From 7190cb2c2c7b4cb245ba3f980a5b2ef87378728b Mon Sep 17 00:00:00 2001
From: Benjamin Phillips <benred42@gmail.com>
Date: Tue, 2 Jun 2015 14:51:59 -0400
Subject: [PATCH 1/2] Added ipython notebook Classifying Spam.py

---
 Classifying Spam.ipynb | 161 +++++++++++++++++++++++++++++++++++++++++
 1 file changed, 161 insertions(+)
 create mode 100644 Classifying Spam.ipynb

diff --git a/Classifying Spam.ipynb b/Classifying Spam.ipynb
new file mode 100644
index 0000000..04a6bdd
--- /dev/null
+++ b/Classifying Spam.ipynb	
@@ -0,0 +1,161 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from sklearn.naive_bayes import MultinomialNB\n",
+    "from sklearn.cross_validation import train_test_split\n",
+    "from sklearn.pipeline import Pipeline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "data = np.loadtxt(\"spambase/spambase.data\", delimiter=\",\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "train, test = train_test_split(data, test_size=0.4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "y_train = train[:,-1]\n",
+    "x_train = np.delete(train, -1, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "y_test = test[:,-1]\n",
+    "x_test = np.delete(test, -1, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spam_filter = MultinomialNB()\n",
+    "spam_filter.fit(x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.80326086956521736"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spam_filter.score(x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.7957631721890277"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spam_filter.score(x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.4.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}

From d53fe4b4ca61c552dfc49b33dff0044600fa7a1a Mon Sep 17 00:00:00 2001
From: Benjamin Phillips <benred42@gmail.com>
Date: Tue, 2 Jun 2015 14:54:01 -0400
Subject: [PATCH 2/2] Added data directory to gitignore

---
 .gitignore | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.gitignore b/.gitignore
index f00dbf2..55f3aa2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -65,3 +65,5 @@ docs/_build/
 # PyBuilder
 target/
 
+# Directories
+spambase/