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lisphilar/pca_example.ipynb

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pca_example.ipynb
{
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"metadata": {
"colab": {
"name": "pca_example.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPJVuX8AwBc6goA85TuRE7p",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/lisphilar/6609bf6e2741bb61820d7f91bb3008e8/pca_example.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ToTbBDXZt3qz"
},
"outputs": [],
"source": [
"!pip install --upgrade \"git+https://github.com/lisphilar/covid19-sir.git#egg=covsirphy\""
]
},
{
"cell_type": "code",
"source": [
"!pip install seaborn-analyzer"
],
"metadata": {
"id": "esy3bGwgt8Pq"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"!pip install pca"
],
"metadata": {
"id": "OK7lFL5kyiIs"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"import covsirphy as cs\n",
"cs.__version__"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "_Xz0BeQQt-YR",
"outputId": "2f9a4dd3-6636-4d3a-de1f-ae443493de8f"
},
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
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],
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"<style type='text/css'>\n",
".datatable table.frame { margin-bottom: 0; }\n",
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]
},
{
"cell_type": "code",
"source": [
"import seaborn_analyzer as sa\n",
"sa.__version__"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "Er8Osh9nuO5P",
"outputId": "8bffacd9-3608-4dd0-840b-40a17abd49e1"
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"outputs": [
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},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"import seaborn as sns\n",
"from matplotlib import pyplot as plt\n",
"import matplotlib.ticker as mtick"
],
"metadata": {
"id": "2q80xYpo9Boz"
},
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"source": [
"%matplotlib inline"
],
"metadata": {
"id": "VRP5DUqDTaIB"
},
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"source": [
"from pca import pca"
],
"metadata": {
"id": "aT1rE5lxyg2B"
},
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"source": [
"eng = cs.DataEngineer()\n",
"eng.download()\n",
"eng.clean()\n",
"eng.transform()\n",
"subset_df, *_ = eng.subset(geo=\"Japan\")\n",
"subset_df = subset_df.drop([\"Population\", \"Susceptible\", \"Confirmed\", \"Infected\", \"Fatal\", \"Recovered\"], axis=1)\n",
"subset_df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 589
},
"id": "qTjgS0LNuWum",
"outputId": "6442ce2f-d603-4880-f241-19d402e99790"
},
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Retrieving COVID-19 dataset from https://github.com/lisphilar/covid19-sir/data/\n",
"Retrieving datasets from COVID-19 Data Hub https://covid19datahub.io/\n",
"Retrieving datasets from COVID-19 Open Data by Google Cloud Platform https://github.com/GoogleCloudPlatform/covid-19-open-data\n",
"Retrieving datasets from Our World In Data https://github.com/owid/covid-19-data/\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Cancel_events Contact_tracing Gatherings_restrictions \\\n",
"Date \n",
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"\n",
" International_movement_restrictions \\\n",
"Date \n",
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"\n",
" Mobility_grocery_and_pharmacy Mobility_parks \\\n",
"Date \n",
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"... ... ... \n",
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"2022-08-22 103 99 \n",
"2022-08-23 103 99 \n",
"\n",
" Mobility_residential Mobility_retail_and_recreation ... \\\n",
"Date ... \n",
"2020-01-22 0 0 ... \n",
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"... ... ... ... \n",
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"2022-08-22 111 92 ... \n",
"2022-08-23 111 92 ... \n",
"\n",
" Stay_home_restrictions Stringency_index Testing_policy \\\n",
"Date \n",
"2020-01-22 0 2.78 1 \n",
"2020-01-23 0 2.78 1 \n",
"2020-01-24 0 2.78 1 \n",
"2020-01-25 0 2.78 1 \n",
"2020-01-26 0 2.78 1 \n",
"... ... ... ... \n",
"2022-08-19 1 39.81 1 \n",
"2022-08-20 1 39.81 1 \n",
"2022-08-21 1 39.81 1 \n",
"2022-08-22 1 39.81 1 \n",
"2022-08-23 1 39.81 1 \n",
"\n",
" Tests Transport_closing Vaccinated_full Vaccinated_once \\\n",
"Date \n",
"2020-01-22 0 0 0 0 \n",
"2020-01-23 0 0 0 0 \n",
"2020-01-24 0 0 0 0 \n",
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"[945 rows x 23 columns]"
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]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"source": [
"subset_df.columns"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "1V0GxY2tvWsR",
"outputId": "b71499eb-cabb-42f2-b567-7e63c741d47d"
},
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['Cancel_events', 'Contact_tracing', 'Gatherings_restrictions',\n",
" 'Information_campaigns', 'Internal_movement_restrictions',\n",
" 'International_movement_restrictions', 'Mobility_grocery_and_pharmacy',\n",
" 'Mobility_parks', 'Mobility_residential',\n",
" 'Mobility_retail_and_recreation', 'Mobility_transit_stations',\n",
" 'Mobility_workplaces', 'School_closing', 'Stay_home_restrictions',\n",
" 'Stringency_index', 'Testing_policy', 'Tests', 'Transport_closing',\n",
" 'Vaccinated_full', 'Vaccinated_once', 'Vaccinations',\n",
" 'Vaccinations_boosters', 'Workplace_closing'],\n",
" dtype='object')"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"subset_df.corr()"
],
"metadata": {
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"height": 864
},
"id": "sXf-MULAwEdQ",
"outputId": "78fc06fb-4aca-4960-8928-bae33a93849a"
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"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Cancel_events Contact_tracing \\\n",
"Cancel_events 1.000000 -0.347561 \n",
"Contact_tracing -0.347561 1.000000 \n",
"Gatherings_restrictions 0.310783 -0.328414 \n",
"Information_campaigns 0.088369 -0.089148 \n",
"Internal_movement_restrictions 0.304368 -0.481900 \n",
"International_movement_restrictions 0.146792 -0.135871 \n",
"Mobility_grocery_and_pharmacy 0.131098 -0.184722 \n",
"Mobility_parks 0.059838 -0.022435 \n",
"Mobility_residential 0.109701 -0.096629 \n",
"Mobility_retail_and_recreation 0.159563 -0.194130 \n",
"Mobility_transit_stations 0.159965 -0.259113 \n",
"Mobility_workplaces 0.091007 -0.159393 \n",
"School_closing 0.093546 -0.177486 \n",
"Stay_home_restrictions 0.610557 -0.367823 \n",
