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 "metadata": {
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  "signature": "sha256:8b8938eb7092509bfbaf1d7219101cdc7616a222c2bb7110275ca76fe0c218f7"
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Tutorial Brief"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Saving your data and model is very handy to continue your work on in-memory objects over long time and multiple machines.\n",
      "\n",
      "**Video Tutorial**:\n",
      "\n",
      "http://youtu.be/SQDPVSVNq1k"
     ]
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Import Library"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "joblib library is available in external model inside scikit-learn library. This allows to store in memory objects as pickle files."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "from sklearn.neighbors import KNeighborsClassifier\n",
      "from sklearn.externals import joblib"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Loading data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "url = \"https://archive.ics.uci.edu/ml/machine-learning-databases/abalone/abalone.data\"\n",
      "columns = [\"Sex\", \"Length\", \"Diameter\", \"Height\", \"Whole weight\", \"Shucked weight\",\n",
      "           \"Viscera weight\", \"Shell weight\", \"Rings\"]\n",
      "csv_data = pd.read_csv(url, names = columns)\n",
      "csv_data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "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>Sex</th>\n",
        "      <th>Length</th>\n",
        "      <th>Diameter</th>\n",
        "      <th>Height</th>\n",
        "      <th>Whole weight</th>\n",
        "      <th>Shucked weight</th>\n",
        "      <th>Viscera weight</th>\n",
        "      <th>Shell weight</th>\n",
        "      <th>Rings</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> M</td>\n",
        "      <td> 0.455</td>\n",
        "      <td> 0.365</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.5140</td>\n",
        "      <td> 0.2245</td>\n",
        "      <td> 0.1010</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> M</td>\n",
        "      <td> 0.350</td>\n",
        "      <td> 0.265</td>\n",
        "      <td> 0.090</td>\n",
        "      <td> 0.2255</td>\n",
        "      <td> 0.0995</td>\n",
        "      <td> 0.0485</td>\n",
        "      <td> 0.070</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> F</td>\n",
        "      <td> 0.530</td>\n",
        "      <td> 0.420</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.6770</td>\n",
        "      <td> 0.2565</td>\n",
        "      <td> 0.1415</td>\n",
        "      <td> 0.210</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> M</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.365</td>\n",
        "      <td> 0.125</td>\n",
        "      <td> 0.5160</td>\n",
        "      <td> 0.2155</td>\n",
        "      <td> 0.1140</td>\n",
        "      <td> 0.155</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> I</td>\n",
        "      <td> 0.330</td>\n",
        "      <td> 0.255</td>\n",
        "      <td> 0.080</td>\n",
        "      <td> 0.2050</td>\n",
        "      <td> 0.0895</td>\n",
        "      <td> 0.0395</td>\n",
        "      <td> 0.055</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> I</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.300</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.3515</td>\n",
        "      <td> 0.1410</td>\n",
        "      <td> 0.0775</td>\n",
        "      <td> 0.120</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> F</td>\n",
        "      <td> 0.530</td>\n",
        "      <td> 0.415</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 0.7775</td>\n",
        "      <td> 0.2370</td>\n",
        "      <td> 0.1415</td>\n",
        "      <td> 0.330</td>\n",
        "      <td> 20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> F</td>\n",
        "      <td> 0.545</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.125</td>\n",
        "      <td> 0.7680</td>\n",
        "      <td> 0.2940</td>\n",
        "      <td> 0.1495</td>\n",
        "      <td> 0.260</td>\n",
        "      <td> 16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> M</td>\n",
        "      <td> 0.475</td>\n",
        "      <td> 0.370</td>\n",
        "      <td> 0.125</td>\n",
        "      <td> 0.5095</td>\n",
        "      <td> 0.2165</td>\n",
        "      <td> 0.1125</td>\n",
        "      <td> 0.165</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> F</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 0.8945</td>\n",
        "      <td> 0.3145</td>\n",
        "      <td> 0.1510</td>\n",
        "      <td> 0.320</td>\n",
        "      <td> 19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.525</td>\n",
        "      <td> 0.380</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.6065</td>\n",
        "      <td> 0.1940</td>\n",
        "      <td> 0.1475</td>\n",
