{"id":46044082,"url":"https://github.com/kshula/monetary-policy-ai-app","last_synced_at":"2026-03-01T07:05:47.024Z","repository":{"id":208833257,"uuid":"722594191","full_name":"kshula/monetary-policy-AI-app","owner":"kshula","description":"Monetary Policy AI App","archived":false,"fork":false,"pushed_at":"2024-08-23T12:14:00.000Z","size":6943,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-08-23T13:38:36.678Z","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/kshula.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":"2023-11-23T13:36:39.000Z","updated_at":"2024-08-23T13:38:40.004Z","dependencies_parsed_at":"2024-08-23T13:50:27.341Z","dependency_job_id":null,"html_url":"https://github.com/kshula/monetary-policy-AI-app","commit_stats":null,"previous_names":["kshula/monetary-policy-ai-app"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/kshula/monetary-policy-AI-app","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fmonetary-policy-AI-app","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fmonetary-policy-AI-app/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fmonetary-policy-AI-app/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fmonetary-policy-AI-app/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kshula","download_url":"https://codeload.github.com/kshula/monetary-policy-AI-app/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fmonetary-policy-AI-app/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29963120,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-01T06:55:38.174Z","status":"ssl_error","status_checked_at":"2026-03-01T06:53:04.810Z","response_time":124,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 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":[],"created_at":"2026-03-01T07:05:46.170Z","updated_at":"2026-03-01T07:05:46.992Z","avatar_url":"https://github.com/kshula.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Monetary Policy AI App\n![Monetary Policy AI App](images/pro.jpg)\n\nWelcome to the Monetary Policy AI App! This application provides tools for analyzing monetary policy data, visualizing yield curves, predicting committee decisions, and more.\n\n## Table of Contents\n\n- [Features](#features)\n- [Getting Started](#getting-started)\n  - [Prerequisites](#prerequisites)\n  - [Installation](#installation)\n- [Usage](#usage)\n  - [Running the App](#running-the-app)\n- [Contributing](#contributing)\n- [License](#license)\n- [Contact](#contact)\n\n## Features\n\n- **Yield Curve Analysis:** Explore and analyze yield curves over time.\n- **Bonds \u0026 Treasury Bill Visualization:** Visualize data related to bonds and treasury bills.\n- **Interest Rate Trends:** Track lending rate, inflation, lending margin, interbank rate, and base rate.\n- **Statistics:** View statistical summaries and correlation heatmaps.\n- **MPC Prediction:** Predict Monetary Policy Committee (MPC) decisions using machine learning.\n\n## Getting Started\n\n### Prerequisites\n\nBefore running the app, ensure you have the following installed:\n\n- Python 3.x\n- Pip (Python package installer)\n\n### Installation\n\n1. Clone the repository:\n\n   ```bash\n   git clone https://github.com/kshula/monetary-policy-ai-app.git\n\n2. Navigate to the project directory:\nNavigate to the project directory:\n\n    ```bash\n    cd monetary-policy-ai-app\n    \n\n3. Install dependencies:\n\n    ```bash\n    pip install -r requirements.txt\n    \n\n### Usage\nRunning the App\nExecute the following command in your terminal:\n\n    ```bash\n    streamlit run monetary.py\n    \n\nOpen your web browser and go to http://localhost:8501.\n\nExplore the different pages and functionalities of the app.\n\n### Contributing\nFeedback and contributions welcome.\n\n### License\nThis project is licensed under the MIT License.\n\n### Contact\nFor any inquiries or feedback, please contact:\n\nKampamba Shula\n\nEmail: kampambashula@gmail.com\n\nLinkedIn: https://www.linkedin.com/in/kampamba-shula-03946633/\n\nGitHub: https://github.com/kshula\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkshula%2Fmonetary-policy-ai-app","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkshula%2Fmonetary-policy-ai-app","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkshula%2Fmonetary-policy-ai-app/lists"}