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TSNE Data Visualisation

Dataset Description

The Amazon Fine Food Reviews dataset consists of reviews of fine foods from Amazon.

  • Number of reviews: 568,454
  • Number of users: 256,059
  • Number of products: 74,258
  • Timespan: Oct 1999 - Oct 2012
  • Number of Attributes/Columns in data: 10

Attribute Information:

  • Id
  • ProductId - unique identifier for the product
  • UserId - unqiue identifier for the user
  • ProfileName
  • HelpfulnessNumerator - number of users who found the review helpful
  • HelpfulnessDenominator - number of users who indicated whether they found the review helpful or not
  • Score - rating between 1 and 5
  • Time - timestamp for the review
  • Summary - brief summary of the review
  • Text - text of the review

Objective:

Visualise food reviews using TSNE.

Prerequisites

You need to have installed following softwares and libraries before running this project.

  1. Python 3: https://www.python.org/downloads/
  2. Anaconda: It will install ipython notebook and most of the libraries which are needed like sklearn, pandas, seaborn, matplotlib, numpy and scipy: https://www.anaconda.com/download/

Libraries

  • scikit-learn: scikit-learn is a Python module for machine learning built on top of SciPy.

    • pip install scikit-learn
    • conda install -c anaconda scikit-learn
  • nltk: The Natural Language Toolkit (NLTK) is a Python package for natural language processing.

    • pip install nltk
    • conda install -c anaconda nltk

Authors

โ€ข Manish Vishwakarma - Complete work

tsne_visualisation's People

Contributors

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Watchers

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