diff --git a/reports/distance/Response.csv b/reports/distance/Response.csv
new file mode 100644
index 0000000..42d7744
--- /dev/null
+++ b/reports/distance/Response.csv
@@ -0,0 +1,6601 @@
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+OH,0,0.00805,0,1,0,0,1,1,0,1,12/1/2020,,
+OH,0,0.08162,0,1,0,0,1,1,0,1,1/1/2021,,
+OH,0,0.22241,0,1,0,0,1,1,0,1,2/1/2021,,
+OH,0.169,0.45304,0,1,0,0,0,1,0,1,3/1/2021,,
+OH,0.322,0.71573,0,1,0,0,1,1,0,1,4/1/2021,,
+OH,0.402,0.84759,0,1,0,0,1,1,0,1,5/1/2021,,
+OH,0.447,0.9141,0,1,0,0,1,1,0,0,6/1/2021,,
+OH,0.465,0.94848,0,1,0,0,1,1,0,0,7/1/2021,,
+OH,0.484,0.99506,0,1,0,0,1,1,0,0,8/1/2021,,
+OH,0.502,1.03425,0,1,0,0,1,0,0,0,9/1/2021,,
+OH,0.519,1.11652,0,1,0,0,1,0,0,0,10/1/2021,,
+OH,0.53,1.23355,0,0,0,0,1,0,0,0,11/1/2021,,
+OH,0.553,1.36764,0,0,0,0,1,0,0,0,12/1/2021,,
+OH,0.568,1.44749,,,,,,,,0,1/1/2022,,
+OH,0.576,1.47414,,,,,,,,0,2/1/2022,,
+OH,0.58,1.48942,,,,,,,,0,3/1/2022,,
+OH,0.584,1.52557,,,,,,,,0,4/1/2022,,
+OH,0.59,1.56238,,,,,,,,0,5/1/2022,,
+OH,0.588,1.57039,,,,,,,,0,6/1/2022,,
+OH,0.59,1.59193,,,,,,,,0,7/1/2022,,
+OH,0.593,1.61301,,,,,,,,0,8/1/2022,,
+OH,0.595,1.64299,,,,,,,,0,9/1/2022,,
+OH,0.598,1.69622,,,,,,,,0,10/1/2022,,
+OH,0.601,1.7481,,,,,,,,0,11/1/2022,,
+OH,0.603,1.77234,,,,,,,,0,12/1/2022,,
+OK,0,0,,,,,,,,0,1/1/2012,,
+OK,0,0,,,,,,,,0,2/1/2012,,
+OK,0,0,,,,,,,,0,3/1/2012,,
+OK,0,0,,,,,,,,0,4/1/2012,,
+OK,0,0,,,,,,,,0,5/1/2012,,
+OK,0,0,,,,,,,,0,6/1/2012,,
+OK,0,0,,,,,,,,0,7/1/2012,,
+OK,0,0,,,,,,,,0,8/1/2012,,
+OK,0,0,,,,,,,,0,9/1/2012,,
+OK,0,0,,,,,,,,0,10/1/2012,,
+OK,0,0,,,,,,,,0,11/1/2012,,
+OK,0,0,,,,,,,,0,12/1/2012,,
+OK,0,0,,,,,,,,0,1/1/2013,,
+OK,0,0,,,,,,,,0,2/1/2013,,
+OK,0,0,,,,,,,,0,3/1/2013,,
+OK,0,0,,,,,,,,0,4/1/2013,,
+OK,0,0,,,,,,,,0,5/1/2013,,
+OK,0,0,,,,,,,,0,6/1/2013,,
+OK,0,0,,,,,,,,0,7/1/2013,,
+OK,0,0,,,,,,,,0,8/1/2013,,
+OK,0,0,,,,,,,,0,9/1/2013,,
+OK,0,0,,,,,,,,0,10/1/2013,,
+OK,0,0,,,,,,,,0,11/1/2013,,
+OK,0,0,,,,,,,,0,12/1/2013,,
+OK,0,0,,,,,,,,0,1/1/2014,,
+OK,0,0,,,,,,,,0,2/1/2014,,
+OK,0,0,,,,,,,,0,3/1/2014,,
+OK,0,0,,,,,,,,0,4/1/2014,,
+OK,0,0,,,,,,,,0,5/1/2014,,
+OK,0,0,,,,,,,,0,6/1/2014,,
+OK,0,0,,,,,,,,0,7/1/2014,,
+OK,0,0,,,,,,,,0,8/1/2014,,
+OK,0,0,,,,,,,,0,9/1/2014,,
+OK,0,0,,,,,,,,0,10/1/2014,,
+OK,0,0,,,,,,,,0,11/1/2014,,
+OK,0,0,,,,,,,,0,12/1/2014,,
+OK,0,0,,,,,,,,0,1/1/2015,,
+OK,0,0,,,,,,,,0,2/1/2015,,
+OK,0,0,,,,,,,,0,3/1/2015,,
+OK,0,0,,,,,,,,0,4/1/2015,,
+OK,0,0,,,,,,,,0,5/1/2015,,
+OK,0,0,,,,,,,,0,6/1/2015,,
+OK,0,0,,,,,,,,0,7/1/2015,,
+OK,0,0,,,,,,,,0,8/1/2015,,
+OK,0,0,,,,,,,,0,9/1/2015,,
+OK,0,0,,,,,,,,0,10/1/2015,,
+OK,0,0,,,,,,,,0,11/1/2015,,
+OK,0,0,,,,,,,,0,12/1/2015,,
+OK,0,0,,,,,,,,0,1/1/2016,,
+OK,0,0,,,,,,,,0,2/1/2016,,
+OK,0,0,,,,,,,,0,3/1/2016,,
+OK,0,0,,,,,,,,0,4/1/2016,,
+OK,0,0,,,,,,,,0,5/1/2016,,
+OK,0,0,,,,,,,,0,6/1/2016,,
+OK,0,0,,,,,,,,0,7/1/2016,,
+OK,0,0,,,,,,,,0,8/1/2016,,
+OK,0,0,,,,,,,,0,9/1/2016,,
+OK,0,0,,,,,,,,0,10/1/2016,,
+OK,0,0,,,,,,,,0,11/1/2016,,
