diff --git a/notebooks/README.md b/notebooks/README.md
index 60d6636b..8c744144 100644
--- a/notebooks/README.md
+++ b/notebooks/README.md
@@ -15,8 +15,6 @@ Notebook | Description
 [`analyzing_genomic_data.ipynb`](https://colab.research.google.com/drive/1Io7EDr4LjfPLl_l2JYY8__WbfitfNlOf) | A notebook that analyzes genetic variants within RUNX1 (provided by multiple datasets from UCSC Genome Browser, NCBI/gene, and ClinVar).
 [`Drug_Discovery_With_Data_Commons.ipynb`](https://colab.research.google.com/drive/1dSKYiRMn3mbDsInorQzYM0yk7sqv6fIV) | A notebook performing drug discovery by identifying novel applications of previously approved drugs using Biomedical Data Commons.
 [`protein-charts.ipynb`](https://colab.research.google.com/drive/1Kh-ufqobdChZ2qQgEY0rdPA2_DBmOiSG) | A notebook summarizing various protein properties and interactions using graphical visualizations.
-[`Superfund sites (basic)`](Accessing_Superfund_data_from_Data_Commons.ipynb) | A notebook that illustrates basic access to [Superfund sites](https://en.wikipedia.org/wiki/List_of_Superfund_sites) data in Data Commons.
-[`Superfund sites (extended)`](Analyzing_SuperfundSites_with_Data_Commons.ipynb) | A notebook that includes extended analysis using [Superfund sites](https://en.wikipedia.org/wiki/List_of_Superfund_sites) data in Data Commons.
 
 ## Maintenance
 
diff --git a/notebooks/intro_data_science/Feature_Engineering.ipynb b/notebooks/intro_data_science/Feature_Engineering.ipynb
index 8c5adf3c..ae001859 100644
--- a/notebooks/intro_data_science/Feature_Engineering.ipynb
+++ b/notebooks/intro_data_science/Feature_Engineering.ipynb
@@ -5,7 +5,6 @@
     "colab": {
       "name": "Feature Engineering.ipynb",
       "provenance": [],
-      "collapsed_sections": [],
       "include_colab_link": true
     },
     "kernelspec": {
@@ -24,7 +23,7 @@
         "colab_type": "text"
       },
       "source": [
-        "<a href=\"https://colab.research.google.com/github/datacommonsorg/api-python/blob/master/notebooks/intro_data_science/Feature_Engineering.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+        "<a href=\"https://colab.research.google.com/github/datacommonsorg/api-python/blob/kmoscoe-patch-1/notebooks/intro_data_science/Feature_Engineering.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
       ]
     },
     {
@@ -45,7 +44,7 @@
       "source": [
         "# Exploring Feature Engineering\n",
         "\n",
-        "Welcome! In this lesson, we'll be exploring various techniques for feature engineering. We'll be walking through the steps one takes to set up your data for your machine learning models, starting with acquiring and exploring the data, working through different transformations and feature representation choices, and analyzing how those design decisions affect our model's results. \n",
+        "Welcome! In this lesson, we'll be exploring various techniques for feature engineering. We'll be walking through the steps one takes to set up your data for your machine learning models, starting with acquiring and exploring the data, working through different transformations and feature representation choices, and analyzing how those design decisions affect our model's results.\n",
         "\n",
         "## Learning Objectives:\n",
         "In this lesson, we'll be covering\n",
@@ -62,7 +61,7 @@
         "\n",
         "And for help with Pandas and manipulating data frames, take a look at the [Pandas Documentation](https://pandas.pydata.org/docs/reference/index.html).\n",
         "\n",
-        "We'll be using the scikit-learn library for implementing our models today. Documentation can be found [here](https://scikit-learn.org/stable/modules/classes.html). \n",
+        "We'll be using the scikit-learn library for implementing our models today. Documentation can be found [here](https://scikit-learn.org/stable/modules/classes.html).\n",
         "\n",
         "As usual, if you have any other questions, please reach out to your course staff!\n"
       ]
@@ -87,11 +86,7 @@
     {
       "cell_type": "code",
       "metadata": {
-        "id": "gUETYfc0EuGg",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "cd5c105a-79ab-4959-b511-d11b4ff99a3e"
+        "id": "gUETYfc0EuGg"
       },
       "source": [
         "# We need to install the Data Commons API, since they don't ship natively with\n",
@@ -106,30 +101,8 @@
         "# Import the two methods from heatmap library to make pretty correlation plots\n",
         "!pip install heatmapz --upgrade --quiet"
       ],
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "Collecting heatmapz\n",
-            "  Downloading heatmapz-0.0.4-py3-none-any.whl (5.8 kB)\n",
-            "Requirement already satisfied: seaborn in /usr/local/lib/python3.7/dist-packages (from heatmapz) (0.11.1)\n",
-            "Requirement already satisfied: matplotlib>=3.0.3 in /usr/local/lib/python3.7/dist-packages (from heatmapz) (3.2.2)\n",
-            "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from heatmapz) (1.1.5)\n",
-            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.3->heatmapz) (0.10.0)\n",
-            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.3->heatmapz) (2.4.7)\n",
-            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.3->heatmapz) (2.8.2)\n",
-            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.3->heatmapz) (1.3.1)\n",
-            "Requirement already satisfied: numpy>=1.11 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.3->heatmapz) (1.19.5)\n",
-            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib>=3.0.3->heatmapz) (1.15.0)\n",
-            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas->heatmapz) (2018.9)\n",
-            "Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.7/dist-packages (from seaborn->heatmapz) (1.4.1)\n",
-            "Installing collected packages: heatmapz\n",
-            "Successfully installed heatmapz-0.0.4\n"
-          ],
-          "name": "stdout"
-        }
-      ]
+      "execution_count": 22,
+      "outputs": []
     },
     {
       "cell_type": "code",
@@ -155,7 +128,7 @@
         "import matplotlib.pyplot as plt\n",
         "from heatmap import heatmap, corrplot"
       ],
-      "execution_count": null,
+      "execution_count": 23,
       "outputs": []
     },
     {
@@ -189,7 +162,7 @@
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "outputId": "996adc68-c555-4d2c-8a35-95b76d5f6bcc"
+        "outputId": "51662f19-aee2-43e2-a219-6d2d8a7a9f00"
       },
       "source": [
         "# Choose your state:\n",
@@ -199,14 +172,14 @@
         "county_dcids = dc.get_places_in([your_state_dcid], \"County\")[your_state_dcid]\n",
         "print(county_dcids)"
       ],
-      "execution_count": null,
+      "execution_count": 24,
       "outputs": [
         {
           "output_type": "stream",
+          "name": "stdout",
           "text": [
             "['geoId/06001', 'geoId/06003', 'geoId/06005', 'geoId/06007', 'geoId/06009', 'geoId/06011', 'geoId/06013', 'geoId/06015', 'geoId/06017', 'geoId/06019', 'geoId/06021', 'geoId/06023', 'geoId/06025', 'geoId/06027', 'geoId/06029', 'geoId/06031', 'geoId/06033', 'geoId/06035', 'geoId/06037', 'geoId/06039', 'geoId/06041', 'geoId/06043', 'geoId/06045', 'geoId/06047', 'geoId/06049', 'geoId/06051', 'geoId/06053', 'geoId/06055', 'geoId/06057', 'geoId/06059', 'geoId/06061', 'geoId/06063', 'geoId/06065', 'geoId/06067', 'geoId/06069', 'geoId/06071', 'geoId/06073', 'geoId/06075', 'geoId/06077', 'geoId/06079', 'geoId/06081', 'geoId/06083', 'geoId/06085', 'geoId/06087', 'geoId/06089', 'geoId/06091', 'geoId/06093', 'geoId/06095', 'geoId/06097', 'geoId/06099', 'geoId/06101', 'geoId/06103', 'geoId/06105', 'geoId/06107', 'geoId/06109', 'geoId/06111', 'geoId/06113', 'geoId/06115']\n"
-          ],
-          "name": "stdout"
+          ]
         }
       ]
     },
@@ -253,7 +226,7 @@
           "base_uri": "https://localhost:8080/",
           "height": 1000
         },
-        "outputId": "b486589a-2b1b-4235-fb67-5ba0d1f43c02"
+        "outputId": "f39de835-7334-4918-b5ae-399916e1d07e"
       },
       "source": [
         "# Create a pandas dataframe containing data for each of the features\n",
@@ -261,24 +234,210 @@
         "# with one column per feature.\n",
         "\n",
         "stat_vars_to_query = [\n",
-        "                      \"CumulativeCount_MedicalTest_ConditionCOVID_19_Positive\",\n",
+        "                      \"CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase\",\n",
         "                      \"Count_Person\",\n",
         "                      \"Count_Person_MarriedAndNotSeparated\",\n",
         "                      \"Median_Income_Person\",\n",
         "                      \"Count_Household_With4OrMorePerson\"\n",
-        "                      \n",
+        "\n",
         "]\n",
         "\n",
         "raw_df = dcp.build_multivariate_dataframe(county_dcids, stat_vars_to_query)\n",
         "display(raw_df)"
       ],
-      "execution_count": null,
+      "execution_count": 26,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
+            "text/plain": [
+              "             CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase  \\\n",
+              "place                                                                                    \n",
+              "geoId/06001                                             284054                           \n",
+              "geoId/06003                                                126                           \n",
+              "geoId/06005                                               9242                           \n",
+              "geoId/06007                                              40181                           \n",
+              "geoId/06009                                               7754                           \n",
+              "geoId/06011                                               4549                           \n",
+              "geoId/06013                                             209958                           \n",
+              "geoId/06015                                               6381                           \n",
+              "geoId/06017                                              30508                           \n",
+              "geoId/06019                                             257611                           \n",
+              "geoId/06021                                               6631                           \n",
+              "geoId/06023                                              20952                           \n",
+              "geoId/06025                                              66715                           \n",
+              "geoId/06027                                               4636                           \n",
+              "geoId/06029                                             244681                           \n",
+              "geoId/06031                                              55429                           \n",
+              "geoId/06033                                              11699                           \n",
+              "geoId/06035                                              10751                           \n",
+              "geoId/06037                                            2908425                           \n",
+              "geoId/06039                                              43685                           \n",
+              "geoId/06041                                              38685                           \n",
+              "geoId/06043                                               3145                           \n",
+              "geoId/06045                                              16568                           \n",
+              "geoId/06047                                              72959                           \n",
+              "geoId/06049                                               1000                           \n",
+              "geoId/06051                                               3144                           \n",
+              "geoId/06053                                              95140                           \n",
+              "geoId/06055                                              27765                           \n",
+              "geoId/06057                                              17503                           \n",
+              "geoId/06059                                             600384                           \n",
+              "geoId/06061                                              71527                           \n",
+              "geoId/06063                                               3379                           \n",
+              "geoId/06065                                             626695                           \n",
+              "geoId/06067                                             314407                           \n",
+              "geoId/06069                                              13636                           \n",
+              "geoId/06071                                             597377                           \n",
+              "geoId/06073                                             824586                           \n",
+              "geoId/06075                                             143959                           \n",
+              "geoId/06077                                             178501                           \n",
+              "geoId/06079                                              57556                           \n",
+              "geoId/06081                                             137238                           \n",
+              "geoId/06083                                              92683                           \n",
+              "geoId/06085                                             342015                           \n",
+              "geoId/06087                                              52532                           \n",
+              "geoId/06089                                              36988                           \n",
+              "geoId/06091                                                324                           \n",
+              "geoId/06093                                               7478                           \n",
+              "geoId/06095                                              89419                           \n",
+              "geoId/06097                                              90191                           \n",
+              "geoId/06099                                             136645                           \n",
+              "geoId/06101                                              23045                           \n",
+              "geoId/06103                                              14753                           \n",
+              "geoId/06105                                               1485                           \n",
+              "geoId/06107                                             136125                           \n",
+              "geoId/06109                                              13758                           \n",
+              "geoId/06111                                             186062                           \n",
+              "geoId/06113                                              41061                           \n",
+              "geoId/06115                                              17944                           \n",
+              "\n",
+              "             Count_Person  Count_Person_MarriedAndNotSeparated  \\\n",
+              "place                                                            \n",
+              "geoId/06001       1662323                           674824.699   \n",
+              "geoId/06003          1119                              495.504   \n",
+              "geoId/06005         40083                            17272.889   \n",
+              "geoId/06007        212744                            76639.140   \n",
+              "geoId/06009         46308                            21560.079   \n",
+              "geoId/06011         21558                             8416.200   \n",
+              "geoId/06013       1152333                           491223.639   \n",
+              "geoId/06015         27968                             9762.150   \n",
+              "geoId/06017        192925                            91421.044   \n",
+              "geoId/06019       1000918                           337513.410   \n",
+              "geoId/06021         28283                            12146.960   \n",
+              "geoId/06023        134977                            43891.200   \n",
+              "geoId/06025        180267                            56884.256   \n",
+              "geoId/06027         18046                             7219.959   \n",
+              "geoId/06029        901362                           312889.872   \n",
+              "geoId/06031        152692                            53927.780   \n",
+              "geoId/06033         64479                            24822.130   \n",
+              "geoId/06035         30016                            11461.076   \n",
+              "geoId/06037       9943046                          3520955.696   \n",
+              "geoId/06039        157761                            56900.481   \n",
+              "geoId/06041        257332                           113378.795   \n",
+              "geoId/06043         17160                             7397.292   \n",
+              "geoId/06045         86061                            33108.240   \n",
+              "geoId/06047        279252                            94260.678   \n",
+              "geoId/06049          8763                             3883.438   \n",
+              "geoId/06051         14534                             5487.377   \n",
+              "geoId/06053        430906                           162039.867   \n",
+              "geoId/06055        135965                            58060.389   \n",
+              "geoId/06057         99606                            45714.103   \n",
+              "geoId/06059       3166857                          1306956.195   \n",
+              "geoId/06061        402950                           185639.202   \n",
+              "geoId/06063         18967                             8585.850   \n",
+              "geoId/06065       2489188                           936495.840   \n",
+              "geoId/06067       1559146                           581828.561   \n",
+              "geoId/06069         64055                            25577.667   \n",
+              "geoId/06071       2189183                           781869.830   \n",
+              "geoId/06073       3332427                          1293264.554   \n",
+              "geoId/06075        866606                           306862.042   \n",
+              "geoId/06077        767967                           283515.990   \n",
+              "geoId/06079        282249                           114640.775   \n",
+              "geoId/06081        758308                           335088.173   \n",
+              "geoId/06083        444766                           160367.004   \n",
+              "geoId/06085       1907105                           834042.321   \n",
+              "geoId/06087        269925                           103077.379   \n",
+              "geoId/06089        179027                            73045.770   \n",
+              "geoId/06091          2920                             1334.942   \n",
+              "geoId/06093         43245                            17714.508   \n",
+              "geoId/06095        446935                           178080.056   \n",
+              "geoId/06097        489819                           201348.202   \n",
+              "geoId/06099        550081                           203766.620   \n",
+              "geoId/06101         96385                            39530.528   \n",
+              "geoId/06103         64494                            26263.636   \n",
+              "geoId/06105         12216                             4868.825   \n",
+              "geoId/06107        468680                           163314.826   \n",
+              "geoId/06109         54515                            23785.476   \n",
+              "geoId/06111        841387                           335898.012   \n",
+              "geoId/06113        219728                            78920.160   \n",
+              "geoId/06115         80160                            29632.050   \n",
+              "\n",
+              "             Median_Income_Person  Count_Household_With4OrMorePerson  \n",
+              "place                                                                 \n",
+              "geoId/06001                 56575                             155852  \n",
+              "geoId/06003                 35598                                103  \n",
+              "geoId/06005                 41581                               2923  \n",
+              "geoId/06007                 33600                              16410  \n",
+              "geoId/06009                 37043                               3075  \n",
+              "geoId/06011                 36820                               2203  \n",
+              "geoId/06013                 54178                             118442  \n",
+              "geoId/06015                 31929                               2309  \n",
+              "geoId/06017                 48876                              16166  \n",
+              "geoId/06019                 33875                             107943  \n",
+              "geoId/06021                 35120                               2500  \n",
+              "geoId/06023                 31657                               9713  \n",
+              "geoId/06025                 24717                              18112  \n",
+              "geoId/06027                 41594                               1043  \n",
+              "geoId/06029                 30912                              97654  \n",
+              "geoId/06031                 34210                              16052  \n",
+              "geoId/06033                 31565                               5140  \n",
+              "geoId/06035                 34293                               1615  \n",
+              "geoId/06037                 38111                             967873  \n",
+              "geoId/06039                 30316                              16535  \n",
+              "geoId/06041                 65068                              20703  \n",
+              "geoId/06043                 36299                               1233  \n",
+              "geoId/06045                 34707                               6681  \n",
+              "geoId/06047                 31343                              30146  \n",
+              "geoId/06049                 31521                                465  \n",
+              "geoId/06051                 46048                               1105  \n",
+              "geoId/06053                 37063                              48002  \n",
+              "geoId/06055                 47432                              12018  \n",
+              "geoId/06057                 40174                               6898  \n",
+              "geoId/06059                 46430                             321300  \n",
+              "geoId/06061                 53071                              37963  \n",
+              "geoId/06063                 39230                                999  \n",
+              "geoId/06065                 37929                             268129  \n",
+              "geoId/06067                 42351                             154446  \n",
+              "geoId/06069                 44611                               7695  \n",
+              "geoId/06071                 36178                             242009  \n",
+              "geoId/06073                 45463                             298453  \n",
+              "geoId/06075                 69260                              58854  \n",
+              "geoId/06077                 38674                              88055  \n",
+              "geoId/06079                 40720                              21754  \n",
+              "geoId/06081                 63325                              68046  \n",
+              "geoId/06083                 38787                              43491  \n",
+              "geoId/06085                 62532                             185999  \n",
+              "geoId/06087                 43988                              23759  \n",
+              "geoId/06089                 35503                              14201  \n",
+              "geoId/06091                 31696                                114  \n",
+              "geoId/06093                 31315                               3024  \n",
+              "geoId/06095                 45137                              42824  \n",
+              "geoId/06097                 48308                              42270  \n",
+              "geoId/06099                 36126                              59134  \n",
+              "geoId/06101                 34285                              10428  \n",
+              "geoId/06103                 33015                               5817  \n",
+              "geoId/06105                 30470                                604  \n",
+              "geoId/06107                 31326                              56914  \n",
+              "geoId/06109                 37688                               3488  \n",
+              "geoId/06111                 42693                              82532  \n",
+              "geoId/06113                 40567                              21166  \n",
+              "geoId/06115                 35459                               8439  "
+            ],
             "text/html": [
-              "<div>\n",
+              "\n",
+              "  <div id=\"df-65006009-5355-4960-9f0a-d6fd4b33e4b4\" class=\"colab-df-container\">\n",
+              "    <div>\n",
               "<style scoped>\n",
               "    .dataframe tbody tr th:only-of-type {\n",
               "        vertical-align: middle;\n",
@@ -296,11 +455,11 @@
               "  <thead>\n",
               "    <tr style=\"text-align: right;\">\n",
               "      <th></th>\n",
+              "      <th>CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase</th>\n",
               "      <th>Count_Person</th>\n",
               "      <th>Count_Person_MarriedAndNotSeparated</th>\n",
               "      <th>Median_Income_Person</th>\n",
               "      <th>Count_Household_With4OrMorePerson</th>\n",
-              "      <th>CumulativeCount_MedicalTest_ConditionCOVID_19_Positive</th>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>place</th>\n",
@@ -314,540 +473,743 @@
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>geoId/06001</th>\n",
-              "      <td>1656754</td>\n",
-              "      <td>669429</td>\n",
-              "      <td>43583</td>\n",
-              "      <td>157543</td>\n",
-              "      <td>73771</td>\n",
+              "      <td>284054</td>\n",
+              "      <td>1662323</td>\n",
+              "      <td>674824.699</td>\n",
+              "      <td>56575</td>\n",
+              "      <td>155852</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06003</th>\n",
-              "      <td>1039</td>\n",
-              "      <td>432</td>\n",
-              "      <td>30512</td>\n",
-              "      <td>61</td>\n",
-              "      <td>74</td>\n",
+              "      <td>126</td>\n",
+              "      <td>1119</td>\n",
+              "      <td>495.504</td>\n",
+              "      <td>35598</td>\n",
+              "      <td>103</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06005</th>\n",
-              "      <td>38429</td>\n",
-              "      <td>17756</td>\n",
-              "      <td>31160</td>\n",
-              "      <td>2754</td>\n",
-              "      <td>3199</td>\n",
+              "      <td>9242</td>\n",
+              "      <td>40083</td>\n",
+              "      <td>17272.889</td>\n",
+              "      <td>41581</td>\n",
+              "      <td>2923</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06007</th>\n",
-              "      <td>225817</td>\n",
-              "      <td>79755</td>\n",
-              "      <td>24067</td>\n",
-              "      <td>17707</td>\n",
-              "      <td>10177</td>\n",
+              "      <td>40181</td>\n",
+              "      <td>212744</td>\n",
+              "      <td>76639.140</td>\n",
+              "      <td>33600</td>\n",
+              "      <td>16410</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06009</th>\n",
-              "      <td>45514</td>\n",
-              "      <td>19985</td>\n",
-              "      <td>29124</td>\n",
-              "      <td>2640</td>\n",
-              "      <td>1763</td>\n",
+              "      <td>7754</td>\n",
+              "      <td>46308</td>\n",
+              "      <td>21560.079</td>\n",
+              "      <td>37043</td>\n",
+              "      <td>3075</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06011</th>\n",
-              "      <td>21454</td>\n",
-              "      <td>8858</td>\n",
-              "      <td>27103</td>\n",
-              "      <td>2305</td>\n",
-              "      <td>1935</td>\n",
+              "      <td>4549</td>\n",
+              "      <td>21558</td>\n",
+              "      <td>8416.200</td>\n",
+              "      <td>36820</td>\n",
+              "      <td>2203</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06013</th>\n",
-              "      <td>1142251</td>\n",
-              "      <td>480862</td>\n",
-              "      <td>42181</td>\n",
-              "      <td>113092</td>\n",
-              "      <td>57337</td>\n",
+              "      <td>209958</td>\n",
+              "      <td>1152333</td>\n",
+              "      <td>491223.639</td>\n",
+              "      <td>54178</td>\n",
+              "      <td>118442</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06015</th>\n",
-              "      <td>27495</td>\n",
-              "      <td>9727</td>\n",
-              "      <td>23493</td>\n",
-              "      <td>1946</td>\n",
-              "      <td>883</td>\n",
+              "      <td>6381</td>\n",
+              "      <td>27968</td>\n",
+              "      <td>9762.150</td>\n",
+              "      <td>31929</td>\n",
+              "      <td>2309</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06017</th>\n",
-              "      <td>188563</td>\n",
-              "      <td>88764</td>\n",
-              "      <td>36682</td>\n",
-              "      <td>14368</td>\n",
-              "      <td>8359</td>\n",
+              "      <td>30508</td>\n",
+              "      <td>192925</td>\n",
+              "      <td>91421.044</td>\n",
+              "      <td>48876</td>\n",
+              "      <td>16166</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06019</th>\n",
-              "      <td>984521</td>\n",
-              "      <td>328577</td>\n",
-              "      <td>25238</td>\n",
-              "      <td>103312</td>\n",
-              "      <td>88476</td>\n",
+              "      <td>257611</td>\n",
+              "      <td>1000918</td>\n",
+              "      <td>337513.410</td>\n",
+              "      <td>33875</td>\n",
+              "      <td>107943</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06021</th>\n",
-              "      <td>27976</td>\n",
-              "      <td>12286</td>\n",
-              "      <td>24329</td>\n",
-              "      <td>3159</td>\n",
-              "      <td>2074</td>\n",
+              "      <td>6631</td>\n",
+              "      <td>28283</td>\n",
+              "      <td>12146.960</td>\n",
+              "      <td>35120</td>\n",
+              "      <td>2500</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06023</th>\n",
-              "      <td>135940</td>\n",
-              "      <td>45201</td>\n",
-              "      <td>25114</td>\n",
-              "      <td>9449</td>\n",
-              "      <td>2754</td>\n",
+              "      <td>20952</td>\n",
+              "      <td>134977</td>\n",
+              "      <td>43891.200</td>\n",
+              "      <td>31657</td>\n",
+              "      <td>9713</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06025</th>\n",
-              "      <td>180701</td>\n",
-              "      <td>57548</td>\n",
-              "      <td>18245</td>\n",
-              "      <td>16114</td>\n",
-              "      <td>26160</td>\n",
+              "      <td>66715</td>\n",
+              "      <td>180267</td>\n",
+              "      <td>56884.256</td>\n",
+              "      <td>24717</td>\n",
+              "      <td>18112</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06027</th>\n",
-              "      <td>17977</td>\n",
-              "      <td>7116</td>\n",
-              "      <td>31566</td>\n",
-              "      <td>1012</td>\n",
-              "      <td>1083</td>\n",
+              "      <td>4636</td>\n",
+              "      <td>18046</td>\n",
+              "      <td>7219.959</td>\n",
+              "      <td>41594</td>\n",
+              "      <td>1043</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06029</th>\n",
-              "      <td>887641</td>\n",
-              "      <td>310852</td>\n",
-              "      <td>25013</td>\n",
-              "      <td>95964</td>\n",
-              "      <td>94113</td>\n",
+              "      <td>244681</td>\n",
+              "      <td>901362</td>\n",
+              "      <td>312889.872</td>\n",
+              "      <td>30912</td>\n",
+              "      <td>97654</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06031</th>\n",
-              "      <td>150691</td>\n",
-              "      <td>52666</td>\n",
-              "      <td>26841</td>\n",
-              "      <td>15366</td>\n",
-              "      <td>20773</td>\n",
+              "      <td>55429</td>\n",
+              "      <td>152692</td>\n",
+              "      <td>53927.780</td>\n",
+              "      <td>34210</td>\n",
+              "      <td>16052</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06033</th>\n",
-              "      <td>64195</td>\n",
-              "      <td>24020</td>\n",
-              "      <td>25172</td>\n",
-              "      <td>4911</td>\n",
-              "      <td>2809</td>\n",
+              "      <td>11699</td>\n",
+              "      <td>64479</td>\n",
+              "      <td>24822.130</td>\n",
+              "      <td>31565</td>\n",
+              "      <td>5140</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06035</th>\n",
-              "      <td>30818</td>\n",
-              "      <td>11778</td>\n",
-              "      <td>30814</td>\n",
-              "      <td>1489</td>\n",
-              "      <td>5393</td>\n",
+              "      <td>10751</td>\n",
+              "      <td>30016</td>\n",
+              "      <td>11461.076</td>\n",
+              "      <td>34293</td>\n",
+              "      <td>1615</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06037</th>\n",
-              "      <td>10081570</td>\n",
-              "      <td>3538490</td>\n",
-              "      <td>29985</td>\n",
-              "      <td>974692</td>\n",
-              "      <td>1116948</td>\n",
+              "      <td>2908425</td>\n",
+              "      <td>9943046</td>\n",
+              "      <td>3520955.696</td>\n",
+              "      <td>38111</td>\n",
+              "      <td>967873</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06039</th>\n",
-              "      <td>155433</td>\n",
-              "      <td>58861</td>\n",
-              "      <td>23691</td>\n",
-              "      <td>16959</td>\n",
-              "      <td>14443</td>\n",
+              "      <td>43685</td>\n",
+              "      <td>157761</td>\n",
+              "      <td>56900.481</td>\n",
+              "      <td>30316</td>\n",
+              "      <td>16535</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06041</th>\n",
-              "      <td>259943</td>\n",
-              "      <td>114950</td>\n",
-              "      <td>52866</td>\n",
-              "      <td>21389</td>\n",
-              "      <td>12346</td>\n",
+              "      <td>38685</td>\n",
+              "      <td>257332</td>\n",
+              "      <td>113378.795</td>\n",
+              "      <td>65068</td>\n",
+              "      <td>20703</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06043</th>\n",
-              "      <td>17420</td>\n",
-              "      <td>8132</td>\n",
-              "      <td>27678</td>\n",
-              "      <td>1273</td>\n",
-              "      <td>367</td>\n",
+              "      <td>3145</td>\n",
+              "      <td>17160</td>\n",
+              "      <td>7397.292</td>\n",
+              "      <td>36299</td>\n",
+              "      <td>1233</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06045</th>\n",
-              "      <td>87224</td>\n",
-              "      <td>32946</td>\n",
-              "      <td>26784</td>\n",
-              "      <td>6600</td>\n",
-              "      <td>3434</td>\n",
+              "      <td>16568</td>\n",
+              "      <td>86061</td>\n",
+              "      <td>33108.240</td>\n",
+              "      <td>34707</td>\n",
+              "      <td>6681</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06047</th>\n",
-              "      <td>271382</td>\n",
-              "      <td>93884</td>\n",
-              "      <td>24873</td>\n",
-              "      <td>30492</td>\n",
-              "      <td>26230</td>\n",
+              "      <td>72959</td>\n",
+              "      <td>279252</td>\n",
+              "      <td>94260.678</td>\n",
+              "      <td>31343</td>\n",
+              "      <td>30146</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06049</th>\n",
-              "      <td>8907</td>\n",
-              "      <td>3725</td>\n",
-              "      <td>25106</td>\n",
-              "      <td>534</td>\n",
-              "      <td>407</td>\n",
+              "      <td>1000</td>\n",
+              "      <td>8763</td>\n",
+              "      <td>3883.438</td>\n",
+              "      <td>31521</td>\n",
+              "      <td>465</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06051</th>\n",
-              "      <td>14310</td>\n",
-              "      <td>4432</td>\n",
-              "      <td>30701</td>\n",
-              "      <td>523</td>\n",
-              "      <td>1165</td>\n",
+              "      <td>3144</td>\n",
+              "      <td>14534</td>\n",
+              "      <td>5487.377</td>\n",
+              "      <td>46048</td>\n",
+              "      <td>1105</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06053</th>\n",
-              "      <td>433410</td>\n",
-              "      <td>156955</td>\n",
-              "      <td>28207</td>\n",
-              "      <td>44697</td>\n",
-              "      <td>39425</td>\n",
+              "      <td>95140</td>\n",
+              "      <td>430906</td>\n",
+              "      <td>162039.867</td>\n",
+              "      <td>37063</td>\n",
+              "      <td>48002</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06055</th>\n",
-              "      <td>139623</td>\n",
-              "      <td>58092</td>\n",
-              "      <td>37953</td>\n",
-              "      <td>12457</td>\n",
-              "      <td>8342</td>\n",
+              "      <td>27765</td>\n",
+              "      <td>135965</td>\n",
+              "      <td>58060.389</td>\n",
+              "      <td>47432</td>\n",
+              "      <td>12018</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06057</th>\n",
-              "      <td>99244</td>\n",
-              "      <td>44923</td>\n",
-              "      <td>32359</td>\n",
-              "      <td>6066</td>\n",
-              "      <td>3499</td>\n",
+              "      <td>17503</td>\n",
+              "      <td>99606</td>\n",
+              "      <td>45714.103</td>\n",
+              "      <td>40174</td>\n",
+              "      <td>6898</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06059</th>\n",
-              "      <td>3168044</td>\n",
-              "      <td>1303187</td>\n",
-              "      <td>36135</td>\n",
-              "      <td>317253</td>\n",
-              "      <td>245978</td>\n",
+              "      <td>600384</td>\n",
+              "      <td>3166857</td>\n",
+              "      <td>1306956.195</td>\n",
+              "      <td>46430</td>\n",
+              "      <td>321300</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06061</th>\n",
-              "      <td>385512</td>\n",
-              "      <td>176980</td>\n",
-              "      <td>41130</td>\n",
-              "      <td>35358</td>\n",
-              "      <td>18430</td>\n",
+              "      <td>71527</td>\n",
+              "      <td>402950</td>\n",
+              "      <td>185639.202</td>\n",
+              "      <td>53071</td>\n",
+              "      <td>37963</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06063</th>\n",
-              "      <td>18660</td>\n",
-              "      <td>8287</td>\n",
-              "      <td>31351</td>\n",
-              "      <td>1193</td>\n",
-              "      <td>626</td>\n",
+              "      <td>3379</td>\n",
+              "      <td>18967</td>\n",
+              "      <td>8585.850</td>\n",
+              "      <td>39230</td>\n",
+              "      <td>999</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06065</th>\n",
-              "      <td>2411439</td>\n",
-              "      <td>915017</td>\n",
-              "      <td>28557</td>\n",
-              "      <td>241427</td>\n",
-              "      <td>271910</td>\n",
+              "      <td>626695</td>\n",
+              "      <td>2489188</td>\n",
+              "      <td>936495.840</td>\n",
+              "      <td>37929</td>\n",
+              "      <td>268129</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06067</th>\n",
-              "      <td>1524553</td>\n",
-              "      <td>559487</td>\n",
-              "      <td>32275</td>\n",
-              "      <td>141678</td>\n",
-              "      <td>86388</td>\n",
+              "      <td>314407</td>\n",
+              "      <td>1559146</td>\n",
+              "      <td>581828.561</td>\n",
+              "      <td>42351</td>\n",
+              "      <td>154446</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06069</th>\n",
-              "      <td>60376</td>\n",
-              "      <td>24181</td>\n",
-              "      <td>33547</td>\n",
-              "      <td>6773</td>\n",
-              "      <td>5401</td>\n",
+              "      <td>13636</td>\n",
+              "      <td>64055</td>\n",
+              "      <td>25577.667</td>\n",
+              "      <td>44611</td>\n",
+              "      <td>7695</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06071</th>\n",
-              "      <td>2149031</td>\n",
-              "      <td>768273</td>\n",
-              "      <td>27235</td>\n",
-              "      <td>233394</td>\n",
-              "      <td>274429</td>\n",
+              "      <td>597377</td>\n",
+              "      <td>2189183</td>\n",
+              "      <td>781869.830</td>\n",
+              "      <td>36178</td>\n",
+              "      <td>242009</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06073</th>\n",
-              "      <td>3316073</td>\n",
-              "      <td>1289394</td>\n",
-              "      <td>34307</td>\n",
-              "      <td>298550</td>\n",
-              "      <td>238042</td>\n",
