{"id":25403139,"url":"https://github.com/bho0920/crime-data-analysis-eu","last_synced_at":"2025-06-21T05:06:33.815Z","repository":{"id":276106289,"uuid":"928229317","full_name":"bho0920/Crime-Data-Analysis-EU","owner":"bho0920","description":"Crime Data Analysis for Self-Defense Tool Market Entry in the EU.","archived":false,"fork":false,"pushed_at":"2025-02-06T09:49:28.000Z","size":750,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-12T14:46:50.066Z","etag":null,"topics":["data","data-analysis","sql","sqlite","tableau"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/bho0920.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2025-02-06T09:33:58.000Z","updated_at":"2025-02-06T10:00:37.000Z","dependencies_parsed_at":"2025-02-06T10:41:43.975Z","dependency_job_id":null,"html_url":"https://github.com/bho0920/Crime-Data-Analysis-EU","commit_stats":null,"previous_names":["bho0920/crime-data-analysis-eu"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/bho0920/Crime-Data-Analysis-EU","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bho0920%2FCrime-Data-Analysis-EU","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bho0920%2FCrime-Data-Analysis-EU/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bho0920%2FCrime-Data-Analysis-EU/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bho0920%2FCrime-Data-Analysis-EU/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bho0920","download_url":"https://codeload.github.com/bho0920/Crime-Data-Analysis-EU/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bho0920%2FCrime-Data-Analysis-EU/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":261066504,"owners_count":23104769,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":["data","data-analysis","sql","sqlite","tableau"],"created_at":"2025-02-16T02:28:02.293Z","updated_at":"2025-06-21T05:06:28.787Z","avatar_url":"https://github.com/bho0920.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# 📊 Crime Data Analysis for Self-Defense Tool Market Entry in the EU\n\n## 📌 Project Overview\nA self-defense tools company is considering expanding into the European Union (EU). This project analyzes crime trends in five of the largest EU economies—**Germany, France, Italy, Spain, and the Netherlands**—focusing on **Intentional Homicide, Sexual Violence, and Theft** between **2019 and 2022**. Using data from Eurostat, SQLite for processing, and Tableau for visualization, this study identifies high-risk regions and provides recommendations on **which countries to target and what self-defense products to export**.\n\n---\n\n## 📂 Project Structure\n```\nCrime-Data-Analysis-EU/\n│-- data/                  # Raw \u0026 processed datasets\n│   │-- crime.db  # SQLite database\n│   │-- IntentionalHomicide.csv  # Original CSV file\n│   │-- SexualViolence.csv  # Original CSV file\n│   │-- Theft.csv  # Original CSV file\n│\n│-- visuals/               # Visualizations using Tableau\n│   │-- IntentionalHomicide.png\n│   │-- SexualViolence.png\n│   │-- Theft.png\n│\n│-- scripts/               # Code files\n│   │-- crime_analysis(1~6).sql  # SQL queries used\n│\n│-- report/                # Case study \u0026 findings\n│   │-- Crime Data Analysis for Self-Defense Tool Market Entry in the EU.pdf  # Final report\n│   │-- Crime Data Analysis for Self-Defense Tool Market Entry in the EU.md   # Markdown version\n│\n│-- README.md              # Overview of the project\n│-- LICENSE                # License file \n```\n\n---\n\n## 📊 Data \u0026 Methodology\n### 📌 **Data Source**\n- The dataset was obtained from [Eurostat](https://ec.europa.eu/eurostat/databrowser/view/crim_off_cat/default/table?lang=en) under \"Police-recorded offences by offence category.\"\n- Data is measured **per 100,000 inhabitants** for standardization.\n\n### 🛠 **Tools \u0026 Technologies Used**\n- **SQLite** – For data processing and structuring.\n- **Tableau** – For visualization.\n- **GitHub** – For version control and project sharing.\n\n---\n\n## 📈 Key Findings\n### **1️⃣ Intentional Homicide Trends**\n- France had the **highest homicide rates** (1.03–1.21 per 100,000 inhabitants).\n- Italy had the **lowest homicide rates** (0.48–0.55 per 100,000 inhabitants).\n- Germany, Spain, and the Netherlands remained **stable with minor fluctuations**.\n\n### **2️⃣ Sexual Violence Trends**\n- France had the **highest sexual violence rates**, reaching **126.08 per 100,000** in 2022.\n- Germany showed **a steady increase**, reaching **59.7 per 100,000** in 2022.\n- Italy had significantly **lower rates** (\u003c12 per 100,000).\n- Spain and the Netherlands showed **gradual increases**.\n\n### **3️⃣ Theft Trends**\n- France had the **highest theft rates** (peaking at **2143.76 per 100,000** in 2019).\n- Germany saw a dip in 2021 but **rose again in 2022**.\n- Italy and the Netherlands showed a **recovery in theft rates post-2020**.\n- Spain had the **lowest theft rates** but still experienced fluctuations.\n\n---\n\n## 🏆 Market Recommendations\n### 🎯 **Target Market Selection**\n- **France** – Top priority due to **high sexual violence and theft rates**.\n- **Germany** – Strong secondary target due to **rising sexual violence and theft**.\n- **Netherlands** – Moderate opportunities, particularly for **anti-theft products**.\n- **Italy \u0026 Spain** – Lower crime rates, **less urgent targets**.\n\n### 🛡 **Recommended Self-Defense Products**\n- **For France \u0026 Germany**: **Personal safety tools** like **personal alarms, pepper sprays (where legal), and self-defense classes**.\n- **For The Netherlands \u0026 Germany**: **Anti-theft solutions** like **smart locks, GPS trackers, and RFID-blocking wallets**.\n- **For all countries**: Awareness campaigns and **partnerships with security firms**.\n\n---\n\n## 🚀 How to Use This Repository\n### 📥 **Clone the Repository**\n```bash\ngit clone https://github.com/byeonghomun/Crime-Data-Analysis-EU.git\ncd Crime-Data-Analysis-EU\n```\n\n### 📊 **View Visualizations**\nCheck the `/visuals/` folder for Tableau-generated crime trend charts.\n\n### 📄 **Read the Full Report**\nThe case study findings are available in `/report/crime_analysis_case_study.pdf`.\n\n---\n\n## 🔍 Next Steps\n- 🔹 Research **self-defense product laws** in each target country.\n- 🔹 Conduct **consumer safety awareness surveys**.\n- 🔹 Establish **partnerships with local retailers and security firms**.\n\n---\n\n## 📜 License\nThis project is open-source under the [MIT License](LICENSE).\n\n---\n\n## 🙌 Contributing\nFeel free to **fork this repo**, submit **pull requests**, or open **issues** for improvements!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbho0920%2Fcrime-data-analysis-eu","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbho0920%2Fcrime-data-analysis-eu","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbho0920%2Fcrime-data-analysis-eu/lists"}