\n",
              "  'popEst2015': -0.06358542543292695,\n",
              "  'povertyPercent': 1.0956045471729865,\n",
              "  'studyPerCap': 0.28424782363038675},\n",
              " 451: {'AvgHouseholdSize': -0.06911363023337838,\n",
              "  'BirthRate': 0.4576821402258539,\n",
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              "  'TARGET_deathRate': 0.03732902959076356,\n",
              "  'avgAnnCount': -0.27347537111790565,\n",
              "  'avgDeathsPerYear': -0.19234134784002097,\n",
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              "  'medIncome': -0.5201191587371943,\n",
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              "  'povertyPercent': 0.050213821549288454,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 452: {'AvgHouseholdSize': -0.3021191583908891,\n",
              "  'BirthRate': -0.8538503475671414,\n",
              "  'MedianAge': 0.020476265353307814,\n",
              "  'TARGET_deathRate': -0.002308451315110674,\n",
              "  'avgAnnCount': -0.33348852219253783,\n",
              "  'avgDeathsPerYear': -0.2716852867638563,\n",
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              "  'popEst2015': -0.2584652403845833,\n",
              "  'povertyPercent': 0.5807106076866879,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 453: {'AvgHouseholdSize': -0.7914307675216611,\n",
              "  'BirthRate': -0.8020315123025078,\n",
              "  'MedianAge': 0.0513782864189512,\n",
              "  'TARGET_deathRate': -1.3932236903757955,\n",
              "  'avgAnnCount': -0.4160948595540903,\n",
              "  'avgDeathsPerYear': -0.35698002110697924,\n",
              "  'incidenceRate': -0.7893696374664391,\n",
              "  'medIncome': -0.1123979822988284,\n",
              "  'popEst2015': -0.30474262467020125,\n",
              "  'povertyPercent': -1.0419854440277097,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 454: {'AvgHouseholdSize': -0.9545346372319191,\n",
              "  'BirthRate': 1.2104093751140068,\n",
              "  'MedianAge': -0.054571500091826326,\n",
              "  'TARGET_deathRate': -0.20049585584448287,\n",
              "  'avgAnnCount': -0.37443867233758094,\n",
              "  'avgDeathsPerYear': -0.3073900592795822,\n",
              "  'incidenceRate': 0.5650843135124621,\n",
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              "  'popEst2015': -0.27818205606918334,\n",
              "  'povertyPercent': -1.0263825973766094,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 455: {'AvgHouseholdSize': 1.1425151161856764,\n",
              "  'BirthRate': 1.939982353691126,\n",
              "  'MedianAge': -0.3150313919308208,\n",
              "  'TARGET_deathRate': -0.3158048912070263,\n",
              "  'avgAnnCount': -0.40550430348209643,\n",
              "  'avgDeathsPerYear': -0.3450784302684039,\n",
              "  'incidenceRate': 0.2681674798743261,\n",
              "  'medIncome': -0.6412976464991775,\n",
              "  'popEst2015': -0.29138940516987255,\n",
              "  'povertyPercent': 2.031775346238985,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 456: {'AvgHouseholdSize': -0.907933531600417,\n",
              "  'BirthRate': -0.5399290288278751,\n",
              "  'MedianAge': 0.01606169091535869,\n",
              "  'TARGET_deathRate': -0.16446178229368794,\n",
              "  'avgAnnCount': -0.39773789569596757,\n",
              "  'avgDeathsPerYear': -0.33119324095673275,\n",
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              "  'medIncome': 0.8223956296005008,\n",
              "  'popEst2015': -0.2915018469362613,\n",
              "  'povertyPercent': -1.1199996772832095,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 457: {'AvgHouseholdSize': -0.46522302810114713,\n",
              "  'BirthRate': 2.1631368897523937,\n",
              "  'MedianAge': -0.036913202340029996,\n",
              "  'TARGET_deathRate': 1.1039376066942947,\n",
              "  'avgAnnCount': -0.412564674196759,\n",
              "  'avgDeathsPerYear': -0.3450784302684039,\n",
              "  'incidenceRate': 0.45144947594724905,\n",
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              "  'popEst2015': -0.301901190843891,\n",
              "  'povertyPercent': -1.4788651502585088,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 458: {'AvgHouseholdSize': -0.5351246865483998,\n",
              "  'BirthRate': 0.5588101601149416,\n",
              "  'MedianAge': -0.19363059488722165,\n",
              "  'TARGET_deathRate': -0.4275105192144904,\n",
              "  'avgAnnCount': -0.4182129707684891,\n",
              "  'avgDeathsPerYear': -0.3589636195800751,\n",
              "  'incidenceRate': 0.0005757656078592097,\n",
              "  'medIncome': 1.3132557136809129,\n",
              "  'popEst2015': -0.3048976119698182,\n",
              "  'povertyPercent': -1.338439530398609,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 459: {'AvgHouseholdSize': -0.41862192246964497,\n",
              "  'BirthRate': 0.25060994338210596,\n",
              "  'MedianAge': -0.18700873323029812,\n",
              "  'TARGET_deathRate': -1.3355691726945238,\n",
              "  'avgAnnCount': -0.14356454996811366,\n",
              "  'avgDeathsPerYear': -0.09712862113141861,\n",
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              "  'popEst2015': -0.02931499841763185,\n",
              "  'povertyPercent': -1.3540423770497092,\n",
              "  'studyPerCap': 1.8994513231736767},\n",
              " 460: {'AvgHouseholdSize': -0.4419224752853955,\n",
              "  'BirthRate': 0.40502384746246395,\n",
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              "  'TARGET_deathRate': -1.2707078403030925,\n",
              "  'avgAnnCount': 0.011057568682997442,\n",
              "  'avgDeathsPerYear': 0.02387088572743022,\n",
              "  'incidenceRate': 0.26083620003140956,\n",
              "  'medIncome': 0.5557863453537797,\n",
              "  'popEst2015': 0.20930770262590687,\n",
              "  'povertyPercent': -0.8703541308656098,\n",
              "  'studyPerCap': 0.09189073263850547},\n",
              " 461: {'AvgHouseholdSize': -0.7215291090744084,\n",
              "  'BirthRate': 0.7450011915877933,\n",
              "  'MedianAge': 0.12201147742613606,\n",
              "  'TARGET_deathRate': -0.28697763236639096,\n",
              "  'avgAnnCount': -0.40832845176796145,\n",
              "  'avgDeathsPerYear': -0.34309483179530803,\n",
              "  'incidenceRate': -0.760044518094771,\n",
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              "  'popEst2015': -0.300278382647902,\n",
              "  'povertyPercent': -1.2292196038409093,\n",
              "  'studyPerCap': 0.6930645107258473},\n",
              " 462: {'AvgHouseholdSize': -0.41862192246964497,\n",
              "  'BirthRate': 3.208320430818618,\n",
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              "  'TARGET_deathRate': -1.8977007200869247,\n",
              "  'avgAnnCount': -0.409740525910894,\n",
              "  'avgDeathsPerYear': -0.3450784302684039,\n",
              "  'incidenceRate': -2.347266604086284,\n",
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              "  'povertyPercent': -0.80794274426121,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 463: {'AvgHouseholdSize': -0.9545346372319191,\n",
              "  'BirthRate': 4.411131124074094,\n",
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              "  'TARGET_deathRate': -3.057997888422522,\n",
              "  'avgAnnCount': -0.4203310819828879,\n",
              "  'avgDeathsPerYear': -0.360947218053171,\n",
              "  'incidenceRate': -2.1566533281704436,\n",
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              "  'popEst2015': -0.3044660787042181,\n",
              "  'povertyPercent': -1.338439530398609,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 464: {'AvgHouseholdSize': 0.2803946620028872,\n",
              "  'BirthRate': -0.4681568856304407,\n",
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              "  'TARGET_deathRate': -1.8580632391810503,\n",
              "  'avgAnnCount': -0.4160948595540903,\n",
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              "  'popEst2015': -0.29779250792071293,\n",
              "  'povertyPercent': -1.1512053705854095,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 465: {'AvgHouseholdSize': -0.7681302147059106,\n",
              "  'BirthRate': 1.293498237878722,\n",
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              "  'avgAnnCount': -0.41397674833969156,\n",
              "  'avgDeathsPerYear': -0.3490456272145957,\n",
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              "  'popEst2015': -0.30472439087024633,\n",
              "  'povertyPercent': -0.9639712107722098,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 466: {'AvgHouseholdSize': -0.8147313203374127,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 467: {'AvgHouseholdSize': -0.6050263449956526,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 468: {'AvgHouseholdSize': -0.6749280034429063,\n",
              "  'BirthRate': 0.4500845238314559,\n",
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              "  'povertyPercent': -0.9639712107722098,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 469: {'AvgHouseholdSize': -0.5351246865483998,\n",
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              "  'studyPerCap': 0.34558033484445727},\n",
              " 470: {'AvgHouseholdSize': -1.0011357428634213,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 471: {'AvgHouseholdSize': -0.744829661890159,\n",
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              " 472: {'AvgHouseholdSize': -0.5351246865483998,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 473: {'AvgHouseholdSize': -0.5584252393641503,\n",
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              " 474: {'AvgHouseholdSize': -0.6516274506271547,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 475: {'AvgHouseholdSize': -0.8380318731531633,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 476: {'AvgHouseholdSize': -0.6516274506271547,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 477: {'AvgHouseholdSize': -0.9778351900476697,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 478: {'AvgHouseholdSize': 1.0493129049226722,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 479: {'AvgHouseholdSize': -0.6982285562586569,\n",
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              "  'medIncome': 0.7934091373257016,\n",
              "  'popEst2015': -0.28229985589233886,\n",
              "  'povertyPercent': -1.0575882906788097,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 480: {'AvgHouseholdSize': -0.3953213696538934,\n",
              "  'BirthRate': -1.5159008655307191,\n",
              "  'MedianAge': 0.007232542039460604,\n",
              "  'TARGET_deathRate': -0.9644182151213353,\n",
              "  'avgAnnCount': -0.38926545083837244,\n",
              "  'avgDeathsPerYear': -0.3351604379029245,\n",
              "  'incidenceRate': 0.6182360923736093,\n",
              "  'medIncome': 2.241155689881651,\n",
              "  'popEst2015': -0.2850075751856463,\n",
              "  'povertyPercent': -1.4944679969096086,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 481: {'AvgHouseholdSize': -0.41862192246964497,\n",
              "  'BirthRate': 0.15852513214164043,\n",
              "  'MedianAge': -0.14065570163183297,\n",
              "  'TARGET_deathRate': -0.4851650368957632,\n",
              "  'avgAnnCount': -0.31513155833441503,\n",
              "  'avgDeathsPerYear': -0.2578000974521851,\n",
              "  'incidenceRate': 0.7263724700566334,\n",
              "  'medIncome': 0.6290416066327853,\n",
              "  'popEst2015': -0.21980046758014954,\n",
              "  'povertyPercent': -1.1980139105387095,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 482: {'AvgHouseholdSize': 0.8163073767651614,\n",
              "  'BirthRate': -0.033682304148455626,\n",
              "  'MedianAge': -0.23115447760978872,\n",
              "  'TARGET_deathRate': 0.6535116873093579,\n",
              "  'avgAnnCount': -0.39844393276743384,\n",
              "  'avgDeathsPerYear': -0.3351604379029245,\n",
              "  'incidenceRate': 0.6750535111562158,\n",
              "  'medIncome': 1.6398313229201986,\n",
              "  'popEst2015': -0.28051598246341464,\n",
              "  'povertyPercent': -1.1824110638876093,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 483: {'AvgHouseholdSize': -1.2341412710209314,\n",
              "  'BirthRate': 2.4097027915651146,\n",
