{"id":49645446,"url":"https://github.com/khushi-devi/diabetes_prediction_dashboard","last_synced_at":"2026-05-06T00:02:38.607Z","repository":{"id":326050536,"uuid":"1103688269","full_name":"Khushi-Devi/diabetes_prediction_dashboard","owner":"Khushi-Devi","description":"This is an interactive Streamlit dashboard that analyzes the PIMA Diabetes dataset using multiple machine learning models. It visualizes data insights, compares model performance, and uses the best saved model with a scaler to provide real-time diabetes risk predictions based on user input.","archived":false,"fork":false,"pushed_at":"2025-11-25T08:35:04.000Z","size":1824,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-11-28T15:22:20.622Z","etag":null,"topics":["jupyter-notebook","machine-learning","python","streamlit","streamlit-cloud-deployment","streamlit-dashboard"],"latest_commit_sha":null,"homepage":"https://diabetespredictiondashboard-8bzv2keid8eaasfpxywwug.streamlit.app/","language":"Jupyter Notebook","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/Khushi-Devi.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,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-11-25T07:49:08.000Z","updated_at":"2025-11-25T08:52:32.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/Khushi-Devi/diabetes_prediction_dashboard","commit_stats":null,"previous_names":["khushi-devi/diabities_prediction_model","khushi-devi/diabetees_prediction_dashboard"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/Khushi-Devi/diabetes_prediction_dashboard","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Khushi-Devi%2Fdiabetes_prediction_dashboard","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Khushi-Devi%2Fdiabetes_prediction_dashboard/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Khushi-Devi%2Fdiabetes_prediction_dashboard/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Khushi-Devi%2Fdiabetes_prediction_dashboard/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Khushi-Devi","download_url":"https://codeload.github.com/Khushi-Devi/diabetes_prediction_dashboard/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Khushi-Devi%2Fdiabetes_prediction_dashboard/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32672682,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-05T11:29:49.557Z","status":"ssl_error","status_checked_at":"2026-05-05T11:29:48.587Z","response_time":54,"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":["jupyter-notebook","machine-learning","python","streamlit","streamlit-cloud-deployment","streamlit-dashboard"],"created_at":"2026-05-06T00:02:13.141Z","updated_at":"2026-05-06T00:02:38.600Z","avatar_url":"https://github.com/Khushi-Devi.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# AI Diabetes Prediction Dashboard\nA Machine Learning–Powered Interactive Health Prediction System\n\nThe AI Diabetes Prediction Dashboard is an interactive web application built with Streamlit that demonstrates the end-to-end machine learning workflow—from data exploration to model evaluation and real-time prediction. Using the PIMA Diabetes Dataset, the system trains multiple ML classifiers, compares their performance, and deploys the best-performing model for live inference.\n\n=\u003eFeatures\n\n1. Data Exploration:-\nDataset preview, \nSummary statistics, \nCorrelation heatmap, \nOutcome distribution\n\n2. Model Comparison:-\nEvaluates multiple ML models, \nAccuracy, Precision, Recall, F1-Score visualization, \nHighlights best-performing model, \nPerformance comparison plots\n\n3. Live Diabetes Prediction:-\nUser-friendly input form, \nAutomatic data scaling using saved scaler.pkl, \nPredictions using best model stored as best_model.pkl, \nDisplays probabilities and model confidence, \nClean, modern UI with color-coded risk results\n\n=\u003e Machine Learning Workflow\n\n1. Data preprocessing\n\n2. Feature scaling\n\n3. Model training (multiple algorithms)\n\n4. Model evaluation and metric storage\n\n5. Saving the best model and scaler using joblib\n\n6. Deploying model inside Streamlit app \n\n## How to Run\n\nFollow these steps to set up and run the project locally:\n\n- **Clone the repository**\n   ```bash\n   git clone https://github.com/Khushi-Devi/diabetes_prediction_dashboard.git\n   cd diabetes_prediction_dashboard\n\n\n- Create a virtual environment (recommended)\n\npython -m venv venv\n\nsource venv/bin/activate   # On Linux/Mac\n\nvenv\\Scripts\\activate      # On Windows\n\n-pip install -r requirements.txt\n\n-streamlit run app.py (run the dashboard)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkhushi-devi%2Fdiabetes_prediction_dashboard","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkhushi-devi%2Fdiabetes_prediction_dashboard","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkhushi-devi%2Fdiabetes_prediction_dashboard/lists"}