+              "      <td>824586</td>\n",
+              "      <td>3332427</td>\n",
+              "      <td>1293264.554</td>\n",
+              "      <td>45463</td>\n",
+              "      <td>298453</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06075</th>\n",
-              "      <td>874961</td>\n",
-              "      <td>312207</td>\n",
-              "      <td>52677</td>\n",
-              "      <td>59212</td>\n",
-              "      <td>31427</td>\n",
+              "      <td>143959</td>\n",
+              "      <td>866606</td>\n",
+              "      <td>306862.042</td>\n",
+              "      <td>69260</td>\n",
+              "      <td>58854</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06077</th>\n",
-              "      <td>742603</td>\n",
-              "      <td>274992</td>\n",
-              "      <td>29535</td>\n",
-              "      <td>80367</td>\n",
-              "      <td>61901</td>\n",
+              "      <td>178501</td>\n",
+              "      <td>767967</td>\n",
+              "      <td>283515.990</td>\n",
+              "      <td>38674</td>\n",
+              "      <td>88055</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06079</th>\n",
-              "      <td>282165</td>\n",
-              "      <td>115104</td>\n",
-              "      <td>31938</td>\n",
-              "      <td>20884</td>\n",
-              "      <td>17605</td>\n",
+              "      <td>57556</td>\n",
+              "      <td>282249</td>\n",
+              "      <td>114640.775</td>\n",
+              "      <td>40720</td>\n",
+              "      <td>21754</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06081</th>\n",
-              "      <td>767423</td>\n",
-              "      <td>333988</td>\n",
-              "      <td>49128</td>\n",
-              "      <td>72546</td>\n",
-              "      <td>35466</td>\n",
+              "      <td>137238</td>\n",
+              "      <td>758308</td>\n",
+              "      <td>335088.173</td>\n",
+              "      <td>63325</td>\n",
+              "      <td>68046</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06083</th>\n",
-              "      <td>444829</td>\n",
-              "      <td>161813</td>\n",
-              "      <td>29657</td>\n",
-              "      <td>42522</td>\n",
-              "      <td>28567</td>\n",
+              "      <td>92683</td>\n",
+              "      <td>444766</td>\n",
+              "      <td>160367.004</td>\n",
+              "      <td>38787</td>\n",
+              "      <td>43491</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06085</th>\n",
-              "      <td>1927470</td>\n",
-              "      <td>836748</td>\n",
-              "      <td>47584</td>\n",
-              "      <td>192985</td>\n",
-              "      <td>101964</td>\n",
+              "      <td>342015</td>\n",
+              "      <td>1907105</td>\n",
+              "      <td>834042.321</td>\n",
+              "      <td>62532</td>\n",
+              "      <td>185999</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06087</th>\n",
-              "      <td>273962</td>\n",
-              "      <td>102414</td>\n",
-              "      <td>31174</td>\n",
-              "      <td>23868</td>\n",
-              "      <td>13383</td>\n",
+              "      <td>52532</td>\n",
+              "      <td>269925</td>\n",
+              "      <td>103077.379</td>\n",
+              "      <td>43988</td>\n",
+              "      <td>23759</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06089</th>\n",
-              "      <td>179212</td>\n",
-              "      <td>74306</td>\n",
-              "      <td>27000</td>\n",
-              "      <td>14505</td>\n",
-              "      <td>10333</td>\n",
+              "      <td>36988</td>\n",
+              "      <td>179027</td>\n",
+              "      <td>73045.770</td>\n",
+              "      <td>35503</td>\n",
+              "      <td>14201</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06091</th>\n",
-              "      <td>3040</td>\n",
-              "      <td>1302</td>\n",
-              "      <td>28138</td>\n",
-              "      <td>194</td>\n",
-              "      <td>95</td>\n",
+              "      <td>324</td>\n",
+              "      <td>2920</td>\n",
+              "      <td>1334.942</td>\n",
+              "      <td>31696</td>\n",
+              "      <td>114</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06093</th>\n",
-              "      <td>43468</td>\n",
-              "      <td>18281</td>\n",
-              "      <td>25576</td>\n",
-              "      <td>2841</td>\n",
-              "      <td>1532</td>\n",
+              "      <td>7478</td>\n",
+              "      <td>43245</td>\n",
+              "      <td>17714.508</td>\n",
+              "      <td>31315</td>\n",
+              "      <td>3024</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06095</th>\n",
-              "      <td>441829</td>\n",
-              "      <td>174436</td>\n",
-              "      <td>36273</td>\n",
-              "      <td>41875</td>\n",
-              "      <td>27706</td>\n",
+              "      <td>89419</td>\n",
+              "      <td>446935</td>\n",
+              "      <td>178080.056</td>\n",
+              "      <td>45137</td>\n",
+              "      <td>42824</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06097</th>\n",
-              "      <td>499772</td>\n",
-              "      <td>199770</td>\n",
-              "      <td>36623</td>\n",
-              "      <td>42147</td>\n",
-              "      <td>26108</td>\n",
+              "      <td>90191</td>\n",
+              "      <td>489819</td>\n",
+              "      <td>201348.202</td>\n",
+              "      <td>48308</td>\n",
+              "      <td>42270</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06099</th>\n",
-              "      <td>543194</td>\n",
-              "      <td>202150</td>\n",
-              "      <td>27840</td>\n",
-              "      <td>58529</td>\n",
-              "      <td>50983</td>\n",
+              "      <td>136645</td>\n",
+              "      <td>550081</td>\n",
+              "      <td>203766.620</td>\n",
+              "      <td>36126</td>\n",
+              "      <td>59134</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06101</th>\n",
-              "      <td>96109</td>\n",
-              "      <td>40060</td>\n",
-              "      <td>26334</td>\n",
-              "      <td>10384</td>\n",
-              "      <td>8264</td>\n",
+              "      <td>23045</td>\n",
+              "      <td>96385</td>\n",
+              "      <td>39530.528</td>\n",
+              "      <td>34285</td>\n",
+              "      <td>10428</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06103</th>\n",
-              "      <td>63912</td>\n",
-              "      <td>25736</td>\n",
-              "      <td>23061</td>\n",
-              "      <td>5194</td>\n",
-              "      <td>4660</td>\n",
+              "      <td>14753</td>\n",
+              "      <td>64494</td>\n",
+              "      <td>26263.636</td>\n",
+              "      <td>33015</td>\n",
+              "      <td>5817</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06105</th>\n",
-              "      <td>12700</td>\n",
-              "      <td>5342</td>\n",
-              "      <td>23901</td>\n",
-              "      <td>572</td>\n",
-              "      <td>307</td>\n",
+              "      <td>1485</td>\n",
+              "      <td>12216</td>\n",
+              "      <td>4868.825</td>\n",
+              "      <td>30470</td>\n",
+              "      <td>604</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06107</th>\n",
-              "      <td>461898</td>\n",
-              "      <td>162001</td>\n",
-              "      <td>22994</td>\n",
-              "      <td>54486</td>\n",
-              "      <td>44518</td>\n",
+              "      <td>136125</td>\n",
+              "      <td>468680</td>\n",
+              "      <td>163314.826</td>\n",
+              "      <td>31326</td>\n",
+              "      <td>56914</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06109</th>\n",
-              "      <td>54045</td>\n",
-              "      <td>23563</td>\n",
-              "      <td>29458</td>\n",
-              "      <td>3880</td>\n",
-              "      <td>3549</td>\n",
+              "      <td>13758</td>\n",
+              "      <td>54515</td>\n",
+              "      <td>23785.476</td>\n",
+              "      <td>37688</td>\n",
+              "      <td>3488</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06111</th>\n",
-              "      <td>847263</td>\n",
-              "      <td>339806</td>\n",
-              "      <td>33814</td>\n",
-              "      <td>82545</td>\n",
-              "      <td>69931</td>\n",
+              "      <td>186062</td>\n",
+              "      <td>841387</td>\n",
+              "      <td>335898.012</td>\n",
+              "      <td>42693</td>\n",
+              "      <td>82532</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06113</th>\n",
-              "      <td>217352</td>\n",
-              "      <td>78786</td>\n",
-              "      <td>30331</td>\n",
-              "      <td>20819</td>\n",
-              "      <td>11698</td>\n",
+              "      <td>41061</td>\n",
+              "      <td>219728</td>\n",
+              "      <td>78920.160</td>\n",
+              "      <td>40567</td>\n",
+              "      <td>21166</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06115</th>\n",
-              "      <td>76360</td>\n",
-              "      <td>29484</td>\n",
-              "      <td>27877</td>\n",
-              "      <td>8106</td>\n",
-              "      <td>5324</td>\n",
+              "      <td>17944</td>\n",
+              "      <td>80160</td>\n",
+              "      <td>29632.050</td>\n",
+              "      <td>35459</td>\n",
+              "      <td>8439</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
-              "</div>"
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-65006009-5355-4960-9f0a-d6fd4b33e4b4')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-65006009-5355-4960-9f0a-d6fd4b33e4b4 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-65006009-5355-4960-9f0a-d6fd4b33e4b4');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-e7138eaf-a171-485a-87ce-00157e50e7cd\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e7138eaf-a171-485a-87ce-00157e50e7cd')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-e7138eaf-a171-485a-87ce-00157e50e7cd button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "  <div id=\"id_449b64bf-8fdb-4b72-b944-4d371c245fec\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('raw_df')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_449b64bf-8fdb-4b72-b944-4d371c245fec button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('raw_df');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
             ],
-            "text/plain": [
-              "             Count_Person  ...  CumulativeCount_MedicalTest_ConditionCOVID_19_Positive\n",
-              "place                      ...                                                        \n",
-              "geoId/06001       1656754  ...                                              73771     \n",
-              "geoId/06003          1039  ...                                                 74     \n",
-              "geoId/06005         38429  ...                                               3199     \n",
-              "geoId/06007        225817  ...                                              10177     \n",
-              "geoId/06009         45514  ...                                               1763     \n",
-              "geoId/06011         21454  ...                                               1935     \n",
-              "geoId/06013       1142251  ...                                              57337     \n",
-              "geoId/06015         27495  ...                                                883     \n",
-              "geoId/06017        188563  ...                                               8359     \n",
-              "geoId/06019        984521  ...                                              88476     \n",
-              "geoId/06021         27976  ...                                               2074     \n",
-              "geoId/06023        135940  ...                                               2754     \n",
-              "geoId/06025        180701  ...                                              26160     \n",
-              "geoId/06027         17977  ...                                               1083     \n",
-              "geoId/06029        887641  ...                                              94113     \n",
-              "geoId/06031        150691  ...                                              20773     \n",
-              "geoId/06033         64195  ...                                               2809     \n",
-              "geoId/06035         30818  ...                                               5393     \n",
-              "geoId/06037      10081570  ...                                            1116948     \n",
-              "geoId/06039        155433  ...                                              14443     \n",
-              "geoId/06041        259943  ...                                              12346     \n",
-              "geoId/06043         17420  ...                                                367     \n",
-              "geoId/06045         87224  ...                                               3434     \n",
-              "geoId/06047        271382  ...                                              26230     \n",
-              "geoId/06049          8907  ...                                                407     \n",
-              "geoId/06051         14310  ...                                               1165     \n",
-              "geoId/06053        433410  ...                                              39425     \n",
-              "geoId/06055        139623  ...                                               8342     \n",
-              "geoId/06057         99244  ...                                               3499     \n",
-              "geoId/06059       3168044  ...                                             245978     \n",
-              "geoId/06061        385512  ...                                              18430     \n",
-              "geoId/06063         18660  ...                                                626     \n",
-              "geoId/06065       2411439  ...                                             271910     \n",
-              "geoId/06067       1524553  ...                                              86388     \n",
-              "geoId/06069         60376  ...                                               5401     \n",
-              "geoId/06071       2149031  ...                                             274429     \n",
-              "geoId/06073       3316073  ...                                             238042     \n",
-              "geoId/06075        874961  ...                                              31427     \n",
-              "geoId/06077        742603  ...                                              61901     \n",
-              "geoId/06079        282165  ...                                              17605     \n",
-              "geoId/06081        767423  ...                                              35466     \n",
-              "geoId/06083        444829  ...                                              28567     \n",
-              "geoId/06085       1927470  ...                                             101964     \n",
-              "geoId/06087        273962  ...                                              13383     \n",
-              "geoId/06089        179212  ...                                              10333     \n",
-              "geoId/06091          3040  ...                                                 95     \n",
-              "geoId/06093         43468  ...                                               1532     \n",
-              "geoId/06095        441829  ...                                              27706     \n",
-              "geoId/06097        499772  ...                                              26108     \n",
-              "geoId/06099        543194  ...                                              50983     \n",
-              "geoId/06101         96109  ...                                               8264     \n",
-              "geoId/06103         63912  ...                                               4660     \n",
-              "geoId/06105         12700  ...                                                307     \n",
-              "geoId/06107        461898  ...                                              44518     \n",
-              "geoId/06109         54045  ...                                               3549     \n",
-              "geoId/06111        847263  ...                                              69931     \n",
-              "geoId/06113        217352  ...                                              11698     \n",
-              "geoId/06115         76360  ...                                               5324     \n",
-              "\n",
-              "[58 rows x 5 columns]"
-            ]
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "raw_df",
+              "summary": "{\n  \"name\": \"raw_df\",\n  \"rows\": 58,\n  \"fields\": [\n    {\n      \"column\": \"place\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 58,\n        \"samples\": [\n          \"geoId/06001\",\n          \"geoId/06011\",\n          \"geoId/06069\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 406565,\n        \"min\": 126,\n        \"max\": 2908425,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          284054,\n          4549,\n          13636\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1457019,\n        \"min\": 1119,\n        \"max\": 9943046,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          1662323,\n          21558,\n          64055\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person_MarriedAndNotSeparated\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 530767.1947848009,\n        \"min\": 495.504,\n        \"max\": 3520955.696,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          674824.699,\n          8416.2,\n          25577.667\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Median_Income_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9434,\n        \"min\": 24717,\n        \"max\": 69260,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          56575,\n          36820,\n          44611\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Household_With4OrMorePerson\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 142918,\n        \"min\": 103,\n        \"max\": 967873,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          155852,\n          2203,\n          7695\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
           },
-          "metadata": {
-            "tags": []
-          }
+          "metadata": {}
         }
       ]
     },
@@ -870,10 +1232,10 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 689
+          "height": 1000
         },
         "id": "0O20_YeL95nn",
-        "outputId": "f95c85e8-5f05-4d5d-a1ae-e2a1e249bff7"
+        "outputId": "1c4f82c5-c8a1-4f19-ab1e-d5cc0301e299"
       },
       "source": [
         "# Generate a correlation matrix plot\n",
@@ -881,20 +1243,17 @@
         "plt.figure(figsize=(8, 8))\n",
         "corrplot(raw_df.corr(), size_scale=300);"
       ],
-      "execution_count": null,
+      "execution_count": 27,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
             "text/plain": [
-              "<Figure size 576x576 with 2 Axes>"
-            ]
+              "<Figure size 800x800 with 2 Axes>"
+            ],
+            "image/png": "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\n"
           },
-          "metadata": {
-            "tags": [],
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -925,7 +1284,7 @@
           "height": 1000
         },
         "id": "ivZK29Ho_PYN",
-        "outputId": "b87d7843-86fd-4d6f-8e43-b100f202f7d0"
+        "outputId": "39f9d87d-1ae3-43f7-964d-36b5d39255b4"
       },
       "source": [
         "filtered_stat_vars_to_query = [\n",
@@ -934,20 +1293,206 @@
         "                              \"Count_Person_MarriedAndNotSeparated\",\n",
         "                              \"Median_Income_Person\",\n",
         "                              \"Count_Household_With4OrMorePerson\"\n",
-        "                      \n",
+        "\n",
         "]\n",
         "\n",
         "# Get data from Data Commons\n",
         "filtered_df = dcp.build_multivariate_dataframe(county_dcids, stat_vars_to_query)\n",
         "display(filtered_df)\n"
       ],
-      "execution_count": null,
+      "execution_count": 28,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
+            "text/plain": [
+              "             CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase  \\\n",
+              "place                                                                                    \n",
+              "geoId/06001                                             284054                           \n",
+              "geoId/06003                                                126                           \n",
+              "geoId/06005                                               9242                           \n",
+              "geoId/06007                                              40181                           \n",
+              "geoId/06009                                               7754                           \n",
+              "geoId/06011                                               4549                           \n",
+              "geoId/06013                                             209958                           \n",
+              "geoId/06015                                               6381                           \n",
+              "geoId/06017                                              30508                           \n",
+              "geoId/06019                                             257611                           \n",
+              "geoId/06021                                               6631                           \n",
+              "geoId/06023                                              20952                           \n",
+              "geoId/06025                                              66715                           \n",
+              "geoId/06027                                               4636                           \n",
+              "geoId/06029                                             244681                           \n",
+              "geoId/06031                                              55429                           \n",
+              "geoId/06033                                              11699                           \n",
+              "geoId/06035                                              10751                           \n",
+              "geoId/06037                                            2908425                           \n",
+              "geoId/06039                                              43685                           \n",
+              "geoId/06041                                              38685                           \n",
+              "geoId/06043                                               3145                           \n",
+              "geoId/06045                                              16568                           \n",
+              "geoId/06047                                              72959                           \n",
+              "geoId/06049                                               1000                           \n",
+              "geoId/06051                                               3144                           \n",
+              "geoId/06053                                              95140                           \n",
+              "geoId/06055                                              27765                           \n",
+              "geoId/06057                                              17503                           \n",
+              "geoId/06059                                             600384                           \n",
+              "geoId/06061                                              71527                           \n",
+              "geoId/06063                                               3379                           \n",
+              "geoId/06065                                             626695                           \n",
+              "geoId/06067                                             314407                           \n",
+              "geoId/06069                                              13636                           \n",
+              "geoId/06071                                             597377                           \n",
+              "geoId/06073                                             824586                           \n",
+              "geoId/06075                                             143959                           \n",
+              "geoId/06077                                             178501                           \n",
+              "geoId/06079                                              57556                           \n",
+              "geoId/06081                                             137238                           \n",
+              "geoId/06083                                              92683                           \n",
+              "geoId/06085                                             342015                           \n",
+              "geoId/06087                                              52532                           \n",
+              "geoId/06089                                              36988                           \n",
+              "geoId/06091                                                324                           \n",
+              "geoId/06093                                               7478                           \n",
+              "geoId/06095                                              89419                           \n",
+              "geoId/06097                                              90191                           \n",
+              "geoId/06099                                             136645                           \n",
+              "geoId/06101                                              23045                           \n",
+              "geoId/06103                                              14753                           \n",
+              "geoId/06105                                               1485                           \n",
+              "geoId/06107                                             136125                           \n",
+              "geoId/06109                                              13758                           \n",
+              "geoId/06111                                             186062                           \n",
+              "geoId/06113                                              41061                           \n",
+              "geoId/06115                                              17944                           \n",
+              "\n",
+              "             Count_Person  Count_Person_MarriedAndNotSeparated  \\\n",
+              "place                                                            \n",
+              "geoId/06001       1662323                           674824.699   \n",
+              "geoId/06003          1119                              495.504   \n",
+              "geoId/06005         40083                            17272.889   \n",
+              "geoId/06007        212744                            76639.140   \n",
+              "geoId/06009         46308                            21560.079   \n",
+              "geoId/06011         21558                             8416.200   \n",
+              "geoId/06013       1152333                           491223.639   \n",
+              "geoId/06015         27968                             9762.150   \n",
+              "geoId/06017        192925                            91421.044   \n",
+              "geoId/06019       1000918                           337513.410   \n",
+              "geoId/06021         28283                            12146.960   \n",
+              "geoId/06023        134977                            43891.200   \n",
+              "geoId/06025        180267                            56884.256   \n",
+              "geoId/06027         18046                             7219.959   \n",
+              "geoId/06029        901362                           312889.872   \n",
+              "geoId/06031        152692                            53927.780   \n",
+              "geoId/06033         64479                            24822.130   \n",
+              "geoId/06035         30016                            11461.076   \n",
+              "geoId/06037       9943046                          3520955.696   \n",
+              "geoId/06039        157761                            56900.481   \n",
+              "geoId/06041        257332                           113378.795   \n",
+              "geoId/06043         17160                             7397.292   \n",
+              "geoId/06045         86061                            33108.240   \n",
+              "geoId/06047        279252                            94260.678   \n",
+              "geoId/06049          8763                             3883.438   \n",
+              "geoId/06051         14534                             5487.377   \n",
+              "geoId/06053        430906                           162039.867   \n",
+              "geoId/06055        135965                            58060.389   \n",
+              "geoId/06057         99606                            45714.103   \n",
+              "geoId/06059       3166857                          1306956.195   \n",
+              "geoId/06061        402950                           185639.202   \n",
+              "geoId/06063         18967                             8585.850   \n",
+              "geoId/06065       2489188                           936495.840   \n",
+              "geoId/06067       1559146                           581828.561   \n",
+              "geoId/06069         64055                            25577.667   \n",
+              "geoId/06071       2189183                           781869.830   \n",
+              "geoId/06073       3332427                          1293264.554   \n",
+              "geoId/06075        866606                           306862.042   \n",
+              "geoId/06077        767967                           283515.990   \n",
+              "geoId/06079        282249                           114640.775   \n",
+              "geoId/06081        758308                           335088.173   \n",
+              "geoId/06083        444766                           160367.004   \n",
+              "geoId/06085       1907105                           834042.321   \n",
+              "geoId/06087        269925                           103077.379   \n",
+              "geoId/06089        179027                            73045.770   \n",
+              "geoId/06091          2920                             1334.942   \n",
+              "geoId/06093         43245                            17714.508   \n",
+              "geoId/06095        446935                           178080.056   \n",
+              "geoId/06097        489819                           201348.202   \n",
+              "geoId/06099        550081                           203766.620   \n",
+              "geoId/06101         96385                            39530.528   \n",
+              "geoId/06103         64494                            26263.636   \n",
+              "geoId/06105         12216                             4868.825   \n",
+              "geoId/06107        468680                           163314.826   \n",
+              "geoId/06109         54515                            23785.476   \n",
+              "geoId/06111        841387                           335898.012   \n",
+              "geoId/06113        219728                            78920.160   \n",
+              "geoId/06115         80160                            29632.050   \n",
+              "\n",
+              "             Median_Income_Person  Count_Household_With4OrMorePerson  \n",
+              "place                                                                 \n",
+              "geoId/06001                 56575                             155852  \n",
+              "geoId/06003                 35598                                103  \n",
+              "geoId/06005                 41581                               2923  \n",
+              "geoId/06007                 33600                              16410  \n",
+              "geoId/06009                 37043                               3075  \n",
+              "geoId/06011                 36820                               2203  \n",
+              "geoId/06013                 54178                             118442  \n",
+              "geoId/06015                 31929                               2309  \n",
+              "geoId/06017                 48876                              16166  \n",
+              "geoId/06019                 33875                             107943  \n",
+              "geoId/06021                 35120                               2500  \n",
+              "geoId/06023                 31657                               9713  \n",
+              "geoId/06025                 24717                              18112  \n",
+              "geoId/06027                 41594                               1043  \n",
+              "geoId/06029                 30912                              97654  \n",
+              "geoId/06031                 34210                              16052  \n",
+              "geoId/06033                 31565                               5140  \n",
+              "geoId/06035                 34293                               1615  \n",
+              "geoId/06037                 38111                             967873  \n",
+              "geoId/06039                 30316                              16535  \n",
+              "geoId/06041                 65068                              20703  \n",
+              "geoId/06043                 36299                               1233  \n",
+              "geoId/06045                 34707                               6681  \n",
+              "geoId/06047                 31343                              30146  \n",
+              "geoId/06049                 31521                                465  \n",
+              "geoId/06051                 46048                               1105  \n",
+              "geoId/06053                 37063                              48002  \n",
+              "geoId/06055                 47432                              12018  \n",
+              "geoId/06057                 40174                               6898  \n",
+              "geoId/06059                 46430                             321300  \n",
+              "geoId/06061                 53071                              37963  \n",
+              "geoId/06063                 39230                                999  \n",
+              "geoId/06065                 37929                             268129  \n",
+              "geoId/06067                 42351                             154446  \n",
+              "geoId/06069                 44611                               7695  \n",
+              "geoId/06071                 36178                             242009  \n",
+              "geoId/06073                 45463                             298453  \n",
+              "geoId/06075                 69260                              58854  \n",
+              "geoId/06077                 38674                              88055  \n",
+              "geoId/06079                 40720                              21754  \n",
+              "geoId/06081                 63325                              68046  \n",
+              "geoId/06083                 38787                              43491  \n",
+              "geoId/06085                 62532                             185999  \n",
+              "geoId/06087                 43988                              23759  \n",
+              "geoId/06089                 35503                              14201  \n",
+              "geoId/06091                 31696                                114  \n",
+              "geoId/06093                 31315                               3024  \n",
+              "geoId/06095                 45137                              42824  \n",
+              "geoId/06097                 48308                              42270  \n",
+              "geoId/06099                 36126                              59134  \n",
+              "geoId/06101                 34285                              10428  \n",
+              "geoId/06103                 33015                               5817  \n",
+              "geoId/06105                 30470                                604  \n",
+              "geoId/06107                 31326                              56914  \n",
+              "geoId/06109                 37688                               3488  \n",
+              "geoId/06111                 42693                              82532  \n",
+              "geoId/06113                 40567                              21166  \n",
+              "geoId/06115                 35459                               8439  "
+            ],
             "text/html": [
-              "<div>\n",
+              "\n",
+              "  <div id=\"df-01fb6eef-8e42-491c-8876-c8658a80d4ac\" class=\"colab-df-container\">\n",
+              "    <div>\n",
               "<style scoped>\n",
               "    .dataframe tbody tr th:only-of-type {\n",
               "        vertical-align: middle;\n",
@@ -965,11 +1510,11 @@
               "  <thead>\n",
               "    <tr style=\"text-align: right;\">\n",
               "      <th></th>\n",
-              "      <th>Median_Income_Person</th>\n",
-              "      <th>Count_Household_With4OrMorePerson</th>\n",
-              "      <th>CumulativeCount_MedicalTest_ConditionCOVID_19_Positive</th>\n",
+              "      <th>CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase</th>\n",
               "      <th>Count_Person</th>\n",
               "      <th>Count_Person_MarriedAndNotSeparated</th>\n",
+              "      <th>Median_Income_Person</th>\n",
+              "      <th>Count_Household_With4OrMorePerson</th>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>place</th>\n",
@@ -983,540 +1528,743 @@
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>geoId/06001</th>\n",
-              "      <td>43583</td>\n",
-              "      <td>157543</td>\n",
-              "      <td>73771</td>\n",
-              "      <td>1656754</td>\n",
-              "      <td>669429</td>\n",
+              "      <td>284054</td>\n",
+              "      <td>1662323</td>\n",
+              "      <td>674824.699</td>\n",
+              "      <td>56575</td>\n",
+              "      <td>155852</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06003</th>\n",
-              "      <td>30512</td>\n",
-              "      <td>61</td>\n",
-              "      <td>74</td>\n",
-              "      <td>1039</td>\n",
-              "      <td>432</td>\n",
+              "      <td>126</td>\n",
+              "      <td>1119</td>\n",
+              "      <td>495.504</td>\n",
+              "      <td>35598</td>\n",
+              "      <td>103</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06005</th>\n",
-              "      <td>31160</td>\n",
-              "      <td>2754</td>\n",
-              "      <td>3199</td>\n",
-              "      <td>38429</td>\n",
-              "      <td>17756</td>\n",
+              "      <td>9242</td>\n",
+              "      <td>40083</td>\n",
+              "      <td>17272.889</td>\n",
+              "      <td>41581</td>\n",
+              "      <td>2923</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06007</th>\n",
-              "      <td>24067</td>\n",
-              "      <td>17707</td>\n",
-              "      <td>10177</td>\n",
-              "      <td>225817</td>\n",
-              "      <td>79755</td>\n",
+              "      <td>40181</td>\n",
+              "      <td>212744</td>\n",
+              "      <td>76639.140</td>\n",
+              "      <td>33600</td>\n",
+              "      <td>16410</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06009</th>\n",
-              "      <td>29124</td>\n",
-              "      <td>2640</td>\n",
-              "      <td>1763</td>\n",
-              "      <td>45514</td>\n",
-              "      <td>19985</td>\n",
+              "      <td>7754</td>\n",
+              "      <td>46308</td>\n",
+              "      <td>21560.079</td>\n",
+              "      <td>37043</td>\n",
+              "      <td>3075</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06011</th>\n",
-              "      <td>27103</td>\n",
-              "      <td>2305</td>\n",
-              "      <td>1935</td>\n",
-              "      <td>21454</td>\n",
-              "      <td>8858</td>\n",
+              "      <td>4549</td>\n",
+              "      <td>21558</td>\n",
+              "      <td>8416.200</td>\n",
+              "      <td>36820</td>\n",
+              "      <td>2203</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06013</th>\n",
-              "      <td>42181</td>\n",
-              "      <td>113092</td>\n",
-              "      <td>57337</td>\n",
-              "      <td>1142251</td>\n",
-              "      <td>480862</td>\n",
+              "      <td>209958</td>\n",
+              "      <td>1152333</td>\n",
+              "      <td>491223.639</td>\n",
+              "      <td>54178</td>\n",
+              "      <td>118442</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06015</th>\n",
-              "      <td>23493</td>\n",
-              "      <td>1946</td>\n",
-              "      <td>883</td>\n",
-              "      <td>27495</td>\n",
-              "      <td>9727</td>\n",
+              "      <td>6381</td>\n",
+              "      <td>27968</td>\n",
+              "      <td>9762.150</td>\n",
+              "      <td>31929</td>\n",
+              "      <td>2309</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06017</th>\n",
-              "      <td>36682</td>\n",
-              "      <td>14368</td>\n",
-              "      <td>8359</td>\n",
-              "      <td>188563</td>\n",
-              "      <td>88764</td>\n",
+              "      <td>30508</td>\n",
+              "      <td>192925</td>\n",
+              "      <td>91421.044</td>\n",
+              "      <td>48876</td>\n",
+              "      <td>16166</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06019</th>\n",
-              "      <td>25238</td>\n",
-              "      <td>103312</td>\n",
-              "      <td>88476</td>\n",
-              "      <td>984521</td>\n",
-              "      <td>328577</td>\n",
+              "      <td>257611</td>\n",
+              "      <td>1000918</td>\n",
+              "      <td>337513.410</td>\n",
+              "      <td>33875</td>\n",
+              "      <td>107943</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06021</th>\n",
-              "      <td>24329</td>\n",
-              "      <td>3159</td>\n",
