From c99866c71cdf60bf890022cbed4888077b2c54de Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Thu, 29 Nov 2018 10:27:03 +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 -> 970 bytes
 q01_missing_value/build.py                      |  16 ++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc   | Bin 0 -> 178 bytes
 .../test_q01_imputation.cpython-36.pyc          | Bin 0 -> 2327 bytes
 6 files changed, 16 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..a6ea383 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
 
@@ -8,3 +9,18 @@
 
 
 # Write your code here:
+def imputation(df):
+    num_features = [a for a in range(len(df.dtypes)) if df.dtypes[a] in ['int64', 'float64']]
+    num_data = df.iloc[:,num_features]
+    num_data.fillna(num_data.mean(), inplace = True)
+    
+    cat_features = df.columns.difference(df.columns[num_features])
+    cat_data = df.loc[:,cat_features]
+    for column in list(cat_features):
+        cat_data[column].fillna(cat_data[column].mode()[0], inplace=True)
+
+    return num_data, cat_data
+x,y = imputation(housing_data)
+y.isnull().sum()
+
+
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 5f2d3bf613c20fe313b8ccd34b75eb84a8dbc535 Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Fri, 30 Nov 2018 03:53:18 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 0 -> 641 bytes
 q02_outlier_removal/build.py                  |  24 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 180 bytes
 .../test_q02_outlier_removal.cpython-36.pyc   | Bin 0 -> 1790 bytes
 5 files changed, 24 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..71d6440cb8c16fa2d0628b3e2b3f2d7205c4f63d
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..efab4d0 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 +9,26 @@
 
 
 # Write your code here:
+# def outlier_removal(df):
+#     numeric_features = df.select_dtypes(include = ['float64', 'int64'])
+#     quantile_values = numeric_features.quantile(0.95)
+#     for feature in list(numeric_features):
+#         df = df.drop(df[df[feature] > quantile_values[feature]].index)
+#     return df
+
+def outlier_removal(df):
+    numeric_features = df.select_dtypes(include = ['float64', 'int64'])
+    quantile_values = numeric_features.quantile(0.95)
+    for feature in list(numeric_features):
+        df = df[df[feature]<=quantile_values[feature]]
+    return df
+
+len(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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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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From 2757d46d9abf46abcdc3a9fe308d722375041d35 Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Fri, 30 Nov 2018 04:03:12 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 532 bytes
 q03_skewness_log/build.py                        |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 177 bytes
 .../test_q03_skewness_log.cpython-36.pyc         | Bin 0 -> 2202 bytes
 5 files changed, 10 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..72c9f354d7ac11adbb3d6e9507ea23d6aaf16cf8
GIT binary patch
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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..3493378 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 +7,12 @@
 
 
 # Write code here:
+def skewness_log(data):
+    data['GrLivArea'] = np.log(data['GrLivArea'])
+    sv1 = skew(data['GrLivArea'])
+    data['SalePrice'] = np.log(data['SalePrice'])
+    sv2 = skew(data['SalePrice'])
+    return sv1, sv2
+data.head()
+
+
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 08bfc0b5743f9f687172bb8e43d07be08ddbdbea Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Fri, 30 Nov 2018 04:15:11 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 552 bytes
 q03_skewness_sqrt/build.py                       |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 178 bytes
 .../test-q03_skewness_sqrt.cpython-36.pyc        | Bin 0 -> 2073 bytes
 5 files changed, 9 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
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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..ab6e904 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 +8,12 @@
 
 
 # Write your Solution Here:
+def skewness_sqrt(df):
+    df['GrLivAreaSqr'] = np.sqrt(df['GrLivArea'])
+    sv1 = skew(df['GrLivAreaSqr'])
+    df['SalePriceSqr'] = np.sqrt(df['SalePrice'])
+    sv2 = skew(df['SalePriceSqr'])
+    return sv1, sv2
+
+
 
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 624addbd97cfc7009c46231405ea251be783db1b Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Fri, 30 Nov 2018 04:27:49 +0000
Subject: [PATCH 5/5] Done

---
 q04_encoding/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 167 bytes
 q04_encoding/__pycache__/build.cpython-36.pyc    | Bin 0 -> 764 bytes
 q04_encoding/build.py                            |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 173 bytes
 .../__pycache__/test_q04_encoding.cpython-36.pyc | Bin 0 -> 1731 bytes
 5 files changed, 10 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

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diff --git a/q04_encoding/build.py b/q04_encoding/build.py
index a52c57f..836af89 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 +8,13 @@
 
 
 # Write your code here:
+def encoding(df):
+    columnsToEncode = list(df.select_dtypes(include=['category','object']))
+    le = LabelEncoder()
+    df['LotShape_Label'] = le.fit_transform(df['LotShape'])
+    df=pd.concat([df, pd.get_dummies(df['GarageType'])], axis=1);
+    df.drop('GarageType', axis=1, inplace = True)
+    return df
+
+housing_data
 
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