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data-storm-1.0's Introduction

Data-Storm-1.0

team ds1085 - data whisperers

(please refer this document before go to the notebook)

documented notebook ---> day2/datastorm_RandomForest_XGBoost.ipynb

final submission file in day2/file5.csv

Day1 --- in day 1 we use normal random forest model. in this model we got

     Accuracy  --->  0.8260416
     F1 Scores --->  0 ---> 0.90
                     1 ---> 0.48

Day2 --- in day 2 we use random forest and xgboot models. and also we over sampling the dataset (it affected on accuracy )

     without sampling
             
              XGBoost
              Accuracy  --->  0.825208
              F1 Scores --->  0 ---> 0.90
                              1 ---> 0.47 
     with sampling          
              
              Random Forest
                       Accuracy  --->  0.789234
                       F1 Scores --->  0 ---> 0.80
                                       1 ---> 0.78

              XGBoost
                       Accuracy  --->  0.8142742
                       F1 Scores --->  0 ---> 0.82 
                                       1 ---> 0.81

if you want to refer our progress . please go through the commit history

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