Data analysis and visualization on crimes in Boston

This is Final Capstone Project for ALY15 80625 Intermediate Analytics SEC 04 Spring 2021 CPS. Primarily to learn Data Analytics, Descriptive and Inferential Stastics using R.

Provides geographical crime heatmaps for England (and sometimes Wales and Northern Ireland) using data from between 2019 - 2022. Different plot types are tested including choropleths and hexbins.

A data Scientist is researching census, crime, and school data for a given neighborhood or district to make predictions about educational outcomes

Investigating the problem of slowing police response rates and evaluating if a practical software solution can be produced to predict and provide informed decisions to ground officers

A simple crime statistics app, used to get UK crime data based on location, crime categories and dates.

A Crime Statistics dashboard to visualise the trend of crime rates in America

This project aims to understand the algorithmic bias in the corrections system through analyzing the COMPAS dataset.

Focus: Show a temporal space on Chicago crime.

This project analyzes hate crimes reported in the NYPD using data from a Kaggle dataset. It explores temporal and spatial patterns, offense types, bias motivations, and arrest trends. The analysis involves data cleaning, preprocessing, and visualization to reveal insights into crime trends and geographical concentrations.

Factors that have influence on non-violent crime in Chicago.

A Tableau data story consisting of a series of visualizations analyzing Baltimore City crime trends with the goal of providing valuable and actionable insights to Baltimore PD to promote safer neighborhoods.

Code to build the website tutorials for the Social Life of Neighborhoods course offered through Stanford's Sociology department in the spring quarter of 2021.

A community crime map of Marblehead, MA

Crime prediction

An android application which allows you to see crimes in a certain area and plots the data on a map.

Analysis of crime data by U.S. Census Bureau block groups within the city of San Diego.

Detroit Crime analysis '01-'22

Python code that provides a tool for analyzing and visualizing crime data