From f3475e5806983c07473da18bdd80c9343beed9ed Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sat, 3 Nov 2018 05:03:42 +0000
Subject: [PATCH 1/5] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 0 -> 155 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 0 -> 737 bytes
 q01_missing_value/build.py                    |  23 +++++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 179 bytes
 .../test_q01_imputation.cpython-36.pyc        | Bin 0 -> 2328 bytes
 6 files changed, 19 insertions(+), 4 deletions(-)
 create mode 100644 __pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_missing_value/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_missing_value/__pycache__/build.cpython-36.pyc
 create mode 100644 q01_missing_value/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_missing_value/tests/__pycache__/test_q01_imputation.cpython-36.pyc

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diff --git a/q01_missing_value/__pycache__/__init__.cpython-36.pyc b/q01_missing_value/__pycache__/__init__.cpython-36.pyc
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diff --git a/q01_missing_value/__pycache__/build.cpython-36.pyc b/q01_missing_value/__pycache__/build.cpython-36.pyc
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diff --git a/q01_missing_value/build.py b/q01_missing_value/build.py
index 7dc4d18..4b53c27 100644
--- a/q01_missing_value/build.py
+++ b/q01_missing_value/build.py
@@ -1,10 +1,25 @@
-# Default imports
 import pandas as pd
+from sklearn.preprocessing import Imputer
+import warnings
 
-# Data loading
-ny_housing = pd.read_csv('data/train.csv')
+ny_housing = pd.read_csv('./data/train.csv')
 # Selecting 4 most relevant variables along with target variable from the dataset fot the Cleaning and Preprocessing.
 housing_data = ny_housing[['MasVnrArea', 'GrLivArea', 'LotShape', 'GarageType', 'SalePrice']]
 
+def imputation(housing_data):
+    
+    housing_data['MasVnrArea'] = housing_data['MasVnrArea'].fillna(housing_data['MasVnrArea'].mean())
+    housing_data['GrLivArea'] = housing_data['GrLivArea'].fillna(housing_data['GrLivArea'].mean())
+    housing_data['SalePrice'] = housing_data['SalePrice'].fillna(housing_data['SalePrice'].mean())
+    
+    housing_data['LotShape'] = housing_data['LotShape'].fillna(housing_data['LotShape'].mode()[0])
+    housing_data['GarageType'] = housing_data['GarageType'].fillna(housing_data['GarageType'].mode()[0])
+    
+    return housing_data[['MasVnrArea', 'GrLivArea', 'SalePrice']], housing_data[['LotShape', 'GarageType']]
+
+imputation(housing_data)
+
+
+
+
 
-# Write your code here:
diff --git a/q01_missing_value/tests/__pycache__/__init__.cpython-36.pyc b/q01_missing_value/tests/__pycache__/__init__.cpython-36.pyc
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From 5157ba72e855601e42ecdf9e3b29da3f86c6074b Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sat, 3 Nov 2018 06:49:00 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 635 bytes
 q02_outlier_removal/build.py                     |  15 +++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 181 bytes
 .../test_q02_outlier_removal.cpython-36.pyc      | Bin 0 -> 1791 bytes
 5 files changed, 13 insertions(+), 2 deletions(-)
 create mode 100644 q02_outlier_removal/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q02_outlier_removal/__pycache__/build.cpython-36.pyc
 create mode 100644 q02_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q02_outlier_removal/tests/__pycache__/test_q02_outlier_removal.cpython-36.pyc

diff --git a/q02_outlier_removal/__pycache__/__init__.cpython-36.pyc b/q02_outlier_removal/__pycache__/__init__.cpython-36.pyc
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diff --git a/q02_outlier_removal/__pycache__/build.cpython-36.pyc b/q02_outlier_removal/__pycache__/build.cpython-36.pyc
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diff --git a/q02_outlier_removal/build.py b/q02_outlier_removal/build.py
index 74df5f2..224cba9 100644
--- a/q02_outlier_removal/build.py
+++ b/q02_outlier_removal/build.py
@@ -1,4 +1,3 @@
-# Default imports
 import pandas as pd
 
 # Data
@@ -6,5 +5,17 @@
 # Selecting 4 most relevant variables from the dataset fot the Cleaning and Preprocessing.
 housing_data = ny_housing[['MasVnrArea', 'GrLivArea', 'LotShape', 'GarageType', 'SalePrice']]
 
+def outlier_removal(housing_data):
+    df = housing_data
+    qlt = housing_data.quantile(q=0.95)
+    
+    df = df.drop(df[(df['MasVnrArea']>qlt[0])].index)
+    df = df.drop(df[(df['GrLivArea']>qlt[1])].index)
+    df = df.drop(df[(df['SalePrice']>qlt[2])].index)
+    
+    return df
+
+outlier_removal(housing_data)
+
+
 
