commit-live-students · dhananjay93 · Dec 9, 2018 · Dec 9, 2018
diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
diff --git a/q01_missing_value/__pycache__/__init__.cpython-36.pyc b/q01_missing_value/__pycache__/__init__.cpython-36.pyc
diff --git a/q01_missing_value/__pycache__/build.cpython-36.pyc b/q01_missing_value/__pycache__/build.cpython-36.pyc
diff --git a/q01_missing_value/build.py b/q01_missing_value/build.py
@@ -1,5 +1,7 @@
+# %load q01_missing_value/build.py
 # Default imports
 import pandas as pd
+from sklearn.preprocessing import Imputer
 
 # Data loading
 ny_housing = pd.read_csv('data/train.csv')
@@ -8,3 +10,9 @@
 
 
 # Write your code here:
+def imputation(dataset = housing_data):
+    housing_data['MasVnrArea'] = housing_data['MasVnrArea'].fillna(housing_data['MasVnrArea'].mean())
+    housing_data['GarageType'] = housing_data['GarageType'].fillna(housing_data['GarageType'].mode()[0])
+    return housing_data[['MasVnrArea']], housing_data[['GarageType']]
+
+
diff --git a/q01_missing_value/tests/__pycache__/__init__.cpython-36.pyc b/q01_missing_value/tests/__pycache__/__init__.cpython-36.pyc
diff --git a/q01_missing_value/tests/__pycache__/test_q01_imputation.cpython-36.pyc b/q01_missing_value/tests/__pycache__/test_q01_imputation.cpython-36.pyc
diff --git a/q02_outlier_removal/__pycache__/__init__.cpython-36.pyc b/q02_outlier_removal/__pycache__/__init__.cpython-36.pyc
diff --git a/q02_outlier_removal/__pycache__/build.cpython-36.pyc b/q02_outlier_removal/__pycache__/build.cpython-36.pyc
diff --git a/q02_outlier_removal/build.py b/q02_outlier_removal/build.py
@@ -1,3 +1,4 @@
+# %load q02_outlier_removal/build.py
 # Default imports
 import pandas as pd
 
@@ -8,3 +9,13 @@
 
 
 # Write your code here:
+
+def outlier_removal(df):
+    a = dict(df.quantile(.95))
+    for item in a:
+        df = df.drop(df[df[item] > a[item]].index)
+    return df
+
+
+
+
diff --git a/q02_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc b/q02_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc
diff --git a/q02_outlier_removal/tests/__pycache__/test_q02_outlier_removal.cpython-36.pyc b/q02_outlier_removal/tests/__pycache__/test_q02_outlier_removal.cpython-36.pyc