        "      <td> 0.210</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.430</td>\n",
        "      <td> 0.350</td>\n",
        "      <td> 0.110</td>\n",
        "      <td> 0.4060</td>\n",
        "      <td> 0.1675</td>\n",
        "      <td> 0.0810</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.490</td>\n",
        "      <td> 0.380</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.5415</td>\n",
        "      <td> 0.2175</td>\n",
        "      <td> 0.0950</td>\n",
        "      <td> 0.190</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.535</td>\n",
        "      <td> 0.405</td>\n",
        "      <td> 0.145</td>\n",
        "      <td> 0.6845</td>\n",
        "      <td> 0.2725</td>\n",
        "      <td> 0.1710</td>\n",
        "      <td> 0.205</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.4755</td>\n",
        "      <td> 0.1675</td>\n",
        "      <td> 0.0805</td>\n",
        "      <td> 0.185</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.500</td>\n",
        "      <td> 0.400</td>\n",
        "      <td> 0.130</td>\n",
        "      <td> 0.6645</td>\n",
        "      <td> 0.2580</td>\n",
        "      <td> 0.1330</td>\n",
        "      <td> 0.240</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.280</td>\n",
        "      <td> 0.085</td>\n",
        "      <td> 0.2905</td>\n",
        "      <td> 0.0950</td>\n",
        "      <td> 0.0395</td>\n",
        "      <td> 0.115</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.340</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.4510</td>\n",
        "      <td> 0.1880</td>\n",
        "      <td> 0.0870</td>\n",
        "      <td> 0.130</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.365</td>\n",
        "      <td> 0.295</td>\n",
        "      <td> 0.080</td>\n",
        "      <td> 0.2555</td>\n",
        "      <td> 0.0970</td>\n",
        "      <td> 0.0430</td>\n",
        "      <td> 0.100</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.450</td>\n",
        "      <td> 0.320</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.3810</td>\n",
        "      <td> 0.1705</td>\n",
        "      <td> 0.0750</td>\n",
        "      <td> 0.115</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.280</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.2455</td>\n",
        "      <td> 0.0955</td>\n",
        "      <td> 0.0620</td>\n",
        "      <td> 0.075</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.380</td>\n",
        "      <td> 0.275</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.2255</td>\n",
        "      <td> 0.0800</td>\n",
        "      <td> 0.0490</td>\n",
        "      <td> 0.085</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.565</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.155</td>\n",
        "      <td> 0.9395</td>\n",
        "      <td> 0.4275</td>\n",
        "      <td> 0.2140</td>\n",
        "      <td> 0.270</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.415</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.7635</td>\n",
        "      <td> 0.3180</td>\n",
        "      <td> 0.2100</td>\n",
        "      <td> 0.200</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.615</td>\n",
        "      <td> 0.480</td>\n",
        "      <td> 0.165</td>\n",
        "      <td> 1.1615</td>\n",
        "      <td> 0.5130</td>\n",
        "      <td> 0.3010</td>\n",
        "      <td> 0.305</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.560</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.9285</td>\n",
        "      <td> 0.3825</td>\n",
        "      <td> 0.1880</td>\n",
        "      <td> 0.300</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.580</td>\n",
        "      <td> 0.450</td>\n",
        "      <td> 0.185</td>\n",
        "      <td> 0.9955</td>\n",
        "      <td> 0.3945</td>\n",
        "      <td> 0.2720</td>\n",
        "      <td> 0.285</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.590</td>\n",
        "      <td> 0.445</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.9310</td>\n",
        "      <td> 0.3560</td>\n",
        "      <td> 0.2340</td>\n",
        "      <td> 0.280</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.605</td>\n",
        "      <td> 0.475</td>\n",
        "      <td> 0.180</td>\n",
        "      <td> 0.9365</td>\n",
        "      <td> 0.3940</td>\n",
        "      <td> 0.2190</td>\n",
        "      <td> 0.295</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.575</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.8635</td>\n",
        "      <td> 0.3930</td>\n",
        "      <td> 0.2270</td>\n",
        "      <td> 0.200</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.580</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.165</td>\n",
        "      <td> 0.9975</td>\n",
        "      <td> 0.3935</td>\n",
        "      <td> 0.2420</td>\n",
        "      <td> 0.330</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.680</td>\n",