+OK,0,0,,,,,,,,0,12/1/2016,,
+OK,0,0,,,,,,,,0,1/1/2017,,
+OK,0,0,,,,,,,,0,2/1/2017,,
+OK,0,0,,,,,,,,0,3/1/2017,,
+OK,0,0,,,,,,,,0,4/1/2017,,
+OK,0,0,,,,,,,,0,5/1/2017,,
+OK,0,0,,,,,,,,0,6/1/2017,,
+OK,0,0,,,,,,,,0,7/1/2017,,
+OK,0,0,,,,,,,,0,8/1/2017,,
+OK,0,0,,,,,,,,0,9/1/2017,,
+OK,0,0,,,,,,,,0,10/1/2017,,
+OK,0,0,,,,,,,,0,11/1/2017,,
+OK,0,0,,,,,,,,0,12/1/2017,,
+OK,0,0,,,,,,,,0,1/1/2018,,
+OK,0,0,,,,,,,,0,2/1/2018,,
+OK,0,0,,,,,,,,0,3/1/2018,,
+OK,0,0,,,,,,,,0,4/1/2018,,
+OK,0,0,,,,,,,,0,5/1/2018,,
+OK,0,0,,,,,,,,0,6/1/2018,,
+OK,0,0,,,,,,,,0,7/1/2018,,
+OK,0,0,,,,,,,,0,8/1/2018,,
+OK,0,0,,,,,,,,0,9/1/2018,,
+OK,0,0,,,,,,,,0,10/1/2018,,
+OK,0,0,,,,,,,,0,11/1/2018,,
+OK,0,0,,,,,,,,0,12/1/2018,,
+OK,0,0,,,,,,,,0,1/1/2019,,
+OK,0,0,,,,,,,,0,2/1/2019,,
+OK,0,0,,,,,,,,0,3/1/2019,,
+OK,0,0,,,,,,,,0,4/1/2019,,
+OK,0,0,,,,,,,,0,5/1/2019,,
+OK,0,0,,,,,,,,0,6/1/2019,,
+OK,0,0,,,,,,,,0,7/1/2019,,
+OK,0,0,,,,,,,,0,8/1/2019,,
+OK,0,0,,,,,,,,0,9/1/2019,,
+OK,0,0,,,,,,,,0,10/1/2019,,
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+OK,0,0,0,1,0,0,0,0,1,0,4/1/2020,,
+OK,0,0,0,1,0,0,0,0,1,0,5/1/2020,,
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+OK,0,0,0,1,0,0,0,0,1,0,7/1/2020,,
+OK,0,0,0,1,0,0,0,0,1,0,8/1/2020,,
+OK,0,0,0,1,0,0,0,0,1,0,9/1/2020,,
+OK,0,0,0,1,0,0,0,0,1,0,10/1/2020,,
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+OK,0,0.01178,0,0,0,0,1,0,0,0,12/1/2020,,
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+OK,0.296,0.6776,0,0,0,0,1,0,0,0,4/1/2021,,
+OK,0.337,0.74783,0,0,0,0,1,0,0,0,5/1/2021,,
+OK,0.384,0.82572,0,0,0,0,1,0,0,0,6/1/2021,,
+OK,0.403,0.87447,0,0,0,0,1,0,0,0,7/1/2021,,
+OK,0.438,0.96774,0,0,0,0,1,0,0,0,8/1/2021,,
+OK,0.476,1.04929,0,0,0,0,1,0,0,0,9/1/2021,,
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+OK,0.536,1.34545,0,0,0,0,0,0,0,0,12/1/2021,,
+OK,0.552,1.41683,,,,,,,,0,1/1/2022,,
+OK,0.56,1.44563,,,,,,,,0,2/1/2022,,
+OK,0.566,1.46287,,,,,,,,0,3/1/2022,,
+OK,0.572,1.49421,,,,,,,,0,4/1/2022,,
+OK,0.576,1.51463,,,,,,,,0,5/1/2022,,
+OK,0.579,1.52745,,,,,,,,0,6/1/2022,,
+OK,0.583,1.54854,,,,,,,,0,7/1/2022,,
+OK,0.586,1.56644,,,,,,,,0,8/1/2022,,
+OK,0.59,1.58804,,,,,,,,0,9/1/2022,,
+OK,0.595,1.62954,,,,,,,,0,10/1/2022,,
+OK,0.6,1.66732,,,,,,,,0,11/1/2022,,
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diff --git a/reports/distance/hamming-jaccard.html b/reports/distance/hamming-jaccard.html
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@@ -0,0 +1,3826 @@
+
+
+
+
+
+
+
+
+
+
+
+Distance Metrics of Covid-19 Economic Data
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+Data
+
+
+
+
+
+
+
+Table 1: Binary response data. 1 indicates policy implementation.
+
+
+
+Time |
+ |
+ |
+ |
+ |
+ |
+ |
+ |
+ |
+ |
+
+
+
+
+7/1/2020 |
+0.0 |
+1.0 |
+0.0 |
+1.0 |
+0.0 |
+1 |
+0.0 |
+1.0 |
+OH |
+
+
+4/1/2015 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0 |
+0.0 |
+0.0 |
+AL |
+
+
+3/1/2012 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0 |
+0.0 |