              "  'MedianAge': 0.16615722180562667,\n",
              "  'TARGET_deathRate': 0.959801312491115,\n",
              "  'avgAnnCount': -0.41185863712529275,\n",
              "  'avgDeathsPerYear': -0.34309483179530803,\n",
              "  'incidenceRate': -0.22486108956183623,\n",
              "  'medIncome': -0.16804540299829981,\n",
              "  'popEst2015': -0.3028918939747756,\n",
              "  'povertyPercent': -0.9483683641211096,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 484: {'AvgHouseholdSize': -0.41862192246964497,\n",
              "  'BirthRate': 4.931866016984727,\n",
              "  'MedianAge': 0.07124387138972194,\n",
              "  'TARGET_deathRate': -1.4797054668977034,\n",
              "  'avgAnnCount': -0.4217431561258204,\n",
              "  'avgDeathsPerYear': -0.36293081652626685,\n",
              "  'incidenceRate': -2.010027731312105,\n",
              "  'medIncome': 1.2414124018823416,\n",
              "  'popEst2015': -0.30630161456634797,\n",
              "  'povertyPercent': -0.9795740574233097,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 485: {'AvgHouseholdSize': -0.7914307675216611,\n",
              "  'BirthRate': 1.2937920606932851,\n",
              "  'MedianAge': 0.04254913754305311,\n",
              "  'TARGET_deathRate': -0.059962968996382385,\n",
              "  'avgAnnCount': -0.39773789569596757,\n",
              "  'avgDeathsPerYear': -0.3252424455374451,\n",
              "  'incidenceRate': -1.2255807881199958,\n",
              "  'medIncome': 0.7669973764564002,\n",
              "  'popEst2015': -0.29036223443907805,\n",
              "  'povertyPercent': -1.2448224504920091,\n",
              "  'studyPerCap': -0.027142772629126195},\n",
              " 486: {'AvgHouseholdSize': -0.9312340844161675,\n",
              "  'BirthRate': 1.8456231019392575,\n",
              "  'MedianAge': 0.03592727588612943,\n",
              "  'TARGET_deathRate': -2.600365154327426,\n",
              "  'avgAnnCount': -0.409740525910894,\n",
              "  'avgDeathsPerYear': -0.3490456272145957,\n",
              "  'incidenceRate': -1.665457578695011,\n",
              "  'medIncome': -0.6221948005874186,\n",
              "  'popEst2015': -0.2988075227848708,\n",
              "  'povertyPercent': -0.82354559091231,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 487: {'AvgHouseholdSize': -0.6516274506271547,\n",
              "  'BirthRate': -1.5306730490205365,\n",
              "  'MedianAge': -0.061193361748749855,\n",
              "  'TARGET_deathRate': -0.49597525896100103,\n",
              "  'avgAnnCount': -0.3807930059807773,\n",
              "  'avgDeathsPerYear': -0.31532445317196567,\n",
              "  'incidenceRate': -0.2193626296796483,\n",
              "  'medIncome': 0.3350238912952797,\n",
              "  'popEst2015': -0.2765683647731718,\n",
              "  'povertyPercent': -0.71432566435461,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 488: {'AvgHouseholdSize': -0.5351246865483998,\n",
              "  'BirthRate': 1.8384795457758116,\n",
              "  'MedianAge': -0.017047617369259256,\n",
              "  'TARGET_deathRate': 0.09858695462711559,\n",
              "  'avgAnnCount': -0.4033861922676976,\n",
              "  'avgDeathsPerYear': -0.3371440363760204,\n",
              "  'incidenceRate': -0.023250893881620983,\n",
              "  'medIncome': 0.764671812606273,\n",
              "  'popEst2015': -0.2953552566600703,\n",
              "  'povertyPercent': -1.322836683747509,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 489: {'AvgHouseholdSize': -0.04581307741762782,\n",
              "  'BirthRate': -0.3745987262890983,\n",
              "  'MedianAge': -0.11858282944208766,\n",
              "  'TARGET_deathRate': -0.9716250298314949,\n",
              "  'avgAnnCount': -0.4182129707684891,\n",
              "  'avgDeathsPerYear': -0.35698002110697924,\n",
              "  'incidenceRate': -0.8205275767988358,\n",
              "  'medIncome': 1.1539545899472021,\n",
              "  'popEst2015': -0.30409836373846033,\n",
              "  'povertyPercent': -1.432056610305209,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 490: {'AvgHouseholdSize': -0.46522302810114713,\n",
              "  'BirthRate': 0.48504235653676736,\n",
              "  'MedianAge': -0.14065570163183297,\n",
              "  'TARGET_deathRate': -1.4761020595426242,\n",
              "  'avgAnnCount': -0.3645541533370533,\n",
              "  'avgDeathsPerYear': -0.3133408546988698,\n",
              "  'incidenceRate': 0.1581982822305723,\n",
              "  'medIncome': 0.8400034701800351,\n",
              "  'popEst2015': -0.2620664158756824,\n",
              "  'povertyPercent': -1.1199996772832095,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 491: {'AvgHouseholdSize': 1.212416774632929,\n",
              "  'BirthRate': 0.5470904061962695,\n",
              "  'MedianAge': -0.33048240246364247,\n",
              "  'TARGET_deathRate': 1.3777965656803361,\n",
              "  'avgAnnCount': -0.3850292284095749,\n",
              "  'avgDeathsPerYear': -0.3173080516450616,\n",
              "  'incidenceRate': 0.4734433154760006,\n",
              "  'medIncome': -0.949600968344607,\n",
              "  'popEst2015': -0.26739372442918174,\n",
              "  'povertyPercent': 2.297023739307685,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 492: {'AvgHouseholdSize': -0.6050263449956526,\n",
              "  'BirthRate': 0.32460727529331257,\n",
              "  'MedianAge': 0.0006106803825369197,\n",
              "  'TARGET_deathRate': 0.3436186547725206,\n",
              "  'avgAnnCount': -0.4062103405535627,\n",
              "  'avgDeathsPerYear': -0.34706202874149983,\n",
              "  'incidenceRate': 2.4089011940060674,\n",
              "  'medIncome': 0.9471455189894651,\n",
              "  'popEst2015': -0.30013251224826254,\n",
              "  'povertyPercent': -1.4944679969096086,\n",
              "  'studyPerCap': 6.039279535842482},\n",
              " 493: {'AvgHouseholdSize': -1.0011357428634213,\n",
              "  'BirthRate': -0.3473690089874461,\n",
              "  'MedianAge': 0.1484989240538305,\n",
              "  'TARGET_deathRate': -1.9409416083478788,\n",
              "  'avgAnnCount': -0.4217431561258204,\n",
              "  'avgDeathsPerYear': -0.360947218053171,\n",
              "  'incidenceRate': -1.3465469055281245,\n",
              "  'medIncome': -0.1721981955878126,\n",
              "  'popEst2015': -0.30793050069565525,\n",
              "  'povertyPercent': -0.12141749161281093,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 494: {'AvgHouseholdSize': 3.379368186497777,\n",
              "  'BirthRate': 1.3039271243637955,\n",
              "  'MedianAge': -0.403322880689802,\n",
              "  'TARGET_deathRate': 2.8984344695238837,\n",
              "  'avgAnnCount': -0.41750693369702285,\n",
              "  'avgDeathsPerYear': -0.35698002110697924,\n",
              "  'incidenceRate': 0.6017407127270467,\n",
              "  'medIncome': -1.089134799352237,\n",
              "  'popEst2015': -0.2986312627186398,\n",
              "  'povertyPercent': 2.6090806723296844,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 495: {'AvgHouseholdSize': -0.09241418304912996,\n",
              "  'BirthRate': 2.448495603243619,\n",
              "  'MedianAge': -0.2267399031718396,\n",
              "  'TARGET_deathRate': -1.6887030934923135,\n",
              "  'avgAnnCount': -0.33913681876426793,\n",
              "  'avgDeathsPerYear': -0.28358687760243156,\n",
              "  'incidenceRate': -0.41364154551694704,\n",
              "  'medIncome': 2.4591773008310724,\n",
              "  'popEst2015': -0.21419661306066703,\n",
              "  'povertyPercent': -1.447659456956309,\n",
              "  'studyPerCap': -0.23469114123330445},\n",
              " 496: {'AvgHouseholdSize': -0.907933531600417,\n",
              "  'BirthRate': 0.7344384457617222,\n",
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              "  'TARGET_deathRate': -2.2003869379136023,\n",
              "  'avgAnnCount': -0.42103711905435415,\n",
              "  'avgDeathsPerYear': -0.360947218053171,\n",
              "  'incidenceRate': -1.9495446726080414,\n",
              "  'medIncome': 1.0253010755240959,\n",
              "  'popEst2015': -0.3059673282338409,\n",
              "  'povertyPercent': -1.5256736902118089,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 497: {'AvgHouseholdSize': -0.7681302147059106,\n",
              "  'BirthRate': -0.21004575615299897,\n",
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              "  'TARGET_deathRate': -0.22211629997495966,\n",
              "  'avgAnnCount': -0.33631267047840285,\n",
              "  'avgDeathsPerYear': -0.26375089287147274,\n",
              "  'incidenceRate': 0.41662589669339406,\n",
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              "  'popEst2015': -0.24778023361099302,\n",
              "  'povertyPercent': -0.82354559091231,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 498: {'AvgHouseholdSize': -0.5351246865483998,\n",
              "  'BirthRate': 5.446320871367055,\n",
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              "  'TARGET_deathRate': -0.33382192798242377,\n",
              "  'avgAnnCount': -0.41468278541115783,\n",
              "  'avgDeathsPerYear': -0.3549964226338833,\n",
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              "  'popEst2015': -0.3050070147695478,\n",
              "  'povertyPercent': -0.9327655174700097,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 499: {'AvgHouseholdSize': -0.3021191583908891,\n",
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              "  'TARGET_deathRate': -0.7446103664614864,\n",
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              "  'avgDeathsPerYear': -0.33119324095673275,\n",
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              "  'popEst2015': -0.28755726821267763,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 500: {'AvgHouseholdSize': 0.4667990845288958,\n",
              "  'BirthRate': 0.11674042168111898,\n",
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              "  'TARGET_deathRate': -0.013118673380348543,\n",
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              "  'povertyPercent': -0.5895028911458104,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 501: {'AvgHouseholdSize': 0.2803946620028872,\n",
              "  'BirthRate': -0.13033848389473038,\n",
              "  'MedianAge': -0.06781522340567338,\n",
              "  'TARGET_deathRate': -0.15725496758352833,\n",
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              "  'studyPerCap': -0.26560610138194607},\n",
              " 502: {'AvgHouseholdSize': 0.4667990845288958,\n",
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              "  'studyPerCap': -0.2504447849670042},\n",
              " 503: {'AvgHouseholdSize': -0.2089169471278848,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 504: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 505: {'AvgHouseholdSize': -0.581725792179902,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 506: {'AvgHouseholdSize': 0.6299029542391528,\n",
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              "  'studyPerCap': -0.1194772727519174},\n",
              " 507: {'AvgHouseholdSize': -0.06911363023337838,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 508: {'AvgHouseholdSize': -0.2089169471278848,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 509: {'AvgHouseholdSize': -0.18561639431213425,\n",
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              "  'povertyPercent': 0.17503659475808836,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 510: {'AvgHouseholdSize': 0.024088581029625914,\n",
              "  'BirthRate': 0.3551140482318755,\n",
              "  'MedianAge': -0.023669479026182785,\n",
              "  'TARGET_deathRate': -0.3986832603738551,\n",
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              "  'avgDeathsPerYear': -0.23796411272122628,\n",
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              "  'povertyPercent': 0.15943374810698815,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 511: {'AvgHouseholdSize': -0.27881860557513855,\n",
              "  'BirthRate': 1.867891012717904,\n",
              "  'MedianAge': -0.041327776777979115,\n",
              "  'TARGET_deathRate': 1.8138088556449548,\n",
              "  'avgAnnCount': -0.38361715426664234,\n",
              "  'avgDeathsPerYear': -0.293504869967911,\n",
              "  'incidenceRate': -0.8131962969559193,\n",
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              "  'popEst2015': -0.27840086166864253,\n",
