From f7c1f99d6373383d5024064598eb37ce62b7c2f1 Mon Sep 17 00:00:00 2001
From: Jeff Hacker <reachjkh@yahoo.com>
Date: Thu, 25 Jun 2015 00:20:53 -0400
Subject: [PATCH 1/2] homework complete

---
 Jeff spam homework.ipynb | 465 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 465 insertions(+)
 create mode 100644 Jeff spam homework.ipynb

diff --git a/Jeff spam homework.ipynb b/Jeff spam homework.ipynb
new file mode 100644
index 0000000..fe37e91
--- /dev/null
+++ b/Jeff spam homework.ipynb	
@@ -0,0 +1,465 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 254,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "import sklearn\n",
+    "from sklearn.cross_validation import train_test_split \n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from sklearn.naive_bayes import MultinomialNB as mnb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(\"spambase/spambase.data\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>0.64</th>\n",
+       "      <th>0.64.1</th>\n",
+       "      <th>0.1</th>\n",
+       "      <th>0.32</th>\n",
+       "      <th>0.2</th>\n",
+       "      <th>0.3</th>\n",
+       "      <th>0.4</th>\n",
+       "      <th>0.5</th>\n",
+       "      <th>0.6</th>\n",
+       "      <th>...</th>\n",
+       "      <th>0.40</th>\n",
+       "      <th>0.41</th>\n",
+       "      <th>0.42</th>\n",
+       "      <th>0.778</th>\n",
+       "      <th>0.43</th>\n",
+       "      <th>0.44</th>\n",
+       "      <th>3.756</th>\n",
+       "      <th>61</th>\n",
+       "      <th>278</th>\n",
+       "      <th>1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.21</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>0.21</td>\n",
+       "      <td>0.07</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.94</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.372</td>\n",
+       "      <td>0.180</td>\n",
+       "      <td>0.048</td>\n",
+       "      <td>5.114</td>\n",
+       "      <td>101</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.06</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.71</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.19</td>\n",
+       "      <td>0.19</td>\n",
+       "      <td>0.12</td>\n",
+       "      <td>0.64</td>\n",
+       "      <td>0.25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>0.143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.276</td>\n",
+       "      <td>0.184</td>\n",
+       "      <td>0.010</td>\n",
+       "      <td>9.821</td>\n",
+       "      <td>485</td>\n",
+       "      <td>2259</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2 rows × 58 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      0  0.64  0.64.1  0.1  0.32   0.2   0.3   0.4   0.5   0.6 ...  0.40  \\\n",
+       "0  0.21  0.28    0.50    0     0  0.28  0.21  0.07  0.00  0.94 ...  0.00   \n",
+       "1  0.06  0.00    0.71    0     0  0.19  0.19  0.12  0.64  0.25 ...  0.01   \n",
+       "\n",
+       "    0.41  0.42  0.778   0.43   0.44  3.756   61   278  1  \n",
+       "0  0.132     0  0.372  0.180  0.048  5.114  101  1028  1  \n",
+       "1  0.143     0  0.276  0.184  0.010  9.821  485  2259  1  \n",
+       "\n",
+       "[2 rows x 58 columns]"
+      ]
+     },
+     "execution_count": 256,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "spam_train, spam_test = train_test_split(df, test_size=.4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 258,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>0.64</th>\n",
+       "      <th>0.64.1</th>\n",
+       "      <th>0.1</th>\n",
+       "      <th>0.32</th>\n",
+       "      <th>0.2</th>\n",
+       "      <th>0.3</th>\n",
+       "      <th>0.4</th>\n",
+       "      <th>0.5</th>\n",
+       "      <th>0.6</th>\n",
+       "      <th>...</th>\n",
+       "      <th>0.40</th>\n",
+       "      <th>0.41</th>\n",
+       "      <th>0.42</th>\n",
+       "      <th>0.778</th>\n",
+       "      <th>0.43</th>\n",
+       "      <th>0.44</th>\n",
+       "      <th>3.756</th>\n",
+       "      <th>61</th>\n",
+       "      <th>278</th>\n",
+       "      <th>1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1546</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.29</td>\n",
+       "      <td>0.29</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.59</td>\n",