"Stringency_index 0.363198 -0.287582 \n",
"Testing_policy -0.063094 0.226801 \n",
"Tests 0.341018 -0.839843 \n",
"Transport_closing 0.119514 0.195923 \n",
"Vaccinated_full 0.351912 -0.898684 \n",
"Vaccinated_once 0.351636 -0.900426 \n",
"Vaccinations 0.192051 -0.547889 \n",
"Vaccinations_boosters 0.181561 -0.522338 \n",
"Workplace_closing 0.111512 -0.087412 \n",
"\n",
" Gatherings_restrictions \\\n",
"Cancel_events 0.310783 \n",
"Contact_tracing -0.328414 \n",
"Gatherings_restrictions 1.000000 \n",
"Information_campaigns 0.017960 \n",
"Internal_movement_restrictions 0.011276 \n",
"International_movement_restrictions -0.103092 \n",
"Mobility_grocery_and_pharmacy 0.015476 \n",
"Mobility_parks 0.073050 \n",
"Mobility_residential -0.007827 \n",
"Mobility_retail_and_recreation 0.146906 \n",
"Mobility_transit_stations 0.198346 \n",
"Mobility_workplaces 0.068070 \n",
"School_closing 0.284641 \n",
"Stay_home_restrictions 0.074104 \n",
"Stringency_index -0.159944 \n",
"Testing_policy 0.025171 \n",
"Tests 0.403973 \n",
"Transport_closing -0.251638 \n",
"Vaccinated_full 0.445339 \n",
"Vaccinated_once 0.364258 \n",
"Vaccinations 0.347148 \n",
"Vaccinations_boosters 0.339092 \n",
"Workplace_closing 0.455348 \n",
"\n",
" Information_campaigns \\\n",
"Cancel_events 0.088369 \n",
"Contact_tracing -0.089148 \n",
"Gatherings_restrictions 0.017960 \n",
"Information_campaigns 1.000000 \n",
"Internal_movement_restrictions 0.063766 \n",
"International_movement_restrictions 0.322663 \n",
"Mobility_grocery_and_pharmacy 0.696172 \n",
"Mobility_parks 0.496736 \n",
"Mobility_residential 0.711095 \n",
"Mobility_retail_and_recreation 0.612728 \n",
"Mobility_transit_stations 0.567500 \n",
"Mobility_workplaces 0.528463 \n",
"School_closing 0.039432 \n",
"Stay_home_restrictions 0.141664 \n",
"Stringency_index 0.516070 \n",
"Testing_policy 0.081397 \n",
"Tests 0.115506 \n",
"Transport_closing 0.030655 \n",
"Vaccinated_full 0.100285 \n",
"Vaccinated_once 0.104153 \n",
"Vaccinations 0.049810 \n",
"Vaccinations_boosters 0.046570 \n",
"Workplace_closing -0.050172 \n",
"\n",
" Internal_movement_restrictions \\\n",
"Cancel_events 0.304368 \n",
"Contact_tracing -0.481900 \n",
"Gatherings_restrictions 0.011276 \n",
"Information_campaigns 0.063766 \n",
"Internal_movement_restrictions 1.000000 \n",
"International_movement_restrictions 0.286173 \n",
"Mobility_grocery_and_pharmacy 0.137674 \n",
"Mobility_parks -0.069705 \n",
"Mobility_residential 0.112173 \n",
"Mobility_retail_and_recreation -0.003458 \n",
"Mobility_transit_stations 0.007374 \n",
"Mobility_workplaces 0.051983 \n",
"School_closing -0.192770 \n",
"Stay_home_restrictions 0.353539 \n",
"Stringency_index 0.584392 \n",
"Testing_policy -0.433925 \n",
"Tests 0.530423 \n",
"Transport_closing -0.022506 \n",
"Vaccinated_full 0.541602 \n",
"Vaccinated_once 0.562227 \n",
"Vaccinations 0.269225 \n",
"Vaccinations_boosters 0.251737 \n",
"Workplace_closing -0.006889 \n",
"\n",
" International_movement_restrictions \\\n",
"Cancel_events 0.146792 \n",
"Contact_tracing -0.135871 \n",
"Gatherings_restrictions -0.103092 \n",
"Information_campaigns 0.322663 \n",
"Internal_movement_restrictions 0.286173 \n",
"International_movement_restrictions 1.000000 \n",
"Mobility_grocery_and_pharmacy 0.297378 \n",
"Mobility_parks 0.092833 \n",
"Mobility_residential 0.281380 \n",
"Mobility_retail_and_recreation 0.208100 \n",
"Mobility_transit_stations 0.149785 \n",
"Mobility_workplaces 0.175532 \n",
"School_closing 0.248881 \n",
"Stay_home_restrictions 0.403618 \n",
"Stringency_index 0.668304 \n",
"Testing_policy 0.050395 \n",
"Tests 0.052296 \n",
"Transport_closing 0.079515 \n",
"Vaccinated_full 0.167148 \n",
"Vaccinated_once 0.206837 \n",
"Vaccinations -0.433226 \n",
"Vaccinations_boosters -0.451690 \n",
"Workplace_closing -0.152361 \n",
"\n",
" Mobility_grocery_and_pharmacy \\\n",
"Cancel_events 0.131098 \n",
"Contact_tracing -0.184722 \n",
"Gatherings_restrictions 0.015476 \n",
"Information_campaigns 0.696172 \n",
"Internal_movement_restrictions 0.137674 \n",
"International_movement_restrictions 0.297378 \n",
"Mobility_grocery_and_pharmacy 1.000000 \n",
"Mobility_parks 0.746314 \n",
"Mobility_residential 0.917023 \n",
"Mobility_retail_and_recreation 0.900086 \n",
"Mobility_transit_stations 0.796586 \n",
"Mobility_workplaces 0.686416 \n",
"School_closing 0.055769 \n",
"Stay_home_restrictions 0.215236 \n",
"Stringency_index 0.589842 \n",
"Testing_policy 0.044004 \n",
"Tests 0.219165 \n",
"Transport_closing -0.032239 \n",
"Vaccinated_full 0.218996 \n",
"Vaccinated_once 0.234054 \n",
"Vaccinations 0.083986 \n",
"Vaccinations_boosters 0.076107 \n",
"Workplace_closing -0.059916 \n",
"\n",
" Mobility_parks Mobility_residential \\\n",
"Cancel_events 0.059838 0.109701 \n",
"Contact_tracing -0.022435 -0.096629 \n",
"Gatherings_restrictions 0.073050 -0.007827 \n",
"Information_campaigns 0.496736 0.711095 \n",
"Internal_movement_restrictions -0.069705 0.112173 \n",
"International_movement_restrictions 0.092833 0.281380 \n",
"Mobility_grocery_and_pharmacy 0.746314 0.917023 \n",
"Mobility_parks 1.000000 0.665876 \n",
"Mobility_residential 0.665876 1.000000 \n",
"Mobility_retail_and_recreation 0.773324 0.791606 \n",
"Mobility_transit_stations 0.602828 0.633589 \n",
"Mobility_workplaces 0.345412 0.557086 \n",
"School_closing -0.042556 -0.009899 \n",
"Stay_home_restrictions 0.018557 0.171549 \n",
"Stringency_index 0.271293 0.588911 \n",
"Testing_policy 0.052166 0.121039 \n",
"Tests 0.021621 0.127093 \n",
"Transport_closing -0.113994 0.063519 \n",
"Vaccinated_full 0.022659 0.105991 \n",
"Vaccinated_once 0.021818 0.113120 \n",
"Vaccinations 0.014149 0.050769 \n",
"Vaccinations_boosters 0.013543 0.047194 \n",
"Workplace_closing 0.025667 -0.066600 \n",
"\n",
" Mobility_retail_and_recreation ... \\\n",
"Cancel_events 0.159563 ... \n",
"Contact_tracing -0.194130 ... \n",
"Gatherings_restrictions 0.146906 ... \n",
"Information_campaigns 0.612728 ... \n",
"Internal_movement_restrictions -0.003458 ... \n",
"International_movement_restrictions 0.208100 ... \n",
"Mobility_grocery_and_pharmacy 0.900086 ... \n",
"Mobility_parks 0.773324 ... \n",
"Mobility_residential 0.791606 ... \n",
"Mobility_retail_and_recreation 1.000000 ... \n",
"Mobility_transit_stations 0.848217 ... \n",
"Mobility_workplaces 0.555482 ... \n",
"School_closing 0.250096 ... \n",
"Stay_home_restrictions 0.212295 ... \n",
"Stringency_index 0.400280 ... \n",
"Testing_policy 0.158697 ... \n",
"Tests 0.271672 ... \n",
