COVID-19数据透明度(加州警长部门)

加州警长部门COVID-19数据透明度评分数据集,基于CPRA请求响应,评估警长部门透明度。

covidincustodycovidincustody
GitHub
2023-12-21 更新
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表格COVID-19表格

基本信息

模态
表格
创建/更新时间
2023-12-21

资源简介

该数据集基于加州警长部门对COVID-19数据的透明度评分,数据来源于加州公共记录法(CPRA)请求的响应。数据已清洗、处理和聚合,用于评估警长部门在COVID-19数据方面的透明度。

原始链接

https://github.com/covidincustody/data-transparency-cpra

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使用方式

数据集获取

git clone https://github.com/covidincustody/data-transparency-cpra.git

curl -L -o repo.zip https://github.com/covidincustody/data-transparency-cpra/archive/refs/heads/main.zip
unzip repo.zip

源站 README 摘录(使用方式)

Background

This program scores the transparency of sheriff’‘s departments in California based on the COVID-19 data provided in response to our California Public Records Act (CPRA) requests. Please note that this does NOT score sheriff’‘s departments’’ transparency pertaining to the COVID-19 data collection effort lead by the Board of State and Community Corrections (BSCC). For this scoring and corresponding visualizations, please see the covidincustody/data-transparency-bscc repository.
The first component of this program scores transparency based on the COVID-19 data shared by sheriff’'s departments in California in response to our CPRA requests. The data has been cleaned, processed and aggregated, and is available here: https://docs.google.com/spreadsheets/d/1q9zoEN_nI_oBAxO8k_9kd5612gCaMHSfViU-1WKVSKY/edit#gid=0. Details on the CPRA requests for information on COVID-19 cases, vaccinations, deaths and compliance with public health orders can be found here: https://drive.google.com/drive/folders/1VQr_BHHzCEwUH93qSXlsF3V2k1r6wAxi and https://www.documentcloud.org/app?q=%2Borganization%3Acovid-in-custody-project-41520 (county folders visible when you create a DocumentCloud account).
The second component of this program generates visualizations of the transparency scores by data category: COVID-19 cases, vaccinations, etc.

Instructions

Download repository and modify the run.py file to reflect the appropriate read and write paths.
The read path will be the local version the county jail dataset referenced above: https://docs.google.com/spreadsheets/d/1q9zoEN_nI_oBAxO8k_9kd5612gCaMHSfViU-1WKVSKY/edit#gid=0 (ensure that the local file contains no banners and that the first row contains the column headers). The write path will be a local path specified by the user where the transparency scores will be written in Excel format.
For simplest execution, use the Anaconda Environment (https://www.anaconda.com/products/distribution) which has the necessary modules or packages pre-installed. Navigate to either data-transparency-cpra/transparency-scores or data-transparency-cpra/visualizations and execute program as python run.py in the Anaconda terminal. Alternatively, a user can execute the modified run.py file in any Python IDE (Spyder, PyCharm, etc.) launched through the Anaconda Environment.
Please contact info@covidincustody.org with any question

数据加载示例(表格/文本类)

import pandas as pd, glob, os

files = (glob.glob(os.path.join(path, "**", "*.csv"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tsv"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.xlsx"), recursive=True))
print("数据文件:", files)
df = pd.read_csv(files[0])
print(df.shape); print(df.columns.tolist()); print(df.head(3))

完整仓库:github.com/covidincustody/data-transparency-cpra

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