From a71961bba119944744ca762fed0bb63f6f7f4831 Mon Sep 17 00:00:00 2001
From: siddesh001 <siddesh.001@gmail.com>
Date: Thu, 20 Sep 2018 11:15:52 +0000
Subject: [PATCH] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 135 -> 148 bytes
 q02_fit/__pycache__/__init__.cpython-36.pyc   | Bin 143 -> 156 bytes
 q02_fit/__pycache__/build.cpython-36.pyc      | Bin 1004 -> 1222 bytes
 q02_fit/build.py                              |  15 +++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 149 -> 162 bytes
 .../__pycache__/test_q02_fit.cpython-36.pyc   | Bin 2641 -> 2654 bytes
 6 files changed, 11 insertions(+), 4 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 14812de5bbb2a004d139995a9d5f098ae50a00f5..5135db69e72b16eeccdcd5243f857841e844e4b8 100644
GIT binary patch
delta 51
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delta 38
tcmbQj*v`mq%*)HQxLAH7yM?fcenx(7s(wjoaf!Z5YH@Z+e!;|eQvk=13%vjU

diff --git a/q02_fit/__pycache__/__init__.cpython-36.pyc b/q02_fit/__pycache__/__init__.cpython-36.pyc
index 7d3ab2600f447b3e60420a4a5f073ee9b922a988..1436037f512096e8178f0d89fd8afd7618edb2cd 100644
GIT binary patch
delta 51
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delta 38
tcmbQk*w4sr%*)HQxLAH7yM?fgenx(7s(wjoaf!Z5YH@Z+e!;|eTL8+K3*7(!

diff --git a/q02_fit/__pycache__/build.cpython-36.pyc b/q02_fit/__pycache__/build.cpython-36.pyc
index 87b27857062246070d7ade7c600fbb5b62693efa..13bd11fc8070930601beb69618d5f1706fde2647 100644
GIT binary patch
delta 425
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delta 225
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diff --git a/q02_fit/build.py b/q02_fit/build.py
index fbafb1a..2ea040c 100644
--- a/q02_fit/build.py
+++ b/q02_fit/build.py
@@ -1,3 +1,4 @@
+# %load q02_fit/build.py
 # Default imports
 
 import pandas as pd
@@ -13,15 +14,21 @@
 
 X_train, X_test, y_train, y_test = train_test_split(X_bal, y_bal, test_size=0.33, random_state=9)
 rfc = RandomForestClassifier(oob_score=True, random_state=9)
-param_grid = {"max_features": ['sqrt', 4, "log2"],
-              "n_estimators": [10, 50, 120],
-              "max_depth": [40, 20, 10],
-              "max_leaf_nodes": [5, 10, 2]}
+param_grid = {'max_features': ['sqrt', 4, 'log2'],
+              'n_estimators': [10, 50, 120],
+              'max_depth': [40, 20, 10],
+              'max_leaf_nodes': [5, 10, 2]}
 
 grid, grid_param, grid_score = grid_search(X_train, y_train, rfc, param_grid, cv=3)
 
 
 # Write your solution here :
+def fit(X_test,y_test):
+    predicted=grid.predict(X_test)
+    cf=confusion_matrix(y_test,predicted)
+    cr=classification_report(y_test,predicted)
+    acc=accuracy_score(y_test,predicted)
+    return cf,cr,acc
 
 
 
diff --git a/q02_fit/tests/__pycache__/__init__.cpython-36.pyc b/q02_fit/tests/__pycache__/__init__.cpython-36.pyc
index 5b1da020783fa9a059116ba98f7a4fdc73c700b1..87925f4f43e77f22553e146f13e41a9fa5d2b176 100644
GIT binary patch
delta 51
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delta 38
tcmZ3)IF*szn3tDpak2bFb_-!A{fzwFRQ;0F;u3wA)Z*-t{DO(`&H&8b3-tg1

diff --git a/q02_fit/tests/__pycache__/test_q02_fit.cpython-36.pyc b/q02_fit/tests/__pycache__/test_q02_fit.cpython-36.pyc
index 3d6485624ed394e15bb321e45e5945ebb835250c..15c32cca67139ef4ac3b469590124415ff14109b 100644
GIT binary patch
delta 636
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delta 641
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