{"id":48890440,"url":"https://github.com/kambleakash0/mubi_eda","last_synced_at":"2026-04-16T07:14:45.157Z","repository":{"id":283194229,"uuid":"948652288","full_name":"kambleakash0/mubi_eda","owner":"kambleakash0","description":"Mini Project #1 for EAS503 course at SUNY Buffalo","archived":false,"fork":false,"pushed_at":"2025-07-01T21:12:58.000Z","size":353,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-07-01T22:23:57.716Z","etag":null,"topics":["data-analysis","data-visualization","eda"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/kambleakash0.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,"zenodo":null}},"created_at":"2025-03-14T17:58:31.000Z","updated_at":"2025-07-01T21:14:36.000Z","dependencies_parsed_at":null,"dependency_job_id":"b7799914-4222-4452-8eb0-7a4dd68b79b8","html_url":"https://github.com/kambleakash0/mubi_eda","commit_stats":null,"previous_names":["kambleakash0/mubi_eda"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/kambleakash0/mubi_eda","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kambleakash0%2Fmubi_eda","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kambleakash0%2Fmubi_eda/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kambleakash0%2Fmubi_eda/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kambleakash0%2Fmubi_eda/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kambleakash0","download_url":"https://codeload.github.com/kambleakash0/mubi_eda/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kambleakash0%2Fmubi_eda/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31875347,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-15T15:24:51.572Z","status":"online","status_checked_at":"2026-04-16T02:00:06.042Z","response_time":69,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["data-analysis","data-visualization","eda"],"created_at":"2026-04-16T07:14:44.594Z","updated_at":"2026-04-16T07:14:45.152Z","avatar_url":"https://github.com/kambleakash0.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Mubi Movie Dataset Analysis\n\nThis repository contains a Jupyter Notebook (`eas503-mini-project-1.ipynb`) that performs an analysis of a Mubi movie dataset. The analysis explores rating trends, director popularity, user behavior patterns, and list engagement.\n\n## Data Source\n\nThe analysis utilizes several CSV files derived from Mubi's movie platform:\n\n*   `mubi_ratings_data.csv`\n*   `mubi_movie_data.csv`\n*   `mubi_ratings_user_data.csv`\n*   `mubi_lists_data.csv`\n\nTo run the notebook, these files are expected to be located in a `data/` directory within the repository's root.\n\n## Visualizations\n\nThe notebook generates and saves the following plots:\n\n*   **MUBI Rating Activity:** A time series plot illustrating the number of monthly ratings on the platform from 2007 to 2021. (Saved as `Rating Activity.png`)\n*   **Directors: Cult Followings vs Broad Appeal:** A scatter plot analyzing directors based on their average movie ratings versus the total number of ratings their movies have received (for directors with \u003e100 ratings). (Saved as `Directors.png`)\n*   **List Followers Distribution: Subscribers vs Trialists:** A histogram comparing how many followers curated movie lists attract, segmented by Mubi subscribers and trialists. (Saved as `Lists.png`)\n*   **24-Hour Viewing Intensity:** A circular bar plot displaying the distribution of rating activity by the hour of the day (UTC). (Saved as `Circular.png`)\n\n## Setup and Usage\n\nTo run the analysis:\n\n1.  **Prerequisites:**\n    *   Python 3\n\n2.  **Installation:**\n    *   Clone this repository.\n    *   Install the necessary Python dependencies:\n        ```bash\n        pip install -r requirements.txt\n        ```\n\n3.  **Running the Notebook:**\n    *   Ensure the data CSV files are placed in a `data/` directory in the root of the repository.\n    *   Open and run the `eas503-mini-project-1.ipynb` notebook using a Jupyter environment (e.g., Jupyter Notebook, JupyterLab, VS Code).\n    *   The generated plots will be saved as PNG files in the root directory of the repository.\n\n## Files in the Repository\n\n*   `.gitignore`: Specifies intentionally untracked files that Git should ignore.\n*   `LICENSE`: Contains the license for this project.\n*   `README.md`: This file, providing an overview of the project.\n*   `eas503-mini-project-1.ipynb`: The main Jupyter Notebook containing the data loading, preprocessing, analysis, and visualization code.\n*   `requirements.txt`: A list of Python packages required to run the notebook.\n\n## License\n\nPlease refer to the `LICENSE` file for details on the licensing of this project.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkambleakash0%2Fmubi_eda","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkambleakash0%2Fmubi_eda","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkambleakash0%2Fmubi_eda/lists"}