+       "      <td>0.29</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>2.22</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.084</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>0.21</td>\n",
+       "      <td>0.021</td>\n",
+       "      <td>10.817</td>\n",
+       "      <td>887</td>\n",
+       "      <td>1244</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2906</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.675</td>\n",
+       "      <td>1.351</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>3.700</td>\n",
+       "      <td>26</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2 rows × 58 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      0  0.64  0.64.1  0.1  0.32   0.2   0.3   0.4   0.5   0.6 ...   0.40  \\\n",
+       "1546  0  0.29    0.29    0     0  0.59  0.29  1.04  1.04  2.22 ...  0.000   \n",
+       "2906  0  0.00    0.00    0     0  0.00  0.00  0.00  0.00  0.00 ...  0.675   \n",
+       "\n",
+       "       0.41  0.42  0.778  0.43   0.44   3.756   61   278  1  \n",
+       "1546  0.084     0  0.105  0.21  0.021  10.817  887  1244  1  \n",
+       "2906  1.351     0  0.000  0.00  0.000   3.700   26    37  0  \n",
+       "\n",
+       "[2 rows x 58 columns]"
+      ]
+     },
+     "execution_count": 258,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spam_train.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 259,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>0.64</th>\n",
+       "      <th>0.64.1</th>\n",
+       "      <th>0.1</th>\n",
+       "      <th>0.32</th>\n",
+       "      <th>0.2</th>\n",
+       "      <th>0.3</th>\n",
+       "      <th>0.4</th>\n",
+       "      <th>0.5</th>\n",
+       "      <th>0.6</th>\n",
+       "      <th>...</th>\n",
+       "      <th>0.40</th>\n",
+       "      <th>0.41</th>\n",
+       "      <th>0.42</th>\n",
+       "      <th>0.778</th>\n",
+       "      <th>0.43</th>\n",
+       "      <th>0.44</th>\n",
+       "      <th>3.756</th>\n",
+       "      <th>61</th>\n",
+       "      <th>278</th>\n",
+       "      <th>1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4302</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2.77</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.438</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.214</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3562</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.35</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.332</td>\n",
+       "      <td>0.747</td>\n",
+       "      <td>0.166</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4.054</td>\n",
+       "      <td>19</td>\n",
+       "      <td>296</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2 rows × 58 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      0  0.64  0.64.1  0.1  0.32  0.2  0.3  0.4  0.5   0.6 ...   0.40   0.41  \\\n",
+       "4302  0     0       0    0  0.00    0    0    0    0  2.77 ...  0.000  0.000   \n",
+       "3562  0     0       0    0  1.35    0    0    0    0  0.00 ...  0.332  0.747   \n",
+       "\n",
+       "       0.42  0.778  0.43  0.44  3.756  61  278  1  \n",
+       "4302  0.000  0.438     0     0  1.214   3   17  0  \n",
+       "3562  0.166  0.000     0     0  4.054  19  296  0  \n",
+       "\n",
+       "[2 rows x 58 columns]"
+      ]
+     },
+     "execution_count": 259,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spam_test.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 260,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "training_run = mnb()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 261,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)"
+      ]
+     },
+     "execution_count": 261,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "training_run.fit(spam_train.iloc[:, :57], spam_train.iloc[:, -1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 262,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.80652173913043479"
+      ]
+     },
+     "execution_count": 262,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "training_run.score(spam_test.iloc[:, :57], spam_test.iloc[:, -1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "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 34401c072e8547d97dba922d26ea2d0007fc667a Mon Sep 17 00:00:00 2001
From: Jeff Hacker <reachjkh@yahoo.com>
Date: Fri, 21 Aug 2015 14:52:26 -0400
Subject: [PATCH 2/2] Added markdown results to notebook