-              "      <td>2074</td>\n",
-              "      <td>27976</td>\n",
-              "      <td>12286</td>\n",
+              "      <td>6631</td>\n",
+              "      <td>28283</td>\n",
+              "      <td>12146.960</td>\n",
+              "      <td>35120</td>\n",
+              "      <td>2500</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06023</th>\n",
-              "      <td>25114</td>\n",
-              "      <td>9449</td>\n",
-              "      <td>2754</td>\n",
-              "      <td>135940</td>\n",
-              "      <td>45201</td>\n",
+              "      <td>20952</td>\n",
+              "      <td>134977</td>\n",
+              "      <td>43891.200</td>\n",
+              "      <td>31657</td>\n",
+              "      <td>9713</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06025</th>\n",
-              "      <td>18245</td>\n",
-              "      <td>16114</td>\n",
-              "      <td>26160</td>\n",
-              "      <td>180701</td>\n",
-              "      <td>57548</td>\n",
+              "      <td>66715</td>\n",
+              "      <td>180267</td>\n",
+              "      <td>56884.256</td>\n",
+              "      <td>24717</td>\n",
+              "      <td>18112</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06027</th>\n",
-              "      <td>31566</td>\n",
-              "      <td>1012</td>\n",
-              "      <td>1083</td>\n",
-              "      <td>17977</td>\n",
-              "      <td>7116</td>\n",
+              "      <td>4636</td>\n",
+              "      <td>18046</td>\n",
+              "      <td>7219.959</td>\n",
+              "      <td>41594</td>\n",
+              "      <td>1043</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06029</th>\n",
-              "      <td>25013</td>\n",
-              "      <td>95964</td>\n",
-              "      <td>94113</td>\n",
-              "      <td>887641</td>\n",
-              "      <td>310852</td>\n",
+              "      <td>244681</td>\n",
+              "      <td>901362</td>\n",
+              "      <td>312889.872</td>\n",
+              "      <td>30912</td>\n",
+              "      <td>97654</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06031</th>\n",
-              "      <td>26841</td>\n",
-              "      <td>15366</td>\n",
-              "      <td>20773</td>\n",
-              "      <td>150691</td>\n",
-              "      <td>52666</td>\n",
+              "      <td>55429</td>\n",
+              "      <td>152692</td>\n",
+              "      <td>53927.780</td>\n",
+              "      <td>34210</td>\n",
+              "      <td>16052</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06033</th>\n",
-              "      <td>25172</td>\n",
-              "      <td>4911</td>\n",
-              "      <td>2809</td>\n",
-              "      <td>64195</td>\n",
-              "      <td>24020</td>\n",
+              "      <td>11699</td>\n",
+              "      <td>64479</td>\n",
+              "      <td>24822.130</td>\n",
+              "      <td>31565</td>\n",
+              "      <td>5140</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06035</th>\n",
-              "      <td>30814</td>\n",
-              "      <td>1489</td>\n",
-              "      <td>5393</td>\n",
-              "      <td>30818</td>\n",
-              "      <td>11778</td>\n",
+              "      <td>10751</td>\n",
+              "      <td>30016</td>\n",
+              "      <td>11461.076</td>\n",
+              "      <td>34293</td>\n",
+              "      <td>1615</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06037</th>\n",
-              "      <td>29985</td>\n",
-              "      <td>974692</td>\n",
-              "      <td>1116948</td>\n",
-              "      <td>10081570</td>\n",
-              "      <td>3538490</td>\n",
+              "      <td>2908425</td>\n",
+              "      <td>9943046</td>\n",
+              "      <td>3520955.696</td>\n",
+              "      <td>38111</td>\n",
+              "      <td>967873</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06039</th>\n",
-              "      <td>23691</td>\n",
-              "      <td>16959</td>\n",
-              "      <td>14443</td>\n",
-              "      <td>155433</td>\n",
-              "      <td>58861</td>\n",
+              "      <td>43685</td>\n",
+              "      <td>157761</td>\n",
+              "      <td>56900.481</td>\n",
+              "      <td>30316</td>\n",
+              "      <td>16535</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06041</th>\n",
-              "      <td>52866</td>\n",
-              "      <td>21389</td>\n",
-              "      <td>12346</td>\n",
-              "      <td>259943</td>\n",
-              "      <td>114950</td>\n",
+              "      <td>38685</td>\n",
+              "      <td>257332</td>\n",
+              "      <td>113378.795</td>\n",
+              "      <td>65068</td>\n",
+              "      <td>20703</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06043</th>\n",
-              "      <td>27678</td>\n",
-              "      <td>1273</td>\n",
-              "      <td>367</td>\n",
-              "      <td>17420</td>\n",
-              "      <td>8132</td>\n",
+              "      <td>3145</td>\n",
+              "      <td>17160</td>\n",
+              "      <td>7397.292</td>\n",
+              "      <td>36299</td>\n",
+              "      <td>1233</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06045</th>\n",
-              "      <td>26784</td>\n",
-              "      <td>6600</td>\n",
-              "      <td>3434</td>\n",
-              "      <td>87224</td>\n",
-              "      <td>32946</td>\n",
+              "      <td>16568</td>\n",
+              "      <td>86061</td>\n",
+              "      <td>33108.240</td>\n",
+              "      <td>34707</td>\n",
+              "      <td>6681</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06047</th>\n",
-              "      <td>24873</td>\n",
-              "      <td>30492</td>\n",
-              "      <td>26230</td>\n",
-              "      <td>271382</td>\n",
-              "      <td>93884</td>\n",
+              "      <td>72959</td>\n",
+              "      <td>279252</td>\n",
+              "      <td>94260.678</td>\n",
+              "      <td>31343</td>\n",
+              "      <td>30146</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06049</th>\n",
-              "      <td>25106</td>\n",
-              "      <td>534</td>\n",
-              "      <td>407</td>\n",
-              "      <td>8907</td>\n",
-              "      <td>3725</td>\n",
+              "      <td>1000</td>\n",
+              "      <td>8763</td>\n",
+              "      <td>3883.438</td>\n",
+              "      <td>31521</td>\n",
+              "      <td>465</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06051</th>\n",
-              "      <td>30701</td>\n",
-              "      <td>523</td>\n",
-              "      <td>1165</td>\n",
-              "      <td>14310</td>\n",
-              "      <td>4432</td>\n",
+              "      <td>3144</td>\n",
+              "      <td>14534</td>\n",
+              "      <td>5487.377</td>\n",
+              "      <td>46048</td>\n",
+              "      <td>1105</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06053</th>\n",
-              "      <td>28207</td>\n",
-              "      <td>44697</td>\n",
-              "      <td>39425</td>\n",
-              "      <td>433410</td>\n",
-              "      <td>156955</td>\n",
+              "      <td>95140</td>\n",
+              "      <td>430906</td>\n",
+              "      <td>162039.867</td>\n",
+              "      <td>37063</td>\n",
+              "      <td>48002</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06055</th>\n",
-              "      <td>37953</td>\n",
-              "      <td>12457</td>\n",
-              "      <td>8342</td>\n",
-              "      <td>139623</td>\n",
-              "      <td>58092</td>\n",
+              "      <td>27765</td>\n",
+              "      <td>135965</td>\n",
+              "      <td>58060.389</td>\n",
+              "      <td>47432</td>\n",
+              "      <td>12018</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06057</th>\n",
-              "      <td>32359</td>\n",
-              "      <td>6066</td>\n",
-              "      <td>3499</td>\n",
-              "      <td>99244</td>\n",
-              "      <td>44923</td>\n",
+              "      <td>17503</td>\n",
+              "      <td>99606</td>\n",
+              "      <td>45714.103</td>\n",
+              "      <td>40174</td>\n",
+              "      <td>6898</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06059</th>\n",
-              "      <td>36135</td>\n",
-              "      <td>317253</td>\n",
-              "      <td>245978</td>\n",
-              "      <td>3168044</td>\n",
-              "      <td>1303187</td>\n",
+              "      <td>600384</td>\n",
+              "      <td>3166857</td>\n",
+              "      <td>1306956.195</td>\n",
+              "      <td>46430</td>\n",
+              "      <td>321300</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06061</th>\n",
-              "      <td>41130</td>\n",
-              "      <td>35358</td>\n",
-              "      <td>18430</td>\n",
-              "      <td>385512</td>\n",
-              "      <td>176980</td>\n",
+              "      <td>71527</td>\n",
+              "      <td>402950</td>\n",
+              "      <td>185639.202</td>\n",
+              "      <td>53071</td>\n",
+              "      <td>37963</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06063</th>\n",
-              "      <td>31351</td>\n",
-              "      <td>1193</td>\n",
-              "      <td>626</td>\n",
-              "      <td>18660</td>\n",
-              "      <td>8287</td>\n",
+              "      <td>3379</td>\n",
+              "      <td>18967</td>\n",
+              "      <td>8585.850</td>\n",
+              "      <td>39230</td>\n",
+              "      <td>999</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06065</th>\n",
-              "      <td>28557</td>\n",
-              "      <td>241427</td>\n",
-              "      <td>271910</td>\n",
-              "      <td>2411439</td>\n",
-              "      <td>915017</td>\n",
+              "      <td>626695</td>\n",
+              "      <td>2489188</td>\n",
+              "      <td>936495.840</td>\n",
+              "      <td>37929</td>\n",
+              "      <td>268129</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06067</th>\n",
-              "      <td>32275</td>\n",
-              "      <td>141678</td>\n",
-              "      <td>86388</td>\n",
-              "      <td>1524553</td>\n",
-              "      <td>559487</td>\n",
+              "      <td>314407</td>\n",
+              "      <td>1559146</td>\n",
+              "      <td>581828.561</td>\n",
+              "      <td>42351</td>\n",
+              "      <td>154446</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06069</th>\n",
-              "      <td>33547</td>\n",
-              "      <td>6773</td>\n",
-              "      <td>5401</td>\n",
-              "      <td>60376</td>\n",
-              "      <td>24181</td>\n",
+              "      <td>13636</td>\n",
+              "      <td>64055</td>\n",
+              "      <td>25577.667</td>\n",
+              "      <td>44611</td>\n",
+              "      <td>7695</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06071</th>\n",
-              "      <td>27235</td>\n",
-              "      <td>233394</td>\n",
-              "      <td>274429</td>\n",
-              "      <td>2149031</td>\n",
-              "      <td>768273</td>\n",
+              "      <td>597377</td>\n",
+              "      <td>2189183</td>\n",
+              "      <td>781869.830</td>\n",
+              "      <td>36178</td>\n",
+              "      <td>242009</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06073</th>\n",
-              "      <td>34307</td>\n",
-              "      <td>298550</td>\n",
-              "      <td>238042</td>\n",
-              "      <td>3316073</td>\n",
-              "      <td>1289394</td>\n",
+              "      <td>824586</td>\n",
+              "      <td>3332427</td>\n",
+              "      <td>1293264.554</td>\n",
+              "      <td>45463</td>\n",
+              "      <td>298453</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06075</th>\n",
-              "      <td>52677</td>\n",
-              "      <td>59212</td>\n",
-              "      <td>31427</td>\n",
-              "      <td>874961</td>\n",
-              "      <td>312207</td>\n",
+              "      <td>143959</td>\n",
+              "      <td>866606</td>\n",
+              "      <td>306862.042</td>\n",
+              "      <td>69260</td>\n",
+              "      <td>58854</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06077</th>\n",
-              "      <td>29535</td>\n",
-              "      <td>80367</td>\n",
-              "      <td>61901</td>\n",
-              "      <td>742603</td>\n",
-              "      <td>274992</td>\n",
+              "      <td>178501</td>\n",
+              "      <td>767967</td>\n",
+              "      <td>283515.990</td>\n",
+              "      <td>38674</td>\n",
+              "      <td>88055</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06079</th>\n",
-              "      <td>31938</td>\n",
-              "      <td>20884</td>\n",
-              "      <td>17605</td>\n",
-              "      <td>282165</td>\n",
-              "      <td>115104</td>\n",
+              "      <td>57556</td>\n",
+              "      <td>282249</td>\n",
+              "      <td>114640.775</td>\n",
+              "      <td>40720</td>\n",
+              "      <td>21754</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06081</th>\n",
-              "      <td>49128</td>\n",
-              "      <td>72546</td>\n",
-              "      <td>35466</td>\n",
-              "      <td>767423</td>\n",
-              "      <td>333988</td>\n",
+              "      <td>137238</td>\n",
+              "      <td>758308</td>\n",
+              "      <td>335088.173</td>\n",
+              "      <td>63325</td>\n",
+              "      <td>68046</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06083</th>\n",
-              "      <td>29657</td>\n",
-              "      <td>42522</td>\n",
-              "      <td>28567</td>\n",
-              "      <td>444829</td>\n",
-              "      <td>161813</td>\n",
+              "      <td>92683</td>\n",
+              "      <td>444766</td>\n",
+              "      <td>160367.004</td>\n",
+              "      <td>38787</td>\n",
+              "      <td>43491</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06085</th>\n",
-              "      <td>47584</td>\n",
-              "      <td>192985</td>\n",
-              "      <td>101964</td>\n",
-              "      <td>1927470</td>\n",
-              "      <td>836748</td>\n",
+              "      <td>342015</td>\n",
+              "      <td>1907105</td>\n",
+              "      <td>834042.321</td>\n",
+              "      <td>62532</td>\n",
+              "      <td>185999</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06087</th>\n",
-              "      <td>31174</td>\n",
-              "      <td>23868</td>\n",
-              "      <td>13383</td>\n",
-              "      <td>273962</td>\n",
-              "      <td>102414</td>\n",
+              "      <td>52532</td>\n",
+              "      <td>269925</td>\n",
+              "      <td>103077.379</td>\n",
+              "      <td>43988</td>\n",
+              "      <td>23759</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06089</th>\n",
-              "      <td>27000</td>\n",
-              "      <td>14505</td>\n",
-              "      <td>10333</td>\n",
-              "      <td>179212</td>\n",
-              "      <td>74306</td>\n",
+              "      <td>36988</td>\n",
+              "      <td>179027</td>\n",
+              "      <td>73045.770</td>\n",
+              "      <td>35503</td>\n",
+              "      <td>14201</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06091</th>\n",
-              "      <td>28138</td>\n",
-              "      <td>194</td>\n",
-              "      <td>95</td>\n",
-              "      <td>3040</td>\n",
-              "      <td>1302</td>\n",
+              "      <td>324</td>\n",
+              "      <td>2920</td>\n",
+              "      <td>1334.942</td>\n",
+              "      <td>31696</td>\n",
+              "      <td>114</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06093</th>\n",
-              "      <td>25576</td>\n",
-              "      <td>2841</td>\n",
-              "      <td>1532</td>\n",
-              "      <td>43468</td>\n",
-              "      <td>18281</td>\n",
+              "      <td>7478</td>\n",
+              "      <td>43245</td>\n",
+              "      <td>17714.508</td>\n",
+              "      <td>31315</td>\n",
+              "      <td>3024</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06095</th>\n",
-              "      <td>36273</td>\n",
-              "      <td>41875</td>\n",
-              "      <td>27706</td>\n",
-              "      <td>441829</td>\n",
-              "      <td>174436</td>\n",
+              "      <td>89419</td>\n",
+              "      <td>446935</td>\n",
+              "      <td>178080.056</td>\n",
+              "      <td>45137</td>\n",
+              "      <td>42824</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06097</th>\n",
-              "      <td>36623</td>\n",
-              "      <td>42147</td>\n",
-              "      <td>26108</td>\n",
-              "      <td>499772</td>\n",
-              "      <td>199770</td>\n",
+              "      <td>90191</td>\n",
+              "      <td>489819</td>\n",
+              "      <td>201348.202</td>\n",
+              "      <td>48308</td>\n",
+              "      <td>42270</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06099</th>\n",
-              "      <td>27840</td>\n",
-              "      <td>58529</td>\n",
-              "      <td>50983</td>\n",
-              "      <td>543194</td>\n",
-              "      <td>202150</td>\n",
+              "      <td>136645</td>\n",
+              "      <td>550081</td>\n",
+              "      <td>203766.620</td>\n",
+              "      <td>36126</td>\n",
+              "      <td>59134</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06101</th>\n",
-              "      <td>26334</td>\n",
-              "      <td>10384</td>\n",
-              "      <td>8264</td>\n",
-              "      <td>96109</td>\n",
-              "      <td>40060</td>\n",
+              "      <td>23045</td>\n",
+              "      <td>96385</td>\n",
+              "      <td>39530.528</td>\n",
+              "      <td>34285</td>\n",
+              "      <td>10428</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06103</th>\n",
-              "      <td>23061</td>\n",
-              "      <td>5194</td>\n",
-              "      <td>4660</td>\n",
-              "      <td>63912</td>\n",
-              "      <td>25736</td>\n",
+              "      <td>14753</td>\n",
+              "      <td>64494</td>\n",
+              "      <td>26263.636</td>\n",
+              "      <td>33015</td>\n",
+              "      <td>5817</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06105</th>\n",
-              "      <td>23901</td>\n",
-              "      <td>572</td>\n",
-              "      <td>307</td>\n",
-              "      <td>12700</td>\n",
-              "      <td>5342</td>\n",
+              "      <td>1485</td>\n",
+              "      <td>12216</td>\n",
+              "      <td>4868.825</td>\n",
+              "      <td>30470</td>\n",
+              "      <td>604</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06107</th>\n",
-              "      <td>22994</td>\n",
-              "      <td>54486</td>\n",
-              "      <td>44518</td>\n",
-              "      <td>461898</td>\n",
-              "      <td>162001</td>\n",
+              "      <td>136125</td>\n",
+              "      <td>468680</td>\n",
+              "      <td>163314.826</td>\n",
+              "      <td>31326</td>\n",
+              "      <td>56914</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06109</th>\n",
-              "      <td>29458</td>\n",
-              "      <td>3880</td>\n",
-              "      <td>3549</td>\n",
-              "      <td>54045</td>\n",
-              "      <td>23563</td>\n",
+              "      <td>13758</td>\n",
+              "      <td>54515</td>\n",
+              "      <td>23785.476</td>\n",
+              "      <td>37688</td>\n",
+              "      <td>3488</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06111</th>\n",
-              "      <td>33814</td>\n",
-              "      <td>82545</td>\n",
-              "      <td>69931</td>\n",
-              "      <td>847263</td>\n",
-              "      <td>339806</td>\n",
+              "      <td>186062</td>\n",
+              "      <td>841387</td>\n",
+              "      <td>335898.012</td>\n",
+              "      <td>42693</td>\n",
+              "      <td>82532</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06113</th>\n",
-              "      <td>30331</td>\n",
-              "      <td>20819</td>\n",
-              "      <td>11698</td>\n",
-              "      <td>217352</td>\n",
-              "      <td>78786</td>\n",
+              "      <td>41061</td>\n",
+              "      <td>219728</td>\n",
+              "      <td>78920.160</td>\n",
+              "      <td>40567</td>\n",
+              "      <td>21166</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>geoId/06115</th>\n",
-              "      <td>27877</td>\n",
-              "      <td>8106</td>\n",
-              "      <td>5324</td>\n",
-              "      <td>76360</td>\n",
-              "      <td>29484</td>\n",
+              "      <td>17944</td>\n",
+              "      <td>80160</td>\n",
+              "      <td>29632.050</td>\n",
+              "      <td>35459</td>\n",
+              "      <td>8439</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
-              "</div>"
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-01fb6eef-8e42-491c-8876-c8658a80d4ac')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-01fb6eef-8e42-491c-8876-c8658a80d4ac button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-01fb6eef-8e42-491c-8876-c8658a80d4ac');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-1046f96e-ced3-4687-8dda-3a62d9cd6c05\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-1046f96e-ced3-4687-8dda-3a62d9cd6c05')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-1046f96e-ced3-4687-8dda-3a62d9cd6c05 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "  <div id=\"id_ccf1afd3-cd52-4d56-b1a4-7c387b1ae75f\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('filtered_df')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_ccf1afd3-cd52-4d56-b1a4-7c387b1ae75f button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('filtered_df');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
             ],
-            "text/plain": [
-              "             Median_Income_Person  ...  Count_Person_MarriedAndNotSeparated\n",
-              "place                              ...                                     \n",
-              "geoId/06001                 43583  ...                               669429\n",
-              "geoId/06003                 30512  ...                                  432\n",
-              "geoId/06005                 31160  ...                                17756\n",
-              "geoId/06007                 24067  ...                                79755\n",
-              "geoId/06009                 29124  ...                                19985\n",
-              "geoId/06011                 27103  ...                                 8858\n",
-              "geoId/06013                 42181  ...                               480862\n",
-              "geoId/06015                 23493  ...                                 9727\n",
-              "geoId/06017                 36682  ...                                88764\n",
-              "geoId/06019                 25238  ...                               328577\n",
-              "geoId/06021                 24329  ...                                12286\n",
-              "geoId/06023                 25114  ...                                45201\n",
-              "geoId/06025                 18245  ...                                57548\n",
-              "geoId/06027                 31566  ...                                 7116\n",
-              "geoId/06029                 25013  ...                               310852\n",
-              "geoId/06031                 26841  ...                                52666\n",
-              "geoId/06033                 25172  ...                                24020\n",
-              "geoId/06035                 30814  ...                                11778\n",
-              "geoId/06037                 29985  ...                              3538490\n",
-              "geoId/06039                 23691  ...                                58861\n",
-              "geoId/06041                 52866  ...                               114950\n",
-              "geoId/06043                 27678  ...                                 8132\n",
-              "geoId/06045                 26784  ...                                32946\n",
-              "geoId/06047                 24873  ...                                93884\n",
-              "geoId/06049                 25106  ...                                 3725\n",
-              "geoId/06051                 30701  ...                                 4432\n",
-              "geoId/06053                 28207  ...                               156955\n",
-              "geoId/06055                 37953  ...                                58092\n",
-              "geoId/06057                 32359  ...                                44923\n",
-              "geoId/06059                 36135  ...                              1303187\n",
-              "geoId/06061                 41130  ...                               176980\n",
-              "geoId/06063                 31351  ...                                 8287\n",
-              "geoId/06065                 28557  ...                               915017\n",
-              "geoId/06067                 32275  ...                               559487\n",
-              "geoId/06069                 33547  ...                                24181\n",
-              "geoId/06071                 27235  ...                               768273\n",
-              "geoId/06073                 34307  ...                              1289394\n",
-              "geoId/06075                 52677  ...                               312207\n",
-              "geoId/06077                 29535  ...                               274992\n",
-              "geoId/06079                 31938  ...                               115104\n",
-              "geoId/06081                 49128  ...                               333988\n",
-              "geoId/06083                 29657  ...                               161813\n",
-              "geoId/06085                 47584  ...                               836748\n",
-              "geoId/06087                 31174  ...                               102414\n",
-              "geoId/06089                 27000  ...                                74306\n",
-              "geoId/06091                 28138  ...                                 1302\n",
-              "geoId/06093                 25576  ...                                18281\n",
-              "geoId/06095                 36273  ...                               174436\n",
-              "geoId/06097                 36623  ...                               199770\n",
-              "geoId/06099                 27840  ...                               202150\n",
-              "geoId/06101                 26334  ...                                40060\n",
-              "geoId/06103                 23061  ...                                25736\n",
-              "geoId/06105                 23901  ...                                 5342\n",
-              "geoId/06107                 22994  ...                               162001\n",
-              "geoId/06109                 29458  ...                                23563\n",
-              "geoId/06111                 33814  ...                               339806\n",
-              "geoId/06113                 30331  ...                                78786\n",
-              "geoId/06115                 27877  ...                                29484\n",
-              "\n",
-              "[58 rows x 5 columns]"
-            ]
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "filtered_df",
+              "summary": "{\n  \"name\": \"filtered_df\",\n  \"rows\": 58,\n  \"fields\": [\n    {\n      \"column\": \"place\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 58,\n        \"samples\": [\n          \"geoId/06001\",\n          \"geoId/06011\",\n          \"geoId/06069\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 406565,\n        \"min\": 126,\n        \"max\": 2908425,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          284054,\n          4549,\n          13636\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1457019,\n        \"min\": 1119,\n        \"max\": 9943046,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          1662323,\n          21558,\n          64055\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person_MarriedAndNotSeparated\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 530767.1947848009,\n        \"min\": 495.504,\n        \"max\": 3520955.696,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          674824.699,\n          8416.2,\n          25577.667\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Median_Income_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9434,\n        \"min\": 24717,\n        \"max\": 69260,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          56575,\n          36820,\n          44611\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Household_With4OrMorePerson\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 142918,\n        \"min\": 103,\n        \"max\": 967873,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          155852,\n          2203,\n          7695\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
           },
-          "metadata": {
-            "tags": []
-          }
+          "metadata": {}
         }
       ]
     },
@@ -1537,7 +2285,7 @@
           "height": 1000
         },
         "id": "hKKVG1FJCrh1",
-        "outputId": "50c9522b-b74c-4e2f-b95e-253003210eb0"
+        "outputId": "9d9f6942-3859-4669-ddf2-5b9c4bb14363"
       },
       "source": [
         "# Produce a dictionary mapping dcids to county names\n",
@@ -1555,15 +2303,263 @@
         "county_name_dict = {key:value[0] for key, value in county_name_dict.items()}\n",
         "df['County'] = pd.Series(county_name_dict)\n",
         "df.set_index('County', inplace=True)\n",
+        "df = df.drop(\"DCID\", axis=1)\n",
         "display(df)"
       ],
-      "execution_count": null,
+      "execution_count": 29,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
+            "text/plain": [
+              "                        CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase  \\\n",
+              "County                                                                                              \n",
+              "Alameda County                                                     284054                           \n",
+              "Alpine County                                                         126                           \n",
+              "Amador County                                                        9242                           \n",
+              "Butte County                                                        40181                           \n",
+              "Calaveras County                                                     7754                           \n",
+              "Colusa County                                                        4549                           \n",
+              "Contra Costa County                                                209958                           \n",
+              "Del Norte County                                                     6381                           \n",
+              "El Dorado County                                                    30508                           \n",
+              "Fresno County                                                      257611                           \n",
+              "Glenn County                                                         6631                           \n",
+              "Humboldt County                                                     20952                           \n",
+              "Imperial County                                                     66715                           \n",
+              "Inyo County                                                          4636                           \n",
+              "Kern County                                                        244681                           \n",
+              "Kings County                                                        55429                           \n",
+              "Lake County                                                         11699                           \n",
+              "Lassen County                                                       10751                           \n",
+              "Los Angeles County                                                2908425                           \n",
+              "Madera County                                                       43685                           \n",
+              "Marin County                                                        38685                           \n",
+              "Mariposa County                                                      3145                           \n",
+              "Mendocino County                                                    16568                           \n",
+              "Merced County                                                       72959                           \n",
+              "Modoc County                                                         1000                           \n",
+              "Mono County                                                          3144                           \n",
+              "Monterey County                                                     95140                           \n",
+              "Napa County                                                         27765                           \n",
+              "Nevada County                                                       17503                           \n",
+              "Orange County                                                      600384                           \n",
+              "Placer County                                                       71527                           \n",
+              "Plumas County                                                        3379                           \n",
+              "Riverside County                                                   626695                           \n",
+              "Sacramento County                                                  314407                           \n",
+              "San Benito County                                                   13636                           \n",
+              "San Bernardino County                                              597377                           \n",
+              "San Diego County                                                   824586                           \n",
+              "San Francisco County                                               143959                           \n",
+              "San Joaquin County                                                 178501                           \n",
+              "San Luis Obispo County                                              57556                           \n",
+              "San Mateo County                                                   137238                           \n",
+              "Santa Barbara County                                                92683                           \n",
+              "Santa Clara County                                                 342015                           \n",
+              "Santa Cruz County                                                   52532                           \n",
+              "Shasta County                                                       36988                           \n",
+              "Sierra County                                                         324                           \n",
+              "Siskiyou County                                                      7478                           \n",
+              "Solano County                                                       89419                           \n",
+              "Sonoma County                                                       90191                           \n",
+              "Stanislaus County                                                  136645                           \n",
+              "Sutter County                                                       23045                           \n",
+              "Tehama County                                                       14753                           \n",
+              "Trinity County                                                       1485                           \n",
+              "Tulare County                                                      136125                           \n",
+              "Tuolumne County                                                     13758                           \n",
+              "Ventura County                                                     186062                           \n",
+              "Yolo County                                                         41061                           \n",
+              "Yuba County                                                         17944                           \n",
+              "\n",
+              "                        Count_Person  Count_Person_MarriedAndNotSeparated  \\\n",
+              "County                                                                      \n",
+              "Alameda County               1662323                           674824.699   \n",
+              "Alpine County                   1119                              495.504   \n",
+              "Amador County                  40083                            17272.889   \n",
+              "Butte County                  212744                            76639.140   \n",
+              "Calaveras County               46308                            21560.079   \n",
+              "Colusa County                  21558                             8416.200   \n",
+              "Contra Costa County          1152333                           491223.639   \n",
+              "Del Norte County               27968                             9762.150   \n",
+              "El Dorado County              192925                            91421.044   \n",
+              "Fresno County                1000918                           337513.410   \n",
+              "Glenn County                   28283                            12146.960   \n",
+              "Humboldt County               134977                            43891.200   \n",
+              "Imperial County               180267                            56884.256   \n",
+              "Inyo County                    18046                             7219.959   \n",
+              "Kern County                   901362                           312889.872   \n",
+              "Kings County                  152692                            53927.780   \n",
+              "Lake County                    64479                            24822.130   \n",
+              "Lassen County                  30016                            11461.076   \n",
+              "Los Angeles County           9943046                          3520955.696   \n",
+              "Madera County                 157761                            56900.481   \n",
+              "Marin County                  257332                           113378.795   \n",
+              "Mariposa County                17160                             7397.292   \n",
+              "Mendocino County               86061                            33108.240   \n",
+              "Merced County                 279252                            94260.678   \n",
+              "Modoc County                    8763                             3883.438   \n",
+              "Mono County                    14534                             5487.377   \n",
+              "Monterey County               430906                           162039.867   \n",
+              "Napa County                   135965                            58060.389   \n",
+              "Nevada County                  99606                            45714.103   \n",
+              "Orange County                3166857                          1306956.195   \n",
+              "Placer County                 402950                           185639.202   \n",
+              "Plumas County                  18967                             8585.850   \n",
+              "Riverside County             2489188                           936495.840   \n",
+              "Sacramento County            1559146                           581828.561   \n",
+              "San Benito County              64055                            25577.667   \n",
+              "San Bernardino County        2189183                           781869.830   \n",
+              "San Diego County             3332427                          1293264.554   \n",
+              "San Francisco County          866606                           306862.042   \n",
+              "San Joaquin County            767967                           283515.990   \n",
+              "San Luis Obispo County        282249                           114640.775   \n",
+              "San Mateo County              758308                           335088.173   \n",
+              "Santa Barbara County          444766                           160367.004   \n",
+              "Santa Clara County           1907105                           834042.321   \n",
+              "Santa Cruz County             269925                           103077.379   \n",
+              "Shasta County                 179027                            73045.770   \n",
+              "Sierra County                   2920                             1334.942   \n",
+              "Siskiyou County                43245                            17714.508   \n",
+              "Solano County                 446935                           178080.056   \n",
+              "Sonoma County                 489819                           201348.202   \n",
+              "Stanislaus County             550081                           203766.620   \n",
+              "Sutter County                  96385                            39530.528   \n",
+              "Tehama County                  64494                            26263.636   \n",
+              "Trinity County                 12216                             4868.825   \n",
