From 9108438d41c68e0e4a2054e7761f8558c2361ef7 Mon Sep 17 00:00:00 2001
From: RohinSequeira <sequeira.rohin@gmail.com>
Date: Wed, 26 Sep 2018 08:20:28 +0000
Subject: [PATCH] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 159 -> 157 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 655 -> 649 bytes
 q01_outlier_removal/build.py                  |  17 +++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 183 bytes
 .../test_q01_outlier_removal.cpython-36.pyc   | Bin 1835 -> 1837 bytes
 6 files changed, 17 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 2e5da7da778c48a9c58d7d055bbdb642fcb66418..7015f0ee67161379f4c74b25dc20034bdd1a63b6 100644
GIT binary patch
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delta 57
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diff --git a/q01_outlier_removal/__pycache__/__init__.cpython-36.pyc b/q01_outlier_removal/__pycache__/__init__.cpython-36.pyc
index 2f9a42a105b2b26ec10c60ac4d11fa03f7624d22..c7ee446024cf9bce5cdfc76e5e87dab96efa3200 100644
GIT binary patch
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delta 48
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diff --git a/q01_outlier_removal/__pycache__/build.cpython-36.pyc b/q01_outlier_removal/__pycache__/build.cpython-36.pyc
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GIT binary patch
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diff --git a/q01_outlier_removal/build.py b/q01_outlier_removal/build.py
index ec278ba..533d09b 100644
--- a/q01_outlier_removal/build.py
+++ b/q01_outlier_removal/build.py
@@ -1,8 +1,25 @@
+# %load q01_outlier_removal/build.py
 # Default imports
 import pandas as pd
+import numpy as np
 
 loan_data = pd.read_csv('data/loan_prediction_uncleaned.csv')
 loan_data = loan_data.drop('Loan_ID', 1)
 
 
 # Write your Solution here:
+def outlier_removal(data):
+    num_cols = data[['ApplicantIncome','CoapplicantIncome','LoanAmount']]
+    
+    quantile_values = num_cols.quantile(0.95)
+    
+    for col in num_cols:
+        quantile = quantile_values[col]
+        print(quantile)
+        data = data.drop(data[data[col]>quantile].index)
+        
+    return data
+
+outlier_removal(loan_data)
+
+
diff --git a/q01_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc b/q01_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc
index 5a057ffb73694628cef3ed87e03ee3a17f7410bc..0eed343475082c167e97d9f347e0371b31598b4a 100644
GIT binary patch
delta 55
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delta 57
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diff --git a/q01_outlier_removal/tests/__pycache__/test_q01_outlier_removal.cpython-36.pyc b/q01_outlier_removal/tests/__pycache__/test_q01_outlier_removal.cpython-36.pyc
index 4c0b6c7431c6a14108ba9d55dd44059612f144a5..436f2f7d898b95bb8acac44c3b9aa876e5e24846 100644
GIT binary patch
delta 71
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delta 69
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