"Transport_closing -0.027941 ... \n",
"Vaccinated_full 0.272017 ... \n",
"Vaccinated_once 0.273165 ... \n",
"Vaccinations 0.157224 ... \n",
"Vaccinations_boosters 0.149269 ... \n",
"Workplace_closing -0.022278 ... \n",
"\n",
" Stay_home_restrictions Stringency_index \\\n",
"Cancel_events 0.610557 0.363198 \n",
"Contact_tracing -0.367823 -0.287582 \n",
"Gatherings_restrictions 0.074104 -0.159944 \n",
"Information_campaigns 0.141664 0.516070 \n",
"Internal_movement_restrictions 0.353539 0.584392 \n",
"International_movement_restrictions 0.403618 0.668304 \n",
"Mobility_grocery_and_pharmacy 0.215236 0.589842 \n",
"Mobility_parks 0.018557 0.271293 \n",
"Mobility_residential 0.171549 0.588911 \n",
"Mobility_retail_and_recreation 0.212295 0.400280 \n",
"Mobility_transit_stations 0.234082 0.321907 \n",
"Mobility_workplaces 0.165381 0.372632 \n",
"School_closing 0.299014 -0.059026 \n",
"Stay_home_restrictions 1.000000 0.575270 \n",
"Stringency_index 0.575270 1.000000 \n",
"Testing_policy -0.079130 -0.151081 \n",
"Tests 0.463054 0.319616 \n",
"Transport_closing 0.126481 0.145295 \n",
"Vaccinated_full 0.413772 0.319079 \n",
"Vaccinated_once 0.429733 0.358102 \n",
"Vaccinations 0.205517 -0.024809 \n",
"Vaccinations_boosters 0.192145 -0.040279 \n",
"Workplace_closing -0.190265 -0.229889 \n",
"\n",
" Testing_policy Tests \\\n",
"Cancel_events -0.063094 0.341018 \n",
"Contact_tracing 0.226801 -0.839843 \n",
"Gatherings_restrictions 0.025171 0.403973 \n",
"Information_campaigns 0.081397 0.115506 \n",
"Internal_movement_restrictions -0.433925 0.530423 \n",
"International_movement_restrictions 0.050395 0.052296 \n",
"Mobility_grocery_and_pharmacy 0.044004 0.219165 \n",
"Mobility_parks 0.052166 0.021621 \n",
"Mobility_residential 0.121039 0.127093 \n",
"Mobility_retail_and_recreation 0.158697 0.271672 \n",
"Mobility_transit_stations 0.060987 0.333494 \n",
"Mobility_workplaces -0.009835 0.167498 \n",
"School_closing 0.301558 0.313305 \n",
"Stay_home_restrictions -0.079130 0.463054 \n",
"Stringency_index -0.151081 0.319616 \n",
"Testing_policy 1.000000 -0.263958 \n",
"Tests -0.263958 1.000000 \n",
"Transport_closing 0.264811 -0.181544 \n",
"Vaccinated_full -0.208424 0.921197 \n",
"Vaccinated_once -0.231511 0.910401 \n",
"Vaccinations -0.222708 0.804376 \n",
"Vaccinations_boosters -0.218195 0.784220 \n",
"Workplace_closing 0.102750 -0.092552 \n",
"\n",
" Transport_closing Vaccinated_full \\\n",
"Cancel_events 0.119514 0.351912 \n",
"Contact_tracing 0.195923 -0.898684 \n",
"Gatherings_restrictions -0.251638 0.445339 \n",
"Information_campaigns 0.030655 0.100285 \n",
"Internal_movement_restrictions -0.022506 0.541602 \n",
"International_movement_restrictions 0.079515 0.167148 \n",
"Mobility_grocery_and_pharmacy -0.032239 0.218996 \n",
"Mobility_parks -0.113994 0.022659 \n",
"Mobility_residential 0.063519 0.105991 \n",
"Mobility_retail_and_recreation -0.027941 0.272017 \n",
"Mobility_transit_stations -0.090389 0.318054 \n",
"Mobility_workplaces -0.013446 0.163940 \n",
"School_closing 0.113570 0.267335 \n",
"Stay_home_restrictions 0.126481 0.413772 \n",
"Stringency_index 0.145295 0.319079 \n",
"Testing_policy 0.264811 -0.208424 \n",
"Tests -0.181544 0.921197 \n",
"Transport_closing 1.000000 -0.220399 \n",
"Vaccinated_full -0.220399 1.000000 \n",
"Vaccinated_once -0.228944 0.993419 \n",
"Vaccinations -0.109471 0.585518 \n",
"Vaccinations_boosters -0.102347 0.556827 \n",
"Workplace_closing -0.133192 0.176385 \n",
"\n",
" Vaccinated_once Vaccinations \\\n",
"Cancel_events 0.351636 0.192051 \n",
"Contact_tracing -0.900426 -0.547889 \n",
"Gatherings_restrictions 0.364258 0.347148 \n",
"Information_campaigns 0.104153 0.049810 \n",
"Internal_movement_restrictions 0.562227 0.269225 \n",
"International_movement_restrictions 0.206837 -0.433226 \n",
"Mobility_grocery_and_pharmacy 0.234054 0.083986 \n",
"Mobility_parks 0.021818 0.014149 \n",
"Mobility_residential 0.113120 0.050769 \n",
"Mobility_retail_and_recreation 0.273165 0.157224 \n",
"Mobility_transit_stations 0.313313 0.232948 \n",
"Mobility_workplaces 0.162896 0.074443 \n",
"School_closing 0.259055 0.179444 \n",
"Stay_home_restrictions 0.429733 0.205517 \n",
"Stringency_index 0.358102 -0.024809 \n",
"Testing_policy -0.231511 -0.222708 \n",
"Tests 0.910401 0.804376 \n",
"Transport_closing -0.228944 -0.109471 \n",
"Vaccinated_full 0.993419 0.585518 \n",
"Vaccinated_once 1.000000 0.552144 \n",
"Vaccinations 0.552144 1.000000 \n",
"Vaccinations_boosters 0.522503 0.999382 \n",
"Workplace_closing 0.138456 -0.176130 \n",
"\n",
" Vaccinations_boosters Workplace_closing \n",
"Cancel_events 0.181561 0.111512 \n",
"Contact_tracing -0.522338 -0.087412 \n",
"Gatherings_restrictions 0.339092 0.455348 \n",
"Information_campaigns 0.046570 -0.050172 \n",
"Internal_movement_restrictions 0.251737 -0.006889 \n",
"International_movement_restrictions -0.451690 -0.152361 \n",
"Mobility_grocery_and_pharmacy 0.076107 -0.059916 \n",
"Mobility_parks 0.013543 0.025667 \n",
"Mobility_residential 0.047194 -0.066600 \n",
"Mobility_retail_and_recreation 0.149269 -0.022278 \n",
"Mobility_transit_stations 0.224993 -0.027081 \n",
"Mobility_workplaces 0.069241 -0.009943 \n",
"School_closing 0.172530 -0.178218 \n",
"Stay_home_restrictions 0.192145 -0.190265 \n",
"Stringency_index -0.040279 -0.229889 \n",
"Testing_policy -0.218195 0.102750 \n",
"Tests 0.784220 -0.092552 \n",
"Transport_closing -0.102347 -0.133192 \n",
"Vaccinated_full 0.556827 0.176385 \n",
"Vaccinated_once 0.522503 0.138456 \n",
"Vaccinations 0.999382 -0.176130 \n",
"Vaccinations_boosters 1.000000 -0.186348 \n",
"Workplace_closing -0.186348 1.000000 \n",
"\n",
"[23 rows x 23 columns]"
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" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Cancel_events</th>\n",
" <th>Contact_tracing</th>\n",
" <th>Gatherings_restrictions</th>\n",
" <th>Information_campaigns</th>\n",
" <th>Internal_movement_restrictions</th>\n",
" <th>International_movement_restrictions</th>\n",
" <th>Mobility_grocery_and_pharmacy</th>\n",
" <th>Mobility_parks</th>\n",
" <th>Mobility_residential</th>\n",
" <th>Mobility_retail_and_recreation</th>\n",
" <th>...</th>\n",
" <th>Stay_home_restrictions</th>\n",
" <th>Stringency_index</th>\n",
" <th>Testing_policy</th>\n",
" <th>Tests</th>\n",
" <th>Transport_closing</th>\n",
" <th>Vaccinated_full</th>\n",
" <th>Vaccinated_once</th>\n",
" <th>Vaccinations</th>\n",
" <th>Vaccinations_boosters</th>\n",