-# Write your code here:
diff --git a/q02_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc b/q02_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc
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From feedbfc56531342c8b6d941ccb1f9870802aa958 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sat, 3 Nov 2018 09:03:23 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc         | Bin 0 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc            | Bin 0 -> 569 bytes
 q03_skewness_log/build.py                       |  16 +++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc   | Bin 0 -> 178 bytes
 .../test_q03_skewness_log.cpython-36.pyc        | Bin 0 -> 2203 bytes
 5 files changed, 15 insertions(+), 1 deletion(-)
 create mode 100644 q03_skewness_log/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_skewness_log/__pycache__/build.cpython-36.pyc
 create mode 100644 q03_skewness_log/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_skewness_log/tests/__pycache__/test_q03_skewness_log.cpython-36.pyc

diff --git a/q03_skewness_log/__pycache__/__init__.cpython-36.pyc b/q03_skewness_log/__pycache__/__init__.cpython-36.pyc
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diff --git a/q03_skewness_log/__pycache__/build.cpython-36.pyc b/q03_skewness_log/__pycache__/build.cpython-36.pyc
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diff --git a/q03_skewness_log/build.py b/q03_skewness_log/build.py
index f008d0f..eee9028 100644
--- a/q03_skewness_log/build.py
+++ b/q03_skewness_log/build.py
@@ -1,8 +1,22 @@
+# %load q03_skewness_log/build.py
 from scipy.stats import skew
 import pandas as pd
 import numpy as np
 
 data = pd.read_csv('data/train.csv')
 
+def skewness_log(data):
+    
+    df = data.copy()
+    df['GrLivArea'] = np.log(df['GrLivArea'])
+    df['SalePrice'] = np.log(df['SalePrice'])
+    
+    skewed_grLiv = skew(df['GrLivArea'])
+    skewed_SalePrice = skew(df['SalePrice'])
+    
+    return skewed_grLiv, skewed_SalePrice
+
+skewness_log(data)
+
+
 
-# Write code here:
diff --git a/q03_skewness_log/tests/__pycache__/__init__.cpython-36.pyc b/q03_skewness_log/tests/__pycache__/__init__.cpython-36.pyc
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From 6682564ba8eda218bf36b2d2d5318b2e2754b34d Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sat, 3 Nov 2018 09:14:50 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 578 bytes
 q03_skewness_sqrt/build.py                       |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 179 bytes
 .../test-q03_skewness_sqrt.cpython-36.pyc        | Bin 0 -> 2074 bytes
 5 files changed, 13 insertions(+), 1 deletion(-)
 create mode 100644 q03_skewness_sqrt/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_skewness_sqrt/__pycache__/build.cpython-36.pyc
 create mode 100644 q03_skewness_sqrt/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_skewness_sqrt/tests/__pycache__/test-q03_skewness_sqrt.cpython-36.pyc

diff --git a/q03_skewness_sqrt/__pycache__/__init__.cpython-36.pyc b/q03_skewness_sqrt/__pycache__/__init__.cpython-36.pyc
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diff --git a/q03_skewness_sqrt/build.py b/q03_skewness_sqrt/build.py
index 4bdb0e4..4c368dd 100644
--- a/q03_skewness_sqrt/build.py
+++ b/q03_skewness_sqrt/build.py
@@ -1,3 +1,4 @@
+# %load q03_skewness_sqrt/build.py
 # Default imports
 from scipy.stats import skew
 import pandas as pd
@@ -5,6 +6,17 @@
 
 ny_housing = pd.read_csv('data/train.csv')
 
+def skewness_sqrt(ny_housing):
+    df = ny_housing.copy()
+    df['GrLivArea'] = np.sqrt(df['GrLivArea'])
+    df['SalePrice'] = np.sqrt(df['SalePrice'])
+    
+    skewed_grLiv = skew(df['GrLivArea'])
+    skewed_SalePrice = skew(df['SalePrice'])
+    
+    return skewed_grLiv, skewed_SalePrice
+
+skewness_sqrt(ny_housing)
+
 
-# Write your Solution Here:
 
diff --git a/q03_skewness_sqrt/tests/__pycache__/__init__.cpython-36.pyc b/q03_skewness_sqrt/tests/__pycache__/__init__.cpython-36.pyc
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From 1cc0ae88931551c6b52aacf2c9dfbaf95609e84e Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sat, 3 Nov 2018 10:32:52 +0000
Subject: [PATCH 5/5] Done

---
 q04_encoding/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 168 bytes
 q04_encoding/__pycache__/build.cpython-36.pyc    | Bin 0 -> 657 bytes
 q04_encoding/build.py                            |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 174 bytes
 .../__pycache__/test_q04_encoding.cpython-36.pyc | Bin 0 -> 1732 bytes
 5 files changed, 11 insertions(+), 1 deletion(-)
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 create mode 100644 q04_encoding/__pycache__/build.cpython-36.pyc
 create mode 100644 q04_encoding/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q04_encoding/tests/__pycache__/test_q04_encoding.cpython-36.pyc

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diff --git a/q04_encoding/build.py b/q04_encoding/build.py
index a52c57f..933b38e 100644
--- a/q04_encoding/build.py
+++ b/q04_encoding/build.py
@@ -1,3 +1,4 @@
+# %load q04_encoding/build.py
 # Default imports
 import pandas as pd
 from sklearn.preprocessing import LabelEncoder
@@ -5,6 +6,15 @@
 ny_housing = pd.read_csv('data/train.csv')
 housing_data = ny_housing[['MasVnrArea', 'GrLivArea', 'LotShape', 'GarageType', 'SalePrice']]
 
+def encoding(housing_data):
+    df = housing_data
+    label_encoder = LabelEncoder()
+    df['LotShape_Label'] = label_encoder.fit_transform(df['LotShape'])
+    df = df.join(pd.get_dummies(df['GarageType'], drop_first=True))
+    
+    return df
+
+encoding(housing_data)
+
 
-# Write your code here:
 
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