# Scoring covid-19 policies by prefecture in Japan
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DOI: https://doi.org/10.24433/CO.2522268.v1
Y. Takefuji, "The Best and Sustainable COVID-19 Policy in the World," in IEEE Transactions on Computational Social Systems, doi: 10.1109/TCSS.2022.3227926.
Takefuji, Y. Policy analysis and data mining tools for controlling COVID-19 policies. Netw Model Anal Health Inform Bioinforma 12, 4 (2023). https://doi.org/10.1007/s13721-022-00400-3
# Since the NHK dataset is not updated, the following dataset will be used.
https://covid19.mhlw.go.jp/public/opendata/deaths_cumulative_daily.csv
or
https://covid19.mhlw.go.jp/public/opendata/number_of_deaths_daily.csv
# How to install jpscore
You need pandas and openpyxl library.
$ pip install pandas
$ pip install openpyxl
On WSL on Windows, MacOS, or Linux operating systems, run the following command:
$ pip install jpscore
On Windows 11 or 10
$ pip install jpscore --force-reinstall --no-cache-dir --no-binary :all:
The latest data on the number of deaths by prefecture in Japan is at the following site:
https://www3.nhk.or.jp/n-data/opendata/coronavirus/nhk_news_covid19_prefectures_daily_data.csv
# How to run jpscore
The result.csv will be generated by the following command:
as of march 19, 2022
$ jpscore
This is with after version 0.7 or 0.8.
<img src='https://github.com/y-takefuji/covid_score_japan/raw/main/jpscoreEN.jpg' width=397 height=1393>
This is with version 0.1~0.6.
<img src='https://github.com/y-takefuji/covid_score_japan/raw/main/result.png' width=397 height=1393>
# Exercises
<pre>
1. Make a csv file of the total deaths by prefecture using the latest data.
Hints:
Use pandas DataFrame.
Prefecture deaths population score
...
Find the latest date on the total deaths by prefecture in the csv file.
Make a list of prefectures.
Make the total deaths data by prefecture.
Find the latest population csv.
Make the latest population by prefecture.
Calculate a score by prefecture.
Raw data
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"description": "# Scoring covid-19 policies by prefecture in Japan \n[![Open in Code Ocean](https://codeocean.com/codeocean-assets/badge/open-in-code-ocean.svg)](https://codeocean.com/capsule/2570c898-d60b-41ec-bd42-25d0a0629ba9/tree)\n\nDOI: https://doi.org/10.24433/CO.2522268.v1\n\nY. Takefuji, \"The Best and Sustainable COVID-19 Policy in the World,\" in IEEE Transactions on Computational Social Systems, doi: 10.1109/TCSS.2022.3227926.\n\nTakefuji, Y. Policy analysis and data mining tools for controlling COVID-19 policies. Netw Model Anal Health Inform Bioinforma 12, 4 (2023). https://doi.org/10.1007/s13721-022-00400-3\n\n# Since the NHK dataset is not updated, the following dataset will be used.\n\nhttps://covid19.mhlw.go.jp/public/opendata/deaths_cumulative_daily.csv\n\nor\n\nhttps://covid19.mhlw.go.jp/public/opendata/number_of_deaths_daily.csv\n\n\n# How to install jpscore\nYou need pandas and openpyxl library.\n\n$ pip install pandas\n\n$ pip install openpyxl\n\nOn WSL on Windows, MacOS, or Linux operating systems, run the following command:\n\n$ pip install jpscore\n\nOn Windows 11 or 10\n\n$ pip install jpscore --force-reinstall --no-cache-dir --no-binary :all:\n\nThe latest data on the number of deaths by prefecture in Japan is at the following site:\n\nhttps://www3.nhk.or.jp/n-data/opendata/coronavirus/nhk_news_covid19_prefectures_daily_data.csv\n\n# How to run jpscore\nThe result.csv will be generated by the following command:\nas of march 19, 2022\n\n$ jpscore\n\nThis is with after version 0.7 or 0.8.\n\n<img src='https://github.com/y-takefuji/covid_score_japan/raw/main/jpscoreEN.jpg' width=397 height=1393>\n\nThis is with version 0.1~0.6.\n\n<img src='https://github.com/y-takefuji/covid_score_japan/raw/main/result.png' width=397 height=1393>\n\n# Exercises\n<pre>\n1. Make a csv file of the total deaths by prefecture using the latest data.\nHints:\nUse pandas DataFrame.\nPrefecture deaths population score\n...\n\nFind the latest date on the total deaths by prefecture in the csv file.\nMake a list of prefectures.\nMake the total deaths data by prefecture.\nFind the latest population csv.\nMake the latest population by prefecture.\nCalculate a score by prefecture.\n\n\n\n",
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