From 25f39be755fe7b69ed8fdbebf0c524b32b8f39f0 Mon Sep 17 00:00:00 2001
From: sudharsanasai <Sudharsanasai@gmail.com>
Date: Tue, 14 Nov 2017 02:53:19 +0000
Subject: [PATCH] Done

---
 __init__.pyc                             | Bin 180 -> 172 bytes
 q01_pipeline/__init__.pyc                | Bin 193 -> 185 bytes
 q01_pipeline/build.py                    |  16 ++++++++++++++++
 q01_pipeline/build.pyc                   | Bin 2322 -> 1781 bytes
 q01_pipeline/tests/__init__.pyc          | Bin 199 -> 191 bytes
 q01_pipeline/tests/test_q01_pipeline.pyc | Bin 2221 -> 2095 bytes
 6 files changed, 16 insertions(+)

diff --git a/__init__.pyc b/__init__.pyc
index d1c94d3c52cde5a38567928948231f3d1adc4dec..67d5d98042aec8a0aba06608d314cdb50a289190 100644
GIT binary patch
delta 64
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delta 72
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diff --git a/q01_pipeline/__init__.pyc b/q01_pipeline/__init__.pyc
index b360a57252ba2db1b27d2b2e17e906e3f57cb43b..f67279c885bc4cc1b6bc5744430bc4e03f50a946 100644
GIT binary patch
delta 77
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delta 85
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diff --git a/q01_pipeline/build.py b/q01_pipeline/build.py
index 96beca7..26f41a2 100644
--- a/q01_pipeline/build.py
+++ b/q01_pipeline/build.py
@@ -9,5 +9,21 @@
 bank = pd.read_csv('data/Bank_data_to_class.csv', sep=',')
 
 # Write your solution here :
+le = LabelEncoder()
 
 
+
+model = RandomForestClassifier(random_state=9,class_weight = 'balanced',n_estimators=50)
+
+for column in bank.select_dtypes(include=['object']).columns.values:
+    bank[column] = le.fit_transform(bank[column])
+X_train,X_test,y_train,y_test = train_test_split(bank.iloc[:,:-1],bank['y'],test_size =0.3,random_state=9)
+
+
+def pipeline(X_train,X_test,y_train,y_test,model):
+
+    param_grid = {"max_depth":[2,3,4,5,6,10,15,20,30],"max_features":[8,10,12,14],"max_leaf_nodes":[2,5,10,15,20]}
+    gs = GridSearchCV(estimator=model,param_grid=param_grid,verbose=1)
+    gs.fit(X_train,y_train)
+    auc = roc_auc_score(y_test,gs.predict(X_test))
+    return gs.fit(X_train,y_train),auc
diff --git a/q01_pipeline/build.pyc b/q01_pipeline/build.pyc
index 5a9b3ad55dc3cef2130ad4675212f4c1bab540ed..fac097d6e05cf3049fe7ac530c18bb425ae7a4d2 100644
GIT binary patch
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diff --git a/q01_pipeline/tests/__init__.pyc b/q01_pipeline/tests/__init__.pyc
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diff --git a/q01_pipeline/tests/test_q01_pipeline.pyc b/q01_pipeline/tests/test_q01_pipeline.pyc
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