+              "Tulare County                 468680                           163314.826   \n",
+              "Tuolumne County                54515                            23785.476   \n",
+              "Ventura County                841387                           335898.012   \n",
+              "Yolo County                   219728                            78920.160   \n",
+              "Yuba County                    80160                            29632.050   \n",
+              "\n",
+              "                        Median_Income_Person  \\\n",
+              "County                                         \n",
+              "Alameda County                         56575   \n",
+              "Alpine County                          35598   \n",
+              "Amador County                          41581   \n",
+              "Butte County                           33600   \n",
+              "Calaveras County                       37043   \n",
+              "Colusa County                          36820   \n",
+              "Contra Costa County                    54178   \n",
+              "Del Norte County                       31929   \n",
+              "El Dorado County                       48876   \n",
+              "Fresno County                          33875   \n",
+              "Glenn County                           35120   \n",
+              "Humboldt County                        31657   \n",
+              "Imperial County                        24717   \n",
+              "Inyo County                            41594   \n",
+              "Kern County                            30912   \n",
+              "Kings County                           34210   \n",
+              "Lake County                            31565   \n",
+              "Lassen County                          34293   \n",
+              "Los Angeles County                     38111   \n",
+              "Madera County                          30316   \n",
+              "Marin County                           65068   \n",
+              "Mariposa County                        36299   \n",
+              "Mendocino County                       34707   \n",
+              "Merced County                          31343   \n",
+              "Modoc County                           31521   \n",
+              "Mono County                            46048   \n",
+              "Monterey County                        37063   \n",
+              "Napa County                            47432   \n",
+              "Nevada County                          40174   \n",
+              "Orange County                          46430   \n",
+              "Placer County                          53071   \n",
+              "Plumas County                          39230   \n",
+              "Riverside County                       37929   \n",
+              "Sacramento County                      42351   \n",
+              "San Benito County                      44611   \n",
+              "San Bernardino County                  36178   \n",
+              "San Diego County                       45463   \n",
+              "San Francisco County                   69260   \n",
+              "San Joaquin County                     38674   \n",
+              "San Luis Obispo County                 40720   \n",
+              "San Mateo County                       63325   \n",
+              "Santa Barbara County                   38787   \n",
+              "Santa Clara County                     62532   \n",
+              "Santa Cruz County                      43988   \n",
+              "Shasta County                          35503   \n",
+              "Sierra County                          31696   \n",
+              "Siskiyou County                        31315   \n",
+              "Solano County                          45137   \n",
+              "Sonoma County                          48308   \n",
+              "Stanislaus County                      36126   \n",
+              "Sutter County                          34285   \n",
+              "Tehama County                          33015   \n",
+              "Trinity County                         30470   \n",
+              "Tulare County                          31326   \n",
+              "Tuolumne County                        37688   \n",
+              "Ventura County                         42693   \n",
+              "Yolo County                            40567   \n",
+              "Yuba County                            35459   \n",
+              "\n",
+              "                        Count_Household_With4OrMorePerson  \n",
+              "County                                                     \n",
+              "Alameda County                                     155852  \n",
+              "Alpine County                                         103  \n",
+              "Amador County                                        2923  \n",
+              "Butte County                                        16410  \n",
+              "Calaveras County                                     3075  \n",
+              "Colusa County                                        2203  \n",
+              "Contra Costa County                                118442  \n",
+              "Del Norte County                                     2309  \n",
+              "El Dorado County                                    16166  \n",
+              "Fresno County                                      107943  \n",
+              "Glenn County                                         2500  \n",
+              "Humboldt County                                      9713  \n",
+              "Imperial County                                     18112  \n",
+              "Inyo County                                          1043  \n",
+              "Kern County                                         97654  \n",
+              "Kings County                                        16052  \n",
+              "Lake County                                          5140  \n",
+              "Lassen County                                        1615  \n",
+              "Los Angeles County                                 967873  \n",
+              "Madera County                                       16535  \n",
+              "Marin County                                        20703  \n",
+              "Mariposa County                                      1233  \n",
+              "Mendocino County                                     6681  \n",
+              "Merced County                                       30146  \n",
+              "Modoc County                                          465  \n",
+              "Mono County                                          1105  \n",
+              "Monterey County                                     48002  \n",
+              "Napa County                                         12018  \n",
+              "Nevada County                                        6898  \n",
+              "Orange County                                      321300  \n",
+              "Placer County                                       37963  \n",
+              "Plumas County                                         999  \n",
+              "Riverside County                                   268129  \n",
+              "Sacramento County                                  154446  \n",
+              "San Benito County                                    7695  \n",
+              "San Bernardino County                              242009  \n",
+              "San Diego County                                   298453  \n",
+              "San Francisco County                                58854  \n",
+              "San Joaquin County                                  88055  \n",
+              "San Luis Obispo County                              21754  \n",
+              "San Mateo County                                    68046  \n",
+              "Santa Barbara County                                43491  \n",
+              "Santa Clara County                                 185999  \n",
+              "Santa Cruz County                                   23759  \n",
+              "Shasta County                                       14201  \n",
+              "Sierra County                                         114  \n",
+              "Siskiyou County                                      3024  \n",
+              "Solano County                                       42824  \n",
+              "Sonoma County                                       42270  \n",
+              "Stanislaus County                                   59134  \n",
+              "Sutter County                                       10428  \n",
+              "Tehama County                                        5817  \n",
+              "Trinity County                                        604  \n",
+              "Tulare County                                       56914  \n",
+              "Tuolumne County                                      3488  \n",
+              "Ventura County                                      82532  \n",
+              "Yolo County                                         21166  \n",
+              "Yuba County                                          8439  "
+            ],
             "text/html": [
-              "<div>\n",
+              "\n",
+              "  <div id=\"df-1cd4a05d-bb86-4d2b-9975-2968264f7754\" class=\"colab-df-container\">\n",
+              "    <div>\n",
               "<style scoped>\n",
               "    .dataframe tbody tr th:only-of-type {\n",
               "        vertical-align: middle;\n",
@@ -1581,12 +2577,11 @@
               "  <thead>\n",
               "    <tr style=\"text-align: right;\">\n",
               "      <th></th>\n",
-              "      <th>Median_Income_Person</th>\n",
-              "      <th>Count_Household_With4OrMorePerson</th>\n",
-              "      <th>CumulativeCount_MedicalTest_ConditionCOVID_19_Positive</th>\n",
+              "      <th>CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase</th>\n",
               "      <th>Count_Person</th>\n",
               "      <th>Count_Person_MarriedAndNotSeparated</th>\n",
-              "      <th>DCID</th>\n",
+              "      <th>Median_Income_Person</th>\n",
+              "      <th>Count_Household_With4OrMorePerson</th>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>County</th>\n",
@@ -1595,604 +2590,748 @@
               "      <th></th>\n",
               "      <th></th>\n",
               "      <th></th>\n",
-              "      <th></th>\n",
               "    </tr>\n",
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>Alameda County</th>\n",
-              "      <td>43583</td>\n",
-              "      <td>157543</td>\n",
-              "      <td>73771</td>\n",
-              "      <td>1656754</td>\n",
-              "      <td>669429</td>\n",
-              "      <td>geoId/06001</td>\n",
+              "      <td>284054</td>\n",
+              "      <td>1662323</td>\n",
+              "      <td>674824.699</td>\n",
+              "      <td>56575</td>\n",
+              "      <td>155852</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Alpine County</th>\n",
-              "      <td>30512</td>\n",
-              "      <td>61</td>\n",
-              "      <td>74</td>\n",
-              "      <td>1039</td>\n",
-              "      <td>432</td>\n",
-              "      <td>geoId/06003</td>\n",
+              "      <td>126</td>\n",
+              "      <td>1119</td>\n",
+              "      <td>495.504</td>\n",
+              "      <td>35598</td>\n",
+              "      <td>103</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Amador County</th>\n",
-              "      <td>31160</td>\n",
-              "      <td>2754</td>\n",
-              "      <td>3199</td>\n",
-              "      <td>38429</td>\n",
-              "      <td>17756</td>\n",
-              "      <td>geoId/06005</td>\n",
+              "      <td>9242</td>\n",
+              "      <td>40083</td>\n",
+              "      <td>17272.889</td>\n",
+              "      <td>41581</td>\n",
+              "      <td>2923</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Butte County</th>\n",
-              "      <td>24067</td>\n",
-              "      <td>17707</td>\n",
-              "      <td>10177</td>\n",
-              "      <td>225817</td>\n",
-              "      <td>79755</td>\n",
-              "      <td>geoId/06007</td>\n",
+              "      <td>40181</td>\n",
+              "      <td>212744</td>\n",
+              "      <td>76639.140</td>\n",
+              "      <td>33600</td>\n",
+              "      <td>16410</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Calaveras County</th>\n",
-              "      <td>29124</td>\n",
-              "      <td>2640</td>\n",
-              "      <td>1763</td>\n",
-              "      <td>45514</td>\n",
-              "      <td>19985</td>\n",
-              "      <td>geoId/06009</td>\n",
+              "      <td>7754</td>\n",
+              "      <td>46308</td>\n",
+              "      <td>21560.079</td>\n",
+              "      <td>37043</td>\n",
+              "      <td>3075</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Colusa County</th>\n",
-              "      <td>27103</td>\n",
-              "      <td>2305</td>\n",
-              "      <td>1935</td>\n",
-              "      <td>21454</td>\n",
-              "      <td>8858</td>\n",
-              "      <td>geoId/06011</td>\n",
+              "      <td>4549</td>\n",
+              "      <td>21558</td>\n",
+              "      <td>8416.200</td>\n",
+              "      <td>36820</td>\n",
+              "      <td>2203</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Contra Costa County</th>\n",
-              "      <td>42181</td>\n",
-              "      <td>113092</td>\n",
-              "      <td>57337</td>\n",
-              "      <td>1142251</td>\n",
-              "      <td>480862</td>\n",
-              "      <td>geoId/06013</td>\n",
+              "      <td>209958</td>\n",
+              "      <td>1152333</td>\n",
+              "      <td>491223.639</td>\n",
+              "      <td>54178</td>\n",
+              "      <td>118442</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Del Norte County</th>\n",
-              "      <td>23493</td>\n",
-              "      <td>1946</td>\n",
-              "      <td>883</td>\n",
-              "      <td>27495</td>\n",
-              "      <td>9727</td>\n",
-              "      <td>geoId/06015</td>\n",
+              "      <td>6381</td>\n",
+              "      <td>27968</td>\n",
+              "      <td>9762.150</td>\n",
+              "      <td>31929</td>\n",
+              "      <td>2309</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>El Dorado County</th>\n",
-              "      <td>36682</td>\n",
-              "      <td>14368</td>\n",
-              "      <td>8359</td>\n",
-              "      <td>188563</td>\n",
-              "      <td>88764</td>\n",
-              "      <td>geoId/06017</td>\n",
+              "      <td>30508</td>\n",
+              "      <td>192925</td>\n",
+              "      <td>91421.044</td>\n",
+              "      <td>48876</td>\n",
+              "      <td>16166</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Fresno County</th>\n",
-              "      <td>25238</td>\n",
-              "      <td>103312</td>\n",
-              "      <td>88476</td>\n",
-              "      <td>984521</td>\n",
-              "      <td>328577</td>\n",
-              "      <td>geoId/06019</td>\n",
+              "      <td>257611</td>\n",
+              "      <td>1000918</td>\n",
+              "      <td>337513.410</td>\n",
+              "      <td>33875</td>\n",
+              "      <td>107943</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Glenn County</th>\n",
-              "      <td>24329</td>\n",
-              "      <td>3159</td>\n",
-              "      <td>2074</td>\n",
-              "      <td>27976</td>\n",
-              "      <td>12286</td>\n",
-              "      <td>geoId/06021</td>\n",
+              "      <td>6631</td>\n",
+              "      <td>28283</td>\n",
+              "      <td>12146.960</td>\n",
+              "      <td>35120</td>\n",
+              "      <td>2500</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Humboldt County</th>\n",
-              "      <td>25114</td>\n",
-              "      <td>9449</td>\n",
-              "      <td>2754</td>\n",
-              "      <td>135940</td>\n",
-              "      <td>45201</td>\n",
-              "      <td>geoId/06023</td>\n",
+              "      <td>20952</td>\n",
+              "      <td>134977</td>\n",
+              "      <td>43891.200</td>\n",
+              "      <td>31657</td>\n",
+              "      <td>9713</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Imperial County</th>\n",
-              "      <td>18245</td>\n",
-              "      <td>16114</td>\n",
-              "      <td>26160</td>\n",
-              "      <td>180701</td>\n",
-              "      <td>57548</td>\n",
-              "      <td>geoId/06025</td>\n",
+              "      <td>66715</td>\n",
+              "      <td>180267</td>\n",
+              "      <td>56884.256</td>\n",
+              "      <td>24717</td>\n",
+              "      <td>18112</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Inyo County</th>\n",
-              "      <td>31566</td>\n",
-              "      <td>1012</td>\n",
-              "      <td>1083</td>\n",
-              "      <td>17977</td>\n",
-              "      <td>7116</td>\n",
-              "      <td>geoId/06027</td>\n",
+              "      <td>4636</td>\n",
+              "      <td>18046</td>\n",
+              "      <td>7219.959</td>\n",
+              "      <td>41594</td>\n",
+              "      <td>1043</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Kern County</th>\n",
-              "      <td>25013</td>\n",
-              "      <td>95964</td>\n",
-              "      <td>94113</td>\n",
-              "      <td>887641</td>\n",
-              "      <td>310852</td>\n",
-              "      <td>geoId/06029</td>\n",
+              "      <td>244681</td>\n",
+              "      <td>901362</td>\n",
+              "      <td>312889.872</td>\n",
+              "      <td>30912</td>\n",
+              "      <td>97654</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Kings County</th>\n",
-              "      <td>26841</td>\n",
-              "      <td>15366</td>\n",
-              "      <td>20773</td>\n",
-              "      <td>150691</td>\n",
-              "      <td>52666</td>\n",
-              "      <td>geoId/06031</td>\n",
+              "      <td>55429</td>\n",
+              "      <td>152692</td>\n",
+              "      <td>53927.780</td>\n",
+              "      <td>34210</td>\n",
+              "      <td>16052</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Lake County</th>\n",
-              "      <td>25172</td>\n",
-              "      <td>4911</td>\n",
-              "      <td>2809</td>\n",
-              "      <td>64195</td>\n",
-              "      <td>24020</td>\n",
-              "      <td>geoId/06033</td>\n",
+              "      <td>11699</td>\n",
+              "      <td>64479</td>\n",
+              "      <td>24822.130</td>\n",
+              "      <td>31565</td>\n",
+              "      <td>5140</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Lassen County</th>\n",
-              "      <td>30814</td>\n",
-              "      <td>1489</td>\n",
-              "      <td>5393</td>\n",
-              "      <td>30818</td>\n",
-              "      <td>11778</td>\n",
-              "      <td>geoId/06035</td>\n",
+              "      <td>10751</td>\n",
+              "      <td>30016</td>\n",
+              "      <td>11461.076</td>\n",
+              "      <td>34293</td>\n",
+              "      <td>1615</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Los Angeles County</th>\n",
-              "      <td>29985</td>\n",
-              "      <td>974692</td>\n",
-              "      <td>1116948</td>\n",
-              "      <td>10081570</td>\n",
-              "      <td>3538490</td>\n",
-              "      <td>geoId/06037</td>\n",
+              "      <td>2908425</td>\n",
+              "      <td>9943046</td>\n",
+              "      <td>3520955.696</td>\n",
+              "      <td>38111</td>\n",
+              "      <td>967873</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Madera County</th>\n",
-              "      <td>23691</td>\n",
-              "      <td>16959</td>\n",
-              "      <td>14443</td>\n",
-              "      <td>155433</td>\n",
-              "      <td>58861</td>\n",
-              "      <td>geoId/06039</td>\n",
+              "      <td>43685</td>\n",
+              "      <td>157761</td>\n",
+              "      <td>56900.481</td>\n",
+              "      <td>30316</td>\n",
+              "      <td>16535</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Marin County</th>\n",
-              "      <td>52866</td>\n",
-              "      <td>21389</td>\n",
-              "      <td>12346</td>\n",
-              "      <td>259943</td>\n",
-              "      <td>114950</td>\n",
-              "      <td>geoId/06041</td>\n",
+              "      <td>38685</td>\n",
+              "      <td>257332</td>\n",
+              "      <td>113378.795</td>\n",
+              "      <td>65068</td>\n",
+              "      <td>20703</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Mariposa County</th>\n",
-              "      <td>27678</td>\n",
-              "      <td>1273</td>\n",
-              "      <td>367</td>\n",
-              "      <td>17420</td>\n",
-              "      <td>8132</td>\n",
-              "      <td>geoId/06043</td>\n",
+              "      <td>3145</td>\n",
+              "      <td>17160</td>\n",
+              "      <td>7397.292</td>\n",
+              "      <td>36299</td>\n",
+              "      <td>1233</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Mendocino County</th>\n",
-              "      <td>26784</td>\n",
-              "      <td>6600</td>\n",
-              "      <td>3434</td>\n",
-              "      <td>87224</td>\n",
-              "      <td>32946</td>\n",
-              "      <td>geoId/06045</td>\n",
+              "      <td>16568</td>\n",
+              "      <td>86061</td>\n",
+              "      <td>33108.240</td>\n",
+              "      <td>34707</td>\n",
+              "      <td>6681</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Merced County</th>\n",
-              "      <td>24873</td>\n",
-              "      <td>30492</td>\n",
-              "      <td>26230</td>\n",
-              "      <td>271382</td>\n",
-              "      <td>93884</td>\n",
-              "      <td>geoId/06047</td>\n",
+              "      <td>72959</td>\n",
+              "      <td>279252</td>\n",
+              "      <td>94260.678</td>\n",
+              "      <td>31343</td>\n",
+              "      <td>30146</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Modoc County</th>\n",
-              "      <td>25106</td>\n",
-              "      <td>534</td>\n",
-              "      <td>407</td>\n",
-              "      <td>8907</td>\n",
-              "      <td>3725</td>\n",
-              "      <td>geoId/06049</td>\n",
+              "      <td>1000</td>\n",
+              "      <td>8763</td>\n",
+              "      <td>3883.438</td>\n",
+              "      <td>31521</td>\n",
+              "      <td>465</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Mono County</th>\n",
-              "      <td>30701</td>\n",
-              "      <td>523</td>\n",
-              "      <td>1165</td>\n",
-              "      <td>14310</td>\n",
-              "      <td>4432</td>\n",
-              "      <td>geoId/06051</td>\n",
+              "      <td>3144</td>\n",
+              "      <td>14534</td>\n",
+              "      <td>5487.377</td>\n",
+              "      <td>46048</td>\n",
+              "      <td>1105</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Monterey County</th>\n",
-              "      <td>28207</td>\n",
-              "      <td>44697</td>\n",
-              "      <td>39425</td>\n",
-              "      <td>433410</td>\n",
-              "      <td>156955</td>\n",
-              "      <td>geoId/06053</td>\n",
+              "      <td>95140</td>\n",
+              "      <td>430906</td>\n",
+              "      <td>162039.867</td>\n",
+              "      <td>37063</td>\n",
+              "      <td>48002</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Napa County</th>\n",
-              "      <td>37953</td>\n",
-              "      <td>12457</td>\n",
-              "      <td>8342</td>\n",
-              "      <td>139623</td>\n",
-              "      <td>58092</td>\n",
-              "      <td>geoId/06055</td>\n",
+              "      <td>27765</td>\n",
+              "      <td>135965</td>\n",
+              "      <td>58060.389</td>\n",
+              "      <td>47432</td>\n",
+              "      <td>12018</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Nevada County</th>\n",
-              "      <td>32359</td>\n",
-              "      <td>6066</td>\n",
-              "      <td>3499</td>\n",
-              "      <td>99244</td>\n",
-              "      <td>44923</td>\n",
-              "      <td>geoId/06057</td>\n",
+              "      <td>17503</td>\n",
+              "      <td>99606</td>\n",
+              "      <td>45714.103</td>\n",
+              "      <td>40174</td>\n",
+              "      <td>6898</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Orange County</th>\n",
-              "      <td>36135</td>\n",
-              "      <td>317253</td>\n",
-              "      <td>245978</td>\n",
-              "      <td>3168044</td>\n",
-              "      <td>1303187</td>\n",
-              "      <td>geoId/06059</td>\n",
+              "      <td>600384</td>\n",
+              "      <td>3166857</td>\n",
+              "      <td>1306956.195</td>\n",
+              "      <td>46430</td>\n",
+              "      <td>321300</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Placer County</th>\n",
-              "      <td>41130</td>\n",
-              "      <td>35358</td>\n",
-              "      <td>18430</td>\n",
-              "      <td>385512</td>\n",
-              "      <td>176980</td>\n",
-              "      <td>geoId/06061</td>\n",
+              "      <td>71527</td>\n",
+              "      <td>402950</td>\n",
+              "      <td>185639.202</td>\n",
+              "      <td>53071</td>\n",
+              "      <td>37963</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Plumas County</th>\n",
-              "      <td>31351</td>\n",
-              "      <td>1193</td>\n",
-              "      <td>626</td>\n",
-              "      <td>18660</td>\n",
-              "      <td>8287</td>\n",
-              "      <td>geoId/06063</td>\n",
+              "      <td>3379</td>\n",
+              "      <td>18967</td>\n",
+              "      <td>8585.850</td>\n",
+              "      <td>39230</td>\n",
+              "      <td>999</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Riverside County</th>\n",
-              "      <td>28557</td>\n",
-              "      <td>241427</td>\n",
-              "      <td>271910</td>\n",
-              "      <td>2411439</td>\n",
-              "      <td>915017</td>\n",
-              "      <td>geoId/06065</td>\n",
+              "      <td>626695</td>\n",
+              "      <td>2489188</td>\n",
+              "      <td>936495.840</td>\n",
+              "      <td>37929</td>\n",
+              "      <td>268129</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sacramento County</th>\n",
-              "      <td>32275</td>\n",
-              "      <td>141678</td>\n",
-              "      <td>86388</td>\n",
-              "      <td>1524553</td>\n",
-              "      <td>559487</td>\n",
-              "      <td>geoId/06067</td>\n",
+              "      <td>314407</td>\n",
+              "      <td>1559146</td>\n",
+              "      <td>581828.561</td>\n",
+              "      <td>42351</td>\n",
+              "      <td>154446</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Benito County</th>\n",
-              "      <td>33547</td>\n",
-              "      <td>6773</td>\n",
-              "      <td>5401</td>\n",
-              "      <td>60376</td>\n",
-              "      <td>24181</td>\n",
-              "      <td>geoId/06069</td>\n",
+              "      <td>13636</td>\n",
+              "      <td>64055</td>\n",
+              "      <td>25577.667</td>\n",
+              "      <td>44611</td>\n",
+              "      <td>7695</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Bernardino County</th>\n",
-              "      <td>27235</td>\n",
-              "      <td>233394</td>\n",
-              "      <td>274429</td>\n",
-              "      <td>2149031</td>\n",
-              "      <td>768273</td>\n",
-              "      <td>geoId/06071</td>\n",
+              "      <td>597377</td>\n",
+              "      <td>2189183</td>\n",
+              "      <td>781869.830</td>\n",
+              "      <td>36178</td>\n",
+              "      <td>242009</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Diego County</th>\n",
-              "      <td>34307</td>\n",
-              "      <td>298550</td>\n",
-              "      <td>238042</td>\n",
-              "      <td>3316073</td>\n",
-              "      <td>1289394</td>\n",
-              "      <td>geoId/06073</td>\n",
+              "      <td>824586</td>\n",
+              "      <td>3332427</td>\n",
+              "      <td>1293264.554</td>\n",
+              "      <td>45463</td>\n",
+              "      <td>298453</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Francisco County</th>\n",
-              "      <td>52677</td>\n",
-              "      <td>59212</td>\n",
-              "      <td>31427</td>\n",
-              "      <td>874961</td>\n",
-              "      <td>312207</td>\n",
-              "      <td>geoId/06075</td>\n",
+              "      <td>143959</td>\n",
+              "      <td>866606</td>\n",
+              "      <td>306862.042</td>\n",
+              "      <td>69260</td>\n",
+              "      <td>58854</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Joaquin County</th>\n",
-              "      <td>29535</td>\n",
-              "      <td>80367</td>\n",
-              "      <td>61901</td>\n",
-              "      <td>742603</td>\n",
-              "      <td>274992</td>\n",
-              "      <td>geoId/06077</td>\n",
+              "      <td>178501</td>\n",
+              "      <td>767967</td>\n",
+              "      <td>283515.990</td>\n",
+              "      <td>38674</td>\n",
+              "      <td>88055</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Luis Obispo County</th>\n",
-              "      <td>31938</td>\n",
-              "      <td>20884</td>\n",
-              "      <td>17605</td>\n",
-              "      <td>282165</td>\n",
-              "      <td>115104</td>\n",
-              "      <td>geoId/06079</td>\n",
+              "      <td>57556</td>\n",
+              "      <td>282249</td>\n",
+              "      <td>114640.775</td>\n",
+              "      <td>40720</td>\n",
+              "      <td>21754</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Mateo County</th>\n",
-              "      <td>49128</td>\n",
-              "      <td>72546</td>\n",
-              "      <td>35466</td>\n",
-              "      <td>767423</td>\n",
-              "      <td>333988</td>\n",
-              "      <td>geoId/06081</td>\n",
+              "      <td>137238</td>\n",
+              "      <td>758308</td>\n",
+              "      <td>335088.173</td>\n",
+              "      <td>63325</td>\n",
+              "      <td>68046</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Santa Barbara County</th>\n",
-              "      <td>29657</td>\n",
-              "      <td>42522</td>\n",
-              "      <td>28567</td>\n",
-              "      <td>444829</td>\n",
-              "      <td>161813</td>\n",
-              "      <td>geoId/06083</td>\n",
+              "      <td>92683</td>\n",
+              "      <td>444766</td>\n",
+              "      <td>160367.004</td>\n",
+              "      <td>38787</td>\n",
+              "      <td>43491</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Santa Clara County</th>\n",
-              "      <td>47584</td>\n",
-              "      <td>192985</td>\n",
-              "      <td>101964</td>\n",
-              "      <td>1927470</td>\n",
-              "      <td>836748</td>\n",
-              "      <td>geoId/06085</td>\n",
+              "      <td>342015</td>\n",
+              "      <td>1907105</td>\n",
+              "      <td>834042.321</td>\n",
+              "      <td>62532</td>\n",
+              "      <td>185999</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Santa Cruz County</th>\n",
-              "      <td>31174</td>\n",
-              "      <td>23868</td>\n",
-              "      <td>13383</td>\n",
-              "      <td>273962</td>\n",
-              "      <td>102414</td>\n",
-              "      <td>geoId/06087</td>\n",
+              "      <td>52532</td>\n",
+              "      <td>269925</td>\n",
+              "      <td>103077.379</td>\n",
+              "      <td>43988</td>\n",
+              "      <td>23759</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Shasta County</th>\n",
-              "      <td>27000</td>\n",
-              "      <td>14505</td>\n",
-              "      <td>10333</td>\n",
-              "      <td>179212</td>\n",
-              "      <td>74306</td>\n",
-              "      <td>geoId/06089</td>\n",
+              "      <td>36988</td>\n",
+              "      <td>179027</td>\n",
+              "      <td>73045.770</td>\n",
+              "      <td>35503</td>\n",
+              "      <td>14201</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sierra County</th>\n",
-              "      <td>28138</td>\n",
-              "      <td>194</td>\n",
-              "      <td>95</td>\n",
-              "      <td>3040</td>\n",
-              "      <td>1302</td>\n",
-              "      <td>geoId/06091</td>\n",
+              "      <td>324</td>\n",
+              "      <td>2920</td>\n",
+              "      <td>1334.942</td>\n",
+              "      <td>31696</td>\n",
+              "      <td>114</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Siskiyou County</th>\n",
-              "      <td>25576</td>\n",
-              "      <td>2841</td>\n",
-              "      <td>1532</td>\n",
-              "      <td>43468</td>\n",
-              "      <td>18281</td>\n",
-              "      <td>geoId/06093</td>\n",
+              "      <td>7478</td>\n",
+              "      <td>43245</td>\n",
+              "      <td>17714.508</td>\n",
+              "      <td>31315</td>\n",
+              "      <td>3024</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Solano County</th>\n",
-              "      <td>36273</td>\n",
-              "      <td>41875</td>\n",
-              "      <td>27706</td>\n",
-              "      <td>441829</td>\n",
-              "      <td>174436</td>\n",
-              "      <td>geoId/06095</td>\n",
+              "      <td>89419</td>\n",
+              "      <td>446935</td>\n",
+              "      <td>178080.056</td>\n",
+              "      <td>45137</td>\n",
+              "      <td>42824</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sonoma County</th>\n",
-              "      <td>36623</td>\n",
-              "      <td>42147</td>\n",
-              "      <td>26108</td>\n",
-              "      <td>499772</td>\n",
-              "      <td>199770</td>\n",
-              "      <td>geoId/06097</td>\n",
+              "      <td>90191</td>\n",
+              "      <td>489819</td>\n",
+              "      <td>201348.202</td>\n",
+              "      <td>48308</td>\n",
+              "      <td>42270</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Stanislaus County</th>\n",
-              "      <td>27840</td>\n",
-              "      <td>58529</td>\n",
-              "      <td>50983</td>\n",
-              "      <td>543194</td>\n",
-              "      <td>202150</td>\n",
-              "      <td>geoId/06099</td>\n",
+              "      <td>136645</td>\n",
+              "      <td>550081</td>\n",
+              "      <td>203766.620</td>\n",
+              "      <td>36126</td>\n",
+              "      <td>59134</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sutter County</th>\n",
-              "      <td>26334</td>\n",
-              "      <td>10384</td>\n",
-              "      <td>8264</td>\n",
-              "      <td>96109</td>\n",
-              "      <td>40060</td>\n",
-              "      <td>geoId/06101</td>\n",
+              "      <td>23045</td>\n",
+              "      <td>96385</td>\n",
+              "      <td>39530.528</td>\n",
+              "      <td>34285</td>\n",
+              "      <td>10428</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Tehama County</th>\n",
-              "      <td>23061</td>\n",
-              "      <td>5194</td>\n",
-              "      <td>4660</td>\n",
-              "      <td>63912</td>\n",
-              "      <td>25736</td>\n",
-              "      <td>geoId/06103</td>\n",
+              "      <td>14753</td>\n",
+              "      <td>64494</td>\n",
+              "      <td>26263.636</td>\n",
+              "      <td>33015</td>\n",
+              "      <td>5817</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Trinity County</th>\n",
-              "      <td>23901</td>\n",
-              "      <td>572</td>\n",
-              "      <td>307</td>\n",
-              "      <td>12700</td>\n",
-              "      <td>5342</td>\n",
-              "      <td>geoId/06105</td>\n",
+              "      <td>1485</td>\n",
+              "      <td>12216</td>\n",
+              "      <td>4868.825</td>\n",
+              "      <td>30470</td>\n",
+              "      <td>604</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Tulare County</th>\n",
-              "      <td>22994</td>\n",
-              "      <td>54486</td>\n",
-              "      <td>44518</td>\n",
-              "      <td>461898</td>\n",
-              "      <td>162001</td>\n",
-              "      <td>geoId/06107</td>\n",
+              "      <td>136125</td>\n",
+              "      <td>468680</td>\n",
+              "      <td>163314.826</td>\n",
+              "      <td>31326</td>\n",
+              "      <td>56914</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Tuolumne County</th>\n",
-              "      <td>29458</td>\n",
-              "      <td>3880</td>\n",
-              "      <td>3549</td>\n",
-              "      <td>54045</td>\n",
-              "      <td>23563</td>\n",
-              "      <td>geoId/06109</td>\n",
+              "      <td>13758</td>\n",
+              "      <td>54515</td>\n",
+              "      <td>23785.476</td>\n",
+              "      <td>37688</td>\n",
+              "      <td>3488</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Ventura County</th>\n",
-              "      <td>33814</td>\n",
-              "      <td>82545</td>\n",
-              "      <td>69931</td>\n",
-              "      <td>847263</td>\n",
-              "      <td>339806</td>\n",
-              "      <td>geoId/06111</td>\n",
+              "      <td>186062</td>\n",
+              "      <td>841387</td>\n",
+              "      <td>335898.012</td>\n",
+              "      <td>42693</td>\n",
+              "      <td>82532</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Yolo County</th>\n",
-              "      <td>30331</td>\n",
-              "      <td>20819</td>\n",
-              "      <td>11698</td>\n",
-              "      <td>217352</td>\n",
-              "      <td>78786</td>\n",
-              "      <td>geoId/06113</td>\n",
+              "      <td>41061</td>\n",
+              "      <td>219728</td>\n",
+              "      <td>78920.160</td>\n",
+              "      <td>40567</td>\n",
+              "      <td>21166</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Yuba County</th>\n",
-              "      <td>27877</td>\n",
-              "      <td>8106</td>\n",
-              "      <td>5324</td>\n",
-              "      <td>76360</td>\n",
-              "      <td>29484</td>\n",
-              "      <td>geoId/06115</td>\n",
+              "      <td>17944</td>\n",
+              "      <td>80160</td>\n",
+              "      <td>29632.050</td>\n",
+              "      <td>35459</td>\n",
+              "      <td>8439</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
-              "</div>"
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1cd4a05d-bb86-4d2b-9975-2968264f7754')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-1cd4a05d-bb86-4d2b-9975-2968264f7754 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-1cd4a05d-bb86-4d2b-9975-2968264f7754');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-a89f7fa7-35fc-4287-bd5e-87db94fef274\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a89f7fa7-35fc-4287-bd5e-87db94fef274')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-a89f7fa7-35fc-4287-bd5e-87db94fef274 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "  <div id=\"id_99f0ef7c-4d91-4338-8985-d7a716cbd0e8\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('df')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_99f0ef7c-4d91-4338-8985-d7a716cbd0e8 button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('df');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
             ],
-            "text/plain": [
-              "                        Median_Income_Person  ...         DCID\n",
-              "County                                        ...             \n",
-              "Alameda County                         43583  ...  geoId/06001\n",
-              "Alpine County                          30512  ...  geoId/06003\n",
-              "Amador County                          31160  ...  geoId/06005\n",
-              "Butte County                           24067  ...  geoId/06007\n",
-              "Calaveras County                       29124  ...  geoId/06009\n",
-              "Colusa County                          27103  ...  geoId/06011\n",
-              "Contra Costa County                    42181  ...  geoId/06013\n",
-              "Del Norte County                       23493  ...  geoId/06015\n",
-              "El Dorado County                       36682  ...  geoId/06017\n",
-              "Fresno County                          25238  ...  geoId/06019\n",
-              "Glenn County                           24329  ...  geoId/06021\n",
-              "Humboldt County                        25114  ...  geoId/06023\n",
-              "Imperial County                        18245  ...  geoId/06025\n",
-              "Inyo County                            31566  ...  geoId/06027\n",
-              "Kern County                            25013  ...  geoId/06029\n",
-              "Kings County                           26841  ...  geoId/06031\n",
-              "Lake County                            25172  ...  geoId/06033\n",
-              "Lassen County                          30814  ...  geoId/06035\n",
-              "Los Angeles County                     29985  ...  geoId/06037\n",
-              "Madera County                          23691  ...  geoId/06039\n",
-              "Marin County                           52866  ...  geoId/06041\n",
-              "Mariposa County                        27678  ...  geoId/06043\n",
-              "Mendocino County                       26784  ...  geoId/06045\n",
-              "Merced County                          24873  ...  geoId/06047\n",
