From ae154f1ad25eea386cd8e0c764129ff50e5074a1 Mon Sep 17 00:00:00 2001
From: rushabh-mehta <rushabh123@gmail.com>
Date: Tue, 9 Oct 2018 14:31:09 +0000
Subject: [PATCH 1/5] Done

---
 __pycache__/__init__.cpython-36.pyc              | Bin 0 -> 157 bytes
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 800 bytes
 q01_missing_value/build.py                       |  15 ++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 181 bytes
 .../test_q01_imputation.cpython-36.pyc           | Bin 0 -> 2330 bytes
 6 files changed, 14 insertions(+), 1 deletion(-)
 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..3717a0d 100644
--- a/q01_missing_value/build.py
+++ b/q01_missing_value/build.py
@@ -1,6 +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')
 # Selecting 4 most relevant variables along with target variable from the dataset fot the Cleaning and Preprocessing.
@@ -8,3 +9,15 @@
 
 
 # Write your code here:
+def imputation(housing_data):
+    df = housing_data
+    imp = Imputer(missing_values=float('NaN'),strategy='mean', axis=0)
+    df['MasVnrArea'] = imp.fit_transform(df[['MasVnrArea']])
+    df['GrLivArea'] = imp.fit_transform(df[['GrLivArea']])
+    df['SalePrice'] = imp.fit_transform(df[['SalePrice']])
+    df['LotShape'] = df['LotShape'].fillna(df['LotShape'].mode()[0])
+    df['GarageType'] = df['GarageType'].fillna(df['GarageType'].mode()[0])
+    return df[['MasVnrArea', 'GrLivArea', 'SalePrice']],df[['LotShape', 'GarageType']]
+imputation(housing_data)
+
+
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 e892d67ba03383d0c55af028ca6434c69ca88132 Mon Sep 17 00:00:00 2001
From: rushabh-mehta <rushabh123@gmail.com>
Date: Tue, 9 Oct 2018 14:39:51 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 588 bytes
 q02_outlier_removal/build.py                     |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 183 bytes
 .../test_q02_outlier_removal.cpython-36.pyc      | Bin 0 -> 1793 bytes
 5 files changed, 8 insertions(+)
 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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GIT binary patch
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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..eb89c4c 100644
--- 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 +9,10 @@
 
 
 # Write your code here:
+def outlier_removal(housing_data):
+    df = housing_data
+    df = df.drop(df[(df['MasVnrArea']>df['MasVnrArea'].quantile(0.95)) | (df['GrLivArea']>df['GrLivArea'].quantile(0.95)) | (df['SalePrice']>df['SalePrice'].quantile(0.95))].index)
+    return df
+outlier_removal(housing_data)
+
+
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 1a21b5d1a9e34146cc91e4b7707fd8f4047e675c Mon Sep 17 00:00:00 2001
From: rushabh-mehta <rushabh123@gmail.com>
Date: Tue, 9 Oct 2018 14:45:04 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 517 bytes
 q03_skewness_log/build.py                        |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 180 bytes
 .../test_q03_skewness_log.cpython-36.pyc         | Bin 0 -> 2205 bytes
 5 files changed, 9 insertions(+)
 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
new file mode 100644
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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..de3d705 100644
--- a/q03_skewness_log/build.py
+++ b/q03_skewness_log/build.py
@@ -1,3 +1,4 @@
+# %load q03_skewness_log/build.py
 from scipy.stats import skew
 import pandas as pd
 import numpy as np
@@ -6,3 +7,11 @@
 
 
 # Write code here:
+def skewness_log(data):
+    df = data
+    df['SalePrice'] = np.log(df['SalePrice'])
+    df['GrLivArea'] = np.log(df['GrLivArea'])
+    return skew(df['GrLivArea']),skew(df['SalePrice'])
+skewness_log(data)
+
+
diff --git a/q03_skewness_log/tests/__pycache__/__init__.cpython-36.pyc b/q03_skewness_log/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
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From b7861bdcb8cfb4a8af88fe8b1912784fa44830dd Mon Sep 17 00:00:00 2001
From: rushabh-mehta <rushabh123@gmail.com>
Date: Tue, 9 Oct 2018 14:48:34 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 526 bytes
 q03_skewness_sqrt/build.py                       |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 181 bytes
 .../test-q03_skewness_sqrt.cpython-36.pyc        | Bin 0 -> 2076 bytes
 5 files changed, 8 insertions(+)
 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..117baad 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
@@ -7,4 +8,11 @@
 
 
 # Write your Solution Here:
+def skewness_sqrt(ny_housing):
+    df = ny_housing
+    df['SalePrice'] = np.sqrt(df['SalePrice'])
+    df['GrLivArea'] = np.sqrt(df['GrLivArea'])
+    return skew(df['GrLivArea']),skew(df['SalePrice'])
+skewness_sqrt(ny_housing)
+
 
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 d89444e1918a35e1f70df7d63d0289739c739a9a Mon Sep 17 00:00:00 2001
From: rushabh-mehta <rushabh123@gmail.com>
Date: Tue, 9 Oct 2018 15:02:02 +0000
Subject: [PATCH 5/5] Done

---
 q04_encoding/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 170 bytes
 q04_encoding/__pycache__/build.cpython-36.pyc    | Bin 0 -> 611 bytes
 q04_encoding/build.py                            |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 176 bytes
 .../__pycache__/test_q04_encoding.cpython-36.pyc | Bin 0 -> 1734 bytes
 5 files changed, 8 insertions(+)
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 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..66d036d 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
@@ -7,4 +8,11 @@
 
 
 # Write your code here:
+def encoding(housing_data):
+    lablel_encoder = LabelEncoder()
+    housing_data['LotShape'] = lablel_encoder.fit_transform(housing_data['LotShape'])
+    housing_data = pd.get_dummies(housing_data,dummy_na=True)
+    return housing_data
+encoding(housing_data)
+
 
diff --git a/q04_encoding/tests/__pycache__/__init__.cpython-36.pyc b/q04_encoding/tests/__pycache__/__init__.cpython-36.pyc
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