+0.0 |
+ME |
+
+
+10/1/2020 |
+0.0 |
+0.0 |
+1.0 |
+0.0 |
+1.0 |
+1 |
+0.0 |
+1.0 |
+CT |
+
+
+4/1/2012 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0 |
+0.0 |
+0.0 |
+PA |
+
+
+7/1/2017 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0 |
+0.0 |
+0.0 |
+SC |
+
+
+2/1/2022 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0 |
+0.0 |
+0.0 |
+RI |
+
+
+1/1/2020 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0 |
+0.0 |
+0.0 |
+WI |
+
+
+11/1/2012 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0 |
+0.0 |
+0.0 |
+AK |
+
+
+2/1/2012 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0.0 |
+0 |
+0.0 |
+0.0 |
+NM |
+
+
+
+
+
+
+
+
+
+Hamming Distance and Jaccard Similarity
+
+
+
+
+
+
+
+Table 2: Example of Hamming Distance
+
+
+
+
+
+AK |
+1.000 |
+0.125 |
+0.250 |
+0.250 |
+0.125 |
+0.125 |
+0.125 |
+0.125 |
+0.250 |
+0.250 |
+... |
+0.250 |
+0.250 |
+0.125 |
+0.250 |
+0.250 |
+0.375 |
+0.125 |
+0.250 |
+0.125 |
+0.375 |
+
+
+AL |
+0.125 |
+1.000 |
+0.250 |
+0.250 |
+0.250 |
+0.375 |
+0.250 |
+0.250 |
+0.375 |
+0.375 |
+... |
+0.375 |
+0.250 |
+0.250 |
+0.250 |
+0.250 |
+0.125 |
+0.125 |
+0.125 |
+0.375 |
+0.375 |
+
+
+AR |
+0.250 |
+0.250 |
+1.000 |
+0.375 |
+0.375 |
+0.250 |
+0.250 |
+0.250 |
+0.375 |
+0.250 |
+... |
+0.375 |
+0.375 |
+0.500 |
+0.375 |
+0.375 |
+0.375 |
+0.375 |
+0.375 |
+0.250 |
+0.250 |
+
+
+AZ |
+0.250 |
+0.250 |
+0.375 |
+1.000 |
+0.500 |
+0.250 |
+0.250 |
+0.250 |
+0.625 |
+0.625 |
+... |
+0.625 |
+0.625 |
+0.250 |
+0.250 |
+0.250 |
+0.125 |
+0.250 |
+0.250 |
+0.250 |
+0.250 |
+
+
+CA |
+0.125 |
+0.250 |
+0.375 |
+0.500 |
+1.000 |
+0.250 |
+0.250 |
+0.250 |
+0.375 |
+0.250 |
+... |
+0.500 |
+0.500 |
+0.250 |
+0.250 |
+0.375 |
+0.125 |
+0.375 |
+0.375 |
+0.375 |
+0.250 |
+
+
+
+
+
+
5 rows × 50 columns
+
+
+
+
+
+
+
+
+
+
+Table 3: Example of Jaccard Similarity
+
+
+
+
+
+AK |
+1.000000 |
+0.0 |
+0.142857 |
+0.0 |
+0.0 |
+0.000000 |
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+... |
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+
+
+AL |
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+0.0 |
+0.166667 |
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+0.0 |
+0.0 |
+0.166667 |
+... |
+0.0 |
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+
+AR |
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+0.0 |
+1.000000 |
+0.0 |
+0.0 |
+0.000000 |
+0.0 |
+0.0 |
+0.0 |
+0.000000 |
+... |
+0.0 |
+0.0 |
+0.333333 |
+0.166667 |
+0.166667 |
+0.285714 |
+0.166667 |
+0.166667 |
+0.000000 |
+0.000000 |
+
+
+AZ |
+0.000000 |
+0.0 |
+0.000000 |
+1.0 |
+0.0 |
+0.000000 |
+0.0 |
+0.0 |
+0.0 |
+0.250000 |
+... |
+0.0 |
+0.0 |
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+0.000000 |
+0.000000 |
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+0.000000 |
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+
+
+CA |
+0.000000 |
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+0.000000 |
+0.0 |
+1.0 |
+0.000000 |
+0.0 |
