Git Product home page Git Product logo

foodmood's Introduction

FoodMood

The rise of the food industry over the last decade in India has resulted in a huge number of investors. This has increased the intensity of competition amongst the various companies/start-ups. Food culture analysis has thus gained its importance over the last couple of years. Entrepreneurs and investors are willing to invest enormous amounts of money today. They need to consider a lot of aspects that would help make their business a success.

FoodMood is a project that aims at analysing the food culture of a locality by finding the importance of features that determine the success of a restaurant in that area, and by identifying the correlation between the features etc. Major aspects include:

  • Location-wise feature importance (Using Decision Trees)
  • Recommendation of the best options for the important features (Using a Combinatorial Approach)
  • Prediction of Ideal Pricing Range for a restaurant (Using Logistic Regression and an Artificial Neural Network)
  • Sentiment Analysis of Reviews

With our analysis, we aim at helping upcoming entrepreneurs take the right decisions for the best growth of their food chain business.

Dataset

Zomato Dataset available on Kaggle : https://www.kaggle.com/himanshupoddar/zomato-bangalore-restaurants
The dataset contains data of around 50,000 restaurants in Bangalore. It gives us information on the type of restaurant, cuisines offered, online ordering facilities, reservation facilities, pricing ranges, votes obtained, reviews, rating, etc.

Files

  • final_project.py : The entire implementation in Python. Contains code for the Exploratory Data Analysis, Pre-processing and Modelling.
  • phase1.py and preprocessingEDA.R contain the code for Pre-processing and Exploratory Data Analysis in Python and R, respectively.

foodmood's People

Contributors

archprak avatar bsshreyas99 avatar

Watchers

 avatar  avatar

Forkers

bsshreyas99

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.