Removed bloat, Added logreg_train

1 files changed, 10 insertions, 0 deletions

diff --git a/src/dataset.py b/src/dataset.py
index 650d334..e9f4b44 100644..100755
--- a/src/dataset.py
+++ b/src/dataset.py
@@ -1,3 +1,7 @@
+#!/bin/python3
+
+import sys
+
 import pandas as pd
 
 
@@ -9,13 +13,19 @@ class Dataset:
         except FileNotFoundError:
             raise "Couldn't find dataset at: {}".format(path)
         self.df.drop(columns=['Index'], inplace=True)
+        self.df.dropna(axis=1, how="all", inplace=True)
         self.df.dropna(inplace=True)
         self.df.columns = self.df.columns.str.lower()
         self.df.columns = self.df.columns.str.replace(' ', '_')
         self.df.rename(columns={'hogwarts_house': 'house'}, inplace=True)
+        self.df.rename(columns={'care_of_magical_creatures': 'magical_creatures'}, inplace=True)
+        self.df.rename(columns={'defense_against_the_dark_arts': 'defense_dark_arts'}, inplace=True)
 
     @property
     def df_scores(self):
         return self.df.loc[:, 'arithmancy':'flying']
 
 
+if __name__ == "__main__":
+    d = Dataset(sys.argv[1])
+    print(d.df)