              "  'povertyPercent': 2.375037972563185,\n",
              "  'studyPerCap': 0.7339477835790804},\n",
              " 512: {'AvgHouseholdSize': -0.46522302810114713,\n",
              "  'BirthRate': -0.9782159522393558,\n",
              "  'MedianAge': -0.2488127753615849,\n",
              "  'TARGET_deathRate': -0.2977878544316288,\n",
              "  'avgAnnCount': -0.35466963433652565,\n",
              "  'avgDeathsPerYear': -0.2776360821831439,\n",
              "  'incidenceRate': -0.8498526961705039,\n",
              "  'medIncome': -0.7108984502994119,\n",
              "  'popEst2015': -0.2431306146224853,\n",
              "  'povertyPercent': 0.7211362275465875,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 513: {'AvgHouseholdSize': -0.25551805275938694,\n",
              "  'BirthRate': -0.666102644557033,\n",
              "  'MedianAge': -0.00821846849336117,\n",
              "  'TARGET_deathRate': -1.4797054668977034,\n",
              "  'avgAnnCount': -0.37443867233758094,\n",
              "  'avgDeathsPerYear': -0.31532445317196567,\n",
              "  'incidenceRate': -0.9121685748352972,\n",
              "  'medIncome': -0.9978564182347457,\n",
              "  'popEst2015': -0.27188835611807255,\n",
              "  'povertyPercent': 1.2672358603350864,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 514: {'AvgHouseholdSize': -0.3953213696538934,\n",
              "  'BirthRate': 1.5970062032953278,\n",
              "  'MedianAge': -0.03249862790208103,\n",
              "  'TARGET_deathRate': 1.802998633579716,\n",
              "  'avgAnnCount': -0.3589058567653232,\n",
              "  'avgDeathsPerYear': -0.26176729439837687,\n",
              "  'incidenceRate': -0.27618004846225486,\n",
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              "  'popEst2015': -0.2659957997659703,\n",
              "  'povertyPercent': 0.4714906811289876,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 515: {'AvgHouseholdSize': 0.04738913384537647,\n",
              "  'BirthRate': -0.7748466566633023,\n",
              "  'MedianAge': 0.040341850324078554,\n",
              "  'TARGET_deathRate': 0.3544288768377595,\n",
              "  'avgAnnCount': -0.2946564832618935,\n",
              "  'avgDeathsPerYear': -0.20424293867859628,\n",
              "  'incidenceRate': 0.2296782606990129,\n",
              "  'medIncome': -0.5405508982775972,\n",
              "  'popEst2015': -0.23451818311043898,\n",
              "  'povertyPercent': -0.261843111472711,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 516: {'AvgHouseholdSize': 0.11729079229262918,\n",
              "  'BirthRate': -1.0610829605951135,\n",
              "  'MedianAge': -0.06340064896772442,\n",
              "  'TARGET_deathRate': -0.5500263692871935,\n",
              "  'avgAnnCount': -0.39208959912423746,\n",
              "  'avgDeathsPerYear': -0.3331768394298286,\n",
              "  'incidenceRate': 0.2571705601099513,\n",
              "  'medIncome': -0.3207851144405803,\n",
              "  'popEst2015': -0.2866546951149085,\n",
              "  'povertyPercent': -0.043403258357311056,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 517: {'AvgHouseholdSize': -0.25551805275938694,\n",
              "  'BirthRate': 0.5720941094306777,\n",
              "  'MedianAge': -0.2046670309820943,\n",
              "  'TARGET_deathRate': 1.1291614581798508,\n",
              "  'avgAnnCount': -0.3433730411930655,\n",
              "  'avgDeathsPerYear': -0.2458985066136098,\n",
              "  'incidenceRate': -0.611586101275704,\n",
              "  'medIncome': -0.79470180475578,\n",
              "  'popEst2015': -0.2386299050002762,\n",
              "  'povertyPercent': 1.126810240475187,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 518: {'AvgHouseholdSize': 0.024088581029625914,\n",
              "  'BirthRate': 0.07500167570434016,\n",
              "  'MedianAge': -0.10092453169029134,\n",
              "  'TARGET_deathRate': -0.41309688979417325,\n",
              "  'avgAnnCount': -0.3433730411930655,\n",
              "  'avgDeathsPerYear': -0.275652483710048,\n",
              "  'incidenceRate': -0.08006831266422751,\n",
              "  'medIncome': -0.3916317560176685,\n",
              "  'popEst2015': -0.24803550681036207,\n",
              "  'povertyPercent': 0.2218451347113884,\n",
              "  'studyPerCap': -0.20358315296050358},\n",
              " 519: {'AvgHouseholdSize': 0.09399023947687862,\n",
              "  'BirthRate': -0.29607373284538274,\n",
              "  'MedianAge': -0.25984921145645756,\n",
              "  'TARGET_deathRate': 0.44451406071474686,\n",
              "  'avgAnnCount': -0.16403962504063524,\n",
              "  'avgDeathsPerYear': 0.002051302523375514,\n",
              "  'incidenceRate': -1.121110050358429,\n",
              "  'medIncome': -0.3498546625671698,\n",
              "  'popEst2015': 0.005216779730350606,\n",
              "  'povertyPercent': 0.8459590007553873,\n",
              "  'studyPerCap': 0.466509702502335},\n",
              " 520: {'AvgHouseholdSize': 0.23379355637138505,\n",
              "  'BirthRate': 0.16875397943298212,\n",
              "  'MedianAge': -0.14286298885080753,\n",
              "  'TARGET_deathRate': 0.5994605769831656,\n",
              "  'avgAnnCount': -0.21911051661500358,\n",
              "  'avgDeathsPerYear': -0.10307941655070627,\n",
              "  'incidenceRate': -0.1552139310541253,\n",
              "  'medIncome': -0.29877531371616245,\n",
              "  'popEst2015': -0.12439818724928503,\n",
              "  'povertyPercent': -0.043403258357311056,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 521: {'AvgHouseholdSize': 0.4434985317131442,\n",
              "  'BirthRate': 1.1616742059524654,\n",
              "  'MedianAge': -0.23556905204773768,\n",
              "  'TARGET_deathRate': 2.314682478001005,\n",
              "  'avgAnnCount': -0.2939504461904272,\n",
              "  'avgDeathsPerYear': -0.13680059059333627,\n",
              "  'incidenceRate': -1.0697910914580113,\n",
              "  'medIncome': -0.9641357424079019,\n",
              "  'popEst2015': -0.16311462248692443,\n",
              "  'povertyPercent': 1.626101333310386,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 522: {'AvgHouseholdSize': 0.024088581029625914,\n",
              "  'BirthRate': -0.9324489178234117,\n",
              "  'MedianAge': -0.11416825500413855,\n",
              "  'TARGET_deathRate': 1.8822735953914655,\n",
              "  'avgAnnCount': -0.3624360421226545,\n",
              "  'avgDeathsPerYear': -0.2677180898176645,\n",
              "  'incidenceRate': -0.2725144085407966,\n",
              "  'medIncome': -0.7031742560829181,\n",
              "  'popEst2015': -0.25938604728230735,\n",
              "  'povertyPercent': 0.8459590007553873,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 523: {'AvgHouseholdSize': -0.5118241337326492,\n",
              "  'BirthRate': -1.9821104315245668,\n",
              "  'MedianAge': -0.041327776777979115,\n",
              "  'TARGET_deathRate': 2.5705244002116485,\n",
              "  'avgAnnCount': -0.3906775249813049,\n",
              "  'avgDeathsPerYear': -0.3133408546988698,\n",
              "  'incidenceRate': 0.44778383602579075,\n",
              "  'medIncome': -1.0834870014304996,\n",
              "  'popEst2015': -0.2888032445429313,\n",
              "  'povertyPercent': 0.6431219942910875,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 524: {'AvgHouseholdSize': 0.21049300355563347,\n",
              "  'BirthRate': -1.545833883352766,\n",
              "  'MedianAge': -0.09209538281439324,\n",
              "  'TARGET_deathRate': 0.5526162813671317,\n",
              "  'avgAnnCount': -0.3250160773349427,\n",
              "  'avgDeathsPerYear': -0.24391490814051392,\n",
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              "  'popEst2015': -0.23692504470449002,\n",
              "  'povertyPercent': 1.2516330136839864,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 525: {'AvgHouseholdSize': -0.34872026402239126,\n",
              "  'BirthRate': -0.00925585434085595,\n",
              "  'MedianAge': -0.12961926553696032,\n",
              "  'TARGET_deathRate': 0.2967743591564878,\n",
              "  'avgAnnCount': -0.37655678355197975,\n",
              "  'avgDeathsPerYear': -0.3073900592795822,\n",
              "  'incidenceRate': 0.13437162274109316,\n",
              "  'medIncome': -1.1657122947028526,\n",
              "  'popEst2015': -0.27555031094235477,\n",
              "  'povertyPercent': 1.626101333310386,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 526: {'AvgHouseholdSize': -0.11571473586488053,\n",
              "  'BirthRate': -0.6494052417601225,\n",
              "  'MedianAge': -0.17155772269747635,\n",
              "  'TARGET_deathRate': 0.4301004312944287,\n",
              "  'avgAnnCount': -0.3589058567653232,\n",
              "  'avgDeathsPerYear': -0.28557047607552744,\n",
              "  'incidenceRate': 0.13803726266255142,\n",
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              "  'povertyPercent': 1.1112073938240867,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 527: {'AvgHouseholdSize': 0.396897426081642,\n",
              "  'BirthRate': -0.43724364901947105,\n",
              "  'MedianAge': -0.3017876686169736,\n",
              "  'TARGET_deathRate': -0.1680651896487672,\n",
              "  'avgAnnCount': -0.10685062225186812,\n",
              "  'avgDeathsPerYear': -0.02571907609996684,\n",
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              "  'medIncome': 0.36317982505217644,\n",
              "  'popEst2015': 0.05748092833450464,\n",
              "  'povertyPercent': -0.3398573447282109,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 528: {'AvgHouseholdSize': 0.23379355637138505,\n",
              "  'BirthRate': 0.9738436679702048,\n",
              "  'MedianAge': -0.10754639334721501,\n",
              "  'TARGET_deathRate': 0.8264752403531731,\n",
              "  'avgAnnCount': -0.3631420791941208,\n",
              "  'avgDeathsPerYear': -0.27366888523695215,\n",
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              "  'povertyPercent': 0.09702236150258849,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 529: {'AvgHouseholdSize': -0.4885235809168977,\n",
              "  'BirthRate': 1.2367582655218923,\n",
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              "  'TARGET_deathRate': -0.13203111609797227,\n",
              "  'avgAnnCount': -0.37302659819464845,\n",
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              "  'povertyPercent': 0.8927675407086874,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 530: {'AvgHouseholdSize': -0.3021191583908891,\n",
              "  'BirthRate': -0.8545972582163454,\n",
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              "  'TARGET_deathRate': 0.6390980578890398,\n",
              "  'avgAnnCount': 0.041417162756046656,\n",
              "  'avgDeathsPerYear': 0.21032914219844318,\n",
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              "  'studyPerCap': 0.5032040127881929},\n",
              " 531: {'AvgHouseholdSize': 0.30369521481863776,\n",
              "  'BirthRate': -0.05079867177697941,\n",
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              "  'TARGET_deathRate': 0.4264970239393494,\n",
              "  'avgAnnCount': -0.3532575601935931,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 532: {'AvgHouseholdSize': 0.18719245073988292,\n",
              "  'BirthRate': 0.046009039140305644,\n",
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              "  'TARGET_deathRate': 0.5706333181425292,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 533: {'AvgHouseholdSize': 0.7697062711336592,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 534: {'AvgHouseholdSize': 0.2570941091871356,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 535: {'AvgHouseholdSize': -0.06911363023337838,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 536: {'AvgHouseholdSize': 0.396897426081642,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 537: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 538: {'AvgHouseholdSize': -0.46522302810114713,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 539: {'AvgHouseholdSize': -0.5351246865483998,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 540: {'AvgHouseholdSize': -0.16231584149638267,\n",
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              "  'studyPerCap': -0.2406457084584807},\n",
              " 541: {'AvgHouseholdSize': 0.04738913384537647,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 542: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              " 580: {'AvgHouseholdSize': 0.1638918979241313,\n",
