README.md

EDA_TSNE_On_-DonorsChoose

Exploratory Data Analysis and apply TSNE On DonorsChoose data set features:

pipeline of EDA: 1. Reading Data,

             2. Data Analysis(Univariate Analysis for each feature and ploting with summary ),
             
             3. Text preprocessing - Text Data,
             
             4.Preparing data models - Vectorizing categorical data(one hot encoding),
             
             5.Vectorizing Text data ( Bag of words, TFIDF, avg W2v, TFIDF weighted W2V ),
             
             6.Vectorizing Numerical features ( StandardScaler ),
             
             7.Merging all the above features (Categorical + Text + numarical ) - using hstck method,
             
             8. Apply TSNE,
             
             9. Overall Summary.

Thank you.