From 5c18fba261d8d9d567f4ccf71eeed7e27b9cb0ba Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Mon, 5 Nov 2018 06:06:50 +0000
Subject: [PATCH 1/5] Done

---
 __pycache__/__init__.cpython-36.pyc              | Bin 0 -> 154 bytes
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 641 bytes
 q01_missing_value/build.py                       |  14 ++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 178 bytes
 .../test_q01_imputation.cpython-36.pyc           | Bin 0 -> 2327 bytes
 6 files changed, 14 insertions(+)
 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

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
new file mode 100644
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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
new file mode 100644
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diff --git a/q01_missing_value/build.py b/q01_missing_value/build.py
index 7dc4d18..2381500 100644
--- 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
+import numpy as np
 
 # Data loading
 ny_housing = pd.read_csv('data/train.csv')
@@ -8,3 +10,15 @@
 
 
 # Write your code here:
+def imputation(dataset):
+    mean = housing_data['MasVnrArea'].mean()
+    dataset['GarageType'].fillna('Attchd',inplace=True)
+    dataset['MasVnrArea'].fillna(int(mean),inplace=True)
+    return pd.DataFrame(dataset['MasVnrArea']),pd.DataFrame(dataset['GarageType'])
+housing_data['GarageType'].value_counts()
+
+
+
+
+
+
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 d639f69f2e85dc0c3ffdd44039269ef3549fff1e Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sun, 11 Nov 2018 06:04:19 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc         | Bin 0 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc            | Bin 0 -> 609 bytes
 q02_outlier_removal/build.py                    |  16 ++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc   | Bin 0 -> 180 bytes
 .../test_q02_outlier_removal.cpython-36.pyc     | Bin 0 -> 1790 bytes
 5 files changed, 16 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
index 0000000000000000000000000000000000000000..42a564b082c8f854fe2d2341ea448971aed1765b
GIT binary patch
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literal 0
HcmV?d00001

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..272c1c9 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 +9,18 @@
 
 
 # Write your code here:
+def outlier_removal(dataset):
+    dataset = dataset[dataset['MasVnrArea'] <= dataset.quantile(.95)['MasVnrArea']]
+
+    dataset = dataset[dataset['GrLivArea'] <= dataset.quantile(.95)['GrLivArea']]
+
+    dataset = dataset[dataset['SalePrice'] <= dataset.quantile(.95)['SalePrice']]
+    
+    return dataset
+
+
+
+
+
+
+
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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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
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HcmV?d00001


From 00b3f2eb0996b6d1d8491b6ea35bb4b4c5cd1ba6 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sun, 11 Nov 2018 06:36:14 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 0 -> 606 bytes
 q03_skewness_log/build.py                     |  22 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 177 bytes
 .../test_q03_skewness_log.cpython-36.pyc      | Bin 0 -> 2202 bytes
 5 files changed, 22 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..f80cf4d91a630c8900650ae163e6a95fcff8b4f1
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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..027a167 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 +7,24 @@
 
 
 # Write code here:
+def skewness_log(data):
+    GrlivArea_array = np.array(data['GrLivArea'])
+    SalePrice_array = np.array(data['SalePrice'])
+    
+    GrLivArea95 = np.percentile(GrlivArea_array,0.95)
+    SalePrice95 = np.percentile(SalePrice_array,0.95)
+    
+    return skew(np.log(GrlivArea_array)),skew(np.log(SalePrice_array))
+
+
+
+
+
+
+
+
+
+
+
+
+
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 05ad65f9ffdb780ac3b7e78299d595ea6eee23cc Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sun, 11 Nov 2018 06:38:37 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 541 bytes
 q03_skewness_sqrt/build.py                       |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 178 bytes
 .../test-q03_skewness_sqrt.cpython-36.pyc        | Bin 0 -> 2073 bytes
 5 files changed, 7 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/__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..47821f7 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 +8,10 @@
 
 
 # Write your Solution Here:
+def skewness_sqrt(data):
+    GrlivArea_array = np.array(data['GrLivArea'])
+    SalePrice_array = np.array(data['SalePrice'])
+    
+    return skew(np.sqrt(GrlivArea_array)),skew(np.sqrt(SalePrice_array))
+
 
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 e4d4bd88b2b9deb3da04fdd02e16a3bcd4305841 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sun, 11 Nov 2018 06:51:51 +0000
Subject: [PATCH 5/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc         | Bin 0 -> 167 bytes
 q04_encoding/__pycache__/build.cpython-36.pyc   | Bin 0 -> 726 bytes
 q04_encoding/build.py                           |  16 ++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc   | Bin 0 -> 173 bytes
 .../test_q04_encoding.cpython-36.pyc            | Bin 0 -> 1731 bytes
 5 files changed, 16 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
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diff --git a/q04_encoding/build.py b/q04_encoding/build.py
index a52c57f..8adb5a9 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 +8,19 @@
 
 
 # Write your code here:
+def encoding(dataset):
+    label = LabelEncoder()
+    dummies = pd.get_dummies(dataset.GarageType)
+    dataset.drop('GarageType',axis=1,inplace=True)
+    frames = [dummies, dataset]
+    data_frame = pd.concat(frames,axis=1)
+    data_frame['LotShape_Label'] = label.fit_transform(housing_data['LotShape'])
+    
+    return data_frame
+    
+
+
+
+
+
 
diff --git a/q04_encoding/tests/__pycache__/__init__.cpython-36.pyc b/q04_encoding/tests/__pycache__/__init__.cpython-36.pyc
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