{"id":35145036,"url":"https://github.com/ericdataplus/kaggle-airbnb-nyc","last_synced_at":"2026-04-28T19:02:19.684Z","repository":{"id":328641308,"uuid":"1116222283","full_name":"Ericdataplus/kaggle-airbnb-nyc","owner":"Ericdataplus","description":"NYC Airbnb Market Analysis: Multi-source from 2 Kaggle datasets (151K listings)","archived":false,"fork":false,"pushed_at":"2025-12-15T05:57:43.000Z","size":5351,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-12-16T18:59:31.734Z","etag":null,"topics":["airbnb","data-analysis","kaggle","nyc","python","visualization"],"latest_commit_sha":null,"homepage":"https://ericdataplus.github.io/kaggle-airbnb-nyc/","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/Ericdataplus.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":"2025-12-14T12:54:14.000Z","updated_at":"2025-12-15T05:57:47.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/Ericdataplus/kaggle-airbnb-nyc","commit_stats":null,"previous_names":["ericdataplus/kaggle-airbnb-nyc"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/Ericdataplus/kaggle-airbnb-nyc","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ericdataplus%2Fkaggle-airbnb-nyc","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ericdataplus%2Fkaggle-airbnb-nyc/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ericdataplus%2Fkaggle-airbnb-nyc/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ericdataplus%2Fkaggle-airbnb-nyc/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Ericdataplus","download_url":"https://codeload.github.com/Ericdataplus/kaggle-airbnb-nyc/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ericdataplus%2Fkaggle-airbnb-nyc/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32394478,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-28T14:34:11.604Z","status":"ssl_error","status_checked_at":"2026-04-28T14:32:37.009Z","response_time":56,"last_error":"SSL_read: 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":["airbnb","data-analysis","kaggle","nyc","python","visualization"],"created_at":"2025-12-28T13:37:46.423Z","updated_at":"2026-04-28T19:02:19.680Z","avatar_url":"https://github.com/Ericdataplus.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🏙️ NYC Airbnb Market Analysis\r\n\r\n\u003e 📊 **Multi-Source Analysis** combining data from:\r\n\u003e - [New York City Airbnb Open Data](https://www.kaggle.com/datasets/dgomonov/new-york-city-airbnb-open-data) (48,895 listings)\r\n\u003e - [Airbnb Open Data](https://www.kaggle.com/datasets/arianazmoudeh/airbnbopendata) (102,599 listings)\r\n\u003e\r\n\u003e Comprehensive geographic and pricing analysis of NYC's short-term rental market.\r\n\r\n🔗 **[View Live Dashboard](https://ericdataplus.github.io/kaggle-airbnb-nyc/)**\r\n\r\n![Summary Dashboard](graphs/07_summary_dashboard.png)\r\n\r\n## 📊 Key Statistics\r\n\r\n| Metric | Value |\r\n|--------|-------|\r\n| Total Listings | **151,494** (combined) |\r\n| Boroughs Covered | 5 |\r\n| Neighborhoods | 221 |\r\n| Unique Hosts | 37,457 |\r\n| Avg Price (NYC) | $153/night |\r\n| Most Expensive | Manhattan ($197/night) |\r\n\r\n## 🗺️ Visualizations\r\n\r\n### Geographic Analysis\r\n- **NYC Listing Map** — All listings color-coded by borough\r\n- **Price Heatmap** — Geographic distribution of prices\r\n\r\n### Price Analysis\r\n- **Price by Borough** — Manhattan leads at $197/night avg\r\n- **Top 15 Most Expensive Neighborhoods**\r\n- **Room Type Pricing** — Entire home vs Private room vs Shared\r\n\r\n### Market Insights\r\n- **Host Analysis** — Multi-listing hosts dominate supply\r\n- **Neighborhood Rankings** — Most listed vs most expensive\r\n- **Multi-Dataset Comparison** — Side-by-side source analysis\r\n\r\n## 📁 Project Structure\r\n\r\n```\r\nkaggle-airbnb-nyc/\r\n├── index.html                    # Interactive Dashboard\r\n├── graphs/                       # Visualizations\r\n│   ├── 01_price_by_borough.png\r\n│   ├── 02_room_type_analysis.png\r\n│   ├── 03_nyc_map.png\r\n│   ├── 04_top_neighborhoods.png\r\n│   ├── 05_dataset_comparison.png\r\n│   ├── 06_host_analysis.png\r\n│   └── 07_summary_dashboard.png\r\n├── scripts/                      # Analysis scripts\r\n│   ├── 01_price_by_borough.py\r\n│   ├── 02_room_type_analysis.py\r\n│   ├── 03_nyc_map.py\r\n│   ├── 04_top_neighborhoods.py\r\n│   ├── 05_dataset_comparison.py\r\n│   ├── 06_host_analysis.py\r\n│   ├── 07_summary_dashboard.py\r\n│   └── run_all.py\r\n└── README.md\r\n```\r\n\r\n## 🛠️ Tech Stack\r\n\r\n- **Python** — Core language\r\n- **Pandas** — Data manipulation\r\n- **Matplotlib** — Visualizations\r\n- **NumPy** — Numerical computing\r\n\r\n## 📦 Data Sources\r\n\r\n| Dataset | Source | Records |\r\n|---------|--------|---------|\r\n| NYC Airbnb 2019 | [dgomonov/new-york-city-airbnb-open-data](https://www.kaggle.com/datasets/dgomonov/new-york-city-airbnb-open-data) | 48,895 |\r\n| Airbnb Open Data | [arianazmoudeh/airbnbopendata](https://www.kaggle.com/datasets/arianazmoudeh/airbnbopendata) | 102,599 |\r\n| **Combined** | Multi-source analysis | **151,494** |\r\n\r\n## 🔍 Key Findings\r\n\r\n1. **Manhattan dominates pricing** — $197/night average, 72% premium over outer boroughs\r\n2. **Entire homes are 2x private rooms** — $212 vs $89 average\r\n3. **Williamsburg most listed** — 3,920 listings in one neighborhood\r\n4. **Professional hosts** — Top 10 hosts control 1,000+ listings\r\n5. **Tribeca most expensive** — $490/night average\r\n\r\n## 🚀 Quick Start\r\n\r\n```bash\r\n# Clone repo\r\ngit clone https://github.com/Ericdataplus/kaggle-airbnb-nyc.git\r\ncd kaggle-airbnb-nyc\r\n\r\n# Download data from Kaggle (links above)\r\n# Place CSV files in project root\r\n\r\n# Run analysis\r\npython scripts/run_all.py\r\n```\r\n\r\n---\r\n\r\nMade with 🏙️ by [Ericdataplus](https://github.com/Ericdataplus) | December 2024\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fericdataplus%2Fkaggle-airbnb-nyc","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fericdataplus%2Fkaggle-airbnb-nyc","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fericdataplus%2Fkaggle-airbnb-nyc/lists"}