-              "Modoc County                           25106  ...  geoId/06049\n",
-              "Mono County                            30701  ...  geoId/06051\n",
-              "Monterey County                        28207  ...  geoId/06053\n",
-              "Napa County                            37953  ...  geoId/06055\n",
-              "Nevada County                          32359  ...  geoId/06057\n",
-              "Orange County                          36135  ...  geoId/06059\n",
-              "Placer County                          41130  ...  geoId/06061\n",
-              "Plumas County                          31351  ...  geoId/06063\n",
-              "Riverside County                       28557  ...  geoId/06065\n",
-              "Sacramento County                      32275  ...  geoId/06067\n",
-              "San Benito County                      33547  ...  geoId/06069\n",
-              "San Bernardino County                  27235  ...  geoId/06071\n",
-              "San Diego County                       34307  ...  geoId/06073\n",
-              "San Francisco County                   52677  ...  geoId/06075\n",
-              "San Joaquin County                     29535  ...  geoId/06077\n",
-              "San Luis Obispo County                 31938  ...  geoId/06079\n",
-              "San Mateo County                       49128  ...  geoId/06081\n",
-              "Santa Barbara County                   29657  ...  geoId/06083\n",
-              "Santa Clara County                     47584  ...  geoId/06085\n",
-              "Santa Cruz County                      31174  ...  geoId/06087\n",
-              "Shasta County                          27000  ...  geoId/06089\n",
-              "Sierra County                          28138  ...  geoId/06091\n",
-              "Siskiyou County                        25576  ...  geoId/06093\n",
-              "Solano County                          36273  ...  geoId/06095\n",
-              "Sonoma County                          36623  ...  geoId/06097\n",
-              "Stanislaus County                      27840  ...  geoId/06099\n",
-              "Sutter County                          26334  ...  geoId/06101\n",
-              "Tehama County                          23061  ...  geoId/06103\n",
-              "Trinity County                         23901  ...  geoId/06105\n",
-              "Tulare County                          22994  ...  geoId/06107\n",
-              "Tuolumne County                        29458  ...  geoId/06109\n",
-              "Ventura County                         33814  ...  geoId/06111\n",
-              "Yolo County                            30331  ...  geoId/06113\n",
-              "Yuba County                            27877  ...  geoId/06115\n",
-              "\n",
-              "[58 rows x 6 columns]"
-            ]
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "df",
+              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 58,\n  \"fields\": [\n    {\n      \"column\": \"County\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 58,\n        \"samples\": [\n          \"Alameda County\",\n          \"Colusa County\",\n          \"San Benito County\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 406565,\n        \"min\": 126,\n        \"max\": 2908425,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          284054,\n          4549,\n          13636\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1457019,\n        \"min\": 1119,\n        \"max\": 9943046,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          1662323,\n          21558,\n          64055\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person_MarriedAndNotSeparated\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 530767.1947848009,\n        \"min\": 495.504,\n        \"max\": 3520955.696,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          674824.699,\n          8416.2,\n          25577.667\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Median_Income_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9434,\n        \"min\": 24717,\n        \"max\": 69260,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          56575,\n          36820,\n          44611\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Household_With4OrMorePerson\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 142918,\n        \"min\": 103,\n        \"max\": 967873,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          155852,\n          2203,\n          7695\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
           },
-          "metadata": {
-            "tags": []
-          }
+          "metadata": {}
         }
       ]
     },
@@ -2221,9 +3360,9 @@
         "id": "_EbvFd0EY7wS",
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 297
+          "height": 320
         },
-        "outputId": "1a664747-9f2f-479c-f35f-a57917ae9265"
+        "outputId": "9a1821ba-be28-4d85-82b4-60ff3686ef99"
       },
       "source": [
         "# Use this space to create scatter plots, histograms, etc.\n",
@@ -2236,13 +3375,46 @@
         "# Get some basic statistics\n",
         "display(df.describe())\n"
       ],
-      "execution_count": null,
+      "execution_count": 34,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
+            "text/plain": [
+              "       CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase  \\\n",
+              "count                                       5.800000e+01                           \n",
+              "mean                                        1.612350e+05                           \n",
+              "std                                         4.065660e+05                           \n",
+              "min                                         1.260000e+02                           \n",
+              "25%                                         1.098800e+04                           \n",
+              "50%                                         4.062100e+04                           \n",
+              "75%                                         1.370898e+05                           \n",
+              "max                                         2.908425e+06                           \n",
+              "\n",
+              "       Count_Person  Count_Person_MarriedAndNotSeparated  \\\n",
+              "count  5.800000e+01                         5.800000e+01   \n",
+              "mean   6.787600e+05                         2.584289e+05   \n",
+              "std    1.457020e+06                         5.307672e+05   \n",
+              "min    1.119000e+03                         4.955040e+02   \n",
+              "25%    4.835975e+04                         2.211643e+04   \n",
+              "50%    1.865960e+05                         7.484246e+04   \n",
+              "75%    7.062512e+05                         2.635786e+05   \n",
+              "max    9.943046e+06                         3.520956e+06   \n",
+              "\n",
+              "       Median_Income_Person  Count_Household_With4OrMorePerson  \n",
+              "count             58.000000                          58.000000  \n",
+              "mean           40144.172414                       66565.879310  \n",
+              "std             9434.683907                      142918.556168  \n",
+              "min            24717.000000                         103.000000  \n",
+              "25%            33958.750000                        3178.250000  \n",
+              "50%            37375.500000                       16472.500000  \n",
+              "75%            44455.250000                       59064.000000  \n",
+              "max            69260.000000                      967873.000000  "
+            ],
             "text/html": [
-              "<div>\n",
+              "\n",
+              "  <div id=\"df-78431c75-bde9-4b8c-9285-a87edbd237da\" class=\"colab-df-container\">\n",
+              "    <div>\n",
               "<style scoped>\n",
               "    .dataframe tbody tr th:only-of-type {\n",
               "        vertical-align: middle;\n",
@@ -2260,99 +3432,297 @@
               "  <thead>\n",
               "    <tr style=\"text-align: right;\">\n",
               "      <th></th>\n",
-              "      <th>Median_Income_Person</th>\n",
-              "      <th>Count_Household_With4OrMorePerson</th>\n",
-              "      <th>CumulativeCount_MedicalTest_ConditionCOVID_19_Positive</th>\n",
+              "      <th>CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase</th>\n",
               "      <th>Count_Person</th>\n",
               "      <th>Count_Person_MarriedAndNotSeparated</th>\n",
+              "      <th>Median_Income_Person</th>\n",
+              "      <th>Count_Household_With4OrMorePerson</th>\n",
               "    </tr>\n",
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>count</th>\n",
-              "      <td>58.000000</td>\n",
-              "      <td>58.000000</td>\n",
               "      <td>5.800000e+01</td>\n",
               "      <td>5.800000e+01</td>\n",
               "      <td>5.800000e+01</td>\n",
+              "      <td>58.000000</td>\n",
+              "      <td>58.000000</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>mean</th>\n",
-              "      <td>30963.620690</td>\n",
-              "      <td>65395.879310</td>\n",
-              "      <td>5.731490e+04</td>\n",
-              "      <td>6.773017e+05</td>\n",
-              "      <td>2.568637e+05</td>\n",
+              "      <td>1.612350e+05</td>\n",
+              "      <td>6.787600e+05</td>\n",
+              "      <td>2.584289e+05</td>\n",
+              "      <td>40144.172414</td>\n",
+              "      <td>66565.879310</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>std</th>\n",
-              "      <td>7354.083205</td>\n",
-              "      <td>142739.559875</td>\n",
-              "      <td>1.561510e+05</td>\n",
-              "      <td>1.469524e+06</td>\n",
-              "      <td>5.313952e+05</td>\n",
+              "      <td>4.065660e+05</td>\n",
+              "      <td>1.457020e+06</td>\n",
+              "      <td>5.307672e+05</td>\n",
+              "      <td>9434.683907</td>\n",
+              "      <td>142918.556168</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>min</th>\n",
-              "      <td>18245.000000</td>\n",
-              "      <td>61.000000</td>\n",
-              "      <td>7.400000e+01</td>\n",
-              "      <td>1.039000e+03</td>\n",
-              "      <td>4.320000e+02</td>\n",
+              "      <td>1.260000e+02</td>\n",
+              "      <td>1.119000e+03</td>\n",
+              "      <td>4.955040e+02</td>\n",
+              "      <td>24717.000000</td>\n",
+              "      <td>103.000000</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>25%</th>\n",
-              "      <td>25765.500000</td>\n",
-              "      <td>3339.250000</td>\n",
-              "      <td>2.906500e+03</td>\n",
-              "      <td>4.764675e+04</td>\n",
-              "      <td>2.087950e+04</td>\n",
+              "      <td>1.098800e+04</td>\n",
+              "      <td>4.835975e+04</td>\n",
+              "      <td>2.211643e+04</td>\n",
+              "      <td>33958.750000</td>\n",
+              "      <td>3178.250000</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>50%</th>\n",
-              "      <td>29496.500000</td>\n",
-              "      <td>16536.500000</td>\n",
-              "      <td>1.202200e+04</td>\n",
-              "      <td>1.846320e+05</td>\n",
-              "      <td>7.654600e+04</td>\n",
+              "      <td>4.062100e+04</td>\n",
+              "      <td>1.865960e+05</td>\n",
+              "      <td>7.484246e+04</td>\n",
+              "      <td>37375.500000</td>\n",
+              "      <td>16472.500000</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>75%</th>\n",
-              "      <td>33250.000000</td>\n",
-              "      <td>59041.250000</td>\n",
-              "      <td>4.324475e+04</td>\n",
-              "      <td>6.927508e+05</td>\n",
-              "      <td>2.567815e+05</td>\n",
+              "      <td>1.370898e+05</td>\n",
+              "      <td>7.062512e+05</td>\n",
+              "      <td>2.635786e+05</td>\n",
+              "      <td>44455.250000</td>\n",
+              "      <td>59064.000000</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>max</th>\n",
-              "      <td>52866.000000</td>\n",
-              "      <td>974692.000000</td>\n",
-              "      <td>1.116948e+06</td>\n",
-              "      <td>1.008157e+07</td>\n",
-              "      <td>3.538490e+06</td>\n",
+              "      <td>2.908425e+06</td>\n",
+              "      <td>9.943046e+06</td>\n",
+              "      <td>3.520956e+06</td>\n",
+              "      <td>69260.000000</td>\n",
+              "      <td>967873.000000</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
-              "</div>"
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-78431c75-bde9-4b8c-9285-a87edbd237da')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-78431c75-bde9-4b8c-9285-a87edbd237da button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-78431c75-bde9-4b8c-9285-a87edbd237da');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-a4a6b07a-726a-4a54-b9ce-5ddaa54aabe7\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a4a6b07a-726a-4a54-b9ce-5ddaa54aabe7')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-a4a6b07a-726a-4a54-b9ce-5ddaa54aabe7 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
             ],
-            "text/plain": [
-              "       Median_Income_Person  ...  Count_Person_MarriedAndNotSeparated\n",
-              "count             58.000000  ...                         5.800000e+01\n",
-              "mean           30963.620690  ...                         2.568637e+05\n",
-              "std             7354.083205  ...                         5.313952e+05\n",
-              "min            18245.000000  ...                         4.320000e+02\n",
-              "25%            25765.500000  ...                         2.087950e+04\n",
-              "50%            29496.500000  ...                         7.654600e+04\n",
-              "75%            33250.000000  ...                         2.567815e+05\n",
-              "max            52866.000000  ...                         3.538490e+06\n",
-              "\n",
-              "[8 rows x 5 columns]"
-            ]
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(df\",\n  \"rows\": 8,\n  \"fields\": [\n    {\n      \"column\": \"CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 999404.4848324301,\n        \"min\": 58.0,\n        \"max\": 2908425.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          161235.0,\n          40621.0,\n          58.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3397262.4772673785,\n        \"min\": 58.0,\n        \"max\": 9943046.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          678759.9655172414,\n          186596.0,\n          58.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person_MarriedAndNotSeparated\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1200810.9846878175,\n        \"min\": 58.0,\n        \"max\": 3520955.696,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          258428.85063793106,\n          74842.455,\n          58.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Median_Income_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 21459.53064249957,\n        \"min\": 58.0,\n        \"max\": 69260.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          40144.1724137931,\n          37375.5,\n          58.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Household_With4OrMorePerson\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 331261.5845253443,\n        \"min\": 58.0,\n        \"max\": 967873.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          66565.87931034483,\n          16472.5,\n          58.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
           },
-          "metadata": {
-            "tags": []
-          }
+          "metadata": {}
         }
       ]
     },
@@ -2361,40 +3731,35 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 282
+          "height": 447
         },
         "id": "GBJ4rOt73pI1",
-        "outputId": "29fef41d-3789-4b3b-df19-65a416207cad"
+        "outputId": "0d0b93e4-fd8d-4bbe-cdd9-c364ac30b476"
       },
       "source": [
         "# Plot histograms to get an idea of data spread\n",
-        "display(features_df[\"Median_Income_Person\"].plot.hist(bins=100))\n"
+        "display(df[\"Median_Income_Person\"].plot.hist(bins=100))\n"
       ],
-      "execution_count": null,
+      "execution_count": 35,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<matplotlib.axes._subplots.AxesSubplot at 0x7fca30ab6710>"
+              "<Axes: ylabel='Frequency'>"
             ]
           },
-          "metadata": {
-            "tags": []
-          }
+          "metadata": {}
         },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
             "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
-            ]
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": "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\n"
           },
-          "metadata": {
-            "tags": [],
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -2403,39 +3768,34 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 295
+          "height": 465
         },
         "id": "3j9THBI03tQA",
-        "outputId": "a5523ad7-1cb6-44c6-c769-657c910cf9ca"
+        "outputId": "fc71c64f-f410-4cc8-c500-35f19a91257e"
       },
       "source": [
         "display(df[\"Count_Household_With4OrMorePerson\"].plot.hist(bins=100))\n"
       ],
-      "execution_count": null,
+      "execution_count": 36,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<matplotlib.axes._subplots.AxesSubplot at 0x7fca31901690>"
+              "<Axes: ylabel='Frequency'>"
             ]
           },
-          "metadata": {
-            "tags": []
-          }
+          "metadata": {}
         },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEFCAYAAAAL/efAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAPnklEQVR4nO3de4xmdX3H8fcHVkUUK3YXSlQcMSu60YrreGmtitJahAhaL5VUi5a6xqKp1TZurSmkTROaRm1ttLpUKlq13qpuA0qRUmkbURYvuGAtqItdQHe9gbeK4Ld/PGdhgnM5M8x5np3n934lkzm355zvb2f3s2d+55zfSVUhSWrLAZMuQJI0foa/JDXI8JekBhn+ktQgw1+SGrRu0gX0sX79+pqZmZl0GZK0plx++eXfrKoN861bE+E/MzPDjh07Jl2GJK0pSa5daJ3dPpLUIMNfkhpk+EtSgwx/SWqQ4S9JDTL8JalBhr8kNcjwl6QGGf6S1KA18YTvnTGz9bzbpneddeIEK5Gk/Ydn/pLUIMNfkhpk+EtSgwx/SWqQ4S9JDTL8JalBhr8kNcjwl6QGGf6S1CDDX5IaZPhLUoMMf0lqkOEvSQ0y/CWpQYa/JDXI8JekBhn+ktQgw1+SGmT4S1KDDH9JapDhL0kNMvwlqUGGvyQ1aLDwT3L/JBcnuSrJlUl+v1t+nyQXJrm6+37oUDVIkuY35Jn/LcCrqmoT8Djg9CSbgK3ARVW1Ebiom5ckjdFg4V9VN1TVZ7rp7wFfBO4LnAyc2212LvCMoWqQJM1vLH3+SWaARwKfAg6vqhu6VV8HDl/gM1uS7EiyY+/eveMoU5KaMXj4J7kn8EHgFVV109x1VVVAzfe5qtpWVbNVNbthw4ahy5Skpgwa/knuwij431VV/9wt/kaSI7r1RwB7hqxBkvSzhrzbJ8DbgC9W1evnrNoOnNpNnwp8ZKgaJEnzWzfgvh8PvAD4QpLPdcteA5wFvC/JacC1wHMHrEGSNI/Bwr+q/hPIAquPG+q4kqSl+YSvJDXI8JekBhn+ktQgw1+SGmT4S1KDDH9JapDhL0kNMvwlqUGGvyQ1yPCXpAYZ/pLUIMNfkhpk+EtSgwx/SWqQ4S9JDTL8JalBhr8kNcjwl6QGGf6S1CDDX5IaZPhLUoMMf0lqkOEvSQ0y/CWpQYa/JDXI8JekBhn+ktQgw1+SGmT4S1KDDH9JapDhL0kNMvwlqUGGvyQ1yPCXpAYZ/pLUIMNfkho0WPgnOSfJniQ75yw7M8l1ST7XfZ0w1PElSQsb8sz/7cDx8yx/Q1Ud032dP+DxJUkLGCz8q+oS4NtD7V+StHKT6PN/WZIrum6hQxfaKMmWJDuS7Ni7d+8465OkqTfu8P874EHAMcANwOsW2rCqtlXVbFXNbtiwYVz1SVITxhr+VfWNqrq1qn4KnA08ZpzHlySN9Ar/JA9fjYMlOWLO7DOBnQttK0kazrqe2705yd0Y3cHzrqq6cakPJHkPcCywPslu4Azg2CTHAAXsAl6ygpolSXdSr/Cvqick2Qj8DnB5kk8D/1BVFy7ymVPmWfy2lZUpSVpNvfv8q+pq4LXAq4EnAW9M8t9JfmOo4iRJw+jb5/+LSd4AfBF4CvD0qnpoN/2GAeuTJA2gb5//3wJ/D7ymqn60b2FVXZ/ktYNUJkkaTN/wPxH4UVXdCpDkAOCgqvphVb1zsOokSYPo2+f/ceDuc+YP7pZJktagvuF/UFV9f99MN33wMCVJkobWN/x/kGTzvpkkjwJ+tMj2kqT9WN8+/1cA709yPRDgF4DfHKwqSdKg+j7kdVmShwBHd4u+VFU/Ga4sSdKQ+p75AzwamOk+szkJVfWOQaqSJA2qV/gneSejoZg/B9zaLS7A8JekNajvmf8ssKmqashiJEnj0fdun52MLvJKkqZA3zP/9cBV3WieP963sKpOGqQqSdKg+ob/mUMWIUkar763en4iyQOAjVX18SQHAwcOW5okaSh9h3R+MfAB4K3dovsCHx6qKEnSsPpe8D0deDxwE9z2YpfDhipKkjSsvuH/46q6ed9MknWM7vOXJK1BfcP/E0leA9w9ya8B7wf+ZbiyJElD6hv+W4G9wBeAlwDnM3qfryRpDep7t89PgbO7L0nSGtd3bJ+vMk8ff1UdteoVSZIGt5yxffY5CHgOcJ/VL0eSNA69+vyr6ltzvq6rqr9m9FJ3SdIa1LfbZ/Oc2QMY/SawnHcBSJL2I30D/HVzpm8BdgHPXfVqJElj0fdunycPXYgkaXz6dvu8crH1VfX61SlHkjQOy7nb59HA9m7+6cCngauHKEqSNKy+4X8/YHNVfQ8gyZnAeVX1/KEKkyQNp+/wDocDN8+Zv7lbJklag/qe+b8D+HSSD3XzzwDOHaYkSdLQ+t7t8xdJPgo8oVv0oqr67HBlSZKG1LfbB+Bg4Kaq+htgd5IHDlSTJGlgfV/jeAbwauCPu0V3Af5xqKIkScPqe+b/TOAk4AcAVXU9cMhiH0hyTpI9SXbOWXafJBcmubr7fuhKC5ckrVzf8L+5qopuWOck9+jxmbcDx99h2VbgoqraCFzUzUuSxqxv+L8vyVuBeyd5MfBxlnixS1VdAnz7DotP5va7hM5ldNeQJGnMlrzbJ0mA9wIPAW4Cjgb+tKouXMHxDq+qG7rpr7PIswJJtgBbAI488sgVHEqStJAlw7+qKsn5VfVwYCWBv9h+f+btYHPWbwO2AczOzi64nSRp+fp2+3wmyaNX4XjfSHIEQPd9zyrsU5K0TH3D/7HApUm+nOSKJF9IcsUKjrcdOLWbPhX4yAr2IUm6kxbt9klyZFV9Dfj15e44yXuAY4H1SXYDZwBnMbp4fBpwLb4QRpImYqk+/w8zGs3z2iQfrKpn9d1xVZ2ywKrjelcnSRrEUt0+mTN91JCFSJLGZ6nwrwWmJUlr2FLdPo9IchOj3wDu3k3TzVdV3WvQ6iRJg1g0/KvqwHEVIkkan+UM6SxJmhKGvyQ1yPCXpAYZ/pLUIMNfkhpk+EtSgwx/SWqQ4S9JDVryZS7TZGbrebdN7zrrxAlWIkmT5Zm/JDXI8JekBhn+ktQgw1+SGmT4S1KDDH9JapDhL0kNMvwlqUGGvyQ1yPCXpAYZ/pLUIMNfkhpk+EtSgwx/SWqQ4S9JDTL8JalBhr8kNcjwl6QGGf6S1CDDX5IaZPhLUoMMf0lqkOEvSQ1aN4mDJtkFfA+4FbilqmYnUYcktWoi4d95clV9c4LHl6Rm2e0jSQ2aVPgX8K9JLk+yZb4NkmxJsiPJjr179465PEmabpMK/1+pqs3A04DTkzzxjhtU1baqmq2q2Q0bNoy/QkmaYhMJ/6q6rvu+B/gQ8JhJ1CFJrRp7+Ce5R5JD9k0DTwV2jrsOSWrZJO72ORz4UJJ9x393VX1sAnVIUrPGHv5V9RXgEeM+riTpdt7qKUkNMvwlqUGGvyQ1aJLDO0zUzNbzbpveddaJSy6XpGnimb8kNcjwl6QGGf6S1CDDX5IaZPhLUoMMf0lqkOEvSQ0y/CWpQYa/JDXI8JekBhn+ktQgw1+SGmT4S1KDDH9JapDhL0kNMvwlqUGGvyQ1qNk3ec019+1dCy1f7K1evv1L0lrjmb8kNcjwl6QGGf6S1CDDX5IaZPhLUoMMf0lqkOEvSQ0y/CWpQT7k1dNCD4KtZLuFHgRb6GGxPg+RLfdBs4XqvDMPqd1xn8ttg6TF/x2tJs/8JalBhr8kNcjwl6QGGf6S1CDDX5IaNJHwT3J8ki8luSbJ1knUIEktG3v4JzkQeBPwNGATcEqSTeOuQ5JaNokz/8cA11TVV6rqZuCfgJMnUIckNStVNd4DJs8Gjq+q3+3mXwA8tqpedofttgBbutmjgS+t8JDrgW+u8LNrXattb7Xd0G7bbff8HlBVG+Zbsd8+4VtV24Btd3Y/SXZU1ewqlLTmtNr2VtsN7bbddi/fJLp9rgPuP2f+ft0ySdKYTCL8LwM2JnlgkrsCzwO2T6AOSWrW2Lt9quqWJC8DLgAOBM6pqisHPOSd7jpaw1pte6vthnbbbruXaewXfCVJk+cTvpLUIMNfkho0NeG/1JARSe6W5L3d+k8lmRl/lauvR7tfmeSqJFckuSjJAyZR5xD6DhOS5FlJKslU3ArYp91Jntv93K9M8u5x1ziUHn/fj0xycZLPdn/nT5hEnastyTlJ9iTZucD6JHlj9+dyRZLNS+60qtb8F6MLx18GjgLuCnwe2HSHbX4PeEs3/TzgvZOue0ztfjJwcDf90mlod9+2d9sdAlwCXArMTrruMf3MNwKfBQ7t5g+bdN1jbPs24KXd9CZg16TrXqW2PxHYDOxcYP0JwEeBAI8DPrXUPqflzL/PkBEnA+d20x8AjkuSMdY4hCXbXVUXV9UPu9lLGT1XMQ36DhPy58BfAv83zuIG1KfdLwbeVFXfAaiqPWOucSh92l7AvbrpnwOuH2N9g6mqS4BvL7LJycA7auRS4N5Jjlhsn9MS/vcF/nfO/O5u2bzbVNUtwI3Az4+luuH0afdcpzE6O5gGS7a9+9X3/lXV7wXMa0Ofn/mDgQcn+a8klyY5fmzVDatP288Enp9kN3A+8PLxlDZxy82C/Xd4B62uJM8HZoEnTbqWcUhyAPB64IUTLmUS1jHq+jmW0W96lyR5eFV9d6JVjccpwNur6nVJfgl4Z5KHVdVPJ13Y/mZazvz7DBlx2zZJ1jH6lfBbY6luOL2Gykjyq8CfACdV1Y/HVNvQlmr7IcDDgH9PsotRP+j2Kbjo2+dnvhvYXlU/qaqvAv/D6D+Dta5P208D3gdQVZ8EDmI0+Nm0W/awOdMS/n2GjNgOnNpNPxv4t+qulKxhS7Y7ySOBtzIK/mnp+4Ul2l5VN1bV+qqaqaoZRtc7TqqqHZMpd9X0+bv+YUZn/SRZz6gb6CvjLHIgfdr+NeA4gCQPZRT+e8da5WRsB367u+vnccCNVXXDYh+Yim6fWmDIiCR/Buyoqu3A2xj9CngNowsnz5tcxaujZ7v/Crgn8P7u+vbXquqkiRW9Snq2fer0bPcFwFOTXAXcCvxRVa3133L7tv1VwNlJ/oDRxd8XTsFJHknew+g/9PXd9YwzgLsAVNVbGF3fOAG4Bvgh8KIl9zkFfy6SpGWalm4fSdIyGP6S1CDDX5IaZPhLUoMMf0nazyw1kNs82y97ID/v9pGk/UySJwLfZzRez8OW2HYjowfbnlJV30lyWJ9nejzzl6T9zHwDuSV5UJKPJbk8yX8keUi3akUD+Rn+krQ2bANeXlWPAv4QeHO3fEUD+U3FE76SNM2S3BP4ZW5/Uh/gbt33FQ3kZ/hL0v7vAOC7VXXMPOt2M3p5y0+ArybZN5DfZUvtUJK0H6uqmxgF+3Pgttc2PqJbvaKB/Ax/SdrPdAO5fRI4OsnuJKcBvwWcluTzwJXc/hazC4BvdQP5XUzPgfy81VOSGuSZvyQ1yPCXpAYZ/pLUIMNfkhpk+EtSgwx/SWqQ4S9JDfp/CVgrVNK/G9YAAAAASUVORK5CYII=\n",
             "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
-            ]
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": "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\n"
           },
-          "metadata": {
-            "tags": [],
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -2444,39 +3804,34 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 295
+          "height": 465
         },
         "id": "euPFSZvK3wGq",
-        "outputId": "ea5ee84d-f96f-4165-ce12-b27ec2e01871"
+        "outputId": "e3abbab9-6856-4106-d2ae-bad1ad9d4d7d"
       },
       "source": [
-        "display(df[\"CumulativeCount_MedicalTest_ConditionCOVID_19_Positive\"].plot.hist(bins=10))"
+        "display(df[\"CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase\"].plot.hist(bins=10))"
       ],
-      "execution_count": null,
+      "execution_count": 33,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<matplotlib.axes._subplots.AxesSubplot at 0x7fca31685690>"
+              "<Axes: ylabel='Frequency'>"
             ]
           },
-          "metadata": {
-            "tags": []
-          }
+          "metadata": {}
         },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
             "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
-            ]
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": "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\n"
           },
-          "metadata": {
-            "tags": [],
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -2499,7 +3854,7 @@
         "\n",
         "\n",
         "**1.3B)**  How would you approach handling any NaN or empty values in a dataframe? Should we remove that row? Remove the feature? Or should we replace NaNs with a particular value (and if so, how do you decide what value that should be)?\n",
-        " \n",
+        "\n",
         "\n",
         "**1.3C)**  Take a look at the dataframe outputted by the code box above from section 1.2. Are there any values that need to be cleaned? If so, write code to implement the answers to the above questions using the code box below.\n",
         "\n",
@@ -2540,7 +3895,7 @@
         "\n",
         "Sometimes transforming the data can reveal interesting combinations, or better scale our data. Here are some things to look out for:\n",
         "\n",
-        "* If your data has a skewed distribution or large changes in magnitude, it may be helpful to take the $log()$ of your data to bring it closer to normal. \n",
+        "* If your data has a skewed distribution or large changes in magnitude, it may be helpful to take the $log()$ of your data to bring it closer to normal.\n",
         "* Othertimes it may be helpful to bin close values together (for example, create groupings by age 0-10, 11-20, 21-30, etc.)\n",
         "* When working with population or demographic data, it's often also prudent to consider whether the features you are using should be scaled by population.\n",
         "\n",
@@ -2555,7 +3910,7 @@
           "base_uri": "https://localhost:8080/",
           "height": 1000
         },
-        "outputId": "0891fdea-b0cf-4abd-ebf3-033aa383effb"
+        "outputId": "6f8dc2c3-258e-4ab2-b040-04c2c49af2a9"
       },
       "source": [
         "# Try different transformations on your features like taking the log, binning, etc.\n",
@@ -2575,13 +3930,321 @@
         "features_df_new = pd.concat([household_df,df], axis=1)\n",
         "display(features_df_new)\n"
       ],
-      "execution_count": null,
+      "execution_count": 37,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
+            "text/plain": [
+              "                        Household4orMore_percapita  \\\n",
+              "place                                                \n",
+              "Alameda County                            0.093756   \n",
+              "Alpine County                             0.092046   \n",
+              "Amador County                             0.072924   \n",
+              "Butte County                              0.077135   \n",
+              "Calaveras County                          0.066403   \n",
+              "Colusa County                             0.102189   \n",
+              "Contra Costa County                       0.102785   \n",
+              "Del Norte County                          0.082559   \n",
+              "El Dorado County                          0.083794   \n",
+              "Fresno County                             0.107844   \n",
+              "Glenn County                              0.088392   \n",
+              "Humboldt County                           0.071960   \n",
+              "Imperial County                           0.100473   \n",
+              "Inyo County                               0.057797   \n",
+              "Kern County                               0.108340   \n",
+              "Kings County                              0.105127   \n",
+              "Lake County                               0.079716   \n",
+              "Lassen County                             0.053805   \n",
+              "Los Angeles County                        0.097342   \n",
+              "Madera County                             0.104810   \n",
+              "Marin County                              0.080452   \n",
+              "Mariposa County                           0.071853   \n",
+              "Mendocino County                          0.077631   \n",
+              "Merced County                             0.107953   \n",
+              "Modoc County                              0.053064   \n",
+              "Mono County                               0.076029   \n",
+              "Monterey County                           0.111398   \n",
+              "Napa County                               0.088390   \n",
+              "Nevada County                             0.069253   \n",
+              "Orange County                             0.101457   \n",
+              "Placer County                             0.094213   \n",
+              "Plumas County                             0.052670   \n",
+              "Riverside County                          0.107717   \n",
+              "Sacramento County                         0.099058   \n",
+              "San Benito County                         0.120131   \n",
+              "San Bernardino County                     0.110548   \n",
+              "San Diego County                          0.089560   \n",
+              "San Francisco County                      0.067913   \n",
+              "San Joaquin County                        0.114660   \n",
+              "San Luis Obispo County                    0.077074   \n",
+              "San Mateo County                          0.089734   \n",
+              "Santa Barbara County                      0.097784   \n",
+              "Santa Clara County                        0.097530   \n",
+              "Santa Cruz County                         0.088021   \n",
+              "Shasta County                             0.079323   \n",
+              "Sierra County                             0.039041   \n",
+              "Siskiyou County                           0.069927   \n",
+              "Solano County                             0.095817   \n",
+              "Sonoma County                             0.086297   \n",
+              "Stanislaus County                         0.107501   \n",
+              "Sutter County                             0.108191   \n",
+              "Tehama County                             0.090194   \n",
+              "Trinity County                            0.049443   \n",
+              "Tulare County                             0.121435   \n",
+              "Tuolumne County                           0.063982   \n",
+              "Ventura County                            0.098090   \n",
+              "Yolo County                               0.096328   \n",
+              "Yuba County                               0.105277   \n",
+              "\n",
+              "                        CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase  \\\n",
+              "place                                                                                               \n",
+              "Alameda County                                                     284054                           \n",
+              "Alpine County                                                         126                           \n",
+              "Amador County                                                        9242                           \n",
+              "Butte County                                                        40181                           \n",
+              "Calaveras County                                                     7754                           \n",
+              "Colusa County                                                        4549                           \n",
+              "Contra Costa County                                                209958                           \n",
+              "Del Norte County                                                     6381                           \n",
+              "El Dorado County                                                    30508                           \n",
+              "Fresno County                                                      257611                           \n",
+              "Glenn County                                                         6631                           \n",
+              "Humboldt County                                                     20952                           \n",
+              "Imperial County                                                     66715                           \n",
+              "Inyo County                                                          4636                           \n",
+              "Kern County                                                        244681                           \n",
+              "Kings County                                                        55429                           \n",
+              "Lake County                                                         11699                           \n",
+              "Lassen County                                                       10751                           \n",
+              "Los Angeles County                                                2908425                           \n",
+              "Madera County                                                       43685                           \n",
+              "Marin County                                                        38685                           \n",
+              "Mariposa County                                                      3145                           \n",
+              "Mendocino County                                                    16568                           \n",
+              "Merced County                                                       72959                           \n",
+              "Modoc County                                                         1000                           \n",
+              "Mono County                                                          3144                           \n",
+              "Monterey County                                                     95140                           \n",
+              "Napa County                                                         27765                           \n",
+              "Nevada County                                                       17503                           \n",
+              "Orange County                                                      600384                           \n",
+              "Placer County                                                       71527                           \n",
+              "Plumas County                                                        3379                           \n",
+              "Riverside County                                                   626695                           \n",
+              "Sacramento County                                                  314407                           \n",
+              "San Benito County                                                   13636                           \n",
+              "San Bernardino County                                              597377                           \n",
+              "San Diego County                                                   824586                           \n",
+              "San Francisco County                                               143959                           \n",
+              "San Joaquin County                                                 178501                           \n",
+              "San Luis Obispo County                                              57556                           \n",
+              "San Mateo County                                                   137238                           \n",
+              "Santa Barbara County                                                92683                           \n",
+              "Santa Clara County                                                 342015                           \n",
+              "Santa Cruz County                                                   52532                           \n",
+              "Shasta County                                                       36988                           \n",
+              "Sierra County                                                         324                           \n",
+              "Siskiyou County                                                      7478                           \n",
+              "Solano County                                                       89419                           \n",
+              "Sonoma County                                                       90191                           \n",
+              "Stanislaus County                                                  136645                           \n",
+              "Sutter County                                                       23045                           \n",
+              "Tehama County                                                       14753                           \n",
+              "Trinity County                                                       1485                           \n",
+              "Tulare County                                                      136125                           \n",
+              "Tuolumne County                                                     13758                           \n",
+              "Ventura County                                                     186062                           \n",
+              "Yolo County                                                         41061                           \n",
+              "Yuba County                                                         17944                           \n",
+              "\n",
+              "                        Count_Person  Count_Person_MarriedAndNotSeparated  \\\n",
+              "place                                                                       \n",
+              "Alameda County               1662323                           674824.699   \n",
+              "Alpine County                   1119                              495.504   \n",
+              "Amador County                  40083                            17272.889   \n",
+              "Butte County                  212744                            76639.140   \n",
+              "Calaveras County               46308                            21560.079   \n",
+              "Colusa County                  21558                             8416.200   \n",
+              "Contra Costa County          1152333                           491223.639   \n",
+              "Del Norte County               27968                             9762.150   \n",
+              "El Dorado County              192925                            91421.044   \n",
+              "Fresno County                1000918                           337513.410   \n",
+              "Glenn County                   28283                            12146.960   \n",
+              "Humboldt County               134977                            43891.200   \n",
+              "Imperial County               180267                            56884.256   \n",
+              "Inyo County                    18046                             7219.959   \n",
+              "Kern County                   901362                           312889.872   \n",
+              "Kings County                  152692                            53927.780   \n",
+              "Lake County                    64479                            24822.130   \n",
+              "Lassen County                  30016                            11461.076   \n",
+              "Los Angeles County           9943046                          3520955.696   \n",
+              "Madera County                 157761                            56900.481   \n",
+              "Marin County                  257332                           113378.795   \n",
+              "Mariposa County                17160                             7397.292   \n",
+              "Mendocino County               86061                            33108.240   \n",
+              "Merced County                 279252                            94260.678   \n",
+              "Modoc County                    8763                             3883.438   \n",
+              "Mono County                    14534                             5487.377   \n",
+              "Monterey County               430906                           162039.867   \n",
+              "Napa County                   135965                            58060.389   \n",
+              "Nevada County                  99606                            45714.103   \n",
+              "Orange County                3166857                          1306956.195   \n",
+              "Placer County                 402950                           185639.202   \n",
+              "Plumas County                  18967                             8585.850   \n",
+              "Riverside County             2489188                           936495.840   \n",
+              "Sacramento County            1559146                           581828.561   \n",
+              "San Benito County              64055                            25577.667   \n",
+              "San Bernardino County        2189183                           781869.830   \n",
+              "San Diego County             3332427                          1293264.554   \n",
+              "San Francisco County          866606                           306862.042   \n",
+              "San Joaquin County            767967                           283515.990   \n",
+              "San Luis Obispo County        282249                           114640.775   \n",
+              "San Mateo County              758308                           335088.173   \n",
+              "Santa Barbara County          444766                           160367.004   \n",
+              "Santa Clara County           1907105                           834042.321   \n",
+              "Santa Cruz County             269925                           103077.379   \n",
+              "Shasta County                 179027                            73045.770   \n",
+              "Sierra County                   2920                             1334.942   \n",
+              "Siskiyou County                43245                            17714.508   \n",
+              "Solano County                 446935                           178080.056   \n",
+              "Sonoma County                 489819                           201348.202   \n",
+              "Stanislaus County             550081                           203766.620   \n",
+              "Sutter County                  96385                            39530.528   \n",
+              "Tehama County                  64494                            26263.636   \n",
+              "Trinity County                 12216                             4868.825   \n",
+              "Tulare County                 468680                           163314.826   \n",
+              "Tuolumne County                54515                            23785.476   \n",