" <th>Workplace_closing</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Cancel_events</th>\n",
" <td>1.000000</td>\n",
" <td>-0.347561</td>\n",
" <td>0.310783</td>\n",
" <td>0.088369</td>\n",
" <td>0.304368</td>\n",
" <td>0.146792</td>\n",
" <td>0.131098</td>\n",
" <td>0.059838</td>\n",
" <td>0.109701</td>\n",
" <td>0.159563</td>\n",
" <td>...</td>\n",
" <td>0.610557</td>\n",
" <td>0.363198</td>\n",
" <td>-0.063094</td>\n",
" <td>0.341018</td>\n",
" <td>0.119514</td>\n",
" <td>0.351912</td>\n",
" <td>0.351636</td>\n",
" <td>0.192051</td>\n",
" <td>0.181561</td>\n",
" <td>0.111512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Contact_tracing</th>\n",
" <td>-0.347561</td>\n",
" <td>1.000000</td>\n",
" <td>-0.328414</td>\n",
" <td>-0.089148</td>\n",
" <td>-0.481900</td>\n",
" <td>-0.135871</td>\n",
" <td>-0.184722</td>\n",
" <td>-0.022435</td>\n",
" <td>-0.096629</td>\n",
" <td>-0.194130</td>\n",
" <td>...</td>\n",
" <td>-0.367823</td>\n",
" <td>-0.287582</td>\n",
" <td>0.226801</td>\n",
" <td>-0.839843</td>\n",
" <td>0.195923</td>\n",
" <td>-0.898684</td>\n",
" <td>-0.900426</td>\n",
" <td>-0.547889</td>\n",
" <td>-0.522338</td>\n",
" <td>-0.087412</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gatherings_restrictions</th>\n",
" <td>0.310783</td>\n",
" <td>-0.328414</td>\n",
" <td>1.000000</td>\n",
" <td>0.017960</td>\n",
" <td>0.011276</td>\n",
" <td>-0.103092</td>\n",
" <td>0.015476</td>\n",
" <td>0.073050</td>\n",
" <td>-0.007827</td>\n",
" <td>0.146906</td>\n",
" <td>...</td>\n",
" <td>0.074104</td>\n",
" <td>-0.159944</td>\n",
" <td>0.025171</td>\n",
" <td>0.403973</td>\n",
" <td>-0.251638</td>\n",
" <td>0.445339</td>\n",
" <td>0.364258</td>\n",
" <td>0.347148</td>\n",
" <td>0.339092</td>\n",
" <td>0.455348</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Information_campaigns</th>\n",
" <td>0.088369</td>\n",
" <td>-0.089148</td>\n",
" <td>0.017960</td>\n",
" <td>1.000000</td>\n",
" <td>0.063766</td>\n",
" <td>0.322663</td>\n",
" <td>0.696172</td>\n",
" <td>0.496736</td>\n",
" <td>0.711095</td>\n",
" <td>0.612728</td>\n",
" <td>...</td>\n",
" <td>0.141664</td>\n",
" <td>0.516070</td>\n",
" <td>0.081397</td>\n",
" <td>0.115506</td>\n",
" <td>0.030655</td>\n",
" <td>0.100285</td>\n",
" <td>0.104153</td>\n",
" <td>0.049810</td>\n",
" <td>0.046570</td>\n",
" <td>-0.050172</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Internal_movement_restrictions</th>\n",
" <td>0.304368</td>\n",
" <td>-0.481900</td>\n",
" <td>0.011276</td>\n",
" <td>0.063766</td>\n",
" <td>1.000000</td>\n",
" <td>0.286173</td>\n",
" <td>0.137674</td>\n",
" <td>-0.069705</td>\n",
" <td>0.112173</td>\n",
" <td>-0.003458</td>\n",
" <td>...</td>\n",
" <td>0.353539</td>\n",
" <td>0.584392</td>\n",
" <td>-0.433925</td>\n",
" <td>0.530423</td>\n",
" <td>-0.022506</td>\n",
" <td>0.541602</td>\n",
" <td>0.562227</td>\n",
" <td>0.269225</td>\n",
" <td>0.251737</td>\n",
" <td>-0.006889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>International_movement_restrictions</th>\n",
" <td>0.146792</td>\n",
" <td>-0.135871</td>\n",
" <td>-0.103092</td>\n",
" <td>0.322663</td>\n",
" <td>0.286173</td>\n",
" <td>1.000000</td>\n",
" <td>0.297378</td>\n",
" <td>0.092833</td>\n",
" <td>0.281380</td>\n",
" <td>0.208100</td>\n",
" <td>...</td>\n",
" <td>0.403618</td>\n",
" <td>0.668304</td>\n",
" <td>0.050395</td>\n",
" <td>0.052296</td>\n",
" <td>0.079515</td>\n",
" <td>0.167148</td>\n",
" <td>0.206837</td>\n",
" <td>-0.433226</td>\n",
" <td>-0.451690</td>\n",
" <td>-0.152361</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobility_grocery_and_pharmacy</th>\n",
" <td>0.131098</td>\n",
" <td>-0.184722</td>\n",
" <td>0.015476</td>\n",
" <td>0.696172</td>\n",
" <td>0.137674</td>\n",
" <td>0.297378</td>\n",
" <td>1.000000</td>\n",
" <td>0.746314</td>\n",
" <td>0.917023</td>\n",
" <td>0.900086</td>\n",
" <td>...</td>\n",
" <td>0.215236</td>\n",
" <td>0.589842</td>\n",
" <td>0.044004</td>\n",
" <td>0.219165</td>\n",
" <td>-0.032239</td>\n",
" <td>0.218996</td>\n",
" <td>0.234054</td>\n",
" <td>0.083986</td>\n",
" <td>0.076107</td>\n",
" <td>-0.059916</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobility_parks</th>\n",
" <td>0.059838</td>\n",
" <td>-0.022435</td>\n",
" <td>0.073050</td>\n",
" <td>0.496736</td>\n",
" <td>-0.069705</td>\n",
" <td>0.092833</td>\n",
" <td>0.746314</td>\n",
" <td>1.000000</td>\n",
" <td>0.665876</td>\n",
" <td>0.773324</td>\n",
" <td>...</td>\n",
" <td>0.018557</td>\n",
" <td>0.271293</td>\n",
" <td>0.052166</td>\n",
" <td>0.021621</td>\n",
" <td>-0.113994</td>\n",
" <td>0.022659</td>\n",
" <td>0.021818</td>\n",
" <td>0.014149</td>\n",
" <td>0.013543</td>\n",
" <td>0.025667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobility_residential</th>\n",
" <td>0.109701</td>\n",
" <td>-0.096629</td>\n",
" <td>-0.007827</td>\n",
" <td>0.711095</td>\n",
" <td>0.112173</td>\n",
" <td>0.281380</td>\n",
" <td>0.917023</td>\n",
" <td>0.665876</td>\n",
" <td>1.000000</td>\n",
" <td>0.791606</td>\n",
" <td>...</td>\n",
" <td>0.171549</td>\n",
" <td>0.588911</td>\n",
" <td>0.121039</td>\n",
" <td>0.127093</td>\n",
" <td>0.063519</td>\n",
" <td>0.105991</td>\n",
" <td>0.113120</td>\n",
" <td>0.050769</td>\n",
" <td>0.047194</td>\n",
" <td>-0.066600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobility_retail_and_recreation</th>\n",
" <td>0.159563</td>\n",
" <td>-0.194130</td>\n",
" <td>0.146906</td>\n",
" <td>0.612728</td>\n",
" <td>-0.003458</td>\n",
" <td>0.208100</td>\n",
" <td>0.900086</td>\n",
" <td>0.773324</td>\n",
" <td>0.791606</td>\n",
" <td>1.000000</td>\n",
" <td>...</td>\n",
" <td>0.212295</td>\n",
" <td>0.400280</td>\n",
" <td>0.158697</td>\n",
" <td>0.271672</td>\n",
" <td>-0.027941</td>\n",
" <td>0.272017</td>\n",
" <td>0.273165</td>\n",
" <td>0.157224</td>\n",
" <td>0.149269</td>\n",
" <td>-0.022278</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobility_transit_stations</th>\n",
" <td>0.159965</td>\n",
" <td>-0.259113</td>\n",
" <td>0.198346</td>\n",
" <td>0.567500</td>\n",
" <td>0.007374</td>\n",
" <td>0.149785</td>\n",
" <td>0.796586</td>\n",
" <td>0.602828</td>\n",
" <td>0.633589</td>\n",
" <td>0.848217</td>\n",
" <td>...</td>\n",
" <td>0.234082</td>\n",
" <td>0.321907</td>\n",
" <td>0.060987</td>\n",
" <td>0.333494</td>\n",
" <td>-0.090389</td>\n",
" <td>0.318054</td>\n",
" <td>0.313313</td>\n",
" <td>0.232948</td>\n",
" <td>0.224993</td>\n",
" <td>-0.027081</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobility_workplaces</th>\n",