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              " 581: {'AvgHouseholdSize': 0.1638918979241313,\n",
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              " 586: {'AvgHouseholdSize': 0.1638918979241313,\n",
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              " 606: {'AvgHouseholdSize': 0.4434985317131442,\n",
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              " 607: {'AvgHouseholdSize': -0.34872026402239126,\n",
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              " 608: {'AvgHouseholdSize': -0.11571473586488053,\n",
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              " 609: {'AvgHouseholdSize': -0.46522302810114713,\n",
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              " 610: {'AvgHouseholdSize': -0.5118241337326492,\n",
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              " 611: {'AvgHouseholdSize': 0.09399023947687862,\n",
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              " 612: {'AvgHouseholdSize': -0.5351246865483998,\n",
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              " 613: {'AvgHouseholdSize': -0.11571473586488053,\n",
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              " 614: {'AvgHouseholdSize': 0.07068968666112703,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 615: {'AvgHouseholdSize': 2.470646626683486,\n",
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              " 616: {'AvgHouseholdSize': 0.7697062711336592,\n",
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              " 617: {'AvgHouseholdSize': -0.6283268978114042,\n",
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              " 618: {'AvgHouseholdSize': -0.744829661890159,\n",
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              " 619: {'AvgHouseholdSize': -0.6050263449956526,\n",
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              " 620: {'AvgHouseholdSize': -0.09241418304912996,\n",
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              " 621: {'AvgHouseholdSize': 0.1638918979241313,\n",
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              " 624: {'AvgHouseholdSize': -0.5118241337326492,\n",
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              " 626: {'AvgHouseholdSize': -0.7681302147059106,\n",
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              " 636: {'AvgHouseholdSize': -0.5118241337326492,\n",
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              "  'povertyPercent': 0.502696374431188,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 700: {'AvgHouseholdSize': 0.49009963734464634,\n",
              "  'BirthRate': -0.33834198713687147,\n",
              "  'MedianAge': -0.11858282944208766,\n",
              "  'TARGET_deathRate': 0.7363900564761857,\n",
              "  'avgAnnCount': -0.23534936925872757,\n",
              "  'avgDeathsPerYear': -0.15068577990500745,\n",
              "  'incidenceRate': 0.9096544661295564,\n",
              "  'medIncome': -0.09545458853361621,\n",
              "  'popEst2015': -0.1554442706392163,\n",
              "  'povertyPercent': -0.40226873133261054,\n",
              "  'studyPerCap': -0.18339704999598144},\n",
              " 701: {'AvgHouseholdSize': 0.07068968666112703,\n",
              "  'BirthRate': 0.4246979502503668,\n",
              "  'MedianAge': -0.10975368056618957,\n",
              "  'TARGET_deathRate': 0.24993006354045394,\n",
              "  'avgAnnCount': -0.29889270569069104,\n",
              "  'avgDeathsPerYear': -0.20225934020550038,\n",
              "  'incidenceRate': -0.7380506785660205,\n",
              "  'medIncome': -0.30218060363956295,\n",
              "  'popEst2015': -0.19675598340377437,\n",
              "  'povertyPercent': 0.42468214117568814,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 702: {'AvgHouseholdSize': 0.23379355637138505,\n",
              "  'BirthRate': -0.18010716983876648,\n",
              "  'MedianAge': -0.03470591512105543,\n",
              "  'TARGET_deathRate': -0.14284133816321118,\n",
              "  'avgAnnCount': -0.26782707454617555,\n",
              "  'avgDeathsPerYear': -0.2002757417324045,\n",
              "  'incidenceRate': 0.4239571765363106,\n",
              "  'medIncome': 0.7898377356987206,\n",
              "  'popEst2015': -0.19289041781332875,\n",
              "  'povertyPercent': -0.3398573447282109,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 703: {'AvgHouseholdSize': -0.11571473586488053,\n",
              "  'BirthRate': -0.25957602824721776,\n",
              "  'MedianAge': -0.023669479026182785,\n",
              "  'TARGET_deathRate': 1.8822735953914655,\n",
              "  'avgAnnCount': -0.3461971894789305,\n",
              "  'avgDeathsPerYear': -0.259783695925281,\n",
              "  'incidenceRate': 0.8858278066400772,\n",
              "  'medIncome': -1.3923717142384608,\n",
              "  'popEst2015': -0.257462381387062,\n",
              "  'povertyPercent': 1.7509241065191858,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 704: {'AvgHouseholdSize': -0.18561639431213425,\n",
              "  'BirthRate': -0.17534082504575807,\n",
              "  'MedianAge': -0.08326623393849515,\n",
              "  'TARGET_deathRate': 0.06615628843139992,\n",
              "  'avgAnnCount': -0.25441237018831664,\n",
              "  'avgDeathsPerYear': -0.16853816616287037,\n",
              "  'incidenceRate': 0.3139879788925568,\n",
              "  'medIncome': -0.266798810776914,\n",
              "  'popEst2015': -0.18594941796381786,\n",
              "  'povertyPercent': -0.059006105008411254,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 705: {'AvgHouseholdSize': 0.024088581029625914,\n",
              "  'BirthRate': -0.4001027296917389,\n",
              "  'MedianAge': -0.10754639334721501,\n",
              "  'TARGET_deathRate': 1.2985216038685867,\n",
              "  'avgAnnCount': -0.22687692440113244,\n",
              "  'avgDeathsPerYear': -0.09514502265832273,\n",
              "  'incidenceRate': 0.22234698085609533,\n",
              "  'medIncome': -0.7944526372004093,\n",
              "  'popEst2015': -0.1617896330235327,\n",
              "  'povertyPercent': 0.40907929452458797,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 706: {'AvgHouseholdSize': 0.024088581029625914,\n",
              "  'BirthRate': -0.600618793422623,\n",
              "  'MedianAge': -0.05236421287285177,\n",
              "  'TARGET_deathRate': 0.7652173153168221,\n",
              "  'avgAnnCount': -0.30242289104802234,\n",
              "  'avgDeathsPerYear': -0.2141609310440757,\n",
              "  'incidenceRate': 0.387300777321726,\n",
              "  'medIncome': -0.4765148365473099,\n",
              "  'popEst2015': -0.22394561810323746,\n",
              "  'povertyPercent': 0.00340528159598842,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 707: {'AvgHouseholdSize': 0.09399023947687862,\n",
              "  'BirthRate': -1.0791279012366461,\n",
              "  'MedianAge': -0.036913202340029996,\n",
              "  'TARGET_deathRate': 1.1651955317306457,\n",
              "  'avgAnnCount': -0.32713418854934145,\n",
              "  'avgDeathsPerYear': -0.24986570355980156,\n",
              "  'incidenceRate': 0.8748308868757014,\n",
              "  'medIncome': -0.9434548353121281,\n",
              "  'popEst2015': -0.2424833147240852,\n",
              "  'povertyPercent': 0.7835476141509871,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 708: {'AvgHouseholdSize': -0.2322174999436364,\n",
              "  'BirthRate': -0.8757614447959643,\n",
              "  'MedianAge': -0.03470591512105543,\n",
              "  'TARGET_deathRate': 0.5778401328526878,\n",
              "  'avgAnnCount': -0.12591362318145716,\n",
              "  'avgDeathsPerYear': -0.005883091369008016,\n",
              "  'incidenceRate': 0.3927992372039139,\n",
              "  'medIncome': -0.8574089728574231,\n",
              "  'popEst2015': -0.10349921353427356,\n",
              "  'povertyPercent': 0.12822805480478833,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 709: {'AvgHouseholdSize': 0.1638918979241313,\n",
              "  'BirthRate': -0.2749993048406526,\n",
              "  'MedianAge': -0.05898607452977529,\n",
              "  'TARGET_deathRate': 1.4498647127819262,\n",
              "  'avgAnnCount': -0.37020244990878337,\n",
              "  'avgDeathsPerYear': -0.28953767302171923,\n",
              "  'incidenceRate': 0.22051416089536674,\n",
              "  'medIncome': -1.576174314250297,\n",
              "  'popEst2015': -0.2710647961534414,\n",
              "  'povertyPercent': 1.4388671734971865,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 710: {'AvgHouseholdSize': 0.14059134510838076,\n",
              "  'BirthRate': -0.15842601739649653,\n",
              "  'MedianAge': -0.11858282944208766,\n",
              "  'TARGET_deathRate': 0.6931491682152322,\n",
              "  'avgAnnCount': -0.16474566211210148,\n",
              "  'avgDeathsPerYear': -0.059440250142596844,\n",
              "  'incidenceRate': 0.7538647694675719,\n",
              "  'medIncome': -0.8017615521579518,\n",
              "  'popEst2015': -0.11923498289538007,\n",
              "  'povertyPercent': 1.0175903139174867,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 711: {'AvgHouseholdSize': -5.719963699109324,\n",
              "  'BirthRate': -0.15004199575408694,\n",
              "  'MedianAge': -0.13182655275593488,\n",
              "  'TARGET_deathRate': -0.20770267055464145,\n",
              "  'avgAnnCount': 0.9027823899448848,\n",
              "  'avgDeathsPerYear': 1.0454240993718098,\n",
              "  'incidenceRate': 0.4147930767326644,\n",
              "  'medIncome': 0.10936114198115464,\n",
              "  'popEst2015': 0.764180469054449,\n",
              "  'povertyPercent': -0.15262318491501103,\n",
              "  'studyPerCap': 0.7516962695035061},\n",
              " 712: {'AvgHouseholdSize': -0.3021191583908891,\n",
              "  'BirthRate': 1.1954172261114335,\n",
              "  'MedianAge': -0.023669479026182785,\n",
              "  'TARGET_deathRate': 1.8822735953914655,\n",
              "  'avgAnnCount': -0.3970318586245013,\n",
              "  'avgDeathsPerYear': -0.327226044010541,\n",
              "  'incidenceRate': 0.6457283917845478,\n",
              "  'medIncome': -1.6395459291662622,\n",
              "  'popEst2015': -0.2919394581351797,\n",
              "  'povertyPercent': 1.9693639596345853,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 713: {'AvgHouseholdSize': 0.2570941091871356,\n",
              "  'BirthRate': -0.5101462847591327,\n",
              "  'MedianAge': -0.12079011666106222,\n",
              "  'TARGET_deathRate': 1.2624875303177918,\n",
              "  'avgAnnCount': -0.3193677807632126,\n",
              "  'avgDeathsPerYear': -0.2339969157750345,\n",
              "  'incidenceRate': 0.5870781530412126,\n",
              "  'medIncome': -0.9752652265477961,\n",
              "  'popEst2015': -0.2337888311122417,\n",
              "  'povertyPercent': 1.3140444002883864,\n",
              "  'studyPerCap': 0.3676158453044781},\n",
              " 714: {'AvgHouseholdSize': 0.23379355637138505,\n",
              "  'BirthRate': -0.36948027482784196,\n",
              "  'MedianAge': -0.01042575571233573,\n",
              "  'TARGET_deathRate': 0.26074028560569285,\n",
              "  'avgAnnCount': -0.31371948419148254,\n",
              "  'avgDeathsPerYear': -0.23002971882884274,\n",
              "  'incidenceRate': 0.1563654622698437,\n",
              "  'medIncome': -0.8951993854219895,\n",
              "  'popEst2015': -0.23363992174594309,\n",
              "  'povertyPercent': 0.7523419208487873,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 715: {'AvgHouseholdSize': -0.13901528868063212,\n",
              "  'BirthRate': -0.7237022998530377,\n",
              "  'MedianAge': -0.041327776777979115,\n",
              "  'TARGET_deathRate': 1.1940227905712821,\n",
              "  'avgAnnCount': -0.1703939586838316,\n",
              "  'avgDeathsPerYear': -0.05745665166950096,\n",
              "  'incidenceRate': 0.9591406050692464,\n",
              "  'medIncome': -0.6276764868055755,\n",
              "  'popEst2015': -0.14029806080998591,\n",
              "  'povertyPercent': 0.42468214117568814,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 716: {'AvgHouseholdSize': 0.21049300355563347,\n",
              "  'BirthRate': -0.5799951343063847,\n",
              "  'MedianAge': -0.11858282944208766,\n",
              "  'TARGET_deathRate': 0.18146532379394334,\n",