+              "Ventura County                841387                           335898.012   \n",
+              "Yolo County                   219728                            78920.160   \n",
+              "Yuba County                    80160                            29632.050   \n",
+              "\n",
+              "                        Median_Income_Person  \\\n",
+              "place                                          \n",
+              "Alameda County                         56575   \n",
+              "Alpine County                          35598   \n",
+              "Amador County                          41581   \n",
+              "Butte County                           33600   \n",
+              "Calaveras County                       37043   \n",
+              "Colusa County                          36820   \n",
+              "Contra Costa County                    54178   \n",
+              "Del Norte County                       31929   \n",
+              "El Dorado County                       48876   \n",
+              "Fresno County                          33875   \n",
+              "Glenn County                           35120   \n",
+              "Humboldt County                        31657   \n",
+              "Imperial County                        24717   \n",
+              "Inyo County                            41594   \n",
+              "Kern County                            30912   \n",
+              "Kings County                           34210   \n",
+              "Lake County                            31565   \n",
+              "Lassen County                          34293   \n",
+              "Los Angeles County                     38111   \n",
+              "Madera County                          30316   \n",
+              "Marin County                           65068   \n",
+              "Mariposa County                        36299   \n",
+              "Mendocino County                       34707   \n",
+              "Merced County                          31343   \n",
+              "Modoc County                           31521   \n",
+              "Mono County                            46048   \n",
+              "Monterey County                        37063   \n",
+              "Napa County                            47432   \n",
+              "Nevada County                          40174   \n",
+              "Orange County                          46430   \n",
+              "Placer County                          53071   \n",
+              "Plumas County                          39230   \n",
+              "Riverside County                       37929   \n",
+              "Sacramento County                      42351   \n",
+              "San Benito County                      44611   \n",
+              "San Bernardino County                  36178   \n",
+              "San Diego County                       45463   \n",
+              "San Francisco County                   69260   \n",
+              "San Joaquin County                     38674   \n",
+              "San Luis Obispo County                 40720   \n",
+              "San Mateo County                       63325   \n",
+              "Santa Barbara County                   38787   \n",
+              "Santa Clara County                     62532   \n",
+              "Santa Cruz County                      43988   \n",
+              "Shasta County                          35503   \n",
+              "Sierra County                          31696   \n",
+              "Siskiyou County                        31315   \n",
+              "Solano County                          45137   \n",
+              "Sonoma County                          48308   \n",
+              "Stanislaus County                      36126   \n",
+              "Sutter County                          34285   \n",
+              "Tehama County                          33015   \n",
+              "Trinity County                         30470   \n",
+              "Tulare County                          31326   \n",
+              "Tuolumne County                        37688   \n",
+              "Ventura County                         42693   \n",
+              "Yolo County                            40567   \n",
+              "Yuba County                            35459   \n",
+              "\n",
+              "                        Count_Household_With4OrMorePerson  \n",
+              "place                                                      \n",
+              "Alameda County                                     155852  \n",
+              "Alpine County                                         103  \n",
+              "Amador County                                        2923  \n",
+              "Butte County                                        16410  \n",
+              "Calaveras County                                     3075  \n",
+              "Colusa County                                        2203  \n",
+              "Contra Costa County                                118442  \n",
+              "Del Norte County                                     2309  \n",
+              "El Dorado County                                    16166  \n",
+              "Fresno County                                      107943  \n",
+              "Glenn County                                         2500  \n",
+              "Humboldt County                                      9713  \n",
+              "Imperial County                                     18112  \n",
+              "Inyo County                                          1043  \n",
+              "Kern County                                         97654  \n",
+              "Kings County                                        16052  \n",
+              "Lake County                                          5140  \n",
+              "Lassen County                                        1615  \n",
+              "Los Angeles County                                 967873  \n",
+              "Madera County                                       16535  \n",
+              "Marin County                                        20703  \n",
+              "Mariposa County                                      1233  \n",
+              "Mendocino County                                     6681  \n",
+              "Merced County                                       30146  \n",
+              "Modoc County                                          465  \n",
+              "Mono County                                          1105  \n",
+              "Monterey County                                     48002  \n",
+              "Napa County                                         12018  \n",
+              "Nevada County                                        6898  \n",
+              "Orange County                                      321300  \n",
+              "Placer County                                       37963  \n",
+              "Plumas County                                         999  \n",
+              "Riverside County                                   268129  \n",
+              "Sacramento County                                  154446  \n",
+              "San Benito County                                    7695  \n",
+              "San Bernardino County                              242009  \n",
+              "San Diego County                                   298453  \n",
+              "San Francisco County                                58854  \n",
+              "San Joaquin County                                  88055  \n",
+              "San Luis Obispo County                              21754  \n",
+              "San Mateo County                                    68046  \n",
+              "Santa Barbara County                                43491  \n",
+              "Santa Clara County                                 185999  \n",
+              "Santa Cruz County                                   23759  \n",
+              "Shasta County                                       14201  \n",
+              "Sierra County                                         114  \n",
+              "Siskiyou County                                      3024  \n",
+              "Solano County                                       42824  \n",
+              "Sonoma County                                       42270  \n",
+              "Stanislaus County                                   59134  \n",
+              "Sutter County                                       10428  \n",
+              "Tehama County                                        5817  \n",
+              "Trinity County                                        604  \n",
+              "Tulare County                                       56914  \n",
+              "Tuolumne County                                      3488  \n",
+              "Ventura County                                      82532  \n",
+              "Yolo County                                         21166  \n",
+              "Yuba County                                          8439  "
+            ],
             "text/html": [
-              "<div>\n",
+              "\n",
+              "  <div id=\"df-b9116390-fc92-4038-afea-01142672042c\" class=\"colab-df-container\">\n",
+              "    <div>\n",
               "<style scoped>\n",
               "    .dataframe tbody tr th:only-of-type {\n",
               "        vertical-align: middle;\n",
@@ -2600,12 +4263,11 @@
               "    <tr style=\"text-align: right;\">\n",
               "      <th></th>\n",
               "      <th>Household4orMore_percapita</th>\n",
-              "      <th>Median_Income_Person</th>\n",
-              "      <th>Count_Household_With4OrMorePerson</th>\n",
-              "      <th>CumulativeCount_MedicalTest_ConditionCOVID_19_Positive</th>\n",
+              "      <th>CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase</th>\n",
               "      <th>Count_Person</th>\n",
               "      <th>Count_Person_MarriedAndNotSeparated</th>\n",
-              "      <th>DCID</th>\n",
+              "      <th>Median_Income_Person</th>\n",
+              "      <th>Count_Household_With4OrMorePerson</th>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>place</th>\n",
@@ -2615,662 +4277,806 @@
               "      <th></th>\n",
               "      <th></th>\n",
               "      <th></th>\n",
-              "      <th></th>\n",
               "    </tr>\n",
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>Alameda County</th>\n",
-              "      <td>0.095091</td>\n",
-              "      <td>43583</td>\n",
-              "      <td>157543</td>\n",
-              "      <td>73771</td>\n",
-              "      <td>1656754</td>\n",
-              "      <td>669429</td>\n",
-              "      <td>geoId/06001</td>\n",
+              "      <td>0.093756</td>\n",
+              "      <td>284054</td>\n",
+              "      <td>1662323</td>\n",
+              "      <td>674824.699</td>\n",
+              "      <td>56575</td>\n",
+              "      <td>155852</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Alpine County</th>\n",
-              "      <td>0.058710</td>\n",
-              "      <td>30512</td>\n",
-              "      <td>61</td>\n",
-              "      <td>74</td>\n",
-              "      <td>1039</td>\n",
-              "      <td>432</td>\n",
-              "      <td>geoId/06003</td>\n",
+              "      <td>0.092046</td>\n",
+              "      <td>126</td>\n",
+              "      <td>1119</td>\n",
+              "      <td>495.504</td>\n",
+              "      <td>35598</td>\n",
+              "      <td>103</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Amador County</th>\n",
-              "      <td>0.071665</td>\n",
-              "      <td>31160</td>\n",
-              "      <td>2754</td>\n",
-              "      <td>3199</td>\n",
-              "      <td>38429</td>\n",
-              "      <td>17756</td>\n",
-              "      <td>geoId/06005</td>\n",
+              "      <td>0.072924</td>\n",
+              "      <td>9242</td>\n",
+              "      <td>40083</td>\n",
+              "      <td>17272.889</td>\n",
+              "      <td>41581</td>\n",
+              "      <td>2923</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Butte County</th>\n",
-              "      <td>0.078413</td>\n",
-              "      <td>24067</td>\n",
-              "      <td>17707</td>\n",
-              "      <td>10177</td>\n",
-              "      <td>225817</td>\n",
-              "      <td>79755</td>\n",
-              "      <td>geoId/06007</td>\n",
+              "      <td>0.077135</td>\n",
+              "      <td>40181</td>\n",
+              "      <td>212744</td>\n",
+              "      <td>76639.140</td>\n",
+              "      <td>33600</td>\n",
+              "      <td>16410</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Calaveras County</th>\n",
-              "      <td>0.058004</td>\n",
-              "      <td>29124</td>\n",
-              "      <td>2640</td>\n",
-              "      <td>1763</td>\n",
-              "      <td>45514</td>\n",
-              "      <td>19985</td>\n",
-              "      <td>geoId/06009</td>\n",
+              "      <td>0.066403</td>\n",
+              "      <td>7754</td>\n",
+              "      <td>46308</td>\n",
+              "      <td>21560.079</td>\n",
+              "      <td>37043</td>\n",
+              "      <td>3075</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Colusa County</th>\n",
-              "      <td>0.107439</td>\n",
-              "      <td>27103</td>\n",
-              "      <td>2305</td>\n",
-              "      <td>1935</td>\n",
-              "      <td>21454</td>\n",
-              "      <td>8858</td>\n",
-              "      <td>geoId/06011</td>\n",
+              "      <td>0.102189</td>\n",
+              "      <td>4549</td>\n",
+              "      <td>21558</td>\n",
+              "      <td>8416.200</td>\n",
+              "      <td>36820</td>\n",
+              "      <td>2203</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Contra Costa County</th>\n",
-              "      <td>0.099008</td>\n",
-              "      <td>42181</td>\n",
-              "      <td>113092</td>\n",
-              "      <td>57337</td>\n",
-              "      <td>1142251</td>\n",
-              "      <td>480862</td>\n",
-              "      <td>geoId/06013</td>\n",
+              "      <td>0.102785</td>\n",
+              "      <td>209958</td>\n",
+              "      <td>1152333</td>\n",
+              "      <td>491223.639</td>\n",
+              "      <td>54178</td>\n",
+              "      <td>118442</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Del Norte County</th>\n",
-              "      <td>0.070777</td>\n",
-              "      <td>23493</td>\n",
-              "      <td>1946</td>\n",
-              "      <td>883</td>\n",
-              "      <td>27495</td>\n",
-              "      <td>9727</td>\n",
-              "      <td>geoId/06015</td>\n",
+              "      <td>0.082559</td>\n",
+              "      <td>6381</td>\n",
+              "      <td>27968</td>\n",
+              "      <td>9762.150</td>\n",
+              "      <td>31929</td>\n",
+              "      <td>2309</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>El Dorado County</th>\n",
-              "      <td>0.076197</td>\n",
-              "      <td>36682</td>\n",
-              "      <td>14368</td>\n",
-              "      <td>8359</td>\n",
-              "      <td>188563</td>\n",
-              "      <td>88764</td>\n",
-              "      <td>geoId/06017</td>\n",
+              "      <td>0.083794</td>\n",
+              "      <td>30508</td>\n",
+              "      <td>192925</td>\n",
+              "      <td>91421.044</td>\n",
+              "      <td>48876</td>\n",
+              "      <td>16166</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Fresno County</th>\n",
-              "      <td>0.104936</td>\n",
-              "      <td>25238</td>\n",
-              "      <td>103312</td>\n",
-              "      <td>88476</td>\n",
-              "      <td>984521</td>\n",
-              "      <td>328577</td>\n",
-              "      <td>geoId/06019</td>\n",
+              "      <td>0.107844</td>\n",
+              "      <td>257611</td>\n",
+              "      <td>1000918</td>\n",
+              "      <td>337513.410</td>\n",
+              "      <td>33875</td>\n",
+              "      <td>107943</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Glenn County</th>\n",
-              "      <td>0.112918</td>\n",
-              "      <td>24329</td>\n",
-              "      <td>3159</td>\n",
-              "      <td>2074</td>\n",
-              "      <td>27976</td>\n",
-              "      <td>12286</td>\n",
-              "      <td>geoId/06021</td>\n",
+              "      <td>0.088392</td>\n",
+              "      <td>6631</td>\n",
+              "      <td>28283</td>\n",
+              "      <td>12146.960</td>\n",
+              "      <td>35120</td>\n",
+              "      <td>2500</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Humboldt County</th>\n",
-              "      <td>0.069509</td>\n",
-              "      <td>25114</td>\n",
-              "      <td>9449</td>\n",
-              "      <td>2754</td>\n",
-              "      <td>135940</td>\n",
-              "      <td>45201</td>\n",
-              "      <td>geoId/06023</td>\n",
+              "      <td>0.071960</td>\n",
+              "      <td>20952</td>\n",
+              "      <td>134977</td>\n",
+              "      <td>43891.200</td>\n",
+              "      <td>31657</td>\n",
+              "      <td>9713</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Imperial County</th>\n",
-              "      <td>0.089175</td>\n",
-              "      <td>18245</td>\n",
-              "      <td>16114</td>\n",
-              "      <td>26160</td>\n",
-              "      <td>180701</td>\n",
-              "      <td>57548</td>\n",
-              "      <td>geoId/06025</td>\n",
+              "      <td>0.100473</td>\n",
+              "      <td>66715</td>\n",
+              "      <td>180267</td>\n",
+              "      <td>56884.256</td>\n",
+              "      <td>24717</td>\n",
+              "      <td>18112</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Inyo County</th>\n",
-              "      <td>0.056294</td>\n",
-              "      <td>31566</td>\n",
-              "      <td>1012</td>\n",
-              "      <td>1083</td>\n",
-              "      <td>17977</td>\n",
-              "      <td>7116</td>\n",
-              "      <td>geoId/06027</td>\n",
+              "      <td>0.057797</td>\n",
+              "      <td>4636</td>\n",
+              "      <td>18046</td>\n",
+              "      <td>7219.959</td>\n",
+              "      <td>41594</td>\n",
+              "      <td>1043</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Kern County</th>\n",
-              "      <td>0.108111</td>\n",
-              "      <td>25013</td>\n",
-              "      <td>95964</td>\n",
-              "      <td>94113</td>\n",
-              "      <td>887641</td>\n",
-              "      <td>310852</td>\n",
-              "      <td>geoId/06029</td>\n",
+              "      <td>0.108340</td>\n",
+              "      <td>244681</td>\n",
+              "      <td>901362</td>\n",
+              "      <td>312889.872</td>\n",
+              "      <td>30912</td>\n",
+              "      <td>97654</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Kings County</th>\n",
-              "      <td>0.101970</td>\n",
-              "      <td>26841</td>\n",
-              "      <td>15366</td>\n",
-              "      <td>20773</td>\n",
-              "      <td>150691</td>\n",
-              "      <td>52666</td>\n",
-              "      <td>geoId/06031</td>\n",
+              "      <td>0.105127</td>\n",
+              "      <td>55429</td>\n",
+              "      <td>152692</td>\n",
+              "      <td>53927.780</td>\n",
+              "      <td>34210</td>\n",
+              "      <td>16052</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Lake County</th>\n",
-              "      <td>0.076501</td>\n",
-              "      <td>25172</td>\n",
-              "      <td>4911</td>\n",
-              "      <td>2809</td>\n",
-              "      <td>64195</td>\n",
-              "      <td>24020</td>\n",
-              "      <td>geoId/06033</td>\n",
+              "      <td>0.079716</td>\n",
+              "      <td>11699</td>\n",
+              "      <td>64479</td>\n",
+              "      <td>24822.130</td>\n",
+              "      <td>31565</td>\n",
+              "      <td>5140</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Lassen County</th>\n",
-              "      <td>0.048316</td>\n",
-              "      <td>30814</td>\n",
-              "      <td>1489</td>\n",
-              "      <td>5393</td>\n",
-              "      <td>30818</td>\n",
-              "      <td>11778</td>\n",
-              "      <td>geoId/06035</td>\n",
+              "      <td>0.053805</td>\n",
+              "      <td>10751</td>\n",
+              "      <td>30016</td>\n",
+              "      <td>11461.076</td>\n",
+              "      <td>34293</td>\n",
+              "      <td>1615</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Los Angeles County</th>\n",
-              "      <td>0.096681</td>\n",
-              "      <td>29985</td>\n",
-              "      <td>974692</td>\n",
-              "      <td>1116948</td>\n",
-              "      <td>10081570</td>\n",
-              "      <td>3538490</td>\n",
-              "      <td>geoId/06037</td>\n",
+              "      <td>0.097342</td>\n",
+              "      <td>2908425</td>\n",
+              "      <td>9943046</td>\n",
+              "      <td>3520955.696</td>\n",
+              "      <td>38111</td>\n",
+              "      <td>967873</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Madera County</th>\n",
-              "      <td>0.109108</td>\n",
-              "      <td>23691</td>\n",
-              "      <td>16959</td>\n",
-              "      <td>14443</td>\n",
-              "      <td>155433</td>\n",
-              "      <td>58861</td>\n",
-              "      <td>geoId/06039</td>\n",
+              "      <td>0.104810</td>\n",
+              "      <td>43685</td>\n",
+              "      <td>157761</td>\n",
+              "      <td>56900.481</td>\n",
+              "      <td>30316</td>\n",
+              "      <td>16535</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Marin County</th>\n",
-              "      <td>0.082283</td>\n",
-              "      <td>52866</td>\n",
-              "      <td>21389</td>\n",
-              "      <td>12346</td>\n",
-              "      <td>259943</td>\n",
-              "      <td>114950</td>\n",
-              "      <td>geoId/06041</td>\n",
+              "      <td>0.080452</td>\n",
+              "      <td>38685</td>\n",
+              "      <td>257332</td>\n",
+              "      <td>113378.795</td>\n",
+              "      <td>65068</td>\n",
+              "      <td>20703</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Mariposa County</th>\n",
-              "      <td>0.073077</td>\n",
-              "      <td>27678</td>\n",
-              "      <td>1273</td>\n",
-              "      <td>367</td>\n",
-              "      <td>17420</td>\n",
-              "      <td>8132</td>\n",
-              "      <td>geoId/06043</td>\n",
+              "      <td>0.071853</td>\n",
+              "      <td>3145</td>\n",
+              "      <td>17160</td>\n",
+              "      <td>7397.292</td>\n",
+              "      <td>36299</td>\n",
+              "      <td>1233</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Mendocino County</th>\n",
-              "      <td>0.075667</td>\n",
-              "      <td>26784</td>\n",
-              "      <td>6600</td>\n",
-              "      <td>3434</td>\n",
-              "      <td>87224</td>\n",
-              "      <td>32946</td>\n",
-              "      <td>geoId/06045</td>\n",
+              "      <td>0.077631</td>\n",
+              "      <td>16568</td>\n",
+              "      <td>86061</td>\n",
+              "      <td>33108.240</td>\n",
+              "      <td>34707</td>\n",
+              "      <td>6681</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Merced County</th>\n",
-              "      <td>0.112358</td>\n",
-              "      <td>24873</td>\n",
-              "      <td>30492</td>\n",
-              "      <td>26230</td>\n",
-              "      <td>271382</td>\n",
-              "      <td>93884</td>\n",
-              "      <td>geoId/06047</td>\n",
+              "      <td>0.107953</td>\n",
+              "      <td>72959</td>\n",
+              "      <td>279252</td>\n",
+              "      <td>94260.678</td>\n",
+              "      <td>31343</td>\n",
+              "      <td>30146</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Modoc County</th>\n",
-              "      <td>0.059953</td>\n",
-              "      <td>25106</td>\n",
-              "      <td>534</td>\n",
-              "      <td>407</td>\n",
-              "      <td>8907</td>\n",
-              "      <td>3725</td>\n",
-              "      <td>geoId/06049</td>\n",
+              "      <td>0.053064</td>\n",
+              "      <td>1000</td>\n",
+              "      <td>8763</td>\n",
+              "      <td>3883.438</td>\n",
+              "      <td>31521</td>\n",
+              "      <td>465</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Mono County</th>\n",
-              "      <td>0.036548</td>\n",
-              "      <td>30701</td>\n",
-              "      <td>523</td>\n",
-              "      <td>1165</td>\n",
-              "      <td>14310</td>\n",
-              "      <td>4432</td>\n",
-              "      <td>geoId/06051</td>\n",
+              "      <td>0.076029</td>\n",
+              "      <td>3144</td>\n",
+              "      <td>14534</td>\n",
+              "      <td>5487.377</td>\n",
+              "      <td>46048</td>\n",
+              "      <td>1105</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Monterey County</th>\n",
-              "      <td>0.103129</td>\n",
-              "      <td>28207</td>\n",
-              "      <td>44697</td>\n",
-              "      <td>39425</td>\n",
-              "      <td>433410</td>\n",
-              "      <td>156955</td>\n",
-              "      <td>geoId/06053</td>\n",
+              "      <td>0.111398</td>\n",
+              "      <td>95140</td>\n",
+              "      <td>430906</td>\n",
+              "      <td>162039.867</td>\n",
+              "      <td>37063</td>\n",
+              "      <td>48002</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Napa County</th>\n",
-              "      <td>0.089219</td>\n",
-              "      <td>37953</td>\n",
-              "      <td>12457</td>\n",
-              "      <td>8342</td>\n",
-              "      <td>139623</td>\n",
-              "      <td>58092</td>\n",
-              "      <td>geoId/06055</td>\n",
+              "      <td>0.088390</td>\n",
+              "      <td>27765</td>\n",
+              "      <td>135965</td>\n",
+              "      <td>58060.389</td>\n",
+              "      <td>47432</td>\n",
+              "      <td>12018</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Nevada County</th>\n",
-              "      <td>0.061122</td>\n",
-              "      <td>32359</td>\n",
-              "      <td>6066</td>\n",
-              "      <td>3499</td>\n",
-              "      <td>99244</td>\n",
-              "      <td>44923</td>\n",
-              "      <td>geoId/06057</td>\n",
+              "      <td>0.069253</td>\n",
+              "      <td>17503</td>\n",
+              "      <td>99606</td>\n",
+              "      <td>45714.103</td>\n",
+              "      <td>40174</td>\n",
+              "      <td>6898</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Orange County</th>\n",
-              "      <td>0.100142</td>\n",
-              "      <td>36135</td>\n",
-              "      <td>317253</td>\n",
-              "      <td>245978</td>\n",
-              "      <td>3168044</td>\n",
-              "      <td>1303187</td>\n",
-              "      <td>geoId/06059</td>\n",
+              "      <td>0.101457</td>\n",
+              "      <td>600384</td>\n",
+              "      <td>3166857</td>\n",
+              "      <td>1306956.195</td>\n",
+              "      <td>46430</td>\n",
+              "      <td>321300</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Placer County</th>\n",
-              "      <td>0.091717</td>\n",
-              "      <td>41130</td>\n",
-              "      <td>35358</td>\n",
-              "      <td>18430</td>\n",
-              "      <td>385512</td>\n",
-              "      <td>176980</td>\n",
-              "      <td>geoId/06061</td>\n",
+              "      <td>0.094213</td>\n",
+              "      <td>71527</td>\n",
+              "      <td>402950</td>\n",
+              "      <td>185639.202</td>\n",
+              "      <td>53071</td>\n",
+              "      <td>37963</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Plumas County</th>\n",
-              "      <td>0.063934</td>\n",
-              "      <td>31351</td>\n",
-              "      <td>1193</td>\n",
-              "      <td>626</td>\n",
-              "      <td>18660</td>\n",
-              "      <td>8287</td>\n",
-              "      <td>geoId/06063</td>\n",
+              "      <td>0.052670</td>\n",
+              "      <td>3379</td>\n",
+              "      <td>18967</td>\n",
+              "      <td>8585.850</td>\n",
+              "      <td>39230</td>\n",
+              "      <td>999</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Riverside County</th>\n",
-              "      <td>0.100117</td>\n",
-              "      <td>28557</td>\n",
-              "      <td>241427</td>\n",
-              "      <td>271910</td>\n",
-              "      <td>2411439</td>\n",
-              "      <td>915017</td>\n",
-              "      <td>geoId/06065</td>\n",
+              "      <td>0.107717</td>\n",
+              "      <td>626695</td>\n",
+              "      <td>2489188</td>\n",
+              "      <td>936495.840</td>\n",
+              "      <td>37929</td>\n",
+              "      <td>268129</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sacramento County</th>\n",
-              "      <td>0.092931</td>\n",
-              "      <td>32275</td>\n",
-              "      <td>141678</td>\n",
-              "      <td>86388</td>\n",
-              "      <td>1524553</td>\n",
-              "      <td>559487</td>\n",
-              "      <td>geoId/06067</td>\n",
+              "      <td>0.099058</td>\n",
+              "      <td>314407</td>\n",
+              "      <td>1559146</td>\n",
+              "      <td>581828.561</td>\n",
+              "      <td>42351</td>\n",
+              "      <td>154446</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Benito County</th>\n",
-              "      <td>0.112180</td>\n",
-              "      <td>33547</td>\n",
-              "      <td>6773</td>\n",
-              "      <td>5401</td>\n",
-              "      <td>60376</td>\n",
-              "      <td>24181</td>\n",
-              "      <td>geoId/06069</td>\n",
+              "      <td>0.120131</td>\n",
+              "      <td>13636</td>\n",
+              "      <td>64055</td>\n",
+              "      <td>25577.667</td>\n",
+              "      <td>44611</td>\n",
+              "      <td>7695</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Bernardino County</th>\n",
-              "      <td>0.108604</td>\n",
-              "      <td>27235</td>\n",
-              "      <td>233394</td>\n",
-              "      <td>274429</td>\n",
-              "      <td>2149031</td>\n",
-              "      <td>768273</td>\n",
-              "      <td>geoId/06071</td>\n",
+              "      <td>0.110548</td>\n",
+              "      <td>597377</td>\n",
+              "      <td>2189183</td>\n",
+              "      <td>781869.830</td>\n",
+              "      <td>36178</td>\n",
+              "      <td>242009</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Diego County</th>\n",
-              "      <td>0.090031</td>\n",
-              "      <td>34307</td>\n",
-              "      <td>298550</td>\n",
-              "      <td>238042</td>\n",
-              "      <td>3316073</td>\n",
-              "      <td>1289394</td>\n",
-              "      <td>geoId/06073</td>\n",
+              "      <td>0.089560</td>\n",
+              "      <td>824586</td>\n",
+              "      <td>3332427</td>\n",
+              "      <td>1293264.554</td>\n",
+              "      <td>45463</td>\n",
+              "      <td>298453</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Francisco County</th>\n",
-              "      <td>0.067674</td>\n",
-              "      <td>52677</td>\n",
-              "      <td>59212</td>\n",
-              "      <td>31427</td>\n",
-              "      <td>874961</td>\n",
-              "      <td>312207</td>\n",
-              "      <td>geoId/06075</td>\n",
+              "      <td>0.067913</td>\n",
+              "      <td>143959</td>\n",
+              "      <td>866606</td>\n",
+              "      <td>306862.042</td>\n",
+              "      <td>69260</td>\n",
+              "      <td>58854</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Joaquin County</th>\n",
-              "      <td>0.108223</td>\n",
-              "      <td>29535</td>\n",
-              "      <td>80367</td>\n",
-              "      <td>61901</td>\n",
-              "      <td>742603</td>\n",
-              "      <td>274992</td>\n",
-              "      <td>geoId/06077</td>\n",
+              "      <td>0.114660</td>\n",
+              "      <td>178501</td>\n",
+              "      <td>767967</td>\n",
+              "      <td>283515.990</td>\n",
+              "      <td>38674</td>\n",
+              "      <td>88055</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Luis Obispo County</th>\n",
-              "      <td>0.074013</td>\n",
-              "      <td>31938</td>\n",
-              "      <td>20884</td>\n",
-              "      <td>17605</td>\n",
-              "      <td>282165</td>\n",
-              "      <td>115104</td>\n",
-              "      <td>geoId/06079</td>\n",
+              "      <td>0.077074</td>\n",
+              "      <td>57556</td>\n",
+              "      <td>282249</td>\n",
+              "      <td>114640.775</td>\n",
+              "      <td>40720</td>\n",
+              "      <td>21754</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Mateo County</th>\n",
-              "      <td>0.094532</td>\n",
-              "      <td>49128</td>\n",
-              "      <td>72546</td>\n",
-              "      <td>35466</td>\n",
-              "      <td>767423</td>\n",
-              "      <td>333988</td>\n",
-              "      <td>geoId/06081</td>\n",
+              "      <td>0.089734</td>\n",
+              "      <td>137238</td>\n",
+              "      <td>758308</td>\n",
+              "      <td>335088.173</td>\n",
+              "      <td>63325</td>\n",
+              "      <td>68046</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Santa Barbara County</th>\n",
-              "      <td>0.095592</td>\n",
-              "      <td>29657</td>\n",
-              "      <td>42522</td>\n",
-              "      <td>28567</td>\n",
-              "      <td>444829</td>\n",
-              "      <td>161813</td>\n",
-              "      <td>geoId/06083</td>\n",
+              "      <td>0.097784</td>\n",
+              "      <td>92683</td>\n",
+              "      <td>444766</td>\n",
+              "      <td>160367.004</td>\n",
+              "      <td>38787</td>\n",
+              "      <td>43491</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Santa Clara County</th>\n",
-              "      <td>0.100123</td>\n",
-              "      <td>47584</td>\n",
-              "      <td>192985</td>\n",
-              "      <td>101964</td>\n",
-              "      <td>1927470</td>\n",
-              "      <td>836748</td>\n",
-              "      <td>geoId/06085</td>\n",
+              "      <td>0.097530</td>\n",
+              "      <td>342015</td>\n",
+              "      <td>1907105</td>\n",
+              "      <td>834042.321</td>\n",
+              "      <td>62532</td>\n",
+              "      <td>185999</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Santa Cruz County</th>\n",
-              "      <td>0.087122</td>\n",
-              "      <td>31174</td>\n",
-              "      <td>23868</td>\n",
-              "      <td>13383</td>\n",
-              "      <td>273962</td>\n",
-              "      <td>102414</td>\n",
-              "      <td>geoId/06087</td>\n",
+              "      <td>0.088021</td>\n",
+              "      <td>52532</td>\n",
+              "      <td>269925</td>\n",
+              "      <td>103077.379</td>\n",
+              "      <td>43988</td>\n",
+              "      <td>23759</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Shasta County</th>\n",
-              "      <td>0.080938</td>\n",
-              "      <td>27000</td>\n",
-              "      <td>14505</td>\n",
-              "      <td>10333</td>\n",
-              "      <td>179212</td>\n",
-              "      <td>74306</td>\n",
-              "      <td>geoId/06089</td>\n",
+              "      <td>0.079323</td>\n",
+              "      <td>36988</td>\n",
+              "      <td>179027</td>\n",
+              "      <td>73045.770</td>\n",
+              "      <td>35503</td>\n",
+              "      <td>14201</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sierra County</th>\n",
-              "      <td>0.063816</td>\n",
-              "      <td>28138</td>\n",
-              "      <td>194</td>\n",
-              "      <td>95</td>\n",
-              "      <td>3040</td>\n",
-              "      <td>1302</td>\n",
-              "      <td>geoId/06091</td>\n",
+              "      <td>0.039041</td>\n",
+              "      <td>324</td>\n",
+              "      <td>2920</td>\n",
+              "      <td>1334.942</td>\n",
+              "      <td>31696</td>\n",
+              "      <td>114</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Siskiyou County</th>\n",
-              "      <td>0.065358</td>\n",
-              "      <td>25576</td>\n",
-              "      <td>2841</td>\n",
-              "      <td>1532</td>\n",
-              "      <td>43468</td>\n",
-              "      <td>18281</td>\n",
-              "      <td>geoId/06093</td>\n",
+              "      <td>0.069927</td>\n",
+              "      <td>7478</td>\n",
+              "      <td>43245</td>\n",
+              "      <td>17714.508</td>\n",
+              "      <td>31315</td>\n",
+              "      <td>3024</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Solano County</th>\n",
-              "      <td>0.094776</td>\n",
-              "      <td>36273</td>\n",
-              "      <td>41875</td>\n",
-              "      <td>27706</td>\n",
-              "      <td>441829</td>\n",
-              "      <td>174436</td>\n",
-              "      <td>geoId/06095</td>\n",
+              "      <td>0.095817</td>\n",
+              "      <td>89419</td>\n",
+              "      <td>446935</td>\n",
+              "      <td>178080.056</td>\n",
+              "      <td>45137</td>\n",
+              "      <td>42824</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sonoma County</th>\n",
-              "      <td>0.084332</td>\n",
-              "      <td>36623</td>\n",
-              "      <td>42147</td>\n",
-              "      <td>26108</td>\n",
-              "      <td>499772</td>\n",
-              "      <td>199770</td>\n",
-              "      <td>geoId/06097</td>\n",
+              "      <td>0.086297</td>\n",
+              "      <td>90191</td>\n",
+              "      <td>489819</td>\n",
+              "      <td>201348.202</td>\n",
+              "      <td>48308</td>\n",
+              "      <td>42270</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Stanislaus County</th>\n",
-              "      <td>0.107750</td>\n",
-              "      <td>27840</td>\n",
-              "      <td>58529</td>\n",
-              "      <td>50983</td>\n",
-              "      <td>543194</td>\n",
-              "      <td>202150</td>\n",
-              "      <td>geoId/06099</td>\n",
+              "      <td>0.107501</td>\n",
+              "      <td>136645</td>\n",
+              "      <td>550081</td>\n",
+              "      <td>203766.620</td>\n",
+              "      <td>36126</td>\n",
+              "      <td>59134</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sutter County</th>\n",
-              "      <td>0.108044</td>\n",
-              "      <td>26334</td>\n",
-              "      <td>10384</td>\n",
-              "      <td>8264</td>\n",
-              "      <td>96109</td>\n",
-              "      <td>40060</td>\n",
-              "      <td>geoId/06101</td>\n",
+              "      <td>0.108191</td>\n",
+              "      <td>23045</td>\n",
+              "      <td>96385</td>\n",
+              "      <td>39530.528</td>\n",
+              "      <td>34285</td>\n",
+              "      <td>10428</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Tehama County</th>\n",
-              "      <td>0.081268</td>\n",
-              "      <td>23061</td>\n",
-              "      <td>5194</td>\n",
-              "      <td>4660</td>\n",
-              "      <td>63912</td>\n",
-              "      <td>25736</td>\n",
-              "      <td>geoId/06103</td>\n",
+              "      <td>0.090194</td>\n",
+              "      <td>14753</td>\n",
+              "      <td>64494</td>\n",
+              "      <td>26263.636</td>\n",
+              "      <td>33015</td>\n",
+              "      <td>5817</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Trinity County</th>\n",
-              "      <td>0.045039</td>\n",
-              "      <td>23901</td>\n",
-              "      <td>572</td>\n",
-              "      <td>307</td>\n",
-              "      <td>12700</td>\n",
-              "      <td>5342</td>\n",
-              "      <td>geoId/06105</td>\n",
+              "      <td>0.049443</td>\n",
+              "      <td>1485</td>\n",
+              "      <td>12216</td>\n",
+              "      <td>4868.825</td>\n",
+              "      <td>30470</td>\n",
+              "      <td>604</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Tulare County</th>\n",
-              "      <td>0.117961</td>\n",
-              "      <td>22994</td>\n",
-              "      <td>54486</td>\n",
-              "      <td>44518</td>\n",
-              "      <td>461898</td>\n",
-              "      <td>162001</td>\n",
-              "      <td>geoId/06107</td>\n",
+              "      <td>0.121435</td>\n",
+              "      <td>136125</td>\n",
+              "      <td>468680</td>\n",
+              "      <td>163314.826</td>\n",
+              "      <td>31326</td>\n",
+              "      <td>56914</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Tuolumne County</th>\n",
-              "      <td>0.071792</td>\n",
-              "      <td>29458</td>\n",
-              "      <td>3880</td>\n",
-              "      <td>3549</td>\n",
-              "      <td>54045</td>\n",
-              "      <td>23563</td>\n",
-              "      <td>geoId/06109</td>\n",
+              "      <td>0.063982</td>\n",
+              "      <td>13758</td>\n",
+              "      <td>54515</td>\n",
+              "      <td>23785.476</td>\n",
+              "      <td>37688</td>\n",
+              "      <td>3488</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Ventura County</th>\n",
-              "      <td>0.097425</td>\n",
-              "      <td>33814</td>\n",
-              "      <td>82545</td>\n",