        "      <td> 0.560</td>\n",
        "      <td> 0.165</td>\n",
        "      <td> 1.6390</td>\n",
        "      <td> 0.6055</td>\n",
        "      <td> 0.2805</td>\n",
        "      <td> 0.460</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.665</td>\n",
        "      <td> 0.525</td>\n",
        "      <td> 0.165</td>\n",
        "      <td> 1.3380</td>\n",
        "      <td> 0.5515</td>\n",
        "      <td> 0.3575</td>\n",
        "      <td> 0.350</td>\n",
        "      <td> 18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.680</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.175</td>\n",
        "      <td> 1.7980</td>\n",
        "      <td> 0.8150</td>\n",
        "      <td> 0.3925</td>\n",
        "      <td> 0.455</td>\n",
        "      <td> 19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.705</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.200</td>\n",
        "      <td> 1.7095</td>\n",
        "      <td> 0.6330</td>\n",
        "      <td> 0.4115</td>\n",
        "      <td> 0.490</td>\n",
        "      <td> 13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.465</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.105</td>\n",
        "      <td> 0.4795</td>\n",
        "      <td> 0.2270</td>\n",
        "      <td> 0.1240</td>\n",
        "      <td> 0.125</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.540</td>\n",
        "      <td> 0.475</td>\n",
        "      <td> 0.155</td>\n",
        "      <td> 1.2170</td>\n",
        "      <td> 0.5305</td>\n",
        "      <td> 0.3075</td>\n",
        "      <td> 0.340</td>\n",
        "      <td> 16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.450</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.105</td>\n",
        "      <td> 0.5225</td>\n",
        "      <td> 0.2370</td>\n",
        "      <td> 0.1165</td>\n",
        "      <td> 0.145</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.575</td>\n",
        "      <td> 0.445</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.8830</td>\n",
        "      <td> 0.3810</td>\n",
        "      <td> 0.2035</td>\n",
        "      <td> 0.260</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.290</td>\n",
        "      <td> 0.090</td>\n",
        "      <td> 0.3275</td>\n",
        "      <td> 0.1340</td>\n",
        "      <td> 0.0860</td>\n",
        "      <td> 0.090</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.450</td>\n",
        "      <td> 0.335</td>\n",
        "      <td> 0.105</td>\n",
        "      <td> 0.4250</td>\n",
        "      <td> 0.1865</td>\n",
        "      <td> 0.0910</td>\n",
        "      <td> 0.115</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.8515</td>\n",
        "      <td> 0.3620</td>\n",
        "      <td> 0.1960</td>\n",
        "      <td> 0.270</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.240</td>\n",
        "      <td> 0.175</td>\n",
        "      <td> 0.045</td>\n",
        "      <td> 0.0700</td>\n",
        "      <td> 0.0315</td>\n",
        "      <td> 0.0235</td>\n",
        "      <td> 0.020</td>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.205</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 0.055</td>\n",
        "      <td> 0.0420</td>\n",
        "      <td> 0.0255</td>\n",
        "      <td> 0.0150</td>\n",
        "      <td> 0.012</td>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.210</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 0.050</td>\n",
        "      <td> 0.0420</td>\n",
        "      <td> 0.0175</td>\n",
        "      <td> 0.0125</td>\n",
        "      <td> 0.015</td>\n",
        "      <td>  4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.390</td>\n",
        "      <td> 0.295</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.2030</td>\n",
        "      <td> 0.0875</td>\n",
        "      <td> 0.0450</td>\n",
        "      <td> 0.075</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.370</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.5795</td>\n",
        "      <td> 0.2930</td>\n",
        "      <td> 0.2270</td>\n",
        "      <td> 0.140</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.460</td>\n",
        "      <td> 0.375</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.4605</td>\n",
        "      <td> 0.1775</td>\n",
        "      <td> 0.1100</td>\n",
        "      <td> 0.150</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.325</td>\n",
        "      <td> 0.245</td>\n",
        "      <td> 0.070</td>\n",
        "      <td> 0.1610</td>\n",
        "      <td> 0.0755</td>\n",
        "      <td> 0.0255</td>\n",
        "      <td> 0.045</td>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.525</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.160</td>\n",
        "      <td> 0.8355</td>\n",
        "      <td> 0.3545</td>\n",
        "      <td> 0.2135</td>\n",