" <td>0.091007</td>\n",
" <td>-0.159393</td>\n",
" <td>0.068070</td>\n",
" <td>0.528463</td>\n",
" <td>0.051983</td>\n",
" <td>0.175532</td>\n",
" <td>0.686416</td>\n",
" <td>0.345412</td>\n",
" <td>0.557086</td>\n",
" <td>0.555482</td>\n",
" <td>...</td>\n",
" <td>0.165381</td>\n",
" <td>0.372632</td>\n",
" <td>-0.009835</td>\n",
" <td>0.167498</td>\n",
" <td>-0.013446</td>\n",
" <td>0.163940</td>\n",
" <td>0.162896</td>\n",
" <td>0.074443</td>\n",
" <td>0.069241</td>\n",
" <td>-0.009943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>School_closing</th>\n",
" <td>0.093546</td>\n",
" <td>-0.177486</td>\n",
" <td>0.284641</td>\n",
" <td>0.039432</td>\n",
" <td>-0.192770</td>\n",
" <td>0.248881</td>\n",
" <td>0.055769</td>\n",
" <td>-0.042556</td>\n",
" <td>-0.009899</td>\n",
" <td>0.250096</td>\n",
" <td>...</td>\n",
" <td>0.299014</td>\n",
" <td>-0.059026</td>\n",
" <td>0.301558</td>\n",
" <td>0.313305</td>\n",
" <td>0.113570</td>\n",
" <td>0.267335</td>\n",
" <td>0.259055</td>\n",
" <td>0.179444</td>\n",
" <td>0.172530</td>\n",
" <td>-0.178218</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Stay_home_restrictions</th>\n",
" <td>0.610557</td>\n",
" <td>-0.367823</td>\n",
" <td>0.074104</td>\n",
" <td>0.141664</td>\n",
" <td>0.353539</td>\n",
" <td>0.403618</td>\n",
" <td>0.215236</td>\n",
" <td>0.018557</td>\n",
" <td>0.171549</td>\n",
" <td>0.212295</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>0.575270</td>\n",
" <td>-0.079130</td>\n",
" <td>0.463054</td>\n",
" <td>0.126481</td>\n",
" <td>0.413772</td>\n",
" <td>0.429733</td>\n",
" <td>0.205517</td>\n",
" <td>0.192145</td>\n",
" <td>-0.190265</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Stringency_index</th>\n",
" <td>0.363198</td>\n",
" <td>-0.287582</td>\n",
" <td>-0.159944</td>\n",
" <td>0.516070</td>\n",
" <td>0.584392</td>\n",
" <td>0.668304</td>\n",
" <td>0.589842</td>\n",
" <td>0.271293</td>\n",
" <td>0.588911</td>\n",
" <td>0.400280</td>\n",
" <td>...</td>\n",
" <td>0.575270</td>\n",
" <td>1.000000</td>\n",
" <td>-0.151081</td>\n",
" <td>0.319616</td>\n",
" <td>0.145295</td>\n",
" <td>0.319079</td>\n",
" <td>0.358102</td>\n",
" <td>-0.024809</td>\n",
" <td>-0.040279</td>\n",
" <td>-0.229889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Testing_policy</th>\n",
" <td>-0.063094</td>\n",
" <td>0.226801</td>\n",
" <td>0.025171</td>\n",
" <td>0.081397</td>\n",
" <td>-0.433925</td>\n",
" <td>0.050395</td>\n",
" <td>0.044004</td>\n",
" <td>0.052166</td>\n",
" <td>0.121039</td>\n",
" <td>0.158697</td>\n",
" <td>...</td>\n",
" <td>-0.079130</td>\n",
" <td>-0.151081</td>\n",
" <td>1.000000</td>\n",
" <td>-0.263958</td>\n",
" <td>0.264811</td>\n",
" <td>-0.208424</td>\n",
" <td>-0.231511</td>\n",
" <td>-0.222708</td>\n",
" <td>-0.218195</td>\n",
" <td>0.102750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tests</th>\n",
" <td>0.341018</td>\n",
" <td>-0.839843</td>\n",
" <td>0.403973</td>\n",
" <td>0.115506</td>\n",
" <td>0.530423</td>\n",
" <td>0.052296</td>\n",
" <td>0.219165</td>\n",
" <td>0.021621</td>\n",
" <td>0.127093</td>\n",
" <td>0.271672</td>\n",
" <td>...</td>\n",
" <td>0.463054</td>\n",
" <td>0.319616</td>\n",
" <td>-0.263958</td>\n",
" <td>1.000000</td>\n",
" <td>-0.181544</td>\n",
" <td>0.921197</td>\n",
" <td>0.910401</td>\n",
" <td>0.804376</td>\n",
" <td>0.784220</td>\n",
" <td>-0.092552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Transport_closing</th>\n",
" <td>0.119514</td>\n",
" <td>0.195923</td>\n",
" <td>-0.251638</td>\n",
" <td>0.030655</td>\n",
" <td>-0.022506</td>\n",
" <td>0.079515</td>\n",
" <td>-0.032239</td>\n",
" <td>-0.113994</td>\n",
" <td>0.063519</td>\n",
" <td>-0.027941</td>\n",
" <td>...</td>\n",
" <td>0.126481</td>\n",
" <td>0.145295</td>\n",
" <td>0.264811</td>\n",
" <td>-0.181544</td>\n",
" <td>1.000000</td>\n",
" <td>-0.220399</td>\n",
" <td>-0.228944</td>\n",
" <td>-0.109471</td>\n",
" <td>-0.102347</td>\n",
" <td>-0.133192</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Vaccinated_full</th>\n",
" <td>0.351912</td>\n",
" <td>-0.898684</td>\n",
" <td>0.445339</td>\n",
" <td>0.100285</td>\n",
" <td>0.541602</td>\n",
" <td>0.167148</td>\n",
" <td>0.218996</td>\n",
" <td>0.022659</td>\n",
" <td>0.105991</td>\n",
" <td>0.272017</td>\n",
" <td>...</td>\n",
" <td>0.413772</td>\n",
" <td>0.319079</td>\n",
" <td>-0.208424</td>\n",
" <td>0.921197</td>\n",
" <td>-0.220399</td>\n",
" <td>1.000000</td>\n",
" <td>0.993419</td>\n",
" <td>0.585518</td>\n",
" <td>0.556827</td>\n",
" <td>0.176385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Vaccinated_once</th>\n",
" <td>0.351636</td>\n",
" <td>-0.900426</td>\n",
" <td>0.364258</td>\n",
" <td>0.104153</td>\n",
" <td>0.562227</td>\n",
" <td>0.206837</td>\n",
" <td>0.234054</td>\n",
" <td>0.021818</td>\n",
" <td>0.113120</td>\n",
" <td>0.273165</td>\n",
" <td>...</td>\n",
" <td>0.429733</td>\n",
" <td>0.358102</td>\n",
" <td>-0.231511</td>\n",
" <td>0.910401</td>\n",
" <td>-0.228944</td>\n",
" <td>0.993419</td>\n",
" <td>1.000000</td>\n",
" <td>0.552144</td>\n",
" <td>0.522503</td>\n",
" <td>0.138456</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Vaccinations</th>\n",
" <td>0.192051</td>\n",
" <td>-0.547889</td>\n",
" <td>0.347148</td>\n",
" <td>0.049810</td>\n",
" <td>0.269225</td>\n",
" <td>-0.433226</td>\n",
" <td>0.083986</td>\n",
" <td>0.014149</td>\n",
" <td>0.050769</td>\n",
" <td>0.157224</td>\n",
" <td>...</td>\n",
" <td>0.205517</td>\n",
" <td>-0.024809</td>\n",
" <td>-0.222708</td>\n",
" <td>0.804376</td>\n",
" <td>-0.109471</td>\n",
" <td>0.585518</td>\n",
" <td>0.552144</td>\n",
" <td>1.000000</td>\n",
" <td>0.999382</td>\n",
" <td>-0.176130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Vaccinations_boosters</th>\n",
" <td>0.181561</td>\n",
" <td>-0.522338</td>\n",
" <td>0.339092</td>\n",
" <td>0.046570</td>\n",
" <td>0.251737</td>\n",
" <td>-0.451690</td>\n",
" <td>0.076107</td>\n",
" <td>0.013543</td>\n",
" <td>0.047194</td>\n",
" <td>0.149269</td>\n",
" <td>...</td>\n",
" <td>0.192145</td>\n",
" <td>-0.040279</td>\n",
" <td>-0.218195</td>\n",
" <td>0.784220</td>\n",
" <td>-0.102347</td>\n",
" <td>0.556827</td>\n",
" <td>0.522503</td>\n",
" <td>0.999382</td>\n",
" <td>1.000000</td>\n",
" <td>-0.186348</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Workplace_closing</th>\n",
" <td>0.111512</td>\n",
" <td>-0.087412</td>\n",
" <td>0.455348</td>\n",
" <td>-0.050172</td>\n",
" <td>-0.006889</td>\n",
" <td>-0.152361</td>\n",
" <td>-0.059916</td>\n",
