From 4cf7c5e7c8dfb65856133c62076c67e18ab08cb4 Mon Sep 17 00:00:00 2001
From: Nick Robison <nicholas.a.robison@omb.eop.gov>
Date: Tue, 22 Sep 2020 10:01:51 -0400
Subject: [PATCH] Fix formatting.

---
 python/Contact Simulation.ipynb | 353 +++++++++++++++++++++++++++++++-
 1 file changed, 347 insertions(+), 6 deletions(-)

diff --git a/python/Contact Simulation.ipynb b/python/Contact Simulation.ipynb
index 29a26b45..474332d3 100644
--- a/python/Contact Simulation.ipynb	
+++ b/python/Contact Simulation.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,9 +28,249 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>safegraph_place_id</th>\n",
+       "      <th>location_name</th>\n",
+       "      <th>street_address</th>\n",
+       "      <th>city</th>\n",
+       "      <th>region</th>\n",
+       "      <th>postal_code</th>\n",
+       "      <th>iso_country_code</th>\n",
+       "      <th>safegraph_brand_ids</th>\n",
+       "      <th>brands</th>\n",
+       "      <th>date_range_start</th>\n",
+       "      <th>date_range_end</th>\n",
+       "      <th>raw_visit_counts</th>\n",
+       "      <th>raw_visitor_counts</th>\n",
+       "      <th>visits_by_day</th>\n",
+       "      <th>visits_by_each_hour</th>\n",
+       "      <th>poi_cbg</th>\n",
+       "      <th>visitor_home_cbgs</th>\n",
+       "      <th>visitor_daytime_cbgs</th>\n",
+       "      <th>visitor_country_of_origin</th>\n",
+       "      <th>distance_from_home</th>\n",
+       "      <th>median_dwell</th>\n",
+       "      <th>bucketed_dwell_times</th>\n",
+       "      <th>related_same_day_brand</th>\n",
+       "      <th>related_same_week_brand</th>\n",
+       "      <th>device_type</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>npartitions=10</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>float64</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>float64</td>\n",
+       "      <td>float64</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "      <td>object</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "<div>Dask Name: repartition, 14 tasks</div>"
+      ],
+      "text/plain": [
+       "Dask DataFrame Structure:\n",
+       "               safegraph_place_id location_name street_address    city  region postal_code iso_country_code safegraph_brand_ids  brands date_range_start date_range_end raw_visit_counts raw_visitor_counts visits_by_day visits_by_each_hour  poi_cbg visitor_home_cbgs visitor_daytime_cbgs visitor_country_of_origin distance_from_home median_dwell bucketed_dwell_times related_same_day_brand related_same_week_brand device_type\n",
+       "npartitions=10                                                                                                                                                                                                                                                                                                                                                                                                                         \n",
+       "                           object        object         object  object  object       int64           object              object  object           object         object            int64              int64        object              object  float64            object               object                    object            float64      float64               object                 object                  object      object\n",
+       "                              ...           ...            ...     ...     ...         ...              ...                 ...     ...              ...            ...              ...                ...           ...                 ...      ...               ...                  ...                       ...                ...          ...                  ...                    ...                     ...         ...\n",
+       "...                           ...           ...            ...     ...     ...         ...              ...                 ...     ...              ...            ...              ...                ...           ...                 ...      ...               ...                  ...                       ...                ...          ...                  ...                    ...                     ...         ...\n",
+       "                              ...           ...            ...     ...     ...         ...              ...                 ...     ...              ...            ...              ...                ...           ...                 ...      ...               ...                  ...                       ...                ...          ...                  ...                    ...                     ...         ...\n",
+       "                              ...           ...            ...     ...     ...         ...              ...                 ...     ...              ...            ...              ...                ...           ...                 ...      ...               ...                  ...                       ...                ...          ...                  ...                    ...                     ...         ...\n",
+       "Dask Name: repartition, 14 tasks"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df = patterns.repartition(10)\n",
     "df"
@@ -38,9 +278,110 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>safegraph_place_id</th>\n",
+       "      <th>bucketed_dwell_times</th>\n",
+       "      <th>raw_visit_counts</th>\n",
+       "      <th>median_dwell</th>\n",
+       "      <th>dwell_array</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>sg:0013bd02b3564a9187a52f8e2799233e</td>\n",
+       "      <td>{\"&lt;5\":2,\"5-20\":15,\"21-60\":7,\"61-240\":13,\"&gt;240\"...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>[2, 15, 7, 13, 22]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>sg:001955fa1c994b4c8c877316a66dd986</td>\n",
+       "      <td>{\"&lt;5\":7,\"5-20\":146,\"21-60\":29,\"61-240\":6,\"&gt;240...</td>\n",
+       "      <td>192</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>[7, 146, 29, 6, 4]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>sg:001e39c6b18645a5950b13a278b242c3</td>\n",
+       "      <td>{\"&lt;5\":2,\"5-20\":57,\"21-60\":22,\"61-240\":23,\"&gt;240...</td>\n",
+       "      <td>125</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>[2, 57, 22, 23, 21]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>sg:0023804ee36c4056886ef54e5a0cb773</td>\n",
+       "      <td>{\"&lt;5\":1,\"5-20\":12,\"21-60\":5,\"61-240\":13,\"&gt;240\"...</td>\n",
+       "      <td>54</td>\n",
+       "      <td>165.0</td>\n",
+       "      <td>[1, 12, 5, 13, 23]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>sg:00267c6356804259b6c92ba31c842f5a</td>\n",
+       "      <td>{\"&lt;5\":0,\"5-20\":19,\"21-60\":10,\"61-240\":7,\"&gt;240\":4}</td>\n",
+       "      <td>40</td>\n",
+       "      <td>22.5</td>\n",
+       "      <td>[0, 19, 10, 7, 4]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    safegraph_place_id  \\\n",
+       "0  sg:0013bd02b3564a9187a52f8e2799233e   \n",
+       "1  sg:001955fa1c994b4c8c877316a66dd986   \n",
+       "2  sg:001e39c6b18645a5950b13a278b242c3   \n",
+       "3  sg:0023804ee36c4056886ef54e5a0cb773   \n",
+       "4  sg:00267c6356804259b6c92ba31c842f5a   \n",
+       "\n",
+       "                                bucketed_dwell_times  raw_visit_counts  \\\n",
+       "0  {\"<5\":2,\"5-20\":15,\"21-60\":7,\"61-240\":13,\">240\"...                59   \n",
+       "1  {\"<5\":7,\"5-20\":146,\"21-60\":29,\"61-240\":6,\">240...               192   \n",
+       "2  {\"<5\":2,\"5-20\":57,\"21-60\":22,\"61-240\":23,\">240...               125   \n",
+       "3  {\"<5\":1,\"5-20\":12,\"21-60\":5,\"61-240\":13,\">240\"...                54   \n",
+       "4  {\"<5\":0,\"5-20\":19,\"21-60\":10,\"61-240\":7,\">240\":4}                40   \n",
+       "\n",
+       "   median_dwell          dwell_array  \n",
+       "0          74.0   [2, 15, 7, 13, 22]  \n",
+       "1          10.0   [7, 146, 29, 6, 4]  \n",
+       "2          21.0  [2, 57, 22, 23, 21]  \n",
+       "3         165.0   [1, 12, 5, 13, 23]  \n",
+       "4          22.5    [0, 19, 10, 7, 4]  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import json\n",
     "\n",