        "      <td> 0.245</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.520</td>\n",
        "      <td> 0.410</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.5950</td>\n",
        "      <td> 0.2385</td>\n",
        "      <td> 0.1110</td>\n",
        "      <td> 0.190</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.400</td>\n",
        "      <td> 0.320</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.3030</td>\n",
        "      <td> 0.1335</td>\n",
        "      <td> 0.0600</td>\n",
        "      <td> 0.100</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.485</td>\n",
        "      <td> 0.360</td>\n",
        "      <td> 0.130</td>\n",
        "      <td> 0.5415</td>\n",
        "      <td> 0.2595</td>\n",
        "      <td> 0.0960</td>\n",
        "      <td> 0.160</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.360</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.4775</td>\n",
        "      <td> 0.2105</td>\n",
        "      <td> 0.1055</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.405</td>\n",
        "      <td> 0.310</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.3850</td>\n",
        "      <td> 0.1730</td>\n",
        "      <td> 0.0915</td>\n",
        "      <td> 0.110</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.500</td>\n",
        "      <td> 0.400</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.6615</td>\n",
        "      <td> 0.2565</td>\n",
        "      <td> 0.1755</td>\n",
        "      <td> 0.220</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.445</td>\n",
        "      <td> 0.350</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.4425</td>\n",
        "      <td> 0.1920</td>\n",
        "      <td> 0.0955</td>\n",
        "      <td> 0.135</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.385</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.5895</td>\n",
        "      <td> 0.2765</td>\n",
        "      <td> 0.1200</td>\n",
        "      <td> 0.170</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.245</td>\n",
        "      <td> 0.190</td>\n",
        "      <td> 0.060</td>\n",
        "      <td> 0.0860</td>\n",
        "      <td> 0.0420</td>\n",
        "      <td> 0.0140</td>\n",
        "      <td> 0.025</td>\n",
        "      <td>  4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.505</td>\n",
        "      <td> 0.400</td>\n",
        "      <td> 0.125</td>\n",
        "      <td> 0.5830</td>\n",
        "      <td> 0.2460</td>\n",
        "      <td> 0.1300</td>\n",
        "      <td> 0.175</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>4177 rows \u00d7 9 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "   Sex  Length  Diameter  Height  Whole weight  Shucked weight  \\\n",
        "0    M   0.455     0.365   0.095        0.5140          0.2245   \n",
        "1    M   0.350     0.265   0.090        0.2255          0.0995   \n",
        "2    F   0.530     0.420   0.135        0.6770          0.2565   \n",
        "3    M   0.440     0.365   0.125        0.5160          0.2155   \n",
        "4    I   0.330     0.255   0.080        0.2050          0.0895   \n",
        "5    I   0.425     0.300   0.095        0.3515          0.1410   \n",
        "6    F   0.530     0.415   0.150        0.7775          0.2370   \n",
        "7    F   0.545     0.425   0.125        0.7680          0.2940   \n",
        "8    M   0.475     0.370   0.125        0.5095          0.2165   \n",
        "9    F   0.550     0.440   0.150        0.8945          0.3145   \n",
        "10   F   0.525     0.380   0.140        0.6065          0.1940   \n",
        "11   M   0.430     0.350   0.110        0.4060          0.1675   \n",
        "12   M   0.490     0.380   0.135        0.5415          0.2175   \n",
        "13   F   0.535     0.405   0.145        0.6845          0.2725   \n",
        "14   F   0.470     0.355   0.100        0.4755          0.1675   \n",
        "15   M   0.500     0.400   0.130        0.6645          0.2580   \n",
        "16   I   0.355     0.280   0.085        0.2905          0.0950   \n",
        "17   F   0.440     0.340   0.100        0.4510          0.1880   \n",
        "18   M   0.365     0.295   0.080        0.2555          0.0970   \n",
        "19   M   0.450     0.320   0.100        0.3810          0.1705   \n",
        "20   M   0.355     0.280   0.095        0.2455          0.0955   \n",
        "21   I   0.380     0.275   0.100        0.2255          0.0800   \n",
        "22   F   0.565     0.440   0.155        0.9395          0.4275   \n",
        "23   F   0.550     0.415   0.135        0.7635          0.3180   \n",
        "24   F   0.615     0.480   0.165        1.1615          0.5130   \n",
        "25   F   0.560     0.440   0.140        0.9285          0.3825   \n",
        "26   F   0.580     0.450   0.185        0.9955          0.3945   \n",
        "27   M   0.590     0.445   0.140        0.9310          0.3560   \n",
        "28   M   0.605     0.475   0.180        0.9365          0.3940   \n",