              "  'avgAnnCount': -0.35819981969385695,\n",
              "  'avgDeathsPerYear': -0.2875540745486233,\n",
              "  'incidenceRate': 0.16736238203421847,\n",
              "  'medIncome': -0.9628899046310481,\n",
              "  'popEst2015': -0.2571402509211915,\n",
              "  'povertyPercent': 1.2204273203817864,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 717: {'AvgHouseholdSize': 0.21049300355563347,\n",
              "  'BirthRate': -0.6220562248764301,\n",
              "  'MedianAge': -0.10092453169029134,\n",
              "  'TARGET_deathRate': 0.9309740536504787,\n",
              "  'avgAnnCount': -0.3186617436917463,\n",
              "  'avgDeathsPerYear': -0.2320133173019386,\n",
              "  'incidenceRate': 0.34514591822495455,\n",
              "  'medIncome': -0.6445368247189974,\n",
              "  'popEst2015': -0.2267748960629111,\n",
              "  'povertyPercent': 0.34666790792018826,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 718: {'AvgHouseholdSize': -0.27881860557513855,\n",
              "  'BirthRate': -0.6333191408644852,\n",
              "  'MedianAge': -0.00821846849336117,\n",
              "  'TARGET_deathRate': 1.4570715274920847,\n",
              "  'avgAnnCount': -0.2706512228320406,\n",
              "  'avgDeathsPerYear': -0.16060377227048686,\n",
              "  'incidenceRate': 0.5687499534339203,\n",
              "  'medIncome': -0.823273017771628,\n",
              "  'popEst2015': -0.21421788582728113,\n",
              "  'povertyPercent': 0.5651077610355877,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 719: {'AvgHouseholdSize': 0.2803946620028872,\n",
              "  'BirthRate': 0.46244032968055987,\n",
              "  'MedianAge': -0.10092453169029134,\n",
              "  'TARGET_deathRate': 1.255280715607633,\n",
              "  'avgAnnCount': -0.32713418854934145,\n",
              "  'avgDeathsPerYear': -0.2478821050867057,\n",
              "  'incidenceRate': 1.124094401534877,\n",
              "  'medIncome': -0.7990207090488732,\n",
              "  'popEst2015': -0.2378732023021465,\n",
              "  'povertyPercent': 0.5182992210822877,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 720: {'AvgHouseholdSize': 0.024088581029625914,\n",
              "  'BirthRate': -0.9411470416029388,\n",
              "  'MedianAge': -0.04574235121592808,\n",
              "  'TARGET_deathRate': 1.4534681201370054,\n",
              "  'avgAnnCount': -0.39279563619570373,\n",
              "  'avgDeathsPerYear': -0.31929165011815747,\n",
              "  'incidenceRate': 0.16003110219130195,\n",
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              "  'popEst2015': -0.28714700771369167,\n",
              "  'povertyPercent': 0.34666790792018826,\n",
              "  'studyPerCap': -0.06171303108522345},\n",
              " 721: {'AvgHouseholdSize': 0.11729079229262918,\n",
              "  'BirthRate': -0.2830477696878181,\n",
              "  'MedianAge': -0.06781522340567338,\n",
              "  'TARGET_deathRate': 1.583190784919867,\n",
              "  'avgAnnCount': -0.33843078169280166,\n",
              "  'avgDeathsPerYear': -0.259783695925281,\n",
              "  'incidenceRate': 1.4485035345839494,\n",
              "  'medIncome': -0.3510174444922334,\n",
              "  'popEst2015': -0.2567998866553661,\n",
              "  'povertyPercent': 0.11262520815368868,\n",
              "  'studyPerCap': 1.0600762700279487},\n",
              " 722: {'AvgHouseholdSize': 0.024088581029625914,\n",
              "  'BirthRate': -0.8351068074027211,\n",
              "  'MedianAge': 0.01164711647740957,\n",
              "  'TARGET_deathRate': 0.6427014652441191,\n",
              "  'avgAnnCount': -0.37796885769491223,\n",
              "  'avgDeathsPerYear': -0.30540646080648626,\n",
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              "  'medIncome': -0.9704479871439613,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 723: {'AvgHouseholdSize': 0.23379355637138505,\n",
              "  'BirthRate': -0.7878578843155013,\n",
              "  'MedianAge': -0.06560793618669898,\n",
              "  'TARGET_deathRate': 0.2391198414752161,\n",
              "  'avgAnnCount': -0.2092259976144759,\n",
              "  'avgDeathsPerYear': -0.12291540128166509,\n",
              "  'incidenceRate': 0.654892491588194,\n",
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              "  'popEst2015': -0.15011696208571693,\n",
              "  'povertyPercent': 0.1438309014558885,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 724: {'AvgHouseholdSize': -0.4419224752853955,\n",
              "  'BirthRate': -0.19472235790466147,\n",
              "  'MedianAge': -0.017047617369259256,\n",
              "  'TARGET_deathRate': 1.1760057537958848,\n",
              "  'avgAnnCount': -0.3560817084794582,\n",
              "  'avgDeathsPerYear': -0.2657344913445686,\n",
              "  'incidenceRate': -0.6152517411971623,\n",
              "  'medIncome': -1.306741131042707,\n",
              "  'popEst2015': -0.25772677148640855,\n",
              "  'povertyPercent': 1.4856757134504859,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 725: {'AvgHouseholdSize': -0.2089169471278848,\n",
              "  'BirthRate': -0.443383451986118,\n",
              "  'MedianAge': -0.17597229713542548,\n",
              "  'TARGET_deathRate': 0.10579376933727416,\n",
              "  'avgAnnCount': 1.1915515521745854,\n",
              "  'avgDeathsPerYear': 1.358832658120959,\n",
              "  'incidenceRate': 0.6622237714311104,\n",
              "  'medIncome': 0.011272181016862516,\n",
              "  'popEst2015': 1.059647041457489,\n",
              "  'povertyPercent': 0.12822805480478833,\n",
              "  'studyPerCap': 0.22952599195018977},\n",
              " 726: {'AvgHouseholdSize': -0.2322174999436364,\n",
              "  'BirthRate': -0.49229515514065403,\n",
              "  'MedianAge': -0.10975368056618957,\n",
              "  'TARGET_deathRate': 2.484042623689741,\n",
              "  'avgAnnCount': -0.4026801551962314,\n",
              "  'avgDeathsPerYear': -0.3252424455374451,\n",
              "  'incidenceRate': -0.6335799408044546,\n",
              "  'medIncome': -1.539795851166165,\n",
              "  'popEst2015': -0.2888883356093877,\n",
              "  'povertyPercent': 3.904116944370982,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 727: {'AvgHouseholdSize': 0.04738913384537647,\n",
              "  'BirthRate': -0.07863697219809,\n",
              "  'MedianAge': -0.18038687157337444,\n",
              "  'TARGET_deathRate': 1.4282442686514494,\n",
              "  'avgAnnCount': -0.328546262692274,\n",
              "  'avgDeathsPerYear': -0.24391490814051392,\n",
              "  'incidenceRate': 0.6622237714311104,\n",
              "  'medIncome': -1.1186196267377777,\n",
              "  'popEst2015': -0.23005394108813976,\n",
              "  'povertyPercent': 1.2360301670328866,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 728: {'AvgHouseholdSize': 0.2570941091871356,\n",
              "  'BirthRate': 1.0202758345559306,\n",
              "  'MedianAge': -0.11858282944208766,\n",
              "  'TARGET_deathRate': 0.31118798857680596,\n",
              "  'avgAnnCount': -0.26994518576057436,\n",
              "  'avgDeathsPerYear': -0.17250536310906214,\n",
              "  'incidenceRate': -0.17354213066141758,\n",
              "  'medIncome': -1.0339857137635071,\n",
              "  'popEst2015': -0.18256097013885964,\n",
              "  'povertyPercent': 0.7679447674998875,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 729: {'AvgHouseholdSize': 0.024088581029625914,\n",
              "  'BirthRate': -0.5449292825212444,\n",
              "  'MedianAge': -0.03912048955900456,\n",
              "  'TARGET_deathRate': 1.3850033803904949,\n",
              "  'avgAnnCount': -0.37020244990878337,\n",
              "  'avgDeathsPerYear': -0.3014392638602945,\n",
              "  'incidenceRate': 1.6574450101070832,\n",
              "  'medIncome': -0.8976910609756972,\n",
              "  'popEst2015': -0.275887636241521,\n",
              "  'povertyPercent': 0.5339020677333879,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 730: {'AvgHouseholdSize': -0.11571473586488053,\n",
              "  'BirthRate': 0.5159077372499373,\n",
              "  'MedianAge': -0.05236421287285177,\n",
              "  'TARGET_deathRate': 0.5165822078163368,\n",
              "  'avgAnnCount': -0.29889270569069104,\n",
              "  'avgDeathsPerYear': -0.2002757417324045,\n",
              "  'incidenceRate': -0.483288704024658,\n",
              "  'medIncome': -0.43698025109514815,\n",
              "  'popEst2015': -0.20936769503926914,\n",
              "  'povertyPercent': -0.059006105008411254,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 731: {'AvgHouseholdSize': 0.024088581029625914,\n",
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              "  'BirthRate': -1.9274783832313662,\n",
              "  'MedianAge': -0.07002251062464794,\n",
              "  'TARGET_deathRate': -0.6581285899395783,\n",
              "  'avgAnnCount': -0.39632582155303503,\n",
              "  'avgDeathsPerYear': -0.33119324095673275,\n",
              "  'incidenceRate': -1.1101131305940541,\n",
              "  'medIncome': -0.5717798985507334,\n",
              "  'popEst2015': -0.2841201969211729,\n",
              "  'povertyPercent': -0.48028296458811043,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 795: {'AvgHouseholdSize': 1.934733911921212,\n",
              "  'BirthRate': 0.5998461480764773,\n",
              "  'MedianAge': -0.2995803813979991,\n",
              "  'TARGET_deathRate': -0.19328904113432327,\n",
              "  'avgAnnCount': -0.4033861922676976,\n",
              "  'avgDeathsPerYear': -0.3371440363760204,\n",
              "  'incidenceRate': -0.7380506785660205,\n",
              "  'medIncome': -1.593699098978041,\n",
              "  'popEst2015': -0.2899398180734554,\n",
              "  'povertyPercent': 2.4218465125164843,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 796: {'AvgHouseholdSize': 0.5367007429761484,\n",
              "  'BirthRate': -1.5575858371354123,\n",
              "  'MedianAge': -0.0943026700333678,\n",
              "  'TARGET_deathRate': 0.35082546948268023,\n",
              "  'avgAnnCount': -0.279829704761102,\n",
              "  'avgDeathsPerYear': -0.1764725600552539,\n",
              "  'incidenceRate': -0.37698514630236246,\n",
              "  'medIncome': -0.4773453950652125,\n",
              "  'popEst2015': -0.1967468665037969,\n",
              "  'povertyPercent': 0.09702236150258849,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 797: {'AvgHouseholdSize': -0.3021191583908891,\n",
              "  'BirthRate': 1.1576236480767008,\n",
              "  'MedianAge': -0.06560793618669898,\n",
              "  'TARGET_deathRate': 1.6336384878909802,\n",
              "  'avgAnnCount': -0.3589058567653232,\n",
              "  'avgDeathsPerYear': -0.2816032791293357,\n",
              "  'incidenceRate': 1.094769282163209,\n",
              "  'medIncome': -1.1569083744130857,\n",
              "  'popEst2015': -0.27001635265603285,\n",
              "  'povertyPercent': 1.6417041799614855,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 798: {'AvgHouseholdSize': 0.21049300355563347,\n",
              "  'BirthRate': 0.09209712145324375,\n",
              "  'MedianAge': -0.2333617648287631,\n",
              "  'TARGET_deathRate': -0.21851289261988036,\n",
              "  'avgAnnCount': -0.01647787710418673,\n",
              "  'avgDeathsPerYear': 0.03973967351219728,\n",
              "  'incidenceRate': 0.7813570688785103,\n",
              "  'medIncome': 0.3384291812186802,\n",
              "  'popEst2015': 0.06849110454062454,\n",
              "  'povertyPercent': -0.40226873133261054,\n",
              "  'studyPerCap': 0.06859934779063469},\n",
              " 799: {'AvgHouseholdSize': 0.1638918979241313,\n",
              "  'BirthRate': -0.18527735620806926,\n",
              "  'MedianAge': -0.19142330766824708,\n",
              "  'TARGET_deathRate': 0.7472002785414247,\n",
              "  'avgAnnCount': 0.5610604473552145,\n",
              "  'avgDeathsPerYear': 0.7756547070307697,\n",
              "  'incidenceRate': 0.8161806481323663,\n",
              "  'medIncome': -0.6022613961577572,\n",
              "  'popEst2015': 0.45226700909206025,\n",
              "  'povertyPercent': 1.126810240475187,\n",
              "  'studyPerCap': 0.39738042026030046},\n",
              " 800: {'AvgHouseholdSize': 0.1638918979241313,\n",
              "  'BirthRate': 0.2134745301037095,\n",
              "  'MedianAge': -0.20245974376311973,\n",
