{"id":25839582,"url":"https://github.com/mehwishferoz/bee-friendly-plants","last_synced_at":"2026-05-30T23:31:26.066Z","repository":{"id":249549911,"uuid":"831822975","full_name":"mehwishferoz/Bee-friendly-plants","owner":"mehwishferoz","description":"This repository contains my first-place submission for the DataCamp Bee Friendly Plants Competition 🐝🌸","archived":false,"fork":false,"pushed_at":"2024-07-21T18:13:26.000Z","size":2738,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-07-25T20:19:38.261Z","etag":null,"topics":["competition","datacamp","exploratory-data-analysis"],"latest_commit_sha":null,"homepage":"https://app.datacamp.com/learn/competitions/bee-friendly-plants","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/mehwishferoz.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":"2024-07-21T17:52:35.000Z","updated_at":"2024-11-27T05:17:06.000Z","dependencies_parsed_at":"2024-07-21T19:45:32.274Z","dependency_job_id":"f149d711-a559-4f46-8e22-d53be09c24cb","html_url":"https://github.com/mehwishferoz/Bee-friendly-plants","commit_stats":null,"previous_names":["mehwishferoz/bee-friendly-plants"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/mehwishferoz/Bee-friendly-plants","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mehwishferoz%2FBee-friendly-plants","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mehwishferoz%2FBee-friendly-plants/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mehwishferoz%2FBee-friendly-plants/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mehwishferoz%2FBee-friendly-plants/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mehwishferoz","download_url":"https://codeload.github.com/mehwishferoz/Bee-friendly-plants/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mehwishferoz%2FBee-friendly-plants/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33714033,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-05-30T02:00:06.278Z","response_time":92,"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":["competition","datacamp","exploratory-data-analysis"],"created_at":"2025-03-01T04:32:55.680Z","updated_at":"2026-05-30T23:31:26.034Z","avatar_url":"https://github.com/mehwishferoz.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🐝 Bee Friendly Plants Competition 🏆\n\n![Bee Friendly Plants](image.png)\n\n## 🌟 Overview\nThis repository contains my submission for the [DataCamp Bee Friendly Plants Competition](https://app.datacamp.com/learn/competitions/bee-friendly-plants), where I placed first and won DataCamp merchandise. The competition challenged participants to identify plants that are beneficial for bees using data science techniques.\n\n## 🌸 Project Description\nIn this competition, the goal was to analyze various plant species to determine their suitability for bees. The dataset included features such as flower color, bloom time, and habitat.\n\n## 🔍 Approach\n\n### 🛠️ Data Preprocessing\n- **Data Cleaning:** Handled missing values and outliers.\n- **Normalization:** Scaled numerical features for better model performance.\n\n### 🧩 Feature Engineering\n- **New Features:** Created additional features based on domain knowledge.\n- **Encoding:** Converted categorical variables into numerical format using techniques like one-hot encoding.\n\n### 🤖 Model Building\n- **Models Used:** Tried multiple models including Random Forest, Gradient Boosting, and Neural Networks.\n- **Hyperparameter Tuning:** Used Grid Search and Random Search to find the best parameters.\n- **Cross-Validation:** Implemented k-fold cross-validation to ensure model robustness.\n\n### 📊 Evaluation\n- **Metrics:** Evaluated models using metrics such as accuracy, precision, recall, and F1 score.\n- **Final Model:** Selected the best-performing model based on evaluation metrics and used it for the final predictions.\n\n## 🏅 Results\nThe final model achieved outstanding results, leading to a first-place finish in the competition. Here are some key findings:\n- **Important Features:** Identified the most important features influencing the suitability for bees.\n- **Model Performance:** Detailed performance metrics of the final model.\n\n## 📂 Notebooks and Code\n- **Data Analysis and Model Building:** All the steps mentioned above are detailed in the [notebook](notebook.ipynb).\n- **Data:** The dataset used for this project can be found in the `data` directory ([plants_and_bees.csv](data/plants_and_bees.csv)).\n\n## 🙏 Acknowledgments\nI would like to thank DataCamp for organizing this competition and providing a platform to showcase and enhance our data science skills.\n\n![DataCamp Winner](win.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmehwishferoz%2Fbee-friendly-plants","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmehwishferoz%2Fbee-friendly-plants","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmehwishferoz%2Fbee-friendly-plants/lists"}