{"id":21678804,"url":"https://github.com/lucasbotang/seattle_airbnb","last_synced_at":"2026-04-06T08:31:07.565Z","repository":{"id":162696103,"uuid":"168881244","full_name":"LucasBoTang/Seattle_Airbnb","owner":"LucasBoTang","description":"Data analysis for Airbnb in Seattle","archived":false,"fork":false,"pushed_at":"2019-02-16T10:32:26.000Z","size":38661,"stargazers_count":1,"open_issues_count":0,"forks_count":3,"subscribers_count":0,"default_branch":"master","last_synced_at":"2026-01-03T21:14:32.613Z","etag":null,"topics":["airbnb","data-science","python"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/LucasBoTang.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}},"created_at":"2019-02-02T21:40:31.000Z","updated_at":"2021-09-08T18:20:35.000Z","dependencies_parsed_at":null,"dependency_job_id":"bedced99-df76-4cc3-8679-554cf6334ad5","html_url":"https://github.com/LucasBoTang/Seattle_Airbnb","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/LucasBoTang/Seattle_Airbnb","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LucasBoTang%2FSeattle_Airbnb","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LucasBoTang%2FSeattle_Airbnb/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LucasBoTang%2FSeattle_Airbnb/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LucasBoTang%2FSeattle_Airbnb/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/LucasBoTang","download_url":"https://codeload.github.com/LucasBoTang/Seattle_Airbnb/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LucasBoTang%2FSeattle_Airbnb/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31464604,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-05T21:22:52.476Z","status":"online","status_checked_at":"2026-04-06T02:00:07.287Z","response_time":112,"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":["airbnb","data-science","python"],"created_at":"2024-11-25T14:41:31.910Z","updated_at":"2026-04-06T08:31:07.548Z","avatar_url":"https://github.com/LucasBoTang.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Data Scientist Nanodegree\n# Write A Data Science Blog Post\n## Project 4: Seattle Airbnb\n\n### Table of Contents\n\n1. [Installation](#Installation)\n2. [Project Motivation](#Project-Motivation)\n3. [Data](#Data)\n4. [File Descriptions](#File-Descriptions)\n5. [Result](#Result)\n6. [Blog](#Blog)\n\n### Installation\n\nThis project requires **Python 3.x** and the following Python libraries installed:\n\n- [SciPy](https://www.scipy.org/)\n- [NumPy](http://www.numpy.org/)\n- [Pandas](http://pandas.pydata.org/)\n- [matplotlib](http://matplotlib.org/)\n- [seaborn](https://seaborn.pydata.org/)\n- [scikit-learn](http://scikit-learn.org/stable/)\n\nYou will also need to have software installed to run and execute an [iPython Notebook](http://ipython.org/notebook.html)\n\nWe recommend students install [Anaconda](https://www.continuum.io/downloads), a pre-packaged Python distribution that contains all of the necessary libraries and software for this project.\n\n### Project Motivation\n\n\u003e For this project, you will pick a dataset. Inspired by Robert, there are a few public datasets from Airbnb available below, but you may also choose a dataset similar to what was used in the lessons, or an entirely different dataset. Using your dataset, you will choose 3 questions you aspire to answer from the data.\n\nI chose Airbnb data in Seattle, and have the following three questions:\n\n- What is the seasonal pattern of Airbnb in Seattle?\n\n- What kinds of Airbnb homes are popular?\n\n- What are the most influential features about the rental price?\n\n### Data\n\nThe data about Airbnb in Seattle can be downloaded from **Kaggle**:\n\n[Seattle Airbnb Open Data](https://www.kaggle.com/airbnb/seattle/data)\n\n\n### File Descriptions\n\nJupyter Notebook ([seattle_airbnb.ipynb](https://github.com/LucasBoTang/Project_Seattle_Airbnb/blob/master/seattle_airbnb.ipynb)) works related to the above questions. \n\n### Result\n\n- Because of the weather, spring and summer are the busy season with higher rental price. But there still remains a question, why dose January have the highest occupancy rate?\n\n- Airbnb homes which have entertainment nearby, a soon response from host or flexible cancellation policy are more popular.\n\n- About rental price, the number of bedrooms and bathrooms, neighborhood and type of properties play important roles.\n\n### Blog\n\n[What Seattle Airbnb Data Can Tell Us](https://medium.com/@lucastang1994/what-seattle-airbnb-data-can-tell-us-263fbff8581a)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucasbotang%2Fseattle_airbnb","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flucasbotang%2Fseattle_airbnb","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucasbotang%2Fseattle_airbnb/lists"}