              "  'TARGET_deathRate': 0.4877549489757004,\n",
              "  'avgAnnCount': 0.2821758041260416,\n",
              "  'avgDeathsPerYear': 0.41662338340041494,\n",
              "  'incidenceRate': 0.7721929690748642,\n",
              "  'medIncome': -0.0900559581672496,\n",
              "  'popEst2015': 0.2921985572210287,\n",
              "  'povertyPercent': 0.23744798136248801,\n",
              "  'studyPerCap': -0.2839140427868442},\n",
              " 801: {'AvgHouseholdSize': 0.0007880282138743253,\n",
              "  'BirthRate': -1.7933175626155116,\n",
              "  'MedianAge': -0.11858282944208766,\n",
              "  'TARGET_deathRate': 0.7724241300269806,\n",
              "  'avgAnnCount': -0.3878533766954399,\n",
              "  'avgDeathsPerYear': -0.31929165011815747,\n",
              "  'incidenceRate': 0.3543100180286007,\n",
              "  'medIncome': -0.889800755055623,\n",
              "  'popEst2015': -0.28154315319420914,\n",
              "  'povertyPercent': 1.001987467266387,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 802: {'AvgHouseholdSize': 0.21049300355563347,\n",
              "  'BirthRate': 1.0384735909790321,\n",
              "  'MedianAge': -0.05898607452977529,\n",
              "  'TARGET_deathRate': -1.634651983166121,\n",
              "  'avgAnnCount': -0.4005620439818326,\n",
              "  'avgDeathsPerYear': -0.3490456272145957,\n",
              "  'incidenceRate': 1.1204287616134179,\n",
              "  'medIncome': 1.0163310435307482,\n",
              "  'popEst2015': -0.29119491130368663,\n",
              "  'povertyPercent': -0.7299285110057102,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 803: {'AvgHouseholdSize': 0.0007880282138743253,\n",
              "  'BirthRate': -1.5969104795997748,\n",
              "  'MedianAge': -0.14948485050773105,\n",
              "  'TARGET_deathRate': 1.6660691540866959,\n",
              "  'avgAnnCount': -0.38361715426664234,\n",
              "  'avgDeathsPerYear': -0.3133408546988698,\n",
              "  'incidenceRate': 1.0287877635769562,\n",
              "  'medIncome': -1.0753475279550544,\n",
              "  'popEst2015': -0.28107515232869923,\n",
              "  'povertyPercent': 1.001987467266387,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 804: {'AvgHouseholdSize': 0.07068968666112703,\n",
              "  'BirthRate': 1.595673897981012,\n",
              "  'MedianAge': -0.06781522340567338,\n",
              "  'TARGET_deathRate': -0.031135710155746017,\n",
              "  'avgAnnCount': -0.3560817084794582,\n",
              "  'avgDeathsPerYear': -0.293504869967911,\n",
              "  'incidenceRate': 0.4624463957116248,\n",
              "  'medIncome': -0.9699496520332198,\n",
              "  'popEst2015': -0.26239158530821205,\n",
              "  'povertyPercent': 1.7665269531702856,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 805: {'AvgHouseholdSize': -0.34872026402239126,\n",
              "  'BirthRate': -1.4437884314636116,\n",
              "  'MedianAge': -0.15389942494568018,\n",
              "  'TARGET_deathRate': 1.3489693068396997,\n",
              "  'avgAnnCount': -0.3461971894789305,\n",
              "  'avgDeathsPerYear': -0.2657344913445686,\n",
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              "  'medIncome': -1.264797925888628,\n",
              "  'popEst2015': -0.2507006805704413,\n",
              "  'povertyPercent': 2.187803812749985,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 806: {'AvgHouseholdSize': 0.30369521481863776,\n",
              "  'BirthRate': -0.12614868047861647,\n",
              "  'MedianAge': -0.12079011666106222,\n",
              "  'TARGET_deathRate': 0.689545760860153,\n",
              "  'avgAnnCount': -0.31442552126294876,\n",
              "  'avgDeathsPerYear': -0.24193130966741802,\n",
              "  'incidenceRate': 1.0177908438125816,\n",
              "  'medIncome': -0.5333250391718449,\n",
              "  'popEst2015': -0.22970142095567772,\n",
              "  'povertyPercent': 1.033193160568587,\n",
              "  'studyPerCap': 0.19515852285902252},\n",
              " 807: {'AvgHouseholdSize': 0.21049300355563347,\n",
              "  'BirthRate': -0.5871998537445964,\n",
              "  'MedianAge': -0.2664710731133811,\n",
              "  'TARGET_deathRate': 0.0048983633950489295,\n",
              "  'avgAnnCount': 1.0418716930237382,\n",
              "  'avgDeathsPerYear': 1.1366696291342202,\n",
              "  'incidenceRate': 0.7117099103708004,\n",
              "  'medIncome': -0.019292372441951627,\n",
              "  'popEst2015': 1.0457559248584898,\n",
              "  'povertyPercent': 0.23744798136248801,\n",
              "  'studyPerCap': 0.3616657697382697},\n",
              " 808: {'AvgHouseholdSize': -0.5118241337326492,\n",
              "  'BirthRate': -0.6721420721536432,\n",
              "  'MedianAge': -0.2642637858944067,\n",
              "  'TARGET_deathRate': 2.595748251697205,\n",
              "  'avgAnnCount': -0.39914996983890005,\n",
              "  'avgDeathsPerYear': -0.3292096424836369,\n",
              "  'incidenceRate': 1.1809118203174835,\n",
              "  'medIncome': -1.7990962204553436,\n",
              "  'popEst2015': -0.28970581764070047,\n",
              "  'povertyPercent': 4.075748257533082,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 809: {'AvgHouseholdSize': -0.11571473586488053,\n",
              "  'BirthRate': -0.7234560972648736,\n",
              "  'MedianAge': -0.07664437228157163,\n",
              "  'TARGET_deathRate': 1.2084364199915993,\n",
              "  'avgAnnCount': -0.33278248512107156,\n",
              "  'avgDeathsPerYear': -0.27366888523695215,\n",
              "  'incidenceRate': 2.245780217501164,\n",
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              "  'popEst2015': -0.2520560597004246,\n",
              "  'povertyPercent': 0.5495049143844875,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 810: {'AvgHouseholdSize': 0.396897426081642,\n",
              "  'BirthRate': 1.4912793999715943,\n",
              "  'MedianAge': -0.20908160542004342,\n",
              "  'TARGET_deathRate': 1.179609161150964,\n",
              "  'avgAnnCount': -0.3087772246912187,\n",
              "  'avgDeathsPerYear': -0.21614452951717156,\n",
              "  'incidenceRate': 0.2003531413273448,\n",
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              "  'popEst2015': -0.20936769503926914,\n",
              "  'povertyPercent': 1.126810240475187,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 811: {'AvgHouseholdSize': 0.14059134510838076,\n",
              "  'BirthRate': 0.029088519984590267,\n",
              "  'MedianAge': -0.16272857382157827,\n",
              "  'TARGET_deathRate': -1.375206653600398,\n",
              "  'avgAnnCount': -0.3405488929072004,\n",
              "  'avgDeathsPerYear': -0.29548846844100685,\n",
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              "  'medIncome': -1.2246819494739343,\n",
              "  'popEst2015': -0.24988623750578767,\n",
              "  'povertyPercent': 1.8913497263790855,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 812: {'AvgHouseholdSize': 0.3502963204501399,\n",
              "  'BirthRate': -0.9627252751361929,\n",
              "  'MedianAge': -0.1693504354785018,\n",
              "  'TARGET_deathRate': 1.5867941922749462,\n",
              "  'avgAnnCount': -0.3497273748362618,\n",
              "  'avgDeathsPerYear': -0.2716852867638563,\n",
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              "  'popEst2015': -0.24401191495364036,\n",
              "  'povertyPercent': 0.9239732340108872,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 813: {'AvgHouseholdSize': -5.713206538792757,\n",
              "  'BirthRate': 0.5062585610315412,\n",
              "  'MedianAge': -0.20908160542004342,\n",
              "  'TARGET_deathRate': 0.9814217566215918,\n",
              "  'avgAnnCount': -0.14991888361131,\n",
              "  'avgDeathsPerYear': -0.06142384861569273,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 814: {'AvgHouseholdSize': 0.30369521481863776,\n",
              "  'BirthRate': -0.38808937503347624,\n",
              "  'MedianAge': -0.15169213772670562,\n",
              "  'TARGET_deathRate': 1.6732759687968544,\n",
              "  'avgAnnCount': -0.27912366768963576,\n",
              "  'avgDeathsPerYear': -0.21019373409788392,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 815: {'AvgHouseholdSize': 0.024088581029625914,\n",
              "  'BirthRate': -0.8247802516553066,\n",
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              "  'TARGET_deathRate': 1.4066238245209715,\n",
              "  'avgAnnCount': -0.3539635972650594,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 816: {'AvgHouseholdSize': 0.21049300355563347,\n",
              "  'BirthRate': -0.23899065314421905,\n",
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              "  'TARGET_deathRate': 0.3580322841928388,\n",
              "  'avgAnnCount': 1.231089628176696,\n",
              "  'avgDeathsPerYear': 1.4976845512376709,\n",
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              "  'studyPerCap': 0.5202165639987972},\n",
              " 817: {'AvgHouseholdSize': 0.396897426081642,\n",
              "  'BirthRate': 0.7628309370481369,\n",
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              "  'TARGET_deathRate': 1.057093311078261,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 818: {'AvgHouseholdSize': 0.1638918979241313,\n",
              "  'BirthRate': 0.1741687383299306,\n",
              "  'MedianAge': -0.2488127753615849,\n",
              "  'TARGET_deathRate': 0.152638064953308,\n",
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              "  'studyPerCap': -0.14399731346815534},\n",
              " 819: {'AvgHouseholdSize': 0.4667990845288958,\n",
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              "  'TARGET_deathRate': 0.7219764270558675,\n",
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              "  'studyPerCap': -0.2550065614594962},\n",
              " 820: {'AvgHouseholdSize': -0.04581307741762782,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 821: {'AvgHouseholdSize': 0.18719245073988292,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 822: {'AvgHouseholdSize': 0.7231051655021571,\n",
              "  'BirthRate': 0.03574752970647494,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 823: {'AvgHouseholdSize': 0.1638918979241313,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 824: {'AvgHouseholdSize': 0.04738913384537647,\n",
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              "  'studyPerCap': -0.22187907521686653},\n",
              " 825: {'AvgHouseholdSize': 0.42019797889739363,\n",
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              "  'popEst2015': 0.026668845377328356,\n",
              "  'povertyPercent': -1.2916309904453092,\n",
              "  'studyPerCap': -0.25951817842182895},\n",
              " 889: {'AvgHouseholdSize': -0.5118241337326492,\n",
              "  'BirthRate': -0.16512922859876453,\n",
              "  'MedianAge': -0.182594158792349,\n",
              "  'TARGET_deathRate': 1.363382936260018,\n",
              "  'avgAnnCount': -0.3214858919776114,\n",
              "  'avgDeathsPerYear': -0.24193130966741802,\n",
              "  'incidenceRate': 1.1662492606316486,\n",
              "  'medIncome': -0.7215295993285646,\n",
              "  'popEst2015': -0.23360345414603323,\n",
              "  'povertyPercent': 1.3452500935905864,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 890: {'AvgHouseholdSize': -0.41862192246964497,\n",
              "  'BirthRate': -1.164183645782001,\n",
              "  'MedianAge': 0.08228030748459458,\n",
              "  'TARGET_deathRate': -0.6040774796133859,\n",
              "  'avgAnnCount': -0.23040710975846374,\n",
              "  'avgDeathsPerYear': -0.14870218143191155,\n",
              "  'incidenceRate': 0.11604342313380087,\n",
              "  'medIncome': 0.6455697211390462,\n",
              "  'popEst2015': -0.19791382970091256,\n",
              "  'povertyPercent': -0.80794274426121,\n",
              "  'studyPerCap': 0.10925712611288035},\n",
              " 891: {'AvgHouseholdSize': 0.04738913384537647,\n",
              "  'BirthRate': 0.15059736781206054,\n",
              "  'MedianAge': -0.10754639334721501,\n",
              "  'TARGET_deathRate': 0.0841733252067974,\n",
              "  'avgAnnCount': 0.12402350011759916,\n",
              "  'avgDeathsPerYear': 0.2658698994451279,\n",
              "  'incidenceRate': 0.16003110219130195,\n",