+0.0 |
+0.0 |
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+... |
+0.0 |
+0.0 |
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+0.000000 |
+0.166667 |
+0.000000 |
+0.166667 |
+0.166667 |
+0.166667 |
+0.000000 |
+
+
+
+
+
+
5 rows × 50 columns
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/reports/distance/hamming-jaccard.ipynb b/reports/distance/hamming-jaccard.ipynb
new file mode 100644
index 0000000..578fd1d
--- /dev/null
+++ b/reports/distance/hamming-jaccard.ipynb
@@ -0,0 +1,834 @@
+{
+ "cells": [
+ {
+ "cell_type": "raw",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "---\n",
+ "title: \"Distance Metrics of Covid-19 Economic Data\"\n",
+ "subtitle: \"Hamming Distance and Jaccard Similarity\"\n",
+ "author: \"John Vivian\"\n",
+ "date: \"2024-07-21\"\n",
+ "format: \n",
+ " html:\n",
+ " embed-resources: true\n",
+ "toc: true\n",
+ "editor:\n",
+ " render-on-save: true\n",
+ "jupyter: true\n",
+ "execute:\n",
+ " echo: false\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "from pathlib import Path\n",
+ "from sklearn.metrics import pairwise_distances\n",
+ "import numpy as np\n",
+ "from scipy.spatial.distance import jaccard\n",
+ "\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Data\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Gather1 | \n",
+ " Gather2 | \n",
+ " Gather3 | \n",
+ " Gather4 | \n",
+ " Mask1 | \n",
+ " Mask2 | \n",
+ " Curfew | \n",
+ " School | \n",
+ " State | \n",
+ "
\n",
+ " \n",
+ " Time | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 7/1/2020 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " OH | \n",
+ "
\n",
+ " \n",
+ " 4/1/2015 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " AL | \n",
+ "
\n",
+ " \n",
+ " 3/1/2012 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " ME | \n",
+ "
\n",
+ " \n",
+ " 10/1/2020 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " 1 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " CT | \n",
+ "
\n",
+ " \n",
+ " 4/1/2012 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " PA | \n",
+ "
\n",
+ " \n",
+ " 7/1/2017 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " SC | \n",
+ "
\n",
+ " \n",
+ " 2/1/2022 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " RI | \n",
+ "
\n",
+ " \n",
+ " 1/1/2020 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " WI | \n",
+ "
\n",
+ " \n",
+ " 11/1/2012 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " AK | \n",
+ "
\n",
+ " \n",
+ " 2/1/2012 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " NM | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Gather1 Gather2 Gather3 Gather4 Mask1 Mask2 Curfew School \\\n",
+ "Time \n",
+ "7/1/2020 0.0 1.0 0.0 1.0 0.0 1 0.0 1.0 \n",
+ "4/1/2015 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 \n",
+ "3/1/2012 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 \n",
+ "10/1/2020 0.0 0.0 1.0 0.0 1.0 1 0.0 1.0 \n",
+ "4/1/2012 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 \n",
