Wherebnb is an application that uses machine learning in the backend and provides:
- Tourists with price estimates of a house in any region, based on features they have selected.
- Hosts with popularity estimates of their house if they were to put it up for rent on Airbnb, it also suggests pricing for that house.
- Users with a map of nearby places actually available for rent on Airbnb in the selected region.
- Travellers with a list of nearby experiences in the selected city.
Website Link- http://wherebnb.kritikseth.com/
- In your command prompt or terminal run
git clone https://github.com/kritikseth/wherebnb.git
- Install requirements
pip3 install -r requirements.txt --user
- Run the application
python3 app.py
├── Data
│ └── ...
├── LICENSE
├── Procfile
├── README.md
├── app.py
├── hosted
│ └── ...
├── mapping.py
├── preprocess.py
├── requirements.txt
├── static
│ ├── css
│ │ ├── neumorphism.css
│ │ └── neumorphism.css.map
│ ├── data
│ │ ├── wherebnb-map-1000.csv
│ │ └── wherebnb-map-2000.csv
│ ├── img
│ │ ├── brand
│ │ ├── loading
│ │ └── profile
│ ├── js
│ │ └── neumorphism.js
│ ├── maps
│ └── [generated maps]
│ ├── models
│ │ ├── decision_tree_clf.pkl
│ │ ├── lgbm.pkl
│ │ └── lgbm_all.pkl
│ ├── scss
│ │ ├── bootstrap
│ │ ├── neumorphism
│ │ └── neumorphism.scss
│ └── vendor
│ └── ...
└── templates
├── about.html
├── base.html
├── child.html
├── data.html
├── host.html
├── index.html
├── map.html
├── mapnearby.html
├── mapnearbyview.html
├── mapview.html
├── nearby.html
├── nearbyview.html
├── popularity.html
├── popularityresult.html
├── price.html
├── priceresult.html
└── tourist.html
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| Kritik Seth |
- If you find a bug (the website couldn't handle the query and/or gave undesired results), kindly open an issue here by including your search query and the expected result.
- If you'd like to request a new function, feel free to do so by opening an issue here. Please include sample queries and their corresponding results.
Copyright 2020 Kritik Seth
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific la
This dataset can also be found on kaggle here- U.S. Airbnb Open Data
Home Page
Price Prediction
Popularity Prediction
Map
Nearby Experiences