" <td>0.025667</td>\n",
" <td>-0.066600</td>\n",
" <td>-0.022278</td>\n",
" <td>...</td>\n",
" <td>-0.190265</td>\n",
" <td>-0.229889</td>\n",
" <td>0.102750</td>\n",
" <td>-0.092552</td>\n",
" <td>-0.133192</td>\n",
" <td>0.176385</td>\n",
" <td>0.138456</td>\n",
" <td>-0.176130</td>\n",
" <td>-0.186348</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>23 rows × 23 columns</p>\n",
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},
"metadata": {},
"execution_count": 11
}
]
},
{
"cell_type": "code",
"source": [
"model = pca(n_components=0.90, normalize=True)\n",
"results = model.fit_transform(subset_df)\n",
"results"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jK1OtzOuyAnC",
"outputId": "fceeb34c-9fe2-4102-e6ac-24e6f5910c14"
},
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[pca] >Processing dataframe..\n",
"[pca] >Normalizing input data per feature (zero mean and unit variance)..\n",
"[pca] >The PCA reduction is performed to capture [90.0%] explained variance using the [23] columns of the input data.\n",
"[pca] >Fit using PCA.\n",
"[pca] >Compute loadings and PCs.\n",
"[pca] >Compute explained variance.\n",
"[pca] >Number of components is [9] that covers the [90.00%] explained variance.\n",
"[pca] >The PCA reduction is performed on the [23] columns of the input dataframe.\n",
"[pca] >Fit using PCA.\n",
"[pca] >Compute loadings and PCs.\n",
"[pca] >Outlier detection using Hotelling T2 test with alpha=[0.05] and n_components=[9]\n",
"[pca] >Outlier detection using SPE/DmodX with n_std=[2]\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'loadings': Cancel_events Contact_tracing Gatherings_restrictions \\\n",
" PC1 -0.165408 0.270306 -0.126884 \n",
" PC2 0.078514 -0.234094 0.153463 \n",
" PC3 -0.182678 0.040166 0.255609 \n",
" PC4 -0.209422 0.012088 -0.281452 \n",
" PC5 -0.072127 0.109121 -0.315687 \n",
" PC6 -0.567058 -0.122701 -0.147191 \n",
" PC7 0.376581 0.180101 0.181140 \n",
" PC8 0.051809 0.002785 0.029091 \n",
" PC9 0.079659 -0.203938 -0.481956 \n",
" \n",
" Information_campaigns Internal_movement_restrictions \\\n",
" PC1 -0.199739 -0.181449 \n",
" PC2 -0.267488 0.150500 \n",
" PC3 0.021171 -0.334866 \n",
" PC4 0.065789 0.271058 \n",
" PC5 0.009325 -0.101986 \n",
" PC6 -0.026305 -0.081624 \n",
" PC7 -0.131228 -0.182000 \n",
" PC8 -0.024990 -0.048367 \n",
" PC9 -0.608729 -0.061119 \n",
" \n",
" International_movement_restrictions Mobility_grocery_and_pharmacy \\\n",
" PC1 -0.109627 -0.267892 \n",
" PC2 -0.157203 -0.301140 \n",
" PC3 -0.440034 0.068070 \n",
" PC4 -0.208297 0.103547 \n",
" PC5 -0.116537 -0.017686 \n",
" PC6 0.335762 -0.007441 \n",
" PC7 0.006388 -0.038088 \n",
" PC8 0.083125 0.048114 \n",
" PC9 -0.187743 0.088287 \n",
" \n",
" Mobility_parks Mobility_residential Mobility_retail_and_recreation \\\n",
" PC1 -0.165937 -0.227506 -0.264327 \n",
" PC2 -0.276467 -0.309680 -0.260765 \n",
" PC3 0.190077 0.039306 0.174577 \n",
" PC4 0.119180 0.105943 -0.052406 \n",
" PC5 -0.090835 0.014772 0.009186 \n",
" PC6 -0.083603 -0.106589 0.003728 \n",
" PC7 0.098192 -0.158149 0.000233 \n",
" PC8 0.450517 0.143630 0.183725 \n",
" PC9 0.253094 -0.124672 0.208138 \n",
" \n",
" ... Stay_home_restrictions Stringency_index Testing_policy Tests \\\n",
" PC1 ... -0.204690 -0.233079 0.058614 -0.303921 \n",
" PC2 ... 0.049413 -0.145632 -0.152798 0.259310 \n",
" PC3 ... -0.311310 -0.404897 0.123387 0.019654 \n",
" PC4 ... -0.218307 0.107550 -0.485835 0.003599 \n",
" PC5 ... 0.153623 0.022436 0.070245 0.091713 \n",
" PC6 ... -0.187190 -0.058621 -0.057777 0.088440 \n",
" PC7 ... 0.362872 -0.051072 -0.427150 -0.069828 \n",
" PC8 ... 0.045726 0.045925 0.180116 0.039832 \n",
" PC9 ... 0.110247 -0.149882 0.027847 -0.023165 \n",
" \n",
" Transport_closing Vaccinated_full Vaccinated_once Vaccinations \\\n",
" PC1 0.045497 -0.295144 -0.295167 -0.206145 \n",
" PC2 -0.088224 0.242539 0.232732 0.261857 \n",
" PC3 -0.176305 -0.024454 -0.060602 0.251673 \n",
" PC4 -0.214437 -0.067789 -0.046640 0.130979 \n",
" PC5 0.343255 -0.148649 -0.138113 0.300906 \n",
" PC6 -0.434612 0.129545 0.162917 -0.128895 \n",
" PC7 -0.466591 -0.177483 -0.169227 -0.042982 \n",
" PC8 -0.242607 0.004456 0.013764 0.036715 \n",
" PC9 0.114270 0.114611 0.169056 -0.139077 \n",
" \n",
" Vaccinations_boosters Workplace_closing \n",
" PC1 -0.198377 0.014843 \n",
" PC2 0.257947 0.042550 \n",
" PC3 0.259775 0.143564 \n",
" PC4 0.136135 -0.137828 \n",
" PC5 0.313781 -0.635262 \n",
" PC6 -0.138528 -0.265174 \n",
" PC7 -0.036732 -0.227333 \n",
" PC8 0.037047 -0.157013 \n",
" PC9 -0.149046 0.054656 \n",
" \n",
" [9 rows x 23 columns],\n",
" 'PC': PC1 PC2 PC3 PC4 PC5 PC6 \\\n",
" 2020-01-22 12.015953 10.460431 -0.109241 -0.869434 -0.060942 0.047846 \n",
" 2020-01-23 12.015953 10.460431 -0.109241 -0.869434 -0.060942 0.047846 \n",
" 2020-01-24 12.015953 10.460431 -0.109241 -0.869434 -0.060942 0.047846 \n",
" 2020-01-25 12.015953 10.460431 -0.109241 -0.869434 -0.060942 0.047846 \n",
" 2020-01-26 12.015953 10.460431 -0.109241 -0.869434 -0.060942 0.047846 \n",
" ... ... ... ... ... ... ... \n",
" 2022-08-19 -4.238293 4.009754 2.888209 1.328634 2.392110 -1.098877 \n",
" 2022-08-20 -4.244438 4.014994 2.888596 1.328700 2.393934 -1.097079 \n",
" 2022-08-21 -4.247889 4.017915 2.888706 1.328550 2.394336 -1.095960 \n",
" 2022-08-22 -4.267711 4.042575 2.911515 1.340421 2.422168 -1.107276 \n",
" 2022-08-23 -4.290608 4.069866 2.934542 1.352340 2.450953 -1.117714 \n",
" \n",
" PC7 PC8 PC9 \n",
" 2020-01-22 0.955422 0.103004 3.071477 \n",
" 2020-01-23 0.955422 0.103004 3.071477 \n",
" 2020-01-24 0.955422 0.103004 3.071477 \n",
" 2020-01-25 0.955422 0.103004 3.071477 \n",
" 2020-01-26 0.955422 0.103004 3.071477 \n",
" ... ... ... ... \n",
" 2022-08-19 -0.241671 0.543278 -0.472833 \n",
" 2022-08-20 -0.243097 0.544080 -0.473275 \n",
" 2022-08-21 -0.244187 0.544440 -0.473169 \n",
" 2022-08-22 -0.248155 0.547958 -0.486091 \n",
" 2022-08-23 -0.252827 0.551880 -0.499263 \n",
" \n",
" [945 rows x 9 columns],\n",
" 'explained_var': array([0.30623215, 0.50470204, 0.6137919 , 0.69082741, 0.76363302,\n",
" 0.81322979, 0.85048381, 0.88395166, 0.90866376, 0.93062435,\n",
" 0.94680994, 0.95982568, 0.97091373, 0.98059073, 0.98668352,\n",
" 0.9913946 , 0.99490334, 0.99731212, 0.99895352, 0.99961576,\n",
" 0.9999473 , 1. , 1. ]),\n",
" 'variance_ratio': array([3.06232147e-01, 1.98469896e-01, 1.09089852e-01, 7.70355155e-02,\n",
" 7.28056121e-02, 4.95967673e-02, 3.72540174e-02, 3.34678576e-02,\n",