+ "7/1/2017 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 \n",
+ "2/1/2022 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 \n",
+ "1/1/2020 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 \n",
+ "11/1/2012 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 \n",
+ "2/1/2012 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 \n",
+ "\n",
+ " State \n",
+ "Time \n",
+ "7/1/2020 OH \n",
+ "4/1/2015 AL \n",
+ "3/1/2012 ME \n",
+ "10/1/2020 CT \n",
+ "4/1/2012 PA \n",
+ "7/1/2017 SC \n",
+ "2/1/2022 RI \n",
+ "1/1/2020 WI \n",
+ "11/1/2012 AK \n",
+ "2/1/2012 NM "
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#| label: tbl-data\n",
+ "#| tbl-cap: Binary response data. 1 indicates policy implementation.\n",
+ "cols = [*[f\"Gather{i+1}\" for i in range(4)], \"Mask1\", \"Mask2\", \"Curfew\", \"School\"]\n",
+ "df = pd.read_csv(\"./Response.csv\").set_index(\"Time\")[[*cols, \"State\"]].fillna(0)\n",
+ "df.sample(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def hamming_similarity_matrix(df: pd.DataFrame, columns: list[str]) -> pd.DataFrame:\n",
+ " \"\"\"\n",
+ " Calculate a similarity matrix using Hamming Distance.\n",
+ "\n",
+ " Args:\n",
+ " df (pd.DataFrame): The DataFrame containing the data.\n",
+ " columns (list[str]): The list of columns to use for similarity computation.\n",
+ "\n",
+ " Returns:\n",
+ " pd.DataFrame: A DataFrame containing the similarity matrix.\n",
+ " \"\"\"\n",
+ " states = df[\"State\"].unique()\n",
+ " df_pivot = df.pivot_table(index=\"State\", values=columns, aggfunc=\"mean\")\n",
+ " hamming_distances = pairwise_distances(df_pivot, metric=\"hamming\")\n",
+ " similarity_matrix = 1 - hamming_distances # Convert distances to similarity\n",
+ " return pd.DataFrame(similarity_matrix, index=states, columns=states)\n",
+ "\n",
+ "\n",
+ "def jaccard_similarity_matrix(df: pd.DataFrame, columns: list[str]) -> pd.DataFrame:\n",
+ " \"\"\"\n",
+ " Calculate a similarity matrix using Jaccard Similarity.\n",
+ "\n",
+ " Args:\n",
+ " df (pd.DataFrame): The DataFrame containing the data.\n",
+ " columns (list[str]): The list of columns to use for similarity computation.\n",
+ "\n",
+ " Returns:\n",
+ " pd.DataFrame: A DataFrame containing the similarity matrix.\n",
+ " \"\"\"\n",
+ " states = df[\"State\"].unique()\n",
+ " df_pivot = df.pivot_table(index=\"State\", values=columns, aggfunc=\"mean\")\n",
+ " jaccard_distances = pairwise_distances(df_pivot, metric=jaccard)\n",
+ " similarity_matrix = 1 - jaccard_distances # Convert distances to similarity\n",
+ " return pd.DataFrame(similarity_matrix, index=states, columns=states)\n",
+ "\n",
+ "\n",
+ "def plot_heatmap(similarity_matrix: pd.DataFrame, title: str, cmap: str = \"viridis\") -> None:\n",
+ " \"\"\"\n",
+ " Plot a heatmap of the similarity matrix.\n",
+ "\n",
+ " Args:\n",
+ " similarity_matrix (pd.DataFrame): The similarity matrix to plot.\n",
