{"id":21463063,"url":"https://github.com/swethajoseph/crime-pattern-analysis-project","last_synced_at":"2026-05-16T13:31:12.360Z","repository":{"id":247432962,"uuid":"825829320","full_name":"SwethaJoseph/Crime-Pattern-Analysis-Project","owner":"SwethaJoseph","description":"Analysis and visualization of open-source police data from two areas, Leicestershire Street and Northumbria Street to derive data-driven insights","archived":false,"fork":false,"pushed_at":"2024-07-08T15:43:01.000Z","size":2920,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-07-09T17:08:50.987Z","etag":null,"topics":["apachespark","datamanipulation","datapreprocessing","datavisualization","exploratory-data-analysis","jupyter-notebook","pyspark","python","sql-query"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/SwethaJoseph.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-07-08T15:23:17.000Z","updated_at":"2024-07-08T15:47:59.000Z","dependencies_parsed_at":"2024-07-08T19:51:15.816Z","dependency_job_id":"35e196c7-abfd-47e7-ad65-501013e87e25","html_url":"https://github.com/SwethaJoseph/Crime-Pattern-Analysis-Project","commit_stats":null,"previous_names":["swethajoseph/crime-pattern-analysis-project"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/SwethaJoseph/Crime-Pattern-Analysis-Project","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SwethaJoseph%2FCrime-Pattern-Analysis-Project","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SwethaJoseph%2FCrime-Pattern-Analysis-Project/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SwethaJoseph%2FCrime-Pattern-Analysis-Project/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SwethaJoseph%2FCrime-Pattern-Analysis-Project/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SwethaJoseph","download_url":"https://codeload.github.com/SwethaJoseph/Crime-Pattern-Analysis-Project/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SwethaJoseph%2FCrime-Pattern-Analysis-Project/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33104409,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-16T04:41:52.686Z","status":"ssl_error","status_checked_at":"2026-05-16T04:41:52.009Z","response_time":115,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["apachespark","datamanipulation","datapreprocessing","datavisualization","exploratory-data-analysis","jupyter-notebook","pyspark","python","sql-query"],"created_at":"2024-11-23T07:18:33.572Z","updated_at":"2026-05-16T13:31:12.342Z","avatar_url":"https://github.com/SwethaJoseph.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Crime-Pattern-Analysis-Project\n## Overview\nThis project involves the analysis and visualization of open-source police data from two areas, Leicestershire Street and Northumbria Street, for the month of March 2021. The analysis utilizes Apache Spark SQL for data cleansing, configuration, and pre-processing. Insights are visualized using various graphs and charts to depict crime patterns and their impacts on public safety.\n\n## Key Technologies\n* Apache Spark SQL: Used for data processing and querying.\n* Python (PySpark, matplotlib, pandas): For data manipulation and visualization.\n* Jupyter Notebook: The environment for running and documenting the analysis.\n  \n## Datasets\n* Leicestershire Street Data: Contains crime records for March 2021.\n* Northumbria Street Data: Contains crime records for March 2021.\n  \nBoth datasets are sourced from data.police.uk.\n\n## Analysis Steps\n* Environment Setup: Installation and configuration of Jupyter Notebook and necessary Python libraries.\n* Data Cleaning and Transformation: Removing or rectifying incorrect, inaccurate, or missing data, and transforming data into suitable formats.\n* Exploratory Data Analysis: Using SQL queries and Python functions to gain insights into crime patterns.\n* Visualization: Creating bar charts, pie charts, and maps to pictorially represent the data.\n\n## Key Crime Insights\n* Crime Types: Leicestershire sees more \"Violence and sexual offences\", Northumbria more \"Anti-social behaviour\".\n* Geographic Influence: Crime rates and types vary significantly by location.\n* Investigation Outcomes: Many cases in Leicestershire are unresolved; Northumbria often has no suspect identified.\n* Population Density: Northumbria has higher \"Anti-social behaviour\" rates despite lower population density.\n* Data Gaps: Missing data affects the completeness of the analysis.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fswethajoseph%2Fcrime-pattern-analysis-project","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fswethajoseph%2Fcrime-pattern-analysis-project","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fswethajoseph%2Fcrime-pattern-analysis-project/lists"}