202112-25-Roommate-Apartment-Finding-Platform

EECS E6893 Big Data Analytics final project

Introduction

The number of international students in the United States is increasing these years. It is a little hard for new international students to find roommates and apartments which fit their needs. So, this project is going to build a roommates and apartments platform for new students. We designed our own frontend website and will use cluster algorithm like euclidean distance, cosine similarity and K-Means to get our recommendation, the result will show on the frontend back. Besides, we will compare algorithm we used to find which one is better for our platform.

Prerequisites

VM Environment

Packages

Datasets

Roommates: a dataset contains 13+ features and 3000+ rows including first name, last name, email address, uni, gender, hobbies, etc. Apartments: a dataset contains 10+ features and 40000+ rows including name, address, location, distance, etc.

Demo

You can see the demonstration of our project through this link: https://www.youtube.com/watch?v=ccGrH4LN8sA

Flow Chart

Results

Organization

./
├── .gitignore
├── README.md
├── data
│   ├── airbnb.csv
│   ├── countries.txt
│   ├── majors.txt
│   ├── roommates.csv
│   └── shcools.txt
├── docs
│   ├── 6893_progress_paper.doc
│   ├── figs
│   │   ├── fig1arch.png
│   │   ├── fig2flowchart.png
│   │   ├── fig3frontinfo.png
│   │   ├── fig4frontresult.png
│   │   └── flowchart.png
│   ├── progress_report.docx
│   └── ~$93_progress_paper.doc
├── final_BDA
│   ├── __init__.py
│   ├── __pycache__
│   │   ├── __init__.cpython-38.pyc
│   │   ├── search.cpython-38.pyc
│   │   ├── search2.cpython-38.pyc
│   │   ├── settings.cpython-38.pyc
│   │   ├── urls.cpython-38.pyc
│   │   ├── views.cpython-38.pyc
│   │   └── wsgi.cpython-38.pyc
│   ├── asgi.py
│   ├── search.py
│   ├── settings.py
│   ├── urls.py
│   └── wsgi.py
├── manage.py
├── src
│   ├── create_table_gbp.py
│   ├── knn+cosine_similarity.ipynb
│   ├── pull_from_gbq.py
│   └── push_to_gbq.py
├── static
│   ├── css
│   │   ├── postPatt.css
│   │   └── resultsPatt.css
│   ├── js
│   │   ├── button.js
│   │   └── display.js
│   └── picture
│       ├── Columbia.jpg
│       └── columbia_university.jpg
└── templates
    ├── post.html
    └── results.html

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