+ " title (str): The title of the heatmap.\n",
+ " cmap (str): The color map to use for the heatmap.\n",
+ " \"\"\"\n",
+ " plt.figure(figsize=(16, 10))\n",
+ " sns.heatmap(similarity_matrix, annot=True, fmt=\".1f\", cmap=cmap, cbar=True, square=True,\n",
+ " linewidths=.5, linecolor='black', annot_kws={\"size\": 6})\n",
+ " plt.title(title, fontsize=18)\n",
+ " plt.xlabel('State', fontsize=14)\n",
+ " plt.ylabel('State', fontsize=14)\n",
+ " plt.xticks(rotation=45, ha=\"right\", fontsize=10)\n",
+ " plt.yticks(rotation=0, fontsize=10)\n",
+ " plt.tight_layout()\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Hamming Distance and Jaccard Similarity"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
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+ " AR | \n",
+ " AZ | \n",
+ " CA | \n",
+ " CO | \n",
+ " CT | \n",
+ " DE | \n",
+ " FL | \n",
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+ " SD | \n",
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+ " TX | \n",
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+ " WI | \n",
+ " WV | \n",
+ " WY | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AK | \n",
+ " 1.000 | \n",
+ " 0.125 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.125 | \n",
+ " 0.125 | \n",
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+ " AL | \n",
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\n",
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+ " 0.250 | \n",
+ " 0.375 | \n",
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+ " 0.375 | \n",
+ " 0.375 | \n",
+ " 0.500 | \n",
+ " 0.375 | \n",
+ " 0.375 | \n",
+ " 0.375 | \n",
+ " 0.375 | \n",
+ " 0.375 | \n",
+ " 0.250 | \n",
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\n",
+ " \n",
+ " AZ | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.375 | \n",
+ " 1.000 | \n",
+ " 0.500 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.625 | \n",
+ " 0.625 | \n",
+ " ... | \n",
+ " 0.625 | \n",
+ " 0.625 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.125 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
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\n",
+ " \n",
+ " CA | \n",
+ " 0.125 | \n",
+ " 0.250 | \n",
+ " 0.375 | \n",
+ " 0.500 | \n",
+ " 1.000 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.375 | \n",
+ " 0.250 | \n",
+ " ... | \n",
+ " 0.500 | \n",
+ " 0.500 | \n",
+ " 0.250 | \n",
+ " 0.250 | \n",
+ " 0.375 | \n",
+ " 0.125 | \n",
+ " 0.375 | \n",
+ " 0.375 | \n",
+ " 0.375 | \n",
+ " 0.250 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 50 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AK AL AR AZ CA CO CT DE FL GA ... \\\n",
+ "AK 1.000 0.125 0.250 0.250 0.125 0.125 0.125 0.125 0.250 0.250 ... \n",
+ "AL 0.125 1.000 0.250 0.250 0.250 0.375 0.250 0.250 0.375 0.375 ... \n",
+ "AR 0.250 0.250 1.000 0.375 0.375 0.250 0.250 0.250 0.375 0.250 ... \n",
+ "AZ 0.250 0.250 0.375 1.000 0.500 0.250 0.250 0.250 0.625 0.625 ... \n",