-              "      <td>69931</td>\n",
-              "      <td>847263</td>\n",
-              "      <td>339806</td>\n",
-              "      <td>geoId/06111</td>\n",
+              "      <td>0.098090</td>\n",
+              "      <td>186062</td>\n",
+              "      <td>841387</td>\n",
+              "      <td>335898.012</td>\n",
+              "      <td>42693</td>\n",
+              "      <td>82532</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Yolo County</th>\n",
-              "      <td>0.095785</td>\n",
-              "      <td>30331</td>\n",
-              "      <td>20819</td>\n",
-              "      <td>11698</td>\n",
-              "      <td>217352</td>\n",
-              "      <td>78786</td>\n",
-              "      <td>geoId/06113</td>\n",
+              "      <td>0.096328</td>\n",
+              "      <td>41061</td>\n",
+              "      <td>219728</td>\n",
+              "      <td>78920.160</td>\n",
+              "      <td>40567</td>\n",
+              "      <td>21166</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Yuba County</th>\n",
-              "      <td>0.106155</td>\n",
-              "      <td>27877</td>\n",
-              "      <td>8106</td>\n",
-              "      <td>5324</td>\n",
-              "      <td>76360</td>\n",
-              "      <td>29484</td>\n",
-              "      <td>geoId/06115</td>\n",
+              "      <td>0.105277</td>\n",
+              "      <td>17944</td>\n",
+              "      <td>80160</td>\n",
+              "      <td>29632.050</td>\n",
+              "      <td>35459</td>\n",
+              "      <td>8439</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
-              "</div>"
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b9116390-fc92-4038-afea-01142672042c')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-b9116390-fc92-4038-afea-01142672042c button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-b9116390-fc92-4038-afea-01142672042c');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-fee87f00-7191-4721-beb5-79291f2273b0\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-fee87f00-7191-4721-beb5-79291f2273b0')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-fee87f00-7191-4721-beb5-79291f2273b0 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "  <div id=\"id_9b1d4427-1181-4f5c-9faa-cd839da323da\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('features_df_new')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_9b1d4427-1181-4f5c-9faa-cd839da323da button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('features_df_new');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
             ],
-            "text/plain": [
-              "                        Household4orMore_percapita  ...         DCID\n",
-              "place                                               ...             \n",
-              "Alameda County                            0.095091  ...  geoId/06001\n",
-              "Alpine County                             0.058710  ...  geoId/06003\n",
-              "Amador County                             0.071665  ...  geoId/06005\n",
-              "Butte County                              0.078413  ...  geoId/06007\n",
-              "Calaveras County                          0.058004  ...  geoId/06009\n",
-              "Colusa County                             0.107439  ...  geoId/06011\n",
-              "Contra Costa County                       0.099008  ...  geoId/06013\n",
-              "Del Norte County                          0.070777  ...  geoId/06015\n",
-              "El Dorado County                          0.076197  ...  geoId/06017\n",
-              "Fresno County                             0.104936  ...  geoId/06019\n",
-              "Glenn County                              0.112918  ...  geoId/06021\n",
-              "Humboldt County                           0.069509  ...  geoId/06023\n",
-              "Imperial County                           0.089175  ...  geoId/06025\n",
-              "Inyo County                               0.056294  ...  geoId/06027\n",
-              "Kern County                               0.108111  ...  geoId/06029\n",
-              "Kings County                              0.101970  ...  geoId/06031\n",
-              "Lake County                               0.076501  ...  geoId/06033\n",
-              "Lassen County                             0.048316  ...  geoId/06035\n",
-              "Los Angeles County                        0.096681  ...  geoId/06037\n",
-              "Madera County                             0.109108  ...  geoId/06039\n",
-              "Marin County                              0.082283  ...  geoId/06041\n",
-              "Mariposa County                           0.073077  ...  geoId/06043\n",
-              "Mendocino County                          0.075667  ...  geoId/06045\n",
-              "Merced County                             0.112358  ...  geoId/06047\n",
-              "Modoc County                              0.059953  ...  geoId/06049\n",
-              "Mono County                               0.036548  ...  geoId/06051\n",
-              "Monterey County                           0.103129  ...  geoId/06053\n",
-              "Napa County                               0.089219  ...  geoId/06055\n",
-              "Nevada County                             0.061122  ...  geoId/06057\n",
-              "Orange County                             0.100142  ...  geoId/06059\n",
-              "Placer County                             0.091717  ...  geoId/06061\n",
-              "Plumas County                             0.063934  ...  geoId/06063\n",
-              "Riverside County                          0.100117  ...  geoId/06065\n",
-              "Sacramento County                         0.092931  ...  geoId/06067\n",
-              "San Benito County                         0.112180  ...  geoId/06069\n",
-              "San Bernardino County                     0.108604  ...  geoId/06071\n",
-              "San Diego County                          0.090031  ...  geoId/06073\n",
-              "San Francisco County                      0.067674  ...  geoId/06075\n",
-              "San Joaquin County                        0.108223  ...  geoId/06077\n",
-              "San Luis Obispo County                    0.074013  ...  geoId/06079\n",
-              "San Mateo County                          0.094532  ...  geoId/06081\n",
-              "Santa Barbara County                      0.095592  ...  geoId/06083\n",
-              "Santa Clara County                        0.100123  ...  geoId/06085\n",
-              "Santa Cruz County                         0.087122  ...  geoId/06087\n",
-              "Shasta County                             0.080938  ...  geoId/06089\n",
-              "Sierra County                             0.063816  ...  geoId/06091\n",
-              "Siskiyou County                           0.065358  ...  geoId/06093\n",
-              "Solano County                             0.094776  ...  geoId/06095\n",
-              "Sonoma County                             0.084332  ...  geoId/06097\n",
-              "Stanislaus County                         0.107750  ...  geoId/06099\n",
-              "Sutter County                             0.108044  ...  geoId/06101\n",
-              "Tehama County                             0.081268  ...  geoId/06103\n",
-              "Trinity County                            0.045039  ...  geoId/06105\n",
-              "Tulare County                             0.117961  ...  geoId/06107\n",
-              "Tuolumne County                           0.071792  ...  geoId/06109\n",
-              "Ventura County                            0.097425  ...  geoId/06111\n",
-              "Yolo County                               0.095785  ...  geoId/06113\n",
-              "Yuba County                               0.106155  ...  geoId/06115\n",
-              "\n",
-              "[58 rows x 7 columns]"
-            ]
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "features_df_new",
+              "summary": "{\n  \"name\": \"features_df_new\",\n  \"rows\": 58,\n  \"fields\": [\n    {\n      \"column\": \"place\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 58,\n        \"samples\": [\n          \"Alameda County\",\n          \"Colusa County\",\n          \"San Benito County\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Household4orMore_percapita\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.019056969002914145,\n        \"min\": 0.03904109589041096,\n        \"max\": 0.12143466757702484,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          0.0937555457032117,\n          0.10218944243436312,\n          0.12013113730387948\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 406565,\n        \"min\": 126,\n        \"max\": 2908425,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          284054,\n          4549,\n          13636\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1457019,\n        \"min\": 1119,\n        \"max\": 9943046,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          1662323,\n          21558,\n          64055\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person_MarriedAndNotSeparated\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 530767.1947848009,\n        \"min\": 495.504,\n        \"max\": 3520955.696,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          674824.699,\n          8416.2,\n          25577.667\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Median_Income_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9434,\n        \"min\": 24717,\n        \"max\": 69260,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          56575,\n          36820,\n          44611\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Household_With4OrMorePerson\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 142918,\n        \"min\": 103,\n        \"max\": 967873,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          155852,\n          2203,\n          7695\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
           },
-          "metadata": {
-            "tags": []
-          }
+          "metadata": {}
         }
       ]
     },
@@ -3281,11 +5087,11 @@
       },
       "source": [
         "### 2.2) Feature Representations\n",
-        "If any of your data is discrete, getting a good encoding of discrete features is particularly important. You want to create “opportunities” for your model to find the underlying regularities. \n",
+        "If any of your data is discrete, getting a good encoding of discrete features is particularly important. You want to create “opportunities” for your model to find the underlying regularities.\n",
         "\n",
         "**2.2A) For each of the following encodings, name an example of data the encoding would work well on, as well as an example of data it would not work as well for. Explain your answers.**\n",
         "\n",
-        "*  *Numeric* Assign each of these values a number, say 1.0/k, 2.0/k, . . . , 1.0. \n",
+        "*  *Numeric* Assign each of these values a number, say 1.0/k, 2.0/k, . . . , 1.0.\n",
         "\n",
         "* *Thermometer code* Use a vector of length k binary variables, where we convert discrete input value $0 < j < k$ into a vector in which the first j values are 1.0 and the rest are 0.0.\n",
         "\n",
@@ -3306,7 +5112,7 @@
         "\n",
         "# YOUR CODE HERE\n"
       ],
-      "execution_count": null,
+      "execution_count": 32,
       "outputs": []
     },
     {
@@ -3317,7 +5123,7 @@
       "source": [
         "### 2.3) Standardization\n",
         "It is typically useful to scale numeric data, so that it tends to be in the range [−1, +1]. Without performing this transformation, if you have\n",
-        "one feature with much larger values than another, it will take the learning algorithm a lot of work to find parameters that can put them on an equal basis. \n",
+        "one feature with much larger values than another, it will take the learning algorithm a lot of work to find parameters that can put them on an equal basis.\n",
         "\n",
         "Typically, we use the transformation\n",
         "$$ \\phi(x) = \\frac{\\bar{x} − x}{\\sigma} $$\n",
@@ -3338,7 +5144,7 @@
           "height": 1000
         },
         "id": "kd1jAmAwpr-j",
-        "outputId": "ef50d1f0-c1ee-41d1-93bc-e8ac0704285e"
+        "outputId": "06a1c0f1-85e0-46c2-f1a2-4094fa9cd2d8"
       },
       "source": [
         "# Create a new dataframe with each of the features standardized.\n",
@@ -3349,13 +5155,321 @@
         "standardized_df = (features_df_new - features_df_new.mean())/features_df_new.std()\n",
         "display(standardized_df)"
       ],
-      "execution_count": null,
+      "execution_count": 38,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
+            "text/plain": [
+              "                        Household4orMore_percapita  \\\n",
+              "place                                                \n",
+              "Alameda County                            0.301893   \n",
+              "Alpine County                             0.212211   \n",
+              "Amador County                            -0.791243   \n",
+              "Butte County                             -0.570259   \n",
+              "Calaveras County                         -1.133400   \n",
+              "Colusa County                             0.744456   \n",
+              "Contra Costa County                       0.775682   \n",
+              "Del Norte County                         -0.285656   \n",
+              "El Dorado County                         -0.220820   \n",
+              "Fresno County                             1.041174   \n",
+              "Glenn County                              0.020462   \n",
+              "Humboldt County                          -0.841790   \n",
+              "Imperial County                           0.654396   \n",
+              "Inyo County                              -1.585018   \n",
+              "Kern County                               1.067227   \n",
+              "Kings County                              0.898584   \n",
+              "Lake County                              -0.434828   \n",
+              "Lassen County                            -1.794500   \n",
+              "Los Angeles County                        0.490074   \n",
+              "Madera County                             0.881990   \n",
+              "Marin County                             -0.396175   \n",
+              "Mariposa County                          -0.847419   \n",
+              "Mendocino County                         -0.544231   \n",
+              "Merced County                             1.046877   \n",
+              "Modoc County                             -1.833364   \n",
+              "Mono County                              -0.628314   \n",
+              "Monterey County                           1.227660   \n",
+              "Napa County                               0.020361   \n",
+              "Nevada County                            -0.983867   \n",
+              "Orange County                             0.706024   \n",
+              "Placer County                             0.325881   \n",
+              "Plumas County                            -1.854017   \n",
+              "Riverside County                          1.034534   \n",
+              "Sacramento County                         0.580139   \n",
+              "San Benito County                         1.685932   \n",
+              "San Bernardino County                     1.183045   \n",
+              "San Diego County                          0.081748   \n",
+              "San Francisco County                     -1.054163   \n",
+              "San Joaquin County                        1.398832   \n",
+              "San Luis Obispo County                   -0.573469   \n",
+              "San Mateo County                          0.090865   \n",
+              "Santa Barbara County                      0.513283   \n",
+              "Santa Clara County                        0.499929   \n",
+              "Santa Cruz County                         0.000964   \n",
+              "Shasta County                            -0.455432   \n",
+              "Sierra County                            -2.569206   \n",
+              "Siskiyou County                          -0.948483   \n",
+              "Solano County                             0.410070   \n",
+              "Sonoma County                            -0.089479   \n",
+              "Stanislaus County                         1.023151   \n",
+              "Sutter County                             1.059388   \n",
+              "Tehama County                             0.115027   \n",
+              "Trinity County                           -2.023355   \n",
+              "Tulare County                             1.754334   \n",
+              "Tuolumne County                          -1.260431   \n",
+              "Ventura County                            0.529362   \n",
+              "Yolo County                               0.436891   \n",
+              "Yuba County                               0.906470   \n",
+              "\n",
+              "                        CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase  \\\n",
+              "place                                                                                               \n",
+              "Alameda County                                                   0.302089                           \n",
+              "Alpine County                                                   -0.396268                           \n",
+              "Amador County                                                   -0.373846                           \n",
+              "Butte County                                                    -0.297747                           \n",
+              "Calaveras County                                                -0.377506                           \n",
+              "Colusa County                                                   -0.385389                           \n",
+              "Contra Costa County                                              0.119840                           \n",
+              "Del Norte County                                                -0.380883                           \n",
+              "El Dorado County                                                -0.321539                           \n",
+              "Fresno County                                                    0.237049                           \n",
+              "Glenn County                                                    -0.380268                           \n",
+              "Humboldt County                                                 -0.345044                           \n",
+              "Imperial County                                                 -0.232484                           \n",
+              "Inyo County                                                     -0.385175                           \n",
+              "Kern County                                                      0.205246                           \n",
+              "Kings County                                                    -0.260243                           \n",
+              "Lake County                                                     -0.367803                           \n",
+              "Lassen County                                                   -0.370134                           \n",
+              "Los Angeles County                                               6.757058                           \n",
+              "Madera County                                                   -0.289129                           \n",
+              "Marin County                                                    -0.301427                           \n",
+              "Mariposa County                                                 -0.388842                           \n",
+              "Mendocino County                                                -0.355827                           \n",
+              "Merced County                                                   -0.217126                           \n",
+              "Modoc County                                                    -0.394118                           \n",
+              "Mono County                                                     -0.388845                           \n",
+              "Monterey County                                                 -0.162569                           \n",
+              "Napa County                                                     -0.328286                           \n",
+              "Nevada County                                                   -0.353527                           \n",
+              "Orange County                                                    1.080142                           \n",
+              "Placer County                                                   -0.220648                           \n",
+              "Plumas County                                                   -0.388267                           \n",
+              "Riverside County                                                 1.144857                           \n",
+              "Sacramento County                                                0.376746                           \n",
+              "San Benito County                                               -0.363038                           \n",
+              "San Bernardino County                                            1.072746                           \n",
+              "San Diego County                                                 1.631595                           \n",
+              "San Francisco County                                            -0.042492                           \n",
+              "San Joaquin County                                               0.042468                           \n",
+              "San Luis Obispo County                                          -0.255011                           \n",
+              "San Mateo County                                                -0.059024                           \n",
+              "Santa Barbara County                                            -0.168612                           \n",
+              "Santa Clara County                                               0.444651                           \n",
+              "Santa Cruz County                                               -0.267369                           \n",
+              "Shasta County                                                   -0.305601                           \n",
+              "Sierra County                                                   -0.395781                           \n",
+              "Siskiyou County                                                 -0.378185                           \n",
+              "Solano County                                                   -0.176640                           \n",
+              "Sonoma County                                                   -0.174742                           \n",
+              "Stanislaus County                                               -0.060482                           \n",
+              "Sutter County                                                   -0.339896                           \n",
+              "Tehama County                                                   -0.360291                           \n",
+              "Trinity County                                                  -0.392925                           \n",
+              "Tulare County                                                   -0.061761                           \n",
+              "Tuolumne County                                                 -0.362738                           \n",
+              "Ventura County                                                   0.061065                           \n",
+              "Yolo County                                                     -0.295583                           \n",
+              "Yuba County                                                     -0.352442                           \n",
+              "\n",
+              "                        Count_Person  Count_Person_MarriedAndNotSeparated  \\\n",
+              "place                                                                       \n",
+              "Alameda County              0.675051                             0.784517   \n",
+              "Alpine County              -0.465087                            -0.485963   \n",
+              "Amador County              -0.438345                            -0.454354   \n",
+              "Butte County               -0.319842                            -0.342504   \n",
+              "Calaveras County           -0.434072                            -0.446276   \n",
+              "Colusa County              -0.451059                            -0.471040   \n",
+              "Contra Costa County         0.325029                             0.438601   \n",
+              "Del Norte County           -0.446660                            -0.468504   \n",
+              "El Dorado County           -0.333444                            -0.314654   \n",
+              "Fresno County               0.221108                             0.149000   \n",
+              "Glenn County               -0.446443                            -0.464011   \n",
+              "Humboldt County            -0.373216                            -0.404203   \n",
+              "Imperial County            -0.342132                            -0.379723   \n",
+              "Inyo County                -0.453469                            -0.473294   \n",
+              "Kern County                 0.152779                             0.102608   \n",
+              "Kings County               -0.361058                            -0.385293   \n",
+              "Lake County                -0.421601                            -0.440130   \n",
+              "Lassen County              -0.445254                            -0.465303   \n",
+              "Los Angeles County          6.358380                             6.146813   \n",
+              "Madera County              -0.357578                            -0.379693   \n",
+              "Marin County               -0.289240                            -0.273284   \n",
+              "Mariposa County            -0.454078                            -0.472960   \n",
+              "Mendocino County           -0.406789                            -0.424519   \n",
+              "Merced County              -0.274195                            -0.309304   \n",
+              "Modoc County               -0.459841                            -0.479580   \n",
+              "Mono County                -0.455880                            -0.476558   \n",
+              "Monterey County            -0.170110                            -0.181603   \n",
+              "Napa County                -0.372538                            -0.377507   \n",
+              "Nevada County              -0.397492                            -0.400768   \n",
+              "Orange County               1.707662                             1.975494   \n",
+              "Placer County              -0.189297                            -0.137140   \n",
+              "Plumas County              -0.452837                            -0.470721   \n",
+              "Riverside County            1.242556                             1.277522   \n",
+              "Sacramento County           0.604238                             0.609306   \n",
+              "San Benito County          -0.421892                            -0.438707   \n",
+              "San Bernardino County       1.036652                             0.986197   \n",
+              "San Diego County            1.821298                             1.949698   \n",
+              "San Francisco County        0.128925                             0.091251   \n",
+              "San Joaquin County          0.061226                             0.047266   \n",
+              "San Luis Obispo County     -0.272138                            -0.270906   \n",
+              "San Mateo County            0.054596                             0.144431   \n",
+              "Santa Barbara County       -0.160598                            -0.184755   \n",
+              "Santa Clara County          0.843053                             1.084493   \n",
+              "Santa Cruz County          -0.280597                            -0.292692   \n",
+              "Shasta County              -0.342983                            -0.349274   \n",
+              "Sierra County              -0.463851                            -0.484382   \n",
+              "Siskiyou County            -0.436175                            -0.453522   \n",
+              "Solano County              -0.159109                            -0.151382   \n",
+              "Sonoma County              -0.129676                            -0.107544   \n",
+              "Stanislaus County          -0.088317                            -0.102987   \n",
+              "Sutter County              -0.399703                            -0.412419   \n",
+              "Tehama County              -0.421591                            -0.437414   \n",
+              "Trinity County             -0.457471                            -0.477724   \n",
+              "Tulare County              -0.144185                            -0.179201   \n",
+              "Tuolumne County            -0.428440                            -0.442083   \n",
+              "Ventura County              0.111616                             0.145957   \n",
+              "Yolo County                -0.315049                            -0.338206   \n",
+              "Yuba County                -0.410839                            -0.431068   \n",
+              "\n",
+              "                        Median_Income_Person  \\\n",
+              "place                                          \n",
+              "Alameda County                      1.741535   \n",
+              "Alpine County                      -0.481857   \n",
+              "Amador County                       0.152292   \n",
+              "Butte County                       -0.693629   \n",
+              "Calaveras County                   -0.328699   \n",
+              "Colusa County                      -0.352335   \n",
+              "Contra Costa County                 1.487472   \n",
+              "Del Norte County                   -0.870742   \n",
+              "El Dorado County                    0.925503   \n",
+              "Fresno County                      -0.664481   \n",
+              "Glenn County                       -0.532522   \n",
+              "Humboldt County                    -0.899571   \n",
+              "Imperial County                    -1.635155   \n",
+              "Inyo County                         0.153670   \n",
+              "Kern County                        -0.978535   \n",
+              "Kings County                       -0.628974   \n",
+              "Lake County                        -0.909323   \n",
+              "Lassen County                      -0.620177   \n",
+              "Los Angeles County                 -0.215500   \n",
+              "Madera County                      -1.041707   \n",
+              "Marin County                        2.641724   \n",
+              "Mariposa County                    -0.407557   \n",
+              "Mendocino County                   -0.576296   \n",
+              "Merced County                      -0.932853   \n",
+              "Modoc County                       -0.913986   \n",
+              "Mono County                         0.625758   \n",
+              "Monterey County                    -0.326579   \n",
+              "Napa County                         0.772451   \n",
+              "Nevada County                       0.003161   \n",
+              "Orange County                       0.666247   \n",
+              "Placer County                       1.370139   \n",
+              "Plumas County                      -0.096895   \n",
+              "Riverside County                   -0.234790   \n",
+              "Sacramento County                   0.233906   \n",
+              "San Benito County                   0.473448   \n",
+              "San Bernardino County              -0.420382   \n",
+              "San Diego County                    0.563753   \n",
+              "San Francisco County                3.086042   \n",
+              "San Joaquin County                 -0.155826   \n",
+              "San Luis Obispo County              0.061033   \n",
+              "San Mateo County                    2.456980   \n",
+              "Santa Barbara County               -0.143849   \n",
+              "Santa Clara County                  2.372928   \n",
+              "Santa Cruz County                   0.407415   \n",
+              "Shasta County                      -0.491927   \n",
+              "Sierra County                      -0.895438   \n",
+              "Siskiyou County                    -0.935821   \n",
+              "Solano County                       0.529199   \n",
+              "Sonoma County                       0.865300   \n",
+              "Stanislaus County                  -0.425894   \n",
+              "Sutter County                      -0.621025   \n",
+              "Tehama County                      -0.755634   \n",
+              "Trinity County                     -1.025384   \n",
+              "Tulare County                      -0.934655   \n",
+              "Tuolumne County                    -0.260334   \n",
+              "Ventura County                      0.270155   \n",
+              "Yolo County                         0.044816   \n",
+              "Yuba County                        -0.496590   \n",
+              "\n",
+              "                        Count_Household_With4OrMorePerson  \n",
+              "place                                                      \n",
+              "Alameda County                                   0.624734  \n",
+              "Alpine County                                   -0.465040  \n",
+              "Amador County                                   -0.445309  \n",
+              "Butte County                                    -0.350940  \n",
+              "Calaveras County                                -0.444245  \n",
+              "Colusa County                                   -0.450347  \n",
+              "Contra Costa County                              0.362977  \n",
+              "Del Norte County                                -0.449605  \n",
+              "El Dorado County                                -0.352648  \n",
+              "Fresno County                                    0.289515  \n",
+              "Glenn County                                    -0.448268  \n",
+              "Humboldt County                                 -0.397799  \n",
+              "Imperial County                                 -0.339031  \n",
+              "Inyo County                                     -0.458463  \n",
+              "Kern County                                      0.217523  \n",
+              "Kings County                                    -0.353445  \n",
+              "Lake County                                     -0.429796  \n",
+              "Lassen County                                   -0.454461  \n",
+              "Los Angeles County                               6.306439  \n",
+              "Madera County                                   -0.350066  \n",
+              "Marin County                                    -0.320902  \n",
+              "Mariposa County                                 -0.457134  \n",
+              "Mendocino County                                -0.419014  \n",
+              "Merced County                                   -0.254830  \n",
+              "Modoc County                                    -0.462507  \n",
+              "Mono County                                     -0.458029  \n",
+              "Monterey County                                 -0.129891  \n",
+              "Napa County                                     -0.381671  \n",
+              "Nevada County                                   -0.417496  \n",
+              "Orange County                                    1.782373  \n",
+              "Placer County                                   -0.200134  \n",
+              "Plumas County                                   -0.458771  \n",
+              "Riverside County                                 1.410336  \n",
+              "Sacramento County                                0.614897  \n",
+              "San Benito County                               -0.411919  \n",
+              "San Bernardino County                            1.227574  \n",
+              "San Diego County                                 1.622512  \n",
+              "San Francisco County                            -0.053960  \n",
+              "San Joaquin County                               0.150359  \n",
+              "San Luis Obispo County                          -0.313548  \n",
+              "San Mateo County                                 0.010356  \n",
+              "Santa Barbara County                            -0.161455  \n",
+              "Santa Clara County                               0.835673  \n",
+              "Santa Cruz County                               -0.299519  \n",
+              "Shasta County                                   -0.366397  \n",
+              "Sierra County                                   -0.464963  \n",
+              "Siskiyou County                                 -0.444602  \n",
+              "Solano County                                   -0.166122  \n",
+              "Sonoma County                                   -0.169998  \n",
+              "Stanislaus County                               -0.052001  \n",
+              "Sutter County                                   -0.392796  \n",
+              "Tehama County                                   -0.425059  \n",
+              "Trinity County                                  -0.461535  \n",
+              "Tulare County                                   -0.067534  \n",
+              "Tuolumne County                                 -0.441355  \n",
+              "Ventura County                                   0.111715  \n",
+              "Yolo County                                     -0.317663  \n",
+              "Yuba County                                     -0.406713  "
+            ],
             "text/html": [
-              "<div>\n",
+              "\n",
+              "  <div id=\"df-20baa036-8abd-4b7e-a37f-df5ddc85c987\" class=\"colab-df-container\">\n",
+              "    <div>\n",
               "<style scoped>\n",
               "    .dataframe tbody tr th:only-of-type {\n",
               "        vertical-align: middle;\n",
@@ -3373,13 +5487,12 @@
               "  <thead>\n",
               "    <tr style=\"text-align: right;\">\n",
               "      <th></th>\n",
-              "      <th>Count_Household_With4OrMorePerson</th>\n",
+              "      <th>Household4orMore_percapita</th>\n",
+              "      <th>CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase</th>\n",
               "      <th>Count_Person</th>\n",
               "      <th>Count_Person_MarriedAndNotSeparated</th>\n",
-              "      <th>CumulativeCount_MedicalTest_ConditionCOVID_19_Positive</th>\n",
-              "      <th>DCID</th>\n",
-              "      <th>Household4orMore_percapita</th>\n",
               "      <th>Median_Income_Person</th>\n",
+              "      <th>Count_Household_With4OrMorePerson</th>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>place</th>\n",
@@ -3389,662 +5502,806 @@
               "      <th></th>\n",
               "      <th></th>\n",
               "      <th></th>\n",
-              "      <th></th>\n",
               "    </tr>\n",
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>Alameda County</th>\n",
-              "      <td>0.645561</td>\n",
-              "      <td>0.666510</td>\n",
-              "      <td>0.776381</td>\n",
-              "      <td>0.105386</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.460693</td>\n",
-              "      <td>1.715969</td>\n",
+              "      <td>0.301893</td>\n",
+              "      <td>0.302089</td>\n",
+              "      <td>0.675051</td>\n",
+              "      <td>0.784517</td>\n",
+              "      <td>1.741535</td>\n",
+              "      <td>0.624734</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Alpine County</th>\n",
-              "      <td>-0.457721</td>\n",
-              "      <td>-0.460192</td>\n",
-              "      <td>-0.482563</td>\n",
-              "      <td>-0.366574</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-1.388326</td>\n",
-              "      <td>-0.061411</td>\n",
+              "      <td>0.212211</td>\n",
+              "      <td>-0.396268</td>\n",
+              "      <td>-0.465087</td>\n",
+              "      <td>-0.485963</td>\n",
+              "      <td>-0.481857</td>\n",
+              "      <td>-0.465040</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Amador County</th>\n",
-              "      <td>-0.438854</td>\n",
-              "      <td>-0.434748</td>\n",
-              "      <td>-0.449962</td>\n",
-              "      <td>-0.346561</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.729940</td>\n",
-              "      <td>0.026703</td>\n",
+              "      <td>-0.791243</td>\n",
+              "      <td>-0.373846</td>\n",
+              "      <td>-0.438345</td>\n",
+              "      <td>-0.454354</td>\n",
+              "      <td>0.152292</td>\n",
+              "      <td>-0.445309</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Butte County</th>\n",
-              "      <td>-0.334097</td>\n",
-              "      <td>-0.307232</td>\n",
-              "      <td>-0.333290</td>\n",
-              "      <td>-0.301874</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.386960</td>\n",
-              "      <td>-0.937795</td>\n",
+              "      <td>-0.570259</td>\n",
+              "      <td>-0.297747</td>\n",
+              "      <td>-0.319842</td>\n",
+              "      <td>-0.342504</td>\n",
+              "      <td>-0.693629</td>\n",
+              "      <td>-0.350940</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Calaveras County</th>\n",
-              "      <td>-0.439653</td>\n",
-              "      <td>-0.429927</td>\n",
-              "      <td>-0.445768</td>\n",
-              "      <td>-0.355758</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-1.424216</td>\n",
-              "      <td>-0.250150</td>\n",
+              "      <td>-1.133400</td>\n",
+              "      <td>-0.377506</td>\n",
+              "      <td>-0.434072</td>\n",
+              "      <td>-0.446276</td>\n",
+              "      <td>-0.328699</td>\n",
+              "      <td>-0.444245</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Colusa County</th>\n",
-              "      <td>-0.442000</td>\n",
-              "      <td>-0.446299</td>\n",
-              "      <td>-0.466707</td>\n",
-              "      <td>-0.354656</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.088253</td>\n",
-              "      <td>-0.524963</td>\n",
+              "      <td>0.744456</td>\n",
+              "      <td>-0.385389</td>\n",
+              "      <td>-0.451059</td>\n",
+              "      <td>-0.471040</td>\n",
+              "      <td>-0.352335</td>\n",
+              "      <td>-0.450347</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Contra Costa County</th>\n",
