From 1beed1d53a74b5ad3b62a2f7b3ffc2490965c7ea Mon Sep 17 00:00:00 2001
From: rameshgayam <ramesh.gayam@gmail.com>
Date: Fri, 10 Nov 2017 02:59:09 +0000
Subject: [PATCH] Done

---
 __init__.pyc                             | Bin 180 -> 170 bytes
 q01_pipeline/__init__.pyc                | Bin 193 -> 183 bytes
 q01_pipeline/build.py                    |  23 ++++++++++++++++++++++-
 q01_pipeline/build.pyc                   | Bin 2322 -> 1708 bytes
 q01_pipeline/tests/__init__.pyc          | Bin 199 -> 189 bytes
 q01_pipeline/tests/test_q01_pipeline.pyc | Bin 2221 -> 2089 bytes
 6 files changed, 22 insertions(+), 1 deletion(-)

diff --git a/__init__.pyc b/__init__.pyc
index d1c94d3c52cde5a38567928948231f3d1adc4dec..616b480fc549353aedc785ab0f1d1b8024284f12 100644
GIT binary patch
delta 61
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delta 71
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diff --git a/q01_pipeline/__init__.pyc b/q01_pipeline/__init__.pyc
index b360a57252ba2db1b27d2b2e17e906e3f57cb43b..55ce5a843d7b8b11681087ef478ef6dea90e244c 100644
GIT binary patch
delta 74
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delta 84
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diff --git a/q01_pipeline/build.py b/q01_pipeline/build.py
index 96beca7..1ef34c7 100644
--- a/q01_pipeline/build.py
+++ b/q01_pipeline/build.py
@@ -1,3 +1,4 @@
+# %load q01_pipeline/build.py
 import pandas as pd
 import numpy as np
 from sklearn.model_selection import train_test_split, GridSearchCV
@@ -6,8 +7,28 @@
 from sklearn.utils.class_weight import compute_class_weight
 from sklearn.metrics import roc_auc_score
 
+
+
 bank = pd.read_csv('data/Bank_data_to_class.csv', sep=',')
 
-# Write your solution here :
+#Label encode
+le = LabelEncoder()
+for col in bank.select_dtypes(include=["object"]).columns.values:
+    bank[col] = le.fit_transform(bank[col])
+
+param_grid = {"n_estimators": [10, 50, 120],
+              "max_depth": [40, 20, 10],
+              "max_leaf_nodes": [5, 10, 2]}
+X = bank.iloc[:,:-1]
+y = bank['y']
+X_train,X_test,y_train,y_test = train_test_split(X,y,test_size = 0.3, random_state=9)
+
+model = RandomForestClassifier(random_state=9,class_weight='balanced')
+
 
+def pipeline(X_train,X_test,y_train,y_test,model):
 
+    gscv = GridSearchCV(model, param_grid,cv=5)
+    gscv.fit(X_train,y_train)
+    y_pred = gscv.predict(X_test)
+    return gscv, roc_auc_score(y_test,y_pred).item()
diff --git a/q01_pipeline/build.pyc b/q01_pipeline/build.pyc
index 5a9b3ad55dc3cef2130ad4675212f4c1bab540ed..88e3b86d9b904379f6a333160c6c9149dc4912bd 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
index 109bce3f879ef0cf960b11e9c66fa4646bd47b3e..14b361435b368755fdf2247b7fe0c31f1c5685b9 100644
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