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The Center for Policing Equity (CPE) is research scientists, race and equity experts, data virtuosos, and community trainers working together to build more fair and just systems. Data and science are our tools; law enforcement and communities are our partners. Our aim is to bridge the divide created by communication problems, suffering and generational mistrust, and forge a path towards public safety, community trust, and racial equity. Police departments across the United States have joined our National Justice Database, the first and largest collection of standardized police behavioral data. In exchange for unprecedented access to their records (such as use of force incidents, vehicle stops, pedestrian stops, calls for service, and crime data), our scientists use advanced analytics to diagnose disparities in policing, shed light on police behavior, and provide actionable recommendations. Our highly-detailed custom reports help police departments improve public safety, restore trust, and do their work in a way that aligns with their own values.

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center_for_policing_equity's Introduction

Policing Equity in 2016

Problem Statement?

How do you measure justice? And how do you solve the problem of racism in policing? We look for factors that drive racial disparities in policing by analyzing census and police department deployment data. The ultimate goal is to inform police agencies where they can make improvements by identifying deployment areas where racial disparities exist and are not explainable by crime rates and poverty levels.

Summary about the analyses and visualizations

This project shows different visualizations and analysis of the dataset about policing equity in 2016 through different factors. This dataset has 2383 rows and 47 columns where different results have been concluded racially and it has been checked that how different crimes have happened throughout the year through which police department can learn and grow accordingly. All of the key findings from the project are defined below:
Center for policing equity: Project Link

Built With

  • R For further documentation visit: About R

Installation

  1. Clone the repo
    git clone https://github.com/usama-akram-gt/Center_for_Policing_Equity.git
  2. Install R and it's libraries
     library(ggplot2)
     library(plotly)
     library(dplyr)
     library(htmlwidgets)
     library(tidyverse)
     library(ggrepel)
     library(lubridate)
     library(rstudioapi)
     library(ggmap)
     library(maps)
     library(ggridges)
     library(gridExtra)
     library(shiny)
     library(leaflet)
     library(treemapify)
     library(sf)
     library(calendR)
     library(gganimate)
     library(hrbrthemes)
     library(ggpubr)
     library(shiny)
  3. Run cell by cell

Contributing

Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are greatly appreciated.

References

center_for_policing_equity's People

Watchers

Usama Akram avatar

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