        "29   M   0.575     0.425   0.140        0.8635          0.3930   \n",
        "30   M   0.580     0.470   0.165        0.9975          0.3935   \n",
        "31   F   0.680     0.560   0.165        1.6390          0.6055   \n",
        "32   M   0.665     0.525   0.165        1.3380          0.5515   \n",
        "33   F   0.680     0.550   0.175        1.7980          0.8150   \n",
        "34   F   0.705     0.550   0.200        1.7095          0.6330   \n",
        "35   M   0.465     0.355   0.105        0.4795          0.2270   \n",
        "36   F   0.540     0.475   0.155        1.2170          0.5305   \n",
        "37   F   0.450     0.355   0.105        0.5225          0.2370   \n",
        "38   F   0.575     0.445   0.135        0.8830          0.3810   \n",
        "39   M   0.355     0.290   0.090        0.3275          0.1340   \n",
        "40   F   0.450     0.335   0.105        0.4250          0.1865   \n",
        "41   F   0.550     0.425   0.135        0.8515          0.3620   \n",
        "42   I   0.240     0.175   0.045        0.0700          0.0315   \n",
        "43   I   0.205     0.150   0.055        0.0420          0.0255   \n",
        "44   I   0.210     0.150   0.050        0.0420          0.0175   \n",
        "45   I   0.390     0.295   0.095        0.2030          0.0875   \n",
        "46   M   0.470     0.370   0.120        0.5795          0.2930   \n",
        "47   F   0.460     0.375   0.120        0.4605          0.1775   \n",
        "48   I   0.325     0.245   0.070        0.1610          0.0755   \n",
        "49   F   0.525     0.425   0.160        0.8355          0.3545   \n",
        "50   I   0.520     0.410   0.120        0.5950          0.2385   \n",
        "51   M   0.400     0.320   0.095        0.3030          0.1335   \n",
        "52   M   0.485     0.360   0.130        0.5415          0.2595   \n",
        "53   F   0.470     0.360   0.120        0.4775          0.2105   \n",
        "54   M   0.405     0.310   0.100        0.3850          0.1730   \n",
        "55   F   0.500     0.400   0.140        0.6615          0.2565   \n",
        "56   M   0.445     0.350   0.120        0.4425          0.1920   \n",
        "57   M   0.470     0.385   0.135        0.5895          0.2765   \n",
        "58   I   0.245     0.190   0.060        0.0860          0.0420   \n",
        "59   F   0.505     0.400   0.125        0.5830          0.2460   \n",
        "   ...     ...       ...     ...           ...             ...   \n",
        "\n",
        "    Viscera weight  Shell weight  Rings  \n",
        "0           0.1010         0.150     15  \n",
        "1           0.0485         0.070      7  \n",
        "2           0.1415         0.210      9  \n",
        "3           0.1140         0.155     10  \n",
        "4           0.0395         0.055      7  \n",
        "5           0.0775         0.120      8  \n",
        "6           0.1415         0.330     20  \n",
        "7           0.1495         0.260     16  \n",
        "8           0.1125         0.165      9  \n",
        "9           0.1510         0.320     19  \n",
        "10          0.1475         0.210     14  \n",
        "11          0.0810         0.135     10  \n",
        "12          0.0950         0.190     11  \n",
        "13          0.1710         0.205     10  \n",
        "14          0.0805         0.185     10  \n",
        "15          0.1330         0.240     12  \n",
        "16          0.0395         0.115      7  \n",
        "17          0.0870         0.130     10  \n",
        "18          0.0430         0.100      7  \n",
        "19          0.0750         0.115      9  \n",
        "20          0.0620         0.075     11  \n",
        "21          0.0490         0.085     10  \n",
        "22          0.2140         0.270     12  \n",
        "23          0.2100         0.200      9  \n",
        "24          0.3010         0.305     10  \n",
        "25          0.1880         0.300     11  \n",
        "26          0.2720         0.285     11  \n",
        "27          0.2340         0.280     12  \n",
        "28          0.2190         0.295     15  \n",
        "29          0.2270         0.200     11  \n",
        "30          0.2420         0.330     10  \n",
        "31          0.2805         0.460     15  \n",
        "32          0.3575         0.350     18  \n",
        "33          0.3925         0.455     19  \n",
        "34          0.4115         0.490     13  \n",
        "35          0.1240         0.125      8  \n",
        "36          0.3075         0.340     16  \n",
        "37          0.1165         0.145      8  \n",
        "38          0.2035         0.260     11  \n",
        "39          0.0860         0.090      9  \n",
        "40          0.0910         0.115      9  \n",
        "41          0.1960         0.270     14  \n",
        "42          0.0235         0.020      5  \n",
        "43          0.0150         0.012      5  \n",
