From 9275de7eb1eef9d83a58d4a655144a3bffdb3bb5 Mon Sep 17 00:00:00 2001
From: "deepsource-autofix[bot]"
 <62050782+deepsource-autofix[bot]@users.noreply.github.com>
Date: Mon, 13 Apr 2020 04:13:01 +0000
Subject: [PATCH] Change methods not using its bound instance to ...

...staticmethods
---
 decisiontree.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/decisiontree.py b/decisiontree.py
index 115d879..9bc4023 100644
--- a/decisiontree.py
+++ b/decisiontree.py
@@ -13,7 +13,8 @@ def __init__(self, trainingData, maxDepth):
     '''
     S : is a Series
     '''
-    def selfEntropy(self, S): # S is a pandas::Series 
+    @staticmethod
+    def selfEntropy(S): # S is a pandas::Series 
         value_probabilies = S.value_counts() / len(S)
         return - ( value_probabilies * value_probabilies.apply(math.log2) ).sum()
 
@@ -23,7 +24,8 @@ def selfEntropy(self, S): # S is a pandas::Series
     -> returns the conditional entropy H(Y | X)  using : 
         sum(p(x and y)* log(p(x) / p(x and y)) )
     '''
-    def conditionalEntropy(self, X_Y:list): 
+    @staticmethod
+    def conditionalEntropy(X_Y:list): 
         # Series of the form (index = (X,Y), value = P(x and y) )
         probability_XandY = X_Y.groupby(list(X_Y.columns)).size() / len(X_Y) 
         probability_X = probability_XandY.groupby(level=0).sum()