-              "      <td>0.334148</td>\n",
-              "      <td>0.316394</td>\n",
-              "      <td>0.421529</td>\n",
-              "      <td>0.000142</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.659751</td>\n",
-              "      <td>1.525327</td>\n",
+              "      <td>0.775682</td>\n",
+              "      <td>0.119840</td>\n",
+              "      <td>0.325029</td>\n",
+              "      <td>0.438601</td>\n",
+              "      <td>1.487472</td>\n",
+              "      <td>0.362977</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Del Norte County</th>\n",
-              "      <td>-0.444515</td>\n",
-              "      <td>-0.442188</td>\n",
-              "      <td>-0.465072</td>\n",
-              "      <td>-0.361393</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.775077</td>\n",
-              "      <td>-1.015847</td>\n",
+              "      <td>-0.285656</td>\n",
+              "      <td>-0.380883</td>\n",
+              "      <td>-0.446660</td>\n",
+              "      <td>-0.468504</td>\n",
+              "      <td>-0.870742</td>\n",
+              "      <td>-0.449605</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>El Dorado County</th>\n",
-              "      <td>-0.357489</td>\n",
-              "      <td>-0.332583</td>\n",
-              "      <td>-0.316337</td>\n",
-              "      <td>-0.313516</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.499570</td>\n",
-              "      <td>0.777579</td>\n",
+              "      <td>-0.220820</td>\n",
+              "      <td>-0.321539</td>\n",
+              "      <td>-0.333444</td>\n",
+              "      <td>-0.314654</td>\n",
+              "      <td>0.925503</td>\n",
+              "      <td>-0.352648</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Fresno County</th>\n",
-              "      <td>0.265631</td>\n",
-              "      <td>0.209060</td>\n",
-              "      <td>0.134953</td>\n",
-              "      <td>0.199558</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.961049</td>\n",
-              "      <td>-0.778563</td>\n",
+              "      <td>1.041174</td>\n",
+              "      <td>0.237049</td>\n",
+              "      <td>0.221108</td>\n",
+              "      <td>0.149000</td>\n",
+              "      <td>-0.664481</td>\n",
+              "      <td>0.289515</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Glenn County</th>\n",
-              "      <td>-0.436017</td>\n",
-              "      <td>-0.441861</td>\n",
-              "      <td>-0.460256</td>\n",
-              "      <td>-0.353766</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.366718</td>\n",
-              "      <td>-0.902168</td>\n",
+              "      <td>0.020462</td>\n",
+              "      <td>-0.380268</td>\n",
+              "      <td>-0.446443</td>\n",
+              "      <td>-0.464011</td>\n",
+              "      <td>-0.532522</td>\n",
+              "      <td>-0.448268</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Humboldt County</th>\n",
-              "      <td>-0.391951</td>\n",
-              "      <td>-0.368392</td>\n",
-              "      <td>-0.398315</td>\n",
-              "      <td>-0.349411</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.839516</td>\n",
-              "      <td>-0.795425</td>\n",
+              "      <td>-0.841790</td>\n",
+              "      <td>-0.345044</td>\n",
+              "      <td>-0.373216</td>\n",
+              "      <td>-0.404203</td>\n",
+              "      <td>-0.899571</td>\n",
+              "      <td>-0.397799</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Imperial County</th>\n",
-              "      <td>-0.345257</td>\n",
-              "      <td>-0.337933</td>\n",
-              "      <td>-0.375080</td>\n",
-              "      <td>-0.199518</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.159998</td>\n",
-              "      <td>-1.729464</td>\n",
+              "      <td>0.654396</td>\n",
+              "      <td>-0.232484</td>\n",
+              "      <td>-0.342132</td>\n",
+              "      <td>-0.379723</td>\n",
+              "      <td>-1.635155</td>\n",
+              "      <td>-0.339031</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Inyo County</th>\n",
-              "      <td>-0.451058</td>\n",
-              "      <td>-0.448665</td>\n",
-              "      <td>-0.469985</td>\n",
-              "      <td>-0.360112</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-1.511123</td>\n",
-              "      <td>0.081911</td>\n",
+              "      <td>-1.585018</td>\n",
+              "      <td>-0.385175</td>\n",
+              "      <td>-0.453469</td>\n",
+              "      <td>-0.473294</td>\n",
+              "      <td>0.153670</td>\n",
+              "      <td>-0.458463</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Kern County</th>\n",
-              "      <td>0.214153</td>\n",
-              "      <td>0.143134</td>\n",
-              "      <td>0.101597</td>\n",
-              "      <td>0.235657</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.122412</td>\n",
-              "      <td>-0.809159</td>\n",
+              "      <td>1.067227</td>\n",
+              "      <td>0.205246</td>\n",
+              "      <td>0.152779</td>\n",
+              "      <td>0.102608</td>\n",
+              "      <td>-0.978535</td>\n",
+              "      <td>0.217523</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Kings County</th>\n",
-              "      <td>-0.350498</td>\n",
-              "      <td>-0.358355</td>\n",
-              "      <td>-0.384267</td>\n",
-              "      <td>-0.234016</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.810303</td>\n",
-              "      <td>-0.560589</td>\n",
+              "      <td>0.898584</td>\n",
+              "      <td>-0.260243</td>\n",
+              "      <td>-0.361058</td>\n",
+              "      <td>-0.385293</td>\n",
+              "      <td>-0.628974</td>\n",
+              "      <td>-0.353445</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Lake County</th>\n",
-              "      <td>-0.423743</td>\n",
-              "      <td>-0.417214</td>\n",
-              "      <td>-0.438174</td>\n",
-              "      <td>-0.349059</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.484123</td>\n",
-              "      <td>-0.787538</td>\n",
+              "      <td>-0.434828</td>\n",
+              "      <td>-0.367803</td>\n",
+              "      <td>-0.421601</td>\n",
+              "      <td>-0.440130</td>\n",
+              "      <td>-0.909323</td>\n",
+              "      <td>-0.429796</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Lassen County</th>\n",
-              "      <td>-0.447717</td>\n",
-              "      <td>-0.439927</td>\n",
-              "      <td>-0.461212</td>\n",
-              "      <td>-0.332511</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-1.916606</td>\n",
-              "      <td>-0.020345</td>\n",
+              "      <td>-1.794500</td>\n",
+              "      <td>-0.370134</td>\n",
+              "      <td>-0.445254</td>\n",
+              "      <td>-0.465303</td>\n",
+              "      <td>-0.620177</td>\n",
+              "      <td>-0.454461</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Los Angeles County</th>\n",
-              "      <td>6.370316</td>\n",
-              "      <td>6.399532</td>\n",
-              "      <td>6.175492</td>\n",
-              "      <td>6.785953</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.541462</td>\n",
-              "      <td>-0.133072</td>\n",
+              "      <td>0.490074</td>\n",
+              "      <td>6.757058</td>\n",
+              "      <td>6.358380</td>\n",
+              "      <td>6.146813</td>\n",
+              "      <td>-0.215500</td>\n",
+              "      <td>6.306439</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Madera County</th>\n",
-              "      <td>-0.339337</td>\n",
-              "      <td>-0.355128</td>\n",
-              "      <td>-0.372609</td>\n",
-              "      <td>-0.274554</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.173074</td>\n",
-              "      <td>-0.988923</td>\n",
+              "      <td>0.881990</td>\n",
+              "      <td>-0.289129</td>\n",
+              "      <td>-0.357578</td>\n",
+              "      <td>-0.379693</td>\n",
+              "      <td>-1.041707</td>\n",
+              "      <td>-0.350066</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Marin County</th>\n",
-              "      <td>-0.308302</td>\n",
-              "      <td>-0.284009</td>\n",
-              "      <td>-0.267059</td>\n",
-              "      <td>-0.287983</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.190254</td>\n",
-              "      <td>2.978261</td>\n",
+              "      <td>-0.396175</td>\n",
+              "      <td>-0.301427</td>\n",
+              "      <td>-0.289240</td>\n",
+              "      <td>-0.273284</td>\n",
+              "      <td>2.641724</td>\n",
+              "      <td>-0.320902</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Mariposa County</th>\n",
-              "      <td>-0.449230</td>\n",
-              "      <td>-0.449044</td>\n",
-              "      <td>-0.468073</td>\n",
-              "      <td>-0.364698</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.658162</td>\n",
-              "      <td>-0.446775</td>\n",
+              "      <td>-0.847419</td>\n",
+              "      <td>-0.388842</td>\n",
+              "      <td>-0.454078</td>\n",
+              "      <td>-0.472960</td>\n",
+              "      <td>-0.407557</td>\n",
+              "      <td>-0.457134</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Mendocino County</th>\n",
-              "      <td>-0.411910</td>\n",
-              "      <td>-0.401543</td>\n",
-              "      <td>-0.421377</td>\n",
-              "      <td>-0.345056</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.526512</td>\n",
-              "      <td>-0.568340</td>\n",
+              "      <td>-0.544231</td>\n",
+              "      <td>-0.355827</td>\n",
+              "      <td>-0.406789</td>\n",
+              "      <td>-0.424519</td>\n",
+              "      <td>-0.576296</td>\n",
+              "      <td>-0.419014</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Merced County</th>\n",
-              "      <td>-0.244528</td>\n",
-              "      <td>-0.276225</td>\n",
-              "      <td>-0.306702</td>\n",
-              "      <td>-0.199070</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.338257</td>\n",
-              "      <td>-0.828196</td>\n",
+              "      <td>1.046877</td>\n",
+              "      <td>-0.217126</td>\n",
+              "      <td>-0.274195</td>\n",
+              "      <td>-0.309304</td>\n",
+              "      <td>-0.932853</td>\n",
+              "      <td>-0.254830</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Modoc County</th>\n",
-              "      <td>-0.454407</td>\n",
-              "      <td>-0.454837</td>\n",
-              "      <td>-0.476366</td>\n",
-              "      <td>-0.364442</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-1.325175</td>\n",
-              "      <td>-0.796513</td>\n",
+              "      <td>-1.833364</td>\n",
+              "      <td>-0.394118</td>\n",
+              "      <td>-0.459841</td>\n",
+              "      <td>-0.479580</td>\n",
+              "      <td>-0.913986</td>\n",
+              "      <td>-0.462507</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Mono County</th>\n",
-              "      <td>-0.454484</td>\n",
-              "      <td>-0.451161</td>\n",
-              "      <td>-0.475036</td>\n",
-              "      <td>-0.359587</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-2.514701</td>\n",
-              "      <td>-0.035711</td>\n",
+              "      <td>-0.628314</td>\n",
+              "      <td>-0.388845</td>\n",
+              "      <td>-0.455880</td>\n",
+              "      <td>-0.476558</td>\n",
+              "      <td>0.625758</td>\n",
+              "      <td>-0.458029</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Monterey County</th>\n",
-              "      <td>-0.145012</td>\n",
-              "      <td>-0.165966</td>\n",
-              "      <td>-0.188012</td>\n",
-              "      <td>-0.114568</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.869178</td>\n",
-              "      <td>-0.374842</td>\n",
+              "      <td>1.227660</td>\n",
+              "      <td>-0.162569</td>\n",
+              "      <td>-0.170110</td>\n",
+              "      <td>-0.181603</td>\n",
+              "      <td>-0.326579</td>\n",
+              "      <td>-0.129891</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Napa County</th>\n",
-              "      <td>-0.370877</td>\n",
-              "      <td>-0.365886</td>\n",
-              "      <td>-0.374056</td>\n",
-              "      <td>-0.313625</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.162229</td>\n",
-              "      <td>0.950408</td>\n",
+              "      <td>0.020361</td>\n",
+              "      <td>-0.328286</td>\n",
+              "      <td>-0.372538</td>\n",
+              "      <td>-0.377507</td>\n",
+              "      <td>0.772451</td>\n",
+              "      <td>-0.381671</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Nevada County</th>\n",
-              "      <td>-0.415651</td>\n",
-              "      <td>-0.393364</td>\n",
-              "      <td>-0.398838</td>\n",
-              "      <td>-0.344640</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-1.265750</td>\n",
-              "      <td>0.189742</td>\n",
+              "      <td>-0.983867</td>\n",
+              "      <td>-0.353527</td>\n",
+              "      <td>-0.397492</td>\n",
+              "      <td>-0.400768</td>\n",
+              "      <td>0.003161</td>\n",
+              "      <td>-0.417496</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Orange County</th>\n",
-              "      <td>1.764452</td>\n",
-              "      <td>1.694931</td>\n",
-              "      <td>1.969012</td>\n",
-              "      <td>1.208210</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.717364</td>\n",
-              "      <td>0.703198</td>\n",
+              "      <td>0.706024</td>\n",
+              "      <td>1.080142</td>\n",
+              "      <td>1.707662</td>\n",
+              "      <td>1.975494</td>\n",
+              "      <td>0.666247</td>\n",
+              "      <td>1.782373</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Placer County</th>\n",
-              "      <td>-0.210438</td>\n",
-              "      <td>-0.198561</td>\n",
-              "      <td>-0.150328</td>\n",
-              "      <td>-0.249021</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.289195</td>\n",
-              "      <td>1.382413</td>\n",
+              "      <td>0.325881</td>\n",
+              "      <td>-0.220648</td>\n",
+              "      <td>-0.189297</td>\n",
+              "      <td>-0.137140</td>\n",
+              "      <td>1.370139</td>\n",
+              "      <td>-0.200134</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Plumas County</th>\n",
-              "      <td>-0.449790</td>\n",
-              "      <td>-0.448201</td>\n",
-              "      <td>-0.467781</td>\n",
-              "      <td>-0.363039</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-1.122861</td>\n",
-              "      <td>0.052675</td>\n",
+              "      <td>-1.854017</td>\n",
+              "      <td>-0.388267</td>\n",
+              "      <td>-0.452837</td>\n",
+              "      <td>-0.470721</td>\n",
+              "      <td>-0.096895</td>\n",
+              "      <td>-0.458771</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Riverside County</th>\n",
-              "      <td>1.233233</td>\n",
-              "      <td>1.180067</td>\n",
-              "      <td>1.238538</td>\n",
-              "      <td>1.374280</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.716134</td>\n",
-              "      <td>-0.327250</td>\n",
+              "      <td>1.034534</td>\n",
+              "      <td>1.144857</td>\n",
+              "      <td>1.242556</td>\n",
+              "      <td>1.277522</td>\n",
+              "      <td>-0.234790</td>\n",
+              "      <td>1.410336</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sacramento County</th>\n",
-              "      <td>0.534415</td>\n",
-              "      <td>0.576548</td>\n",
-              "      <td>0.569488</td>\n",
-              "      <td>0.186186</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.350887</td>\n",
-              "      <td>0.178320</td>\n",
+              "      <td>0.580139</td>\n",
+              "      <td>0.376746</td>\n",
+              "      <td>0.604238</td>\n",
+              "      <td>0.609306</td>\n",
+              "      <td>0.233906</td>\n",
+              "      <td>0.614897</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Benito County</th>\n",
-              "      <td>-0.410698</td>\n",
-              "      <td>-0.419813</td>\n",
-              "      <td>-0.437871</td>\n",
-              "      <td>-0.332460</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.329217</td>\n",
-              "      <td>0.351285</td>\n",
+              "      <td>1.685932</td>\n",
+              "      <td>-0.363038</td>\n",
+              "      <td>-0.421892</td>\n",
+              "      <td>-0.438707</td>\n",
+              "      <td>0.473448</td>\n",
+              "      <td>-0.411919</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Bernardino County</th>\n",
-              "      <td>1.176956</td>\n",
-              "      <td>1.001500</td>\n",
-              "      <td>0.962390</td>\n",
-              "      <td>1.390412</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.147469</td>\n",
-              "      <td>-0.507014</td>\n",
+              "      <td>1.183045</td>\n",
+              "      <td>1.072746</td>\n",
+              "      <td>1.036652</td>\n",
+              "      <td>0.986197</td>\n",
+              "      <td>-0.420382</td>\n",
+              "      <td>1.227574</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Diego County</th>\n",
-              "      <td>1.633423</td>\n",
-              "      <td>1.795664</td>\n",
-              "      <td>1.943055</td>\n",
-              "      <td>1.157387</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.203516</td>\n",
-              "      <td>0.454629</td>\n",
+              "      <td>0.081748</td>\n",
+              "      <td>1.631595</td>\n",
+              "      <td>1.821298</td>\n",
+              "      <td>1.949698</td>\n",
+              "      <td>0.563753</td>\n",
+              "      <td>1.622512</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Francisco County</th>\n",
-              "      <td>-0.043323</td>\n",
-              "      <td>0.134506</td>\n",
-              "      <td>0.104147</td>\n",
-              "      <td>-0.165788</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.932764</td>\n",
-              "      <td>2.952561</td>\n",
+              "      <td>-1.054163</td>\n",
+              "      <td>-0.042492</td>\n",
+              "      <td>0.128925</td>\n",
+              "      <td>0.091251</td>\n",
+              "      <td>3.086042</td>\n",
+              "      <td>-0.053960</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Joaquin County</th>\n",
-              "      <td>0.104884</td>\n",
-              "      <td>0.044437</td>\n",
-              "      <td>0.034114</td>\n",
-              "      <td>0.029370</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.128109</td>\n",
-              "      <td>-0.194262</td>\n",
+              "      <td>1.398832</td>\n",
+              "      <td>0.042468</td>\n",
+              "      <td>0.061226</td>\n",
+              "      <td>0.047266</td>\n",
+              "      <td>-0.155826</td>\n",
+              "      <td>0.150359</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Luis Obispo County</th>\n",
-              "      <td>-0.311840</td>\n",
-              "      <td>-0.268887</td>\n",
-              "      <td>-0.266769</td>\n",
-              "      <td>-0.254305</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.610565</td>\n",
-              "      <td>0.132495</td>\n",
+              "      <td>-0.573469</td>\n",
+              "      <td>-0.255011</td>\n",
+              "      <td>-0.272138</td>\n",
+              "      <td>-0.270906</td>\n",
+              "      <td>0.061033</td>\n",
+              "      <td>-0.313548</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>San Mateo County</th>\n",
-              "      <td>0.050092</td>\n",
-              "      <td>0.061327</td>\n",
-              "      <td>0.145135</td>\n",
-              "      <td>-0.139922</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.432262</td>\n",
-              "      <td>2.469972</td>\n",
+              "      <td>0.090865</td>\n",
+              "      <td>-0.059024</td>\n",
+              "      <td>0.054596</td>\n",
+              "      <td>0.144431</td>\n",
+              "      <td>2.456980</td>\n",
+              "      <td>0.010356</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Santa Barbara County</th>\n",
-              "      <td>-0.160249</td>\n",
-              "      <td>-0.158196</td>\n",
-              "      <td>-0.178870</td>\n",
-              "      <td>-0.184103</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.486126</td>\n",
-              "      <td>-0.177673</td>\n",
+              "      <td>0.513283</td>\n",
+              "      <td>-0.168612</td>\n",
+              "      <td>-0.160598</td>\n",
+              "      <td>-0.184755</td>\n",
+              "      <td>-0.143849</td>\n",
+              "      <td>-0.161455</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Santa Clara County</th>\n",
-              "      <td>0.893860</td>\n",
-              "      <td>0.850730</td>\n",
-              "      <td>1.091249</td>\n",
-              "      <td>0.285935</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.716443</td>\n",
-              "      <td>2.260021</td>\n",
+              "      <td>0.499929</td>\n",
+              "      <td>0.444651</td>\n",
+              "      <td>0.843053</td>\n",
+              "      <td>1.084493</td>\n",
+              "      <td>2.372928</td>\n",
+              "      <td>0.835673</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Santa Cruz County</th>\n",
-              "      <td>-0.290935</td>\n",
-              "      <td>-0.274470</td>\n",
-              "      <td>-0.290650</td>\n",
-              "      <td>-0.281342</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.055639</td>\n",
-              "      <td>0.028607</td>\n",
+              "      <td>0.000964</td>\n",
+              "      <td>-0.267369</td>\n",
+              "      <td>-0.280597</td>\n",
+              "      <td>-0.292692</td>\n",
+              "      <td>0.407415</td>\n",
+              "      <td>-0.299519</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Shasta County</th>\n",
-              "      <td>-0.356530</td>\n",
-              "      <td>-0.338946</td>\n",
-              "      <td>-0.343544</td>\n",
-              "      <td>-0.300875</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.258650</td>\n",
-              "      <td>-0.538969</td>\n",
+              "      <td>-0.455432</td>\n",
+              "      <td>-0.305601</td>\n",
+              "      <td>-0.342983</td>\n",
+              "      <td>-0.349274</td>\n",
+              "      <td>-0.491927</td>\n",
+              "      <td>-0.366397</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sierra County</th>\n",
-              "      <td>-0.456789</td>\n",
-              "      <td>-0.458830</td>\n",
-              "      <td>-0.480926</td>\n",
-              "      <td>-0.366440</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-1.128846</td>\n",
-              "      <td>-0.384225</td>\n",
+              "      <td>-2.569206</td>\n",
+              "      <td>-0.395781</td>\n",
+              "      <td>-0.463851</td>\n",
+              "      <td>-0.484382</td>\n",
+              "      <td>-0.895438</td>\n",
+              "      <td>-0.464963</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Siskiyou County</th>\n",
-              "      <td>-0.438245</td>\n",
-              "      <td>-0.431319</td>\n",
-              "      <td>-0.448974</td>\n",
-              "      <td>-0.357237</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-1.050444</td>\n",
-              "      <td>-0.732603</td>\n",
+              "      <td>-0.948483</td>\n",
+              "      <td>-0.378185</td>\n",
+              "      <td>-0.436175</td>\n",
+              "      <td>-0.453522</td>\n",
+              "      <td>-0.935821</td>\n",
+              "      <td>-0.444602</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Solano County</th>\n",
-              "      <td>-0.164782</td>\n",
-              "      <td>-0.160237</td>\n",
-              "      <td>-0.155116</td>\n",
-              "      <td>-0.189617</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.444689</td>\n",
-              "      <td>0.721963</td>\n",
+              "      <td>0.410070</td>\n",
+              "      <td>-0.176640</td>\n",
+              "      <td>-0.159109</td>\n",
+              "      <td>-0.151382</td>\n",
+              "      <td>0.529199</td>\n",
+              "      <td>-0.166122</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sonoma County</th>\n",
-              "      <td>-0.162876</td>\n",
-              "      <td>-0.120808</td>\n",
-              "      <td>-0.107441</td>\n",
-              "      <td>-0.199851</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.086114</td>\n",
-              "      <td>0.769556</td>\n",
+              "      <td>-0.089479</td>\n",
+              "      <td>-0.174742</td>\n",
+              "      <td>-0.129676</td>\n",
+              "      <td>-0.107544</td>\n",
+              "      <td>0.865300</td>\n",
+              "      <td>-0.169998</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Stanislaus County</th>\n",
-              "      <td>-0.048108</td>\n",
-              "      <td>-0.091259</td>\n",
-              "      <td>-0.102962</td>\n",
-              "      <td>-0.040550</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.104036</td>\n",
-              "      <td>-0.424746</td>\n",
+              "      <td>1.023151</td>\n",
+              "      <td>-0.060482</td>\n",
+              "      <td>-0.088317</td>\n",
+              "      <td>-0.102987</td>\n",
+              "      <td>-0.425894</td>\n",
+              "      <td>-0.052001</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Sutter County</th>\n",
-              "      <td>-0.385400</td>\n",
-              "      <td>-0.395497</td>\n",
-              "      <td>-0.407990</td>\n",
-              "      <td>-0.314125</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.118992</td>\n",
-              "      <td>-0.629531</td>\n",
+              "      <td>1.059388</td>\n",
+              "      <td>-0.339896</td>\n",
+              "      <td>-0.399703</td>\n",
+              "      <td>-0.412419</td>\n",
+              "      <td>-0.621025</td>\n",
+              "      <td>-0.392796</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Tehama County</th>\n",
-              "      <td>-0.421760</td>\n",
-              "      <td>-0.417407</td>\n",
-              "      <td>-0.434945</td>\n",
-              "      <td>-0.337205</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.241861</td>\n",
-              "      <td>-1.074590</td>\n",
+              "      <td>0.115027</td>\n",
+              "      <td>-0.360291</td>\n",
+              "      <td>-0.421591</td>\n",
+              "      <td>-0.437414</td>\n",
+              "      <td>-0.755634</td>\n",
+              "      <td>-0.425059</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Trinity County</th>\n",
-              "      <td>-0.454141</td>\n",
-              "      <td>-0.452256</td>\n",
-              "      <td>-0.473323</td>\n",
-              "      <td>-0.365082</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-2.083132</td>\n",
-              "      <td>-0.960367</td>\n",
+              "      <td>-2.023355</td>\n",
+              "      <td>-0.392925</td>\n",
+              "      <td>-0.457471</td>\n",
+              "      <td>-0.477724</td>\n",
+              "      <td>-1.025384</td>\n",
+              "      <td>-0.461535</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Tulare County</th>\n",
-              "      <td>-0.076432</td>\n",
-              "      <td>-0.146581</td>\n",
-              "      <td>-0.178516</td>\n",
-              "      <td>-0.081952</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.623016</td>\n",
-              "      <td>-1.083700</td>\n",
+              "      <td>1.754334</td>\n",
+              "      <td>-0.061761</td>\n",
+              "      <td>-0.144185</td>\n",
+              "      <td>-0.179201</td>\n",
+              "      <td>-0.934655</td>\n",
+              "      <td>-0.067534</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Tuolumne County</th>\n",
-              "      <td>-0.430966</td>\n",
-              "      <td>-0.424121</td>\n",
-              "      <td>-0.439034</td>\n",
-              "      <td>-0.344320</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>-0.723465</td>\n",
-              "      <td>-0.204733</td>\n",
+              "      <td>-1.260431</td>\n",
+              "      <td>-0.362738</td>\n",
+              "      <td>-0.428440</td>\n",
+              "      <td>-0.442083</td>\n",
+              "      <td>-0.260334</td>\n",
+              "      <td>-0.441355</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Ventura County</th>\n",
-              "      <td>0.120143</td>\n",
-              "      <td>0.115657</td>\n",
-              "      <td>0.156084</td>\n",
-              "      <td>0.080794</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.579321</td>\n",
-              "      <td>0.387591</td>\n",
+              "      <td>0.529362</td>\n",
+              "      <td>0.061065</td>\n",
+              "      <td>0.111616</td>\n",
+              "      <td>0.145957</td>\n",
+              "      <td>0.270155</td>\n",
+              "      <td>0.111715</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Yolo County</th>\n",
-              "      <td>-0.312295</td>\n",
-              "      <td>-0.312992</td>\n",
-              "      <td>-0.335114</td>\n",
-              "      <td>-0.292133</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>0.495931</td>\n",
-              "      <td>-0.086023</td>\n",
+              "      <td>0.436891</td>\n",
+              "      <td>-0.295583</td>\n",
+              "      <td>-0.315049</td>\n",
+              "      <td>-0.338206</td>\n",
+              "      <td>0.044816</td>\n",
+              "      <td>-0.317663</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Yuba County</th>\n",
-              "      <td>-0.401360</td>\n",
-              "      <td>-0.408936</td>\n",
-              "      <td>-0.427892</td>\n",
-              "      <td>-0.332953</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>1.022990</td>\n",
-              "      <td>-0.419715</td>\n",
+              "      <td>0.906470</td>\n",
+              "      <td>-0.352442</td>\n",
+              "      <td>-0.410839</td>\n",
+              "      <td>-0.431068</td>\n",
+              "      <td>-0.496590</td>\n",
+              "      <td>-0.406713</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
-              "</div>"
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-20baa036-8abd-4b7e-a37f-df5ddc85c987')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-20baa036-8abd-4b7e-a37f-df5ddc85c987 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-20baa036-8abd-4b7e-a37f-df5ddc85c987');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-a3b1f69b-f3ae-4c7d-9013-db09367bda9b\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a3b1f69b-f3ae-4c7d-9013-db09367bda9b')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-a3b1f69b-f3ae-4c7d-9013-db09367bda9b button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "  <div id=\"id_fec9b0fd-c0ba-443f-a9e6-24211259491f\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('standardized_df')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_fec9b0fd-c0ba-443f-a9e6-24211259491f button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('standardized_df');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
             ],
-            "text/plain": [
-              "                        Count_Household_With4OrMorePerson  ...  Median_Income_Person\n",
-              "place                                                      ...                      \n",
-              "Alameda County                                   0.645561  ...              1.715969\n",
-              "Alpine County                                   -0.457721  ...             -0.061411\n",
-              "Amador County                                   -0.438854  ...              0.026703\n",
-              "Butte County                                    -0.334097  ...             -0.937795\n",
-              "Calaveras County                                -0.439653  ...             -0.250150\n",
-              "Colusa County                                   -0.442000  ...             -0.524963\n",
-              "Contra Costa County                              0.334148  ...              1.525327\n",
-              "Del Norte County                                -0.444515  ...             -1.015847\n",
-              "El Dorado County                                -0.357489  ...              0.777579\n",
-              "Fresno County                                    0.265631  ...             -0.778563\n",
-              "Glenn County                                    -0.436017  ...             -0.902168\n",
-              "Humboldt County                                 -0.391951  ...             -0.795425\n",
-              "Imperial County                                 -0.345257  ...             -1.729464\n",
-              "Inyo County                                     -0.451058  ...              0.081911\n",
-              "Kern County                                      0.214153  ...             -0.809159\n",
-              "Kings County                                    -0.350498  ...             -0.560589\n",
-              "Lake County                                     -0.423743  ...             -0.787538\n",
-              "Lassen County                                   -0.447717  ...             -0.020345\n",
-              "Los Angeles County                               6.370316  ...             -0.133072\n",
-              "Madera County                                   -0.339337  ...             -0.988923\n",
-              "Marin County                                    -0.308302  ...              2.978261\n",
-              "Mariposa County                                 -0.449230  ...             -0.446775\n",
-              "Mendocino County                                -0.411910  ...             -0.568340\n",
-              "Merced County                                   -0.244528  ...             -0.828196\n",
-              "Modoc County                                    -0.454407  ...             -0.796513\n",
-              "Mono County                                     -0.454484  ...             -0.035711\n",
-              "Monterey County                                 -0.145012  ...             -0.374842\n",
-              "Napa County                                     -0.370877  ...              0.950408\n",
-              "Nevada County                                   -0.415651  ...              0.189742\n",
-              "Orange County                                    1.764452  ...              0.703198\n",
-              "Placer County                                   -0.210438  ...              1.382413\n",
-              "Plumas County                                   -0.449790  ...              0.052675\n",
-              "Riverside County                                 1.233233  ...             -0.327250\n",
-              "Sacramento County                                0.534415  ...              0.178320\n",
-              "San Benito County                               -0.410698  ...              0.351285\n",
-              "San Bernardino County                            1.176956  ...             -0.507014\n",
-              "San Diego County                                 1.633423  ...              0.454629\n",
-              "San Francisco County                            -0.043323  ...              2.952561\n",
-              "San Joaquin County                               0.104884  ...             -0.194262\n",
-              "San Luis Obispo County                          -0.311840  ...              0.132495\n",
-              "San Mateo County                                 0.050092  ...              2.469972\n",
-              "Santa Barbara County                            -0.160249  ...             -0.177673\n",
-              "Santa Clara County                               0.893860  ...              2.260021\n",
-              "Santa Cruz County                               -0.290935  ...              0.028607\n",
-              "Shasta County                                   -0.356530  ...             -0.538969\n",
-              "Sierra County                                   -0.456789  ...             -0.384225\n",
-              "Siskiyou County                                 -0.438245  ...             -0.732603\n",
-              "Solano County                                   -0.164782  ...              0.721963\n",
-              "Sonoma County                                   -0.162876  ...              0.769556\n",
-              "Stanislaus County                               -0.048108  ...             -0.424746\n",
-              "Sutter County                                   -0.385400  ...             -0.629531\n",
-              "Tehama County                                   -0.421760  ...             -1.074590\n",
-              "Trinity County                                  -0.454141  ...             -0.960367\n",
-              "Tulare County                                   -0.076432  ...             -1.083700\n",
-              "Tuolumne County                                 -0.430966  ...             -0.204733\n",
-              "Ventura County                                   0.120143  ...              0.387591\n",
-              "Yolo County                                     -0.312295  ...             -0.086023\n",
-              "Yuba County                                     -0.401360  ...             -0.419715\n",
-              "\n",
-              "[58 rows x 7 columns]"
-            ]
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "standardized_df",
+              "summary": "{\n  \"name\": \"standardized_df\",\n  \"rows\": 58,\n  \"fields\": [\n    {\n      \"column\": \"place\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 58,\n        \"samples\": [\n          \"Alameda County\",\n          \"Colusa County\",\n          \"San Benito County\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Household4orMore_percapita\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.9999999999999999,\n        \"min\": -2.5692060457103576,\n        \"max\": 1.7543341601856828,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          0.3018932253454933,\n          0.7444555619826428,\n          1.6859323974003189\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.9999999999999999,\n        \"min\": -0.3962677646621369,\n        \"max\": 6.7570578949790265,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          0.3020887137778709,\n          -0.3853888421742521,\n          -0.3630382275128438\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.0,\n        \"min\": -0.46508698263926235,\n        \"max\": 6.3583801117983265,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          0.6750512250892897,\n          -0.4510590337372829,\n          -0.42189196370022525\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Person_MarriedAndNotSeparated\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.0,\n        \"min\": -0.4859632418362064,\n        \"max\": 6.14681328729229,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          0.7845169265423353,\n          -0.4710401341576856,\n          -0.4387068114342304\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Median_Income_Person\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.9999999999999999,\n        \"min\": -1.6351551960601571,\n        \"max\": 3.0860416600135863,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          1.7415345069413768,\n          -0.35233532427198566,\n          0.473447508174651\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count_Household_With4OrMorePerson\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.9999999999999999,\n        \"min\": -0.4650402375487558,\n        \"max\": 6.306438749858123,\n        \"num_unique_values\": 58,\n        \"samples\": [\n          0.624734275826978,\n          -0.45034655426289816,\n          -0.41191907397435995\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
           },
-          "metadata": {
-            "tags": []
-          }
+          "metadata": {}
         }
       ]
     },
@@ -4073,7 +6330,7 @@
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "outputId": "5682f9f7-8a57-4d2d-b043-a0cc4700d271"
+        "outputId": "43e87498-7ae9-4a50-f9ba-08a8ba53a6a0"
       },
       "source": [
         "# Run me!\n",
@@ -4081,7 +6338,7 @@
         "# Convert Dataframes into data and labels for the model\n",
         "target_df = standardized_df\n",
         "X = target_df[['Household4orMore_percapita','Median_Income_Person']]\n",
-        "Y = target_df[['CumulativeCount_MedicalTest_ConditionCOVID_19_Positive']]\n",
+        "Y = target_df[['CumulativeCount_MedicalConditionIncident_COVID_19_ConfirmedOrProbableCase']]\n",
         "\n",
         "# Split into training and test sets\n",
         "x_train, x_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)\n",
@@ -4092,15 +6349,15 @@
         "print('Model Intercept: {}'.format(model.intercept_))\n",
         "print('Model Coefficients: {}'.format(model.coef_))"
       ],
-      "execution_count": null,
+      "execution_count": 19,
       "outputs": [
         {
           "output_type": "stream",
+          "name": "stdout",
           "text": [
-            "Model Intercept: [0.01562292]\n",
-            "Model Coefficients: [[0.21038206 0.08063848]]\n"
-          ],
-          "name": "stdout"
+            "Model Intercept: [-0.139239]\n",
+            "Model Coefficients: [[0.17036494 0.06717593]]\n"
+          ]
         }
       ]
     },
@@ -4120,7 +6377,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "1fI_htJPKjqS",
-        "outputId": "5ed9993b-28b1-44e3-b7fb-5099b7e1157b"
+        "outputId": "4c45f4d3-7a8a-40db-97ec-736ce77bf1d2"
       },
       "source": [
         "train_pred = model.predict(x_train)\n",
@@ -4129,15 +6386,15 @@
         "print('Training Error: {}'.format(mse(train_pred, y_train)))\n",
         "print('Test Error: {}'.format(mse(test_pred, y_test)))\n"
       ],
-      "execution_count": null,
+      "execution_count": 20,
       "outputs": [
         {
           "output_type": "stream",
+          "name": "stdout",
           "text": [
-            "Training Error: 1.1252156802381956\n",
-            "Test Error: 0.19184932363718019\n"
-          ],
-          "name": "stdout"
+            "Training Error: 0.11404453554282165\n",
+            "Test Error: 4.153066573871609\n"
+          ]
         }
       ]
     },