" 2.47120903e-02, 2.19605963e-02, 1.61855885e-02, 1.30157438e-02,\n",
" 1.10880487e-02, 9.67699473e-03, 6.09279382e-03, 4.71108097e-03,\n",
" 3.50873387e-03, 2.40878375e-03, 1.64140120e-03, 6.62234543e-04,\n",
" 3.31548632e-04, 5.26959297e-05, 0.00000000e+00]),\n",
" 'model': PCA(n_components=9),\n",
" 'scaler': StandardScaler(),\n",
" 'pcp': 0.9306243515317743,\n",
" 'topfeat': PC feature loading type\n",
" 0 PC1 Tests -0.303921 best\n",
" 1 PC2 Mobility_residential -0.309680 best\n",
" 2 PC3 International_movement_restrictions -0.440034 best\n",
" 3 PC4 School_closing -0.556740 best\n",
" 4 PC5 Workplace_closing -0.635262 best\n",
" 5 PC6 Cancel_events -0.567058 best\n",
" 6 PC7 Transport_closing -0.466591 best\n",
" 7 PC8 Mobility_workplaces -0.713891 best\n",
" 8 PC9 Information_campaigns -0.608729 best\n",
" 9 PC1 Contact_tracing 0.270306 weak\n",
" 10 PC9 Gatherings_restrictions -0.481956 weak\n",
" 11 PC3 Internal_movement_restrictions -0.334866 weak\n",
" 12 PC2 Mobility_grocery_and_pharmacy -0.301140 weak\n",
" 13 PC8 Mobility_parks 0.450517 weak\n",
" 14 PC1 Mobility_retail_and_recreation -0.264327 weak\n",
" 15 PC8 Mobility_transit_stations -0.304283 weak\n",
" 16 PC7 Stay_home_restrictions 0.362872 weak\n",
" 17 PC3 Stringency_index -0.404897 weak\n",
" 18 PC4 Testing_policy -0.485835 weak\n",
" 19 PC1 Vaccinated_full -0.295144 weak\n",
" 20 PC1 Vaccinated_once -0.295167 weak\n",
" 21 PC5 Vaccinations 0.300906 weak\n",
" 22 PC5 Vaccinations_boosters 0.313781 weak,\n",
" 'outliers': y_proba y_score y_bool y_bool_spe y_score_spe\n",
" 2020-01-22 1.757695e-18 127.270237 True True 15.931219\n",
" 2020-01-23 1.757695e-18 127.270237 True True 15.931219\n",
" 2020-01-24 1.757695e-18 127.270237 True True 15.931219\n",
" 2020-01-25 1.757695e-18 127.270237 True True 15.931219\n",
" 2020-01-26 1.757695e-18 127.270237 True True 15.931219\n",
" ... ... ... ... ... ...\n",
" 2022-08-19 9.814475e-03 34.870125 True True 5.834488\n",
" 2022-08-20 9.669487e-03 34.921585 True True 5.842553\n",
" 2022-08-21 9.596717e-03 34.947685 True True 5.847068\n",
" 2022-08-22 8.578307e-03 35.333840 True True 5.878415\n",
" 2022-08-23 7.598354e-03 35.748400 True True 5.913809\n",
" \n",
" [945 rows x 5 columns],\n",
" 'outliers_params': {'paramT2': (0.0, 2.322140707879682),\n",
" 'paramSPE': (array([-2.05361889e-15, -5.45125379e-17]),\n",
" array([[ 7.05080054e+00, -4.81723889e-16],\n",
" [-4.81723889e-16, 4.56964321e+00]]))}}"
]
},
"metadata": {},
"execution_count": 12
}
]
},
{
"cell_type": "code",
"source": [
"model.plot()\n",
"plt.close()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 636
},
"id": "xk9i20fpy80l",
"outputId": "191e2997-325a-40c2-b43f-5a32f9dca9a0"
},
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
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}
}
]
},
{
"cell_type": "code",
"source": [
"# Reference: https://github.com/erdogant/pca/blob/a5b0452a58261c1d158553659914532a89bae219/pca/pca.py#L846-L914\n",
"\n",
"with cs.VisualizeBase() as vb:\n",
" result_dict = model.results.copy()\n",
" explvar = result_dict[\"variance_ratio\"]\n",
" xtick_idx = np.arange(1, len(explvar) + 1)\n",
" n_components = len(model.results[\"loadings\"])\n",
" # Make figure\n",
" vb._ax.plot(xtick_idx, result_dict[\"explained_var\"], \"o-\", color=\"k\", linewidth=1)\n",
" # X-ticks\n",
" vb._ax.set_xticks(xtick_idx)\n",
" vb._ax.set_xticklabels(xtick_idx.astype(str))\n",
" vb._ax.tick_params(bottom=False)\n",
" plt.ylabel(\"Explained variance [%]\")\n",
" plt.xlabel(\"Principle component\")\n",
" plt.ylim([0, None])\n",
" plt.xlim([0, len(xtick_idx) + 1])\n",
" vb.title = f\"Cumulative explained variance: {n_components} principal components explain {result_dict['pcp']:.2%}\"\n",
" # https://stackoverflow.com/questions/31357611/format-y-axis-as-percent\n",
" vb._ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
" # Plot vertical line To stress the cut-off point\n",
" vb._ax.axvline(n_components, linewidth=0.8, color=\"r\")\n",
" vb._ax.axhline(y=result_dict[\"pcp\"], xmin=0, xmax=1, linewidth=0.8, color=\"r\")\n",
" plt.bar(xtick_idx, explvar, color=\"#3182bd\", alpha=0.8, label=\"Explained variance\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
},
"id": "Znkcq5tVGjfT",
"outputId": "3d5fcdfc-b743-4339-fad3-f5c7636d201d"
},
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"pc_df = results[\"PC\"]\n",
"pc_df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 424
},
"id": "WvhSpQ_7018r",
"outputId": "219b1e57-4ef9-4b90-e037-02c3e1d060c9"
},
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" PC1 PC2 PC3 PC4 PC5 PC6 \\\n",
"2020-01-22 12.015953 10.460431 -0.109241 -0.869434 -0.060942 0.047846 \n",
"2020-01-23 12.015953 10.460431 -0.109241 -0.869434 -0.060942 0.047846 \n",
"2020-01-24 12.015953 10.460431 -0.109241 -0.869434 -0.060942 0.047846 \n",
"2020-01-25 12.015953 10.460431 -0.109241 -0.869434 -0.060942 0.047846 \n",
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"... ... ... ... ... ... ... \n",
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},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"source": [
"cpp = sa.CustomPairPlot()\n",
"cpp.pairanalyzer(pc_df)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "No8BZhXL1IUo",
"outputId": "e692af10-48e8-4270-80db-f2c89ff3dd6d"
},
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1620x1620 with 90 Axes>"
],
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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"cs.line_plot(pc_df, \"Components\", ncol=6)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 294
},
"id": "nM7djUoF1iDB",
"outputId": "2e36afe2-49a8-45b9-8f03-9946fe8a7e57"
},
"execution_count": 17,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"model.results[\"topfeat\"].sort_values([\"PC\", \"type\"])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 771
},
"id": "aFg0sn3j17jC",
"outputId": "a11e4fed-9a90-4ae5-d02e-cc9cf4183ba3"
},
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" PC feature loading type\n",
"0 PC1 Tests -0.303921 best\n",
"9 PC1 Contact_tracing 0.270306 weak\n",
"14 PC1 Mobility_retail_and_recreation -0.264327 weak\n",
"19 PC1 Vaccinated_full -0.295144 weak\n",
"20 PC1 Vaccinated_once -0.295167 weak\n",
"1 PC2 Mobility_residential -0.309680 best\n",
"12 PC2 Mobility_grocery_and_pharmacy -0.301140 weak\n",
"2 PC3 International_movement_restrictions -0.440034 best\n",
"11 PC3 Internal_movement_restrictions -0.334866 weak\n",
