From e8fba22ba668d7e0c11b17fa9fa281eb41036eee Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Fri, 23 Nov 2018 10:27:27 +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 -> 777 bytes
 q01_missing_value/build.py                    |  22 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 181 bytes
 .../test_q01_imputation.cpython-36.pyc        | Bin 0 -> 2330 bytes
 6 files changed, 21 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..f146876 100644
--- a/q01_missing_value/build.py
+++ b/q01_missing_value/build.py
@@ -1,3 +1,4 @@
+# %load q01_missing_value/build.py
 # Default imports
 import pandas as pd
 
@@ -6,5 +7,24 @@
 # 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']]
 
-
+df = housing_data.copy()
+df1 =df.select_dtypes(include=['int','float'])
 # Write your code here:
+
+def imputation(df):
+    df1=df.select_dtypes(include=['int','float'])
+    df2=df.select_dtypes(include=['object'])
+    df2['LotShape']=df2['LotShape'].fillna(df2['LotShape'].mode().index[0])
+    df2['GarageType']=df2['GarageType'].fillna(df2['GarageType'].value_counts().index[0])
+    for col in df1.columns:
+        df1[col] = df1[col].fillna(df1[col].mean())
+
+    return df1,df2
+
+
+
+
+
+
+
+
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 44f7f53b28ea70a0f399b64d064cf88a74087d32 Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Mon, 26 Nov 2018 09:01:56 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc        | Bin 0 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc           | Bin 0 -> 549 bytes
 q02_outlier_removal/build.py                   |  17 +++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc  | Bin 0 -> 183 bytes
 .../test_q02_outlier_removal.cpython-36.pyc    | Bin 0 -> 1793 bytes
 5 files changed, 17 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
new file mode 100644
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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..9a7f32f 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 +9,19 @@
 
 
 # Write your code here:
+def outlier_removal(df):
+    #quantile_value = 0.95
+    t = dict(df.quantile(.95))
+    for item in t:
+        df = df.drop(df[df[item] > t[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
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From bb0bac15e99c6fd735963c90cb27d483eb7821a8 Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Mon, 26 Nov 2018 11:45:06 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 527 bytes
 q03_skewness_log/build.py                        |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 180 bytes
 .../test_q03_skewness_log.cpython-36.pyc         | Bin 0 -> 2205 bytes
 5 files changed, 11 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
index 0000000000000000000000000000000000000000..4fed81d0c489afb8e5e80dc7cddd6246568ce496
GIT binary patch
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literal 0
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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..241c65e 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 +7,13 @@
 
 
 # Write code here:
+def skewness_log(data):
+    data['GrLivArea'] = np.log(data['GrLivArea'])
+    data['SalePrice'] = np.log(data['SalePrice'])
+    sk_val1 = skew(data['GrLivArea'])
+    sk_val2 = skew(data['SalePrice'])
+    return sk_val1, sk_val2 
+
+
+
+
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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diff --git a/q03_skewness_log/tests/__pycache__/test_q03_skewness_log.cpython-36.pyc b/q03_skewness_log/tests/__pycache__/test_q03_skewness_log.cpython-36.pyc
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From ccc8605fd9f9ae201ba805835ea4712fa2de951e Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Mon, 26 Nov 2018 11:48:18 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 537 bytes
 q03_skewness_sqrt/build.py                       |  13 +++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 181 bytes
 .../test-q03_skewness_sqrt.cpython-36.pyc        | Bin 0 -> 2076 bytes
 5 files changed, 13 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
new file mode 100644
index 0000000000000000000000000000000000000000..1d33499b9b70d3f52e123a068110177088f24311
GIT binary patch
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HcmV?d00001

diff --git a/q03_skewness_sqrt/__pycache__/build.cpython-36.pyc b/q03_skewness_sqrt/__pycache__/build.cpython-36.pyc
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diff --git a/q03_skewness_sqrt/build.py b/q03_skewness_sqrt/build.py
index 4bdb0e4..8189147 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 +8,16 @@
 
 
 # Write your Solution Here:
+def skewness_sqrt(data):
+    data['GrLivArea'] = np.sqrt(data['GrLivArea'])
+    data['SalePrice'] = np.sqrt(data['SalePrice'])
+    sk_val1 = skew(data['GrLivArea'])
+    sk_val2 = skew(data['SalePrice'])
+    return sk_val1, sk_val2 
+
+
+
+
+
+
 
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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diff --git a/q03_skewness_sqrt/tests/__pycache__/test-q03_skewness_sqrt.cpython-36.pyc b/q03_skewness_sqrt/tests/__pycache__/test-q03_skewness_sqrt.cpython-36.pyc
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HcmV?d00001


From 1c7ab9fa08fa62ad9532406339f667709f0c1bfa Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Mon, 26 Nov 2018 12:28:48 +0000
Subject: [PATCH 5/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 170 bytes
 q04_encoding/__pycache__/build.cpython-36.pyc | Bin 0 -> 747 bytes
 q04_encoding/build.py                         |  21 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 176 bytes
 .../test_q04_encoding.cpython-36.pyc          | Bin 0 -> 1734 bytes
 5 files changed, 21 insertions(+)
 create mode 100644 q04_encoding/__pycache__/__init__.cpython-36.pyc
 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

diff --git a/q04_encoding/__pycache__/__init__.cpython-36.pyc b/q04_encoding/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..21acdfd3e1d8327544fdab8758d6e19803c9d4af
GIT binary patch
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diff --git a/q04_encoding/__pycache__/build.cpython-36.pyc b/q04_encoding/__pycache__/build.cpython-36.pyc
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diff --git a/q04_encoding/build.py b/q04_encoding/build.py
index a52c57f..b9d5911 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
@@ -8,3 +9,23 @@
 
 # Write your code here:
 
+def encoding(dataset):
+    le = LabelEncoder()
+    dataset['LotShape'] =  dataset['LotShape'].fillna(dataset['LotShape'].mode()[0])
+    dataset['GarageType'] =  dataset['GarageType'].fillna(dataset['GarageType'].mode()[0])
+    dataset['LotShape_Label'] = le.fit_transform(dataset['LotShape'])
+    df_dummy = pd.get_dummies(dataset['GarageType'])
+    dataset = dataset.drop(['GarageType'],1)
+    dataset = pd.concat([dataset,df_dummy],1)
+    return dataset
+
+
+
+
+
+
+
+
+
+
+
diff --git a/q04_encoding/tests/__pycache__/__init__.cpython-36.pyc b/q04_encoding/tests/__pycache__/__init__.cpython-36.pyc
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GIT binary patch
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