+ "CA 0.125 0.250 0.375 0.500 1.000 0.250 0.250 0.250 0.375 0.250 ... \n",
+ "\n",
+ " SD TN TX UT VA VT WA WI WV WY \n",
+ "AK 0.250 0.250 0.125 0.250 0.250 0.375 0.125 0.250 0.125 0.375 \n",
+ "AL 0.375 0.250 0.250 0.250 0.250 0.125 0.125 0.125 0.375 0.375 \n",
+ "AR 0.375 0.375 0.500 0.375 0.375 0.375 0.375 0.375 0.250 0.250 \n",
+ "AZ 0.625 0.625 0.250 0.250 0.250 0.125 0.250 0.250 0.250 0.250 \n",
+ "CA 0.500 0.500 0.250 0.250 0.375 0.125 0.375 0.375 0.375 0.250 \n",
+ "\n",
+ "[5 rows x 50 columns]"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#| label: tbl-ham\n",
+ "#| tbl-cap: Example of Hamming Distance\n",
+ "hamdf = hamming_similarity_matrix(df, cols)\n",
+ "hamdf.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " \n",
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+ " \n",
+ " AZ | \n",
+ " 0.000000 | \n",
+ " 0.0 | \n",
+ " 0.000000 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 0.000000 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.250000 | \n",
+ " ... | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ "
\n",
+ " \n",
+ " CA | \n",
+ " 0.000000 | \n",
+ " 0.0 | \n",
+ " 0.000000 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " 0.000000 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.000000 | \n",
+ " ... | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.166667 | \n",
+ " 0.000000 | \n",
+ " 0.166667 | \n",
+ " 0.166667 | \n",
+ " 0.166667 | \n",
+ " 0.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 50 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AK AL AR AZ CA CO CT DE FL GA ... \\\n",
+ "AK 1.000000 0.0 0.142857 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 ... \n",
+ "AL 0.000000 1.0 0.000000 0.0 0.0 0.166667 0.0 0.0 0.0 0.166667 ... \n",
+ "AR 0.142857 0.0 1.000000 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 ... \n",
+ "AZ 0.000000 0.0 0.000000 1.0 0.0 0.000000 0.0 0.0 0.0 0.250000 ... \n",
+ "CA 0.000000 0.0 0.000000 0.0 1.0 0.000000 0.0 0.0 0.0 0.000000 ... \n",
+ "\n",
+ " SD TN TX UT VA VT WA WI \\\n",
+ "AK 0.0 0.0 0.000000 0.142857 0.142857 0.285714 0.000000 0.142857 \n",
+ "AL 0.0 0.0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
+ "AR 0.0 0.0 0.333333 0.166667 0.166667 0.285714 0.166667 0.166667 \n",
+ "AZ 0.0 0.0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
+ "CA 0.0 0.0 0.000000 0.000000 0.166667 0.000000 0.166667 0.166667 \n",
+ "\n",
+ " WV WY \n",
+ "AK 0.000000 0.285714 \n",
+ "AL 0.000000 0.166667 \n",
+ "AR 0.000000 0.000000 \n",
+ "AZ 0.000000 0.000000 \n",
+ "CA 0.166667 0.000000 \n",
+ "\n",
+ "[5 rows x 50 columns]"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#| label: tbl-jaccard\n",
+ "#| tbl-cap: Example of Jaccard Similarity\n",
+ "jacdf = jaccard_similarity_matrix(df, cols)\n",
+ "jacdf.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Heatmap"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
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+ "