---
 Jeff spam homework.ipynb | 197 ++++++++++++++++++++-------------------
 README.md                |   4 +-
 2 files changed, 105 insertions(+), 96 deletions(-)

diff --git a/Jeff spam homework.ipynb b/Jeff spam homework.ipynb
index fe37e91..94acdf5 100644
--- a/Jeff spam homework.ipynb	
+++ b/Jeff spam homework.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 254,
+   "execution_count": 1,
    "metadata": {
     "collapsed": false
    },
@@ -17,7 +17,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 255,
+   "execution_count": 2,
    "metadata": {
     "collapsed": false
    },
@@ -28,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 256,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false
    },
@@ -36,7 +36,7 @@
     {
      "data": {
       "text/html": [
-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<div>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -130,7 +130,7 @@
        "[2 rows x 58 columns]"
       ]
      },
-     "execution_count": 256,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -141,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 257,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -152,7 +152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 258,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
@@ -160,7 +160,7 @@
     {
      "data": {
       "text/html": [
-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<div>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -190,51 +190,51 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1546</th>\n",
+       "      <th>2215</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>0.29</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.59</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>1.04</td>\n",
-       "      <td>2.22</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0.084</td>\n",
+       "      <td>1.408</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>13</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.105</td>\n",
-       "      <td>0.21</td>\n",
-       "      <td>0.021</td>\n",
-       "      <td>10.817</td>\n",
-       "      <td>887</td>\n",
-       "      <td>1244</td>\n",
-       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2906</th>\n",
+       "      <th>3310</th>\n",
        "      <td>0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.675</td>\n",
-       "      <td>1.351</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
        "      <td>0.000</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>3.700</td>\n",
-       "      <td>26</td>\n",
-       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -243,18 +243,18 @@
        "</div>"
       ],
       "text/plain": [
-       "      0  0.64  0.64.1  0.1  0.32   0.2   0.3   0.4   0.5   0.6 ...   0.40  \\\n",
-       "1546  0  0.29    0.29    0     0  0.59  0.29  1.04  1.04  2.22 ...  0.000   \n",
-       "2906  0  0.00    0.00    0     0  0.00  0.00  0.00  0.00  0.00 ...  0.675   \n",
+       "      0  0.64  0.64.1  0.1  0.32  0.2  0.3  0.4  0.5  0.6 ...   0.40  0.41  \\\n",
+       "2215  0     0       0    0     0    0    0    0    0    0 ...  1.408     0   \n",
+       "3310  0     0       0    0     0    0    0    0    0    0 ...  0.000     0   \n",
        "\n",
-       "       0.41  0.42  0.778  0.43   0.44   3.756   61   278  1  \n",
-       "1546  0.084     0  0.105  0.21  0.021  10.817  887  1244  1  \n",
-       "2906  1.351     0  0.000  0.00  0.000   3.700   26    37  0  \n",
+       "      0.42  0.778  0.43  0.44  3.756  61  278  1  \n",
+       "2215     0      0     0     0    2.6   6   13  0  \n",
+       "3310     0      0     0     0    1.4   3    7  0  \n",
        "\n",
        "[2 rows x 58 columns]"
       ]
      },
-     "execution_count": 258,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -265,7 +265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 259,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
@@ -273,7 +273,7 @@
     {
      "data": {
       "text/html": [
-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<div>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -303,52 +303,52 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>4302</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>871</th>\n",
+       "      <td>0.45</td>\n",
        "      <td>0.00</td>\n",
+       "      <td>0.67</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2.77</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>0.22</td>\n",
+       "      <td>0.22</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0.438</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.111</td>\n",
        "      <td>0</td>\n",
-       "      <td>1.214</td>\n",
-       "      <td>3</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1.599</td>\n",
+       "      <td>0.148</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>4.947</td>\n",
+       "      <td>102</td>\n",
+       "      <td>564</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3562</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.35</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>1074</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.55</td>\n",
+       "      <td>0.55</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.55</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>0.00</td>\n",
        "      <td>0.00</td>\n",
+       "      <td>0.55</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.332</td>\n",
-       "      <td>0.747</td>\n",
-       "      <td>0.166</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>4.054</td>\n",
-       "      <td>19</td>\n",
-       "      <td>296</td>\n",
+       "      <td>0.165</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.496</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.082</td>\n",
+       "      <td>16.826</td>\n",
+       "      <td>148</td>\n",
+       "      <td>387</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -356,18 +356,18 @@
        "</div>"
       ],
       "text/plain": [
-       "      0  0.64  0.64.1  0.1  0.32  0.2  0.3  0.4  0.5   0.6 ...   0.40   0.41  \\\n",
-       "4302  0     0       0    0  0.00    0    0    0    0  2.77 ...  0.000  0.000   \n",
-       "3562  0     0       0    0  1.35    0    0    0    0  0.00 ...  0.332  0.747   \n",
+       "         0  0.64  0.64.1  0.1  0.32   0.2  0.3   0.4   0.5   0.6 ...  0.40  \\\n",
+       "871   0.45  0.00    0.67    0     0  0.67  0.0  0.67  0.22  0.22 ...     0   \n",
+       "1074  0.00  0.55    0.55    0     0  0.55  2.2  0.00  0.00  0.55 ...     0   \n",
        "\n",
-       "       0.42  0.778  0.43  0.44  3.756  61  278  1  \n",
-       "4302  0.000  0.438     0     0  1.214   3   17  0  \n",
-       "3562  0.166  0.000     0     0  4.054  19  296  0  \n",
+       "       0.41  0.42  0.778   0.43   0.44   3.756   61  278  1  \n",
+       "871   0.111     0  1.599  0.148  0.000   4.947  102  564  1  \n",
+       "1074  0.165     0  0.496  0.000  0.082  16.826  148  387  1  \n",
        "\n",
        "[2 rows x 58 columns]"
       ]
      },
-     "execution_count": 259,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -378,7 +378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 260,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -389,7 +389,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 261,
+   "execution_count": 14,
    "metadata": {
     "collapsed": false
    },
@@ -400,7 +400,7 @@
        "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)"
       ]
      },
-     "execution_count": 261,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -411,7 +411,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 262,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
@@ -419,10 +419,10 @@
     {
      "data": {
       "text/plain": [
-       "0.80652173913043479"
+       "0.79619565217391308"
       ]
      },
-     "execution_count": 262,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -431,6 +431,13 @@
     "training_run.score(spam_test.iloc[:, :57], spam_test.iloc[:, -1])"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Spam detector is coming back with 80% accuracy score."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/README.md b/README.md
index 3a8b6f2..0821c82 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,6 @@
-# Classifying spam
+# Run Jeff spam homework.ipynb using Ipython Notebook
+
+## Classifying spam
 
 ## Description