{"id":28214663,"url":"https://github.com/sameem97/python-analysis-project","last_synced_at":"2025-06-12T01:31:44.177Z","repository":{"id":288257821,"uuid":"967380431","full_name":"sameem97/python-analysis-project","owner":"sameem97","description":null,"archived":false,"fork":false,"pushed_at":"2025-04-16T13:49:56.000Z","size":255,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-05-17T21:08:11.938Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","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/sameem97.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,"zenodo":null}},"created_at":"2025-04-16T11:17:43.000Z","updated_at":"2025-04-16T13:49:59.000Z","dependencies_parsed_at":"2025-04-16T15:22:59.137Z","dependency_job_id":"6bbfe7d6-b58d-4464-9f98-837d20cc2eb3","html_url":"https://github.com/sameem97/python-analysis-project","commit_stats":null,"previous_names":["sameem97/python-analysis-project"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/sameem97/python-analysis-project","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sameem97%2Fpython-analysis-project","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sameem97%2Fpython-analysis-project/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sameem97%2Fpython-analysis-project/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sameem97%2Fpython-analysis-project/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sameem97","download_url":"https://codeload.github.com/sameem97/python-analysis-project/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sameem97%2Fpython-analysis-project/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":259377142,"owners_count":22848296,"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":[],"created_at":"2025-05-17T21:08:10.861Z","updated_at":"2025-06-12T01:31:44.169Z","avatar_url":"https://github.com/sameem97.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Python Analysis Project\n\n## Project Overview\n\nThis project is designed to analyse housing data in London. It includes data processing, analysis, and visualisation to extract meaningful insights from the dataset provided.\n\n## Project Structure\n\n```plaintext\npython-analysis-project/\n├── analysis.py                # Main script for data analysis\n├── Python Analysis Project.pdf # Project documentation (if applicable)\n├── README.md                  # Project overview and instructions\n├── requirements.txt           # File listing project dependencies\n├── data/                      # Directory containing data files\n│   ├── houses-in-london.zip   # Compressed dataset\n│   └── london_houses.csv      # CSV file with housing data\n```\n\n## Prerequisites\n\n- Python 3.8 or higher\n- Recommended: A virtual environment to manage dependencies\n\n## Setup Instructions\n\n1. Clone the repository:\n\n   ```bash\n   git clone \u003crepository-url\u003e\n   cd python-analysis-project\n   ```\n\n2. Create and activate a virtual environment:\n\n   ```bash\n   python3 -m venv venv\n   source venv/bin/activate  # On Windows: venv\\Scripts\\activate\n   ```\n\n3. Install dependencies:\n\n   ```bash\n   pip install -r requirements.txt\n   ```\n\n4. Unzip the dataset (if not already unzipped):\n\n   ```bash\n   unzip data/houses-in-london.zip -d data/\n   ```\n\n## Usage\n\nRun the analysis script:\n\n```bash\npython analysis.py\n```\n\nChoose the CLI option for the metric you want to analyse. A corresponding visualisation will be generated and displayed.\n\n## CLI Options\n\nWhen you run the script, you will be presented with the following options in the CLI:\n\n1. **Show Price Distribution**: Displays a histogram of house prices in London.\n2. **Show Average Price by Neighborhood**: Displays a bar plot of average house prices by neighborhood.\n3. **Show Price vs Square Meters**: Displays a scatter plot showing the relationship between property size and price.\n4. **Show Correlation Heatmap**: Displays a heatmap of correlations between numerical features in the dataset.\n5. **Exit**: Exits the CLI application.\n\n## Data\n\nThe dataset (`london_houses.csv`) contains information about housing in London. Ensure the data is properly formatted and located in the `data/` directory.\n\n## Credits\n\nThe dataset used in this project is sourced from Kaggle: [Houses in London](https://www.kaggle.com/datasets/oktayrdeki/houses-in-london/data?select=london_houses.csv).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsameem97%2Fpython-analysis-project","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsameem97%2Fpython-analysis-project","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsameem97%2Fpython-analysis-project/lists"}