基于区块链的毕业设计Ethics4All Hackathon Submission: – Ethics4All Hackathon提交:

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Ethics4All Hackathon Submission:

Jazmia’s Contributions

(Only my contributions present on repository. For completed project, go here: https://github.com/krstnnlee/dataethics4all_criminaljustice_team1)

Analysis

This project was created as an Ethics4All Hackathon submission. This Hackathon attracted teams of people around the world passionate about using data to find solutions for a more equitable future.

In my team, we sought to find a solution to racial bias in the criminal justice system. Here is our process.

We begin by looking at the number of Americans arrested by race. Due to an imbalance in our data, we log our black and white race variables to get a more accurate depiction on the disparity of arrests made by race.

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Next, we create a breakout of crimes commited by race in the United States.

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Arrests of Asian People by Crime: US

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Arrests of Black People by Crime: US

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Arrests of White People by Crime: US

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Arrests of Native American People by Crime: US

We compare our findings to data on convictions and prosecutions of people in England and Wales. There, we see a disparity between the comparions of arrests across race and total arrests overall.

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Arrests in the US overall

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Arrests in the UK overall

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Percentage of Convictions by Race

As we can see from our analysis, the rates of conviction are similar across race in England and Wales. When we break out the data to look at raw numbers of people prosecuted in the UK, we see that prosecutions are more in comparible with the distribution of race.

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Raw Data on Prosecution numbers by Race: UK

When tempering for rates of arrests for crime type, we continue to see bias in arrests. Below, this graph represents the most commonly committed crime in our dataset across race other than “All other Crimes”: DUIs.

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

*Total DUI Arrests in the US

When we breakout our analysis to account for race, the racial disparities are readily apparent.

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

*DUI Arrests by State: Native Americans

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

*DUI Arrests by State: Black Americans

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

*DUI Arrests by State: Asian Americans

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

*DUI Arrests by State: White Americans

Topics covered

  • OLS Regression Analysis
  • Seaborn barplots
  • Matplotlib histogram plots
  • Comparative Analysis
  • Criminal Justice
  • Racial Equality
  • Scatterplot
  • Logged Variables
  • Ethical Data Analysis

Data Sources:

  • ICPSR

  • UCR

  • Data.gov.uk


Ethics4All Hackathon提交:

Jazmia的贡献

(只有我的贡献出现在存储库中。对于已完成的项目,请转到此处:https://github.com/krstnnlee/dataethics4all_刑事司法_team1)

分析

这个项目是作为Ethics4All Hackathon提交的。这个黑客竞赛吸引了世界各地热衷于利用数据为更公平的未来寻找解决方案的团队。

在我的团队中,我们试图找到解决刑事司法系统中种族偏见的方法。这是我们的流程。

我们首先看一下因种族而被捕的美国人人数。由于我们的数据不平衡,我们记录了我们的黑人和白人种族变量,以便更准确地描述种族逮捕的差异。

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

<Ethics4All Hackathon Submission:>

下一步,我们将在美国破获种族犯罪。

亚洲人以犯罪方式逮捕亚裔人:美国

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

亚裔人以犯罪方式逮捕:美国

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

以犯罪方式逮捕黑人黑人:美国

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

以犯罪方式逮捕白人白人:美国

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Arrests in the US overall

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

以犯罪方式逮捕美洲原住民美洲原住民美洲人的犯罪:美国

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Percentage of Convictions by Race

As we can see from our analysis, the rates of conviction are similar across race in England and Wales. When we break out the data to look at raw numbers of people prosecuted in the UK, we see that prosecutions are more in comparible with the distribution of race.

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

Raw Data on Prosecution numbers by Race: UK

When tempering for rates of arrests for crime type, we continue to see bias in arrests. Below, this graph represents the most commonly committed crime in our dataset across race other than “All other Crimes”: DUIs.

Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

*Total DUI Arrests in the US

When we breakout our analysis to account for race, the racial disparities are readily apparent.

美国我们比较一下我们对英格兰和威尔士的定罪和起诉数据的调查结果。在这方面,我们看到了种族间的逮捕和总体逮捕之间的差异。

*DUI Arrests by State: Native Americans

<Ethics4All Hackathon Submission:>

在美国总体上的逮捕

<Ethics4All Hackathon Submission:>

在英国的总体逮捕

<Ethics4All Hackathon Submission:>

按种族划分的定罪率

数据来源:

  • OLS回归分析
  • Seaborn条形图
  • Matplotlib柱状图
  • 比较分析
  • 正义
  • 种族平等
  • 散点图
  • 记录变量
  • 伦理数据分析

Data Sources:

  • ICPSR
  • UCR
  • Ethics4All Hackathon Submission: - Ethics4All Hackathon提交:

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