{"id":19580600,"url":"https://github.com/blurred-machine/hackbout_albatross","last_synced_at":"2025-08-15T17:13:44.925Z","repository":{"id":129505674,"uuid":"244834006","full_name":"blurred-machine/Hackbout_Albatross","owner":"blurred-machine","description":"This repository has all the files for our project at Hackbout.","archived":false,"fork":false,"pushed_at":"2020-03-05T06:10:02.000Z","size":12023,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-26T12:15:29.689Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/blurred-machine.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":"2020-03-04T07:21:42.000Z","updated_at":"2024-08-20T18:04:10.000Z","dependencies_parsed_at":"2023-06-11T16:31:16.890Z","dependency_job_id":null,"html_url":"https://github.com/blurred-machine/Hackbout_Albatross","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/blurred-machine/Hackbout_Albatross","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blurred-machine%2FHackbout_Albatross","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blurred-machine%2FHackbout_Albatross/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blurred-machine%2FHackbout_Albatross/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blurred-machine%2FHackbout_Albatross/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/blurred-machine","download_url":"https://codeload.github.com/blurred-machine/Hackbout_Albatross/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blurred-machine%2FHackbout_Albatross/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":270602456,"owners_count":24614260,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-08-15T02:00:12.559Z","response_time":110,"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":[],"created_at":"2024-11-11T07:28:04.985Z","updated_at":"2025-08-15T17:13:44.895Z","avatar_url":"https://github.com/blurred-machine.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Hackbout_Albatross\nThis repository is a part of [**Hackbout Hackathon**](https://www.hackbout.tech)\n\n```\n    void HackBout(){\n        while (36Hrs){\n            If (Alive){\n                Print (\"I ♥‿♥ Hacking at NMIT.\");\n            }\n            else{\n                drink_redbull (get_wings);\n                continue;\n            }\n        }\n    }\n```\n\nIn this project we have worked on implementing the **Dynamic Pricing Strategies** into the E-commerce domain. In this project we have worked on **Airbnb open dataset** provided for the **New York city**.\n\n\n### How to run the project?\n - To run the project on local host the first requirement is a Python3.x environment.\n - Secondly any of the IDE that support the python environment is required. (Jupyter Notebook used here).\n - Clone the repository from the link [https://github.com/paras009/Hackbout_Albatross.git](https://github.com/paras009/Hackbout_Albatross.git)\n - Run all the cells in .ipynb file by keeping the file structure as provided.\n - The final result of the process will result in dynamic pricing of hotel room bookings.\n\n\n### Steps for Implementation:\n - The data source is taken from the open data published by **Airbnb** at their official website.\n - For the data extracted, **wrangling** is done to make the data clean and understandable to machine.\n - **Exploratory Data Analysis(EDA)** is performed using different graphical analysis to understand the insights from the data.\n - **Feature Engineering** is implemented on various features of the dataset to get the importance of each feature present in the data.\n - Now the clean data is used to implement **Machine Learning training** to the various regression models and the final ouptut is the **dynamic pricing predictions** for all the hotels. To get the model accuracy, **R2-score** for each model is calculated.\n - Total of 5 Regression models have been implemented, out of which **ElasticNet Regression Model** showed the least Loss score and out-performed the other models.\n\n\n### Final Result:\n\n\u003cimg src=\"results.png\" alt=\"alt text\" width=\"800\"/\u003e\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblurred-machine%2Fhackbout_albatross","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fblurred-machine%2Fhackbout_albatross","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblurred-machine%2Fhackbout_albatross/lists"}