"17 PC3 Stringency_index -0.404897 weak\n",
"3 PC4 School_closing -0.556740 best\n",
"18 PC4 Testing_policy -0.485835 weak\n",
"4 PC5 Workplace_closing -0.635262 best\n",
"21 PC5 Vaccinations 0.300906 weak\n",
"22 PC5 Vaccinations_boosters 0.313781 weak\n",
"5 PC6 Cancel_events -0.567058 best\n",
"6 PC7 Transport_closing -0.466591 best\n",
"16 PC7 Stay_home_restrictions 0.362872 weak\n",
"7 PC8 Mobility_workplaces -0.713891 best\n",
"13 PC8 Mobility_parks 0.450517 weak\n",
"15 PC8 Mobility_transit_stations -0.304283 weak\n",
"8 PC9 Information_campaigns -0.608729 best\n",
"10 PC9 Gatherings_restrictions -0.481956 weak"
],
"text/html": [
"\n",
" <div id=\"df-ae18728e-072e-4324-acb6-d2692254b61a\">\n",
" <div class=\"colab-df-container\">\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>PC</th>\n",
" <th>feature</th>\n",
" <th>loading</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>PC1</td>\n",
" <td>Tests</td>\n",
" <td>-0.303921</td>\n",
" <td>best</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>PC1</td>\n",
" <td>Contact_tracing</td>\n",
" <td>0.270306</td>\n",
" <td>weak</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>PC1</td>\n",
" <td>Mobility_retail_and_recreation</td>\n",
" <td>-0.264327</td>\n",
" <td>weak</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>PC1</td>\n",
" <td>Vaccinated_full</td>\n",
" <td>-0.295144</td>\n",
" <td>weak</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>PC1</td>\n",
" <td>Vaccinated_once</td>\n",
" <td>-0.295167</td>\n",
" <td>weak</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>PC2</td>\n",
" <td>Mobility_residential</td>\n",
" <td>-0.309680</td>\n",
" <td>best</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>PC2</td>\n",
" <td>Mobility_grocery_and_pharmacy</td>\n",
" <td>-0.301140</td>\n",
" <td>weak</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>PC3</td>\n",
" <td>International_movement_restrictions</td>\n",
" <td>-0.440034</td>\n",
" <td>best</td>\n",
" </tr>\n",
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" <td>PC3</td>\n",
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" <td>weak</td>\n",
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" <th>3</th>\n",
" <td>PC4</td>\n",
" <td>School_closing</td>\n",
" <td>-0.556740</td>\n",
" <td>best</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>PC4</td>\n",
" <td>Testing_policy</td>\n",
" <td>-0.485835</td>\n",
" <td>weak</td>\n",
" </tr>\n",
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" <th>4</th>\n",
" <td>PC5</td>\n",
" <td>Workplace_closing</td>\n",
" <td>-0.635262</td>\n",
" <td>best</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>PC5</td>\n",
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" <td>0.300906</td>\n",
" <td>weak</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>PC5</td>\n",
" <td>Vaccinations_boosters</td>\n",
" <td>0.313781</td>\n",
" <td>weak</td>\n",
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" <tr>\n",
" <th>5</th>\n",
" <td>PC6</td>\n",
" <td>Cancel_events</td>\n",
" <td>-0.567058</td>\n",
" <td>best</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>PC7</td>\n",
" <td>Transport_closing</td>\n",
" <td>-0.466591</td>\n",
" <td>best</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>PC7</td>\n",
" <td>Stay_home_restrictions</td>\n",
" <td>0.362872</td>\n",
" <td>weak</td>\n",
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" <th>7</th>\n",
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" <th>15</th>\n",
" <td>PC8</td>\n",
" <td>Mobility_transit_stations</td>\n",
" <td>-0.304283</td>\n",
" <td>weak</td>\n",
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" <tr>\n",
" <th>8</th>\n",
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"metadata": {},
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},
{
"cell_type": "code",
"source": [
"model.results[\"topfeat\"].pivot_table(index=\"PC\", columns=\"feature\", values=\"loading\")"
],
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"base_uri": "https://localhost:8080/",
"height": 456
},
"id": "RzTm9Czf233D",
"outputId": "4d7a65d4-6db8-492b-b78a-2c9b051c8ee5"
},
"execution_count": 19,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"feature Cancel_events Contact_tracing Gatherings_restrictions \\\n",
"PC \n",
"PC1 NaN 0.270306 NaN \n",
"PC2 NaN NaN NaN \n",
"PC3 NaN NaN NaN \n",
"PC4 NaN NaN NaN \n",
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"\n",
"feature Information_campaigns Internal_movement_restrictions \\\n",
"PC \n",
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"PC2 NaN NaN \n",
"PC3 NaN -0.334866 \n",
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"\n",
"feature International_movement_restrictions Mobility_grocery_and_pharmacy \\\n",
"PC \n",
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"PC2 NaN -0.30114 \n",
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"feature Mobility_parks Mobility_residential Mobility_retail_and_recreation \\\n",
"PC \n",
"PC1 NaN NaN -0.264327 \n",
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"\n",
"feature ... Stay_home_restrictions Stringency_index Testing_policy \\\n",
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"feature Tests Transport_closing Vaccinated_full Vaccinated_once \\\n",
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"feature Vaccinations Vaccinations_boosters Workplace_closing \n",
"PC \n",
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"\n",
"[9 rows x 23 columns]"
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" .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",
" [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-22e68281-e0c4-47b6-97bf-24cd72c77976 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-22e68281-e0c4-47b6-97bf-24cd72c77976');\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",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 19
}
]
},
{
"cell_type": "code",
"source": [
"df = results[\"loadings\"]\n",
"fig = plt.figure(figsize=(20,10))\n",
"ax = fig.add_subplot(111)\n",
"sns.heatmap(\n",
" df,\n",
" cmap=\"Blues\",\n",
" annot=True,\n",
" fmt=\".2f\",\n",
" xticklabels=df.columns,\n",
" yticklabels=df.index,\n",
" ax=ax\n",
")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 782
},
"id": "80QzvfH06iHJ",
"outputId": "e0c8678e-9e30-4596-e87a-39bafbeb38ed"
},
"execution_count": 20,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
],
"image/png": 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