              "  'medIncome': 0.6264668752272874,\n",
              "  'popEst2015': 0.14267228069060708,\n",
              "  'povertyPercent': -0.48028296458811043,\n",
              "  'studyPerCap': -0.15456617404818027},\n",
              " 892: {'AvgHouseholdSize': 0.32699576763438937,\n",
              "  'BirthRate': -0.14307343366239272,\n",
              "  'MedianAge': -0.21570346707696694,\n",
              "  'TARGET_deathRate': 0.9237672389403201,\n",
              "  'avgAnnCount': -0.029892581462045684,\n",
              "  'avgDeathsPerYear': 0.06949365060863552,\n",
              "  'incidenceRate': 1.5364788926989537,\n",
              "  'medIncome': 0.40396024828119204,\n",
              "  'popEst2015': -0.0008125301214136464,\n",
              "  'povertyPercent': 0.00340528159598842,\n",
              "  'studyPerCap': 0.13080074052521887},\n",
              " 893: {'AvgHouseholdSize': -0.06911363023337838,\n",
              "  'BirthRate': -0.007387453494767453,\n",
              "  'MedianAge': 0.08448759470356915,\n",
              "  'TARGET_deathRate': 0.2931709518014085,\n",
              "  'avgAnnCount': -0.13650417925345107,\n",
              "  'avgDeathsPerYear': -0.043571462357829785,\n",
              "  'incidenceRate': 0.9444780453834124,\n",
              "  'medIncome': 0.716582474419715,\n",
              "  'popEst2015': -0.15528320540628104,\n",
              "  'povertyPercent': -0.77673705095901,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 894: {'AvgHouseholdSize': -0.02251252460187623,\n",
              "  'BirthRate': -0.09606513963543746,\n",
              "  'MedianAge': -0.23556905204773768,\n",
              "  'TARGET_deathRate': 1.70570663499257,\n",
              "  'avgAnnCount': 1.791683062920907,\n",
              "  'avgDeathsPerYear': 2.445844621377503,\n",
              "  'incidenceRate': 0.896824726404452,\n",
              "  'medIncome': -0.42925605687865437,\n",
              "  'popEst2015': 1.5778668310099582,\n",
              "  'povertyPercent': 1.001987467266387,\n",
              "  'studyPerCap': 1.3795858151120433},\n",
              " 895: {'AvgHouseholdSize': -0.5584252393641503,\n",
              "  'BirthRate': -1.0671306890621508,\n",
              "  'MedianAge': 0.13304791352100873,\n",
              "  'TARGET_deathRate': -0.5644399987075116,\n",
              "  'avgAnnCount': 0.9077246494451486,\n",
              "  'avgDeathsPerYear': 0.989883342125125,\n",
              "  'incidenceRate': 1.039784683341332,\n",
              "  'medIncome': 1.419151924713489,\n",
              "  'popEst2015': 0.3394392939375989,\n",
              "  'povertyPercent': -1.2448224504920091,\n",
              "  'studyPerCap': -0.214128790199808},\n",
              " 896: {'AvgHouseholdSize': -0.6050263449956526,\n",
              "  'BirthRate': -0.5371601557618176,\n",
              "  'MedianAge': 0.01164711647740957,\n",
              "  'TARGET_deathRate': -0.7806444400122813,\n",
              "  'avgAnnCount': 0.1790943916919675,\n",
              "  'avgDeathsPerYear': 0.2519847101334567,\n",
              "  'incidenceRate': 0.2938269593245359,\n",
              "  'medIncome': 0.23477547818444094,\n",
              "  'popEst2015': 0.07655348308736373,\n",
              "  'povertyPercent': -0.6051057377969103,\n",
              "  'studyPerCap': -0.05708006303197493},\n",
              " 897: {'AvgHouseholdSize': 0.886209035212414,\n",
              "  'BirthRate': 0.7201103638754861,\n",
              "  'MedianAge': -0.23115447760978872,\n",
              "  'TARGET_deathRate': 0.39406635774363374,\n",
              "  'avgAnnCount': -0.3906775249813049,\n",
              "  'avgDeathsPerYear': -0.32127524859125334,\n",
              "  'incidenceRate': -0.32566618740194386,\n",
              "  'medIncome': 0.513344805088959,\n",
              "  'popEst2015': -0.27629181880718867,\n",
              "  'povertyPercent': -0.4490772712859106,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 898: {'AvgHouseholdSize': 0.4667990845288958,\n",
              "  'BirthRate': -0.2949971521502245,\n",
              "  'MedianAge': -0.0722297978436225,\n",
              "  'TARGET_deathRate': -0.7446103664614864,\n",
              "  'avgAnnCount': -0.2925383720474947,\n",
              "  'avgDeathsPerYear': -0.2141609310440757,\n",
              "  'incidenceRate': -0.4301369251635097,\n",
              "  'medIncome': 0.6707356442314938,\n",
              "  'popEst2015': -0.20626187111361236,\n",
              "  'povertyPercent': -0.29304880477491085,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 899: {'AvgHouseholdSize': 2.9133571301827557,\n",
              "  'BirthRate': 0.6451304997684929,\n",
              "  'MedianAge': -0.3746281468431331,\n",
              "  'TARGET_deathRate': -1.425654356571511,\n",
              "  'avgAnnCount': -0.0080054322465916,\n",
              "  'avgDeathsPerYear': 0.11313281701674494,\n",
              "  'incidenceRate': -2.1273282087987764,\n",
              "  'medIncome': -0.7581572299680674,\n",
              "  'popEst2015': 0.5077615792548964,\n",
              "  'povertyPercent': 2.406243665865384,\n",
              "  'studyPerCap': -0.20940909616482506},\n",
              " 900: {'AvgHouseholdSize': 0.6765040598706549,\n",
              "  'BirthRate': 0.02943041724692678,\n",
              "  'MedianAge': -0.17597229713542548,\n",
              "  'TARGET_deathRate': -0.20049585584448287,\n",
              "  'avgAnnCount': -0.2854780013328321,\n",
              "  'avgDeathsPerYear': -0.20424293867859628,\n",
              "  'incidenceRate': -0.4356353850456976,\n",
              "  'medIncome': -0.24528734516323772,\n",
              "  'popEst2015': -0.18583697619742912,\n",
              "  'povertyPercent': -0.012197565055111222,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 901: {'AvgHouseholdSize': -0.13901528868063212,\n",
              "  'BirthRate': 1.0401913811825714,\n",
              "  'MedianAge': -0.1384484144128584,\n",
              "  'TARGET_deathRate': 0.5418060593018929,\n",
              "  'avgAnnCount': -0.40550430348209643,\n",
              "  'avgDeathsPerYear': -0.34111123332221216,\n",
              "  'incidenceRate': -0.24502210912985817,\n",
              "  'medIncome': 0.4555379322429409,\n",
              "  'popEst2015': -0.29472011262830683,\n",
              "  'povertyPercent': -0.76113420430791,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 902: {'AvgHouseholdSize': -0.06911363023337838,\n",
              "  'BirthRate': 0.23567779541158124,\n",
              "  'MedianAge': -0.2488127753615849,\n",
              "  'TARGET_deathRate': 0.2211028046998186,\n",
              "  'avgAnnCount': -0.03695295217670829,\n",
              "  'avgDeathsPerYear': 0.1488375895324708,\n",
              "  'incidenceRate': -0.8205275767988358,\n",
              "  'medIncome': -0.30600117282191475,\n",
              "  'popEst2015': 0.0883355568249091,\n",
              "  'povertyPercent': 0.3778736012223881,\n",
              "  'studyPerCap': -0.13571672530269266},\n",
              " 903: {'AvgHouseholdSize': -0.16231584149638267,\n",
              "  'BirthRate': 0.3261765310790507,\n",
              "  'MedianAge': -0.1693504354785018,\n",
              "  'TARGET_deathRate': 0.10219036198219487,\n",
              "  'avgAnnCount': -0.37302659819464845,\n",
              "  'avgDeathsPerYear': -0.30937365775267806,\n",
              "  'incidenceRate': 0.585245333080483,\n",
              "  'medIncome': -0.6383906916865185,\n",
              "  'popEst2015': -0.2723229283503318,\n",
              "  'povertyPercent': -0.16822603156611096,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 904: {'AvgHouseholdSize': 2.400744968236232,\n",
              "  'BirthRate': -0.42359141983386667,\n",
              "  'MedianAge': -0.286336658084152,\n",
              "  'TARGET_deathRate': -0.40949348243909295,\n",
              "  'avgAnnCount': -0.37655678355197975,\n",
              "  'avgDeathsPerYear': -0.29945566538719864,\n",
              "  'incidenceRate': -1.8817303340610592,\n",
              "  'medIncome': -1.4353115896140232,\n",
              "  'popEst2015': -0.2453490602836687,\n",
              "  'povertyPercent': 3.4204286981868823,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 905: {'AvgHouseholdSize': 0.9794112464754183,\n",
              "  'BirthRate': -0.17579259301984368,\n",
              "  'MedianAge': -0.10754639334721501,\n",
              "  'TARGET_deathRate': -0.9319875489256196,\n",
              "  'avgAnnCount': -0.3038349651909549,\n",
              "  'avgDeathsPerYear': -0.2220953249364592,\n",
              "  'incidenceRate': -1.4656802029755243,\n",
              "  'medIncome': 1.3030398439107114,\n",
              "  'popEst2015': -0.16749985137608564,\n",
              "  'povertyPercent': -0.9171626708189098,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 906: {'AvgHouseholdSize': 0.8396079295809119,\n",
              "  'BirthRate': 0.7585892179418556,\n",
              "  'MedianAge': -0.2708856475513302,\n",
              "  'TARGET_deathRate': 0.152638064953308,\n",
              "  'avgAnnCount': -0.40832845176796145,\n",
              "  'avgDeathsPerYear': -0.34309483179530803,\n",
              "  'incidenceRate': -1.196255668748328,\n",
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              "  'povertyPercent': -0.5270915045414105,\n",
              "  'studyPerCap': -0.05754505134413254},\n",
              " 907: {'AvgHouseholdSize': 0.886209035212414,\n",
              "  'BirthRate': 0.6912616102405272,\n",
              "  'MedianAge': -0.13182655275593488,\n",
              "  'TARGET_deathRate': 0.048139251656002455,\n",
              "  'avgAnnCount': -0.2530002960453841,\n",
              "  'avgDeathsPerYear': -0.14473498448571978,\n",
              "  'incidenceRate': -1.0807880112223862,\n",
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              "  'povertyPercent': -1.0731911373299095,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 908: {'AvgHouseholdSize': 0.21049300355563347,\n",
              "  'BirthRate': 0.6564524307958596,\n",
              "  'MedianAge': 0.06462200973279841,\n",
              "  'TARGET_deathRate': -0.3986832603738551,\n",
              "  'avgAnnCount': -0.22828899854406495,\n",
              "  'avgDeathsPerYear': -0.12688259822785686,\n",
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              "  'povertyPercent': -0.2306374181705109,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 909: {'AvgHouseholdSize': 1.2357173274486797,\n",
              "  'BirthRate': -0.032472895930031324,\n",
              "  'MedianAge': -0.24660548814261032,\n",
              "  'TARGET_deathRate': -0.71578310762085,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 910: {'AvgHouseholdSize': 0.14059134510838076,\n",
              "  'BirthRate': 0.20076027409783673,\n",
              "  'MedianAge': -0.07443708506259707,\n",
              "  'TARGET_deathRate': 0.44811746806982616,\n",
              "  'avgAnnCount': -0.3532575601935931,\n",
              "  'avgDeathsPerYear': -0.2677180898176645,\n",
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              "  'povertyPercent': -0.07460895165951145,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 911: {'AvgHouseholdSize': 1.5852256196849461,\n",
              "  'BirthRate': 2.0320419561489187,\n",
              "  'MedianAge': -0.3547625618723623,\n",
              "  'TARGET_deathRate': -2.3841607130226565,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 912: {'AvgHouseholdSize': 1.818231147842456,\n",
              "  'BirthRate': -0.34118308492636157,\n",
              "  'MedianAge': -0.32606782802569345,\n",
              "  'TARGET_deathRate': -1.8868904980216863,\n",
              "  'avgAnnCount': -0.40197411812476513,\n",
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              "  'studyPerCap': 0.01522964610555485},\n",
              " 913: {'AvgHouseholdSize': 0.8396079295809119,\n",
              "  'BirthRate': 3.5387744064639497,\n",
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              "  'TARGET_deathRate': -0.35904577946798083,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 914: {'AvgHouseholdSize': 1.3988211971589377,\n",
              "  'BirthRate': 1.5808081625131911,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 915: {'AvgHouseholdSize': 1.6551272781321988,\n",
              "  'BirthRate': 0.7960789002239534,\n",
              "  'MedianAge': -0.4474686250692926,\n",
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              "  'studyPerCap': 0.0036015640488087993},\n",
              " 916: {'AvgHouseholdSize': 0.30369521481863776,\n",
              "  'BirthRate': 1.2718082266089488,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 917: {'AvgHouseholdSize': 1.8881328062897096,\n",
              "  'BirthRate': 0.8122219872698613,\n",
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              "  'studyPerCap': -0.2821748335449539},\n",
              " 918: {'AvgHouseholdSize': 1.0726134577384225,\n",
              "  'BirthRate': 2.2021553487393986,\n",
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              "  'TARGET_deathRate': -0.8346955503384738,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 919: {'AvgHouseholdSize': 1.2590178802644312,\n",
              "  'BirthRate': 0.825720977673947,\n",
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              "  'studyPerCap': -0.2934121834841139},\n",
              " 920: {'AvgHouseholdSize': 0.6299029542391528,\n",
              "  'BirthRate': -1.2800861383963442,\n",
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              " 921: {'AvgHouseholdSize': -0.09241418304912996,\n",
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              " 922: {'AvgHouseholdSize': 1.375520644343186,\n",
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              " 923: {'AvgHouseholdSize': 1.8881328062897096,\n",
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              " 924: {'AvgHouseholdSize': 0.1638918979241313,\n",
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              " 925: {'AvgHouseholdSize': 1.165815669001427,\n",
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              " 926: {'AvgHouseholdSize': 2.144438887262971,\n",
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              " 927: {'AvgHouseholdSize': 2.540548285130739,\n",
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              " 929: {'AvgHouseholdSize': 2.9599582358142578,\n",
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              " 932: {'AvgHouseholdSize': 0.6299029542391528,\n",
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              "  'povertyPercent': -1.4788651502585088,\n",
              "  'studyPerCap': -0.2110599811929862},\n",
              " 983: {'AvgHouseholdSize': -0.04581307741762782,\n",
              "  'BirthRate': -0.6876007316856676,\n",
              "  'MedianAge': -0.0015966068364374848,\n",
              "  'TARGET_deathRate': -1.4652918374773853,\n",
              "  'avgAnnCount': -0.37302659819464845,\n",
              "  'avgDeathsPerYear': -0.30937365775267806,\n",
              "  'incidenceRate': -1.3905345845856265,\n",
              "  'medIncome': -0.30799451326488086,\n",
              "  'popEst2015': -0.26434867983670807,\n",
              "  'povertyPercent': -0.4334744246348107,\n",
              "  'studyPerCap': 5.135329600963881},\n",
              " 984: {'AvgHouseholdSize': 0.04738913384537647,\n",
              "  'BirthRate': -0.14626205259925554,\n",
              "  'MedianAge': -0.08105894671952059,\n",
              "  'TARGET_deathRate': -0.07798000577177985,\n",
              "  'avgAnnCount': -0.3320764480496053,\n",
              "  'avgDeathsPerYear': -0.2578000974521851,\n",
              "  'incidenceRate': -0.23769082928694063,\n",
              "  'medIncome': 1.4281219567068366,\n",
              "  'popEst2015': -0.23218425671620765,\n",
              "  'povertyPercent': -1.400850917003009,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 985: {'AvgHouseholdSize': -0.27881860557513855,\n",
              "  'BirthRate': 0.1638924062728871,\n",
              "  'MedianAge': -0.006011181274386607,\n",
              "  'TARGET_deathRate': -0.6004740722583066,\n",
              "  'avgAnnCount': -0.20498977518567835,\n",
              "  'avgDeathsPerYear': -0.12291540128166509,\n",
              "  'incidenceRate': -0.4667933243780943,\n",
              "  'medIncome': 0.029544468410718797,\n",
              "  'popEst2015': -0.1409271269084311,\n",
              "  'povertyPercent': -0.09021179831061109,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 986: {'AvgHouseholdSize': 0.5600012957919001,\n",
              "  'BirthRate': -0.23396803081069123,\n",
              "  'MedianAge': -0.11416825500413855,\n",
              "  'TARGET_deathRate': 0.2391198414752161,\n",
              "  'avgAnnCount': -0.15344906896864133,\n",
              "  'avgDeathsPerYear': -0.05745665166950096,\n",
              "  'incidenceRate': 0.15269982234838547,\n",
              "  'medIncome': 1.5300314868534806,\n",
              "  'popEst2015': -0.05907255994408123,\n",
              "  'povertyPercent': -1.432056610305209,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 987: {'AvgHouseholdSize': -0.37202081683814286,\n",
              "  'BirthRate': 1.3168915828252061,\n",
              "  'MedianAge': -0.030291340683106467,\n",
              "  'TARGET_deathRate': 0.38685954303347514,\n",
              "  'avgAnnCount': -0.36173000505118824,\n",
              "  'avgDeathsPerYear': -0.2776360821831439,\n",
              "  'incidenceRate': -0.8150291169166479,\n",
              "  'medIncome': -0.0900559581672496,\n",
              "  'popEst2015': -0.26113649207798084,\n",
              "  'povertyPercent': -0.5270915045414105,\n",
              "  'studyPerCap': 0.8366550853155416},\n",
              " 988: {'AvgHouseholdSize': 0.21049300355563347,\n",
              "  'BirthRate': -0.6708093211786663,\n",
              "  'MedianAge': -0.036913202340029996,\n",
              "  'TARGET_deathRate': 0.7832343520922196,\n",
              "  'avgAnnCount': -0.26994518576057436,\n",
              "  'avgDeathsPerYear': -0.1903577493669251,\n",
              "  'incidenceRate': 0.797852448525074,\n",
              "  'medIncome': 0.9831087028146459,\n",
              "  'popEst2015': -0.1990352083981409,\n",
              "  'povertyPercent': -1.1199996772832095,\n",
              "  'studyPerCap': -0.24257847612278854},\n",
              " 989: {'AvgHouseholdSize': 0.04738913384537647,\n",
              "  'BirthRate': -1.4511341785812433,\n",
              "  'MedianAge': 0.04254913754305311,\n",
              "  'TARGET_deathRate': -0.9103671047951429,\n",
              "  'avgAnnCount': -0.3306643739066728,\n",
              "  'avgDeathsPerYear': -0.28358687760243156,\n",
              "  'incidenceRate': 0.7080442704493412,\n",
              "  'medIncome': 3.284586355922635,\n",
              "  'popEst2015': -0.24428542195296435,\n",
              "  'povertyPercent': -1.4632623036074088,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 990: {'AvgHouseholdSize': -0.5584252393641503,\n",
              "  'BirthRate': 0.2176294612026006,\n",
              "  'MedianAge': 0.0513782864189512,\n",
              "  'TARGET_deathRate': 0.6246844284687216,\n",
              "  'avgAnnCount': -0.3687903757658509,\n",
              "  'avgDeathsPerYear': -0.2697016882907604,\n",
              "  'incidenceRate': -1.7039467978703242,\n",
              "  'medIncome': -1.259980686484793,\n",
              "  'popEst2015': -0.263251612872753,\n",
              "  'povertyPercent': 0.4714906811289876,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 991: {'AvgHouseholdSize': 0.37359687326589147,\n",
              "  'BirthRate': -1.102637151694151,\n",
              "  'MedianAge': 9.622175667892511,\n",
              "  'TARGET_deathRate': -0.7986614767876787,\n",
              "  'avgAnnCount': -0.3680843386943846,\n",
              "  'avgDeathsPerYear': -0.30540646080648626,\n",
              "  'incidenceRate': -0.8113634769951896,\n",
              "  'medIncome': 1.220814550638358,\n",
              "  'popEst2015': -0.2536788678964136,\n",
              "  'povertyPercent': -1.1356025239343095,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 992: {'AvgHouseholdSize': -0.7215291090744084,\n",
              "  'BirthRate': -1.8901619164069487,\n",
              "  'MedianAge': -0.05236421287285177,\n",
              "  'TARGET_deathRate': -0.14284133816321118,\n",
              "  'avgAnnCount': -0.37938093183784477,\n",
              "  'avgDeathsPerYear': -0.32127524859125334,\n",
              "  'incidenceRate': 0.8051837283679906,\n",
              "  'medIncome': -0.880747667210485,\n",
              "  'popEst2015': -0.2757934282750872,\n",
              "  'povertyPercent': 1.2828387069861866,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 993: {'AvgHouseholdSize': -0.11571473586488053,\n",
              "  'BirthRate': -0.06005437646425921,\n",
              "  'MedianAge': 0.0006106803825369197,\n",
              "  'TARGET_deathRate': -0.013118673380348543,\n",
              "  'avgAnnCount': -0.27912366768963576,\n",
              "  'avgDeathsPerYear': -0.1764725600552539,\n",
              "  'incidenceRate': -0.6519081404117469,\n",
              "  'medIncome': -0.6631413355200148,\n",
              "  'popEst2015': -0.20516784311631642,\n",
              "  'povertyPercent': 0.17503659475808836,\n",
              "  'studyPerCap': -0.23965798013134756},\n",
              " 994: {'AvgHouseholdSize': 0.396897426081642,\n",
              "  'BirthRate': -0.7629812648693374,\n",
              "  'MedianAge': -0.07443708506259707,\n",
              "  'TARGET_deathRate': -0.5392161472219555,\n",
              "  'avgAnnCount': -0.027068433176180642,\n",
              "  'avgDeathsPerYear': -0.001915894422816251,\n",
              "  'incidenceRate': 0.8858278066400772,\n",
              "  'medIncome': 2.89671552806214,\n",
              "  'popEst2015': 0.0017918643054825047,\n",
              "  'povertyPercent': -1.6817021567228085,\n",
              "  'studyPerCap': -0.09221210673046679},\n",
              " 995: {'AvgHouseholdSize': 0.14059134510838076,\n",
              "  'BirthRate': -0.22160096762365944,\n",
              "  'MedianAge': -0.16272857382157827,\n",
              "  'TARGET_deathRate': -0.3446321500476627,\n",
              "  'avgAnnCount': 0.6020105975002578,\n",
              "  'avgDeathsPerYear': 0.7518515253536191,\n",
              "  'incidenceRate': -0.06540575297839346,\n",
              "  'medIncome': 1.277624753262893,\n",
              "  'popEst2015': 0.6762236570385152,\n",
              "  'povertyPercent': -0.9171626708189098,\n",
              "  'studyPerCap': -0.0030712088360030187},\n",
              " 996: {'AvgHouseholdSize': 1.6551272781321988,\n",
              "  'BirthRate': 0.5027899498677328,\n",
              "  'MedianAge': -0.3062022430549227,\n",
              "  'TARGET_deathRate': -1.1157613240346747,\n",
              "  'avgAnnCount': -0.08990573253667786,\n",
              "  'avgDeathsPerYear': -0.04555506083092566,\n",
              "  'incidenceRate': -0.7142240190765403,\n",
              "  'medIncome': -0.2137261214829405,\n",
              "  'popEst2015': 0.1468660546802415,\n",
              "  'povertyPercent': 1.2516330136839864,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 997: {'AvgHouseholdSize': -0.3254197112066407,\n",
              "  'BirthRate': 0.542953697834466,\n",
              "  'MedianAge': 0.005025254820486043,\n",
              "  'TARGET_deathRate': 0.4301004312944287,\n",
              "  'avgAnnCount': -0.1343860680390523,\n",
              "  'avgDeathsPerYear': -0.019768280680679193,\n",
              "  'incidenceRate': 0.2168485209739085,\n",
              "  'medIncome': -0.8912127045360573,\n",
              "  'popEst2015': -0.11562165153764432,\n",
              "  'povertyPercent': 1.1580159337773868,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 998: {'AvgHouseholdSize': -0.5584252393641503,\n",
              "  'BirthRate': 0.961500508812433,\n",
              "  'MedianAge': -0.182594158792349,\n",
              "  'TARGET_deathRate': -0.3158048912070263,\n",
              "  'avgAnnCount': -0.3412549299786667,\n",
              "  'avgDeathsPerYear': -0.26176729439837687,\n",
              "  'incidenceRate': -1.5133335219544848,\n",
              "  'medIncome': 0.2434963426224178,\n",
              "  'popEst2015': -0.21665513708792372,\n",
              "  'povertyPercent': 0.39347644787348773,\n",
              "  'studyPerCap': -0.2934121834841139},\n",
              " 999: {'AvgHouseholdSize': 1.2590178802644312,\n",
              "  'BirthRate': -0.4708517885947056,\n",
              "  'MedianAge': -0.21349617985799238,\n",
              "  'TARGET_deathRate': -1.0905374725491177,\n",
              "  'avgAnnCount': 26.50721678666883,\n",
              "  'avgDeathsPerYear': 27.42133299612776,\n",
              "  'incidenceRate': -0.7838711775842512,\n",
              "  'medIncome': 0.7161671951607637,\n",
              "  'popEst2015': 30.595266754855427,\n",
              "  'povertyPercent': 0.28425652131578805,\n",
              "  'studyPerCap': 0.18983519733355714},\n",
              " ...}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m2rijCxC3r2G",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}