        "44          0.0125         0.015      4  \n",
        "45          0.0450         0.075      7  \n",
        "46          0.2270         0.140      9  \n",
        "47          0.1100         0.150      7  \n",
        "48          0.0255         0.045      6  \n",
        "49          0.2135         0.245      9  \n",
        "50          0.1110         0.190      8  \n",
        "51          0.0600         0.100      7  \n",
        "52          0.0960         0.160     10  \n",
        "53          0.1055         0.150     10  \n",
        "54          0.0915         0.110      7  \n",
        "55          0.1755         0.220      8  \n",
        "56          0.0955         0.135      8  \n",
        "57          0.1200         0.170      8  \n",
        "58          0.0140         0.025      4  \n",
        "59          0.1300         0.175      7  \n",
        "               ...           ...    ...  \n",
        "\n",
        "[4177 rows x 9 columns]"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Training Model"
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Preparing data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "features = csv_data.drop(\"Sex\", 1)\n",
      "\n",
      "sex_dict = {\"M\":0, \"I\":1, \"F\":2}\n",
      "results = csv_data[\"Sex\"].map(sex_dict)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Training a model"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "trained_model = KNeighborsClassifier(n_neighbors=5, weights='uniform')\n",
      "trained_model.fit(features, results)\n",
      "trained_model"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
        "           n_neighbors=5, p=2, weights='uniform')"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Saving Data and Model on Disk"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "joblib.dump(csv_data, \"data.pkl\")\n",
      "joblib.dump(trained_model, \"model.pkl\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ls"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "2. Pickle Data and Model.ipynb  model.pkl         model.pkl_06.npy\r\n",
        "Folder Management.ipynb         model.pkl_01.npy  model.pkl_07.npy\r\n",
        "data.pkl                        model.pkl_02.npy  model.pkl_08.npy\r\n",
        "data.pkl_01.npy                 model.pkl_03.npy  model.pkl_09.npy\r\n",
        "data.pkl_02.npy                 model.pkl_04.npy\r\n",
        "data.pkl_03.npy                 model.pkl_05.npy\r\n"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Loading Data and Model"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loaded_data = joblib.load(\"data.pkl\")\n",
      "loaded_model = joblib.load(\"model.pkl\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loaded_data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "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>Sex</th>\n",
        "      <th>Length</th>\n",
        "      <th>Diameter</th>\n",
        "      <th>Height</th>\n",
        "      <th>Whole weight</th>\n",
        "      <th>Shucked weight</th>\n",
        "      <th>Viscera weight</th>\n",
        "      <th>Shell weight</th>\n",
        "      <th>Rings</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> M</td>\n",
        "      <td> 0.455</td>\n",
        "      <td> 0.365</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.5140</td>\n",
        "      <td> 0.2245</td>\n",
        "      <td> 0.1010</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> M</td>\n",
        "      <td> 0.350</td>\n",
        "      <td> 0.265</td>\n",
        "      <td> 0.090</td>\n",
        "      <td> 0.2255</td>\n",
        "      <td> 0.0995</td>\n",
        "      <td> 0.0485</td>\n",
        "      <td> 0.070</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> F</td>\n",
        "      <td> 0.530</td>\n",
        "      <td> 0.420</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.6770</td>\n",
        "      <td> 0.2565</td>\n",
        "      <td> 0.1415</td>\n",
        "      <td> 0.210</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> M</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.365</td>\n",
        "      <td> 0.125</td>\n",
        "      <td> 0.5160</td>\n",
        "      <td> 0.2155</td>\n",
        "      <td> 0.1140</td>\n",
        "      <td> 0.155</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> I</td>\n",
        "      <td> 0.330</td>\n",
        "      <td> 0.255</td>\n",
        "      <td> 0.080</td>\n",
        "      <td> 0.2050</td>\n",
        "      <td> 0.0895</td>\n",
        "      <td> 0.0395</td>\n",
        "      <td> 0.055</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> I</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.300</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.3515</td>\n",
        "      <td> 0.1410</td>\n",
        "      <td> 0.0775</td>\n",
        "      <td> 0.120</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> F</td>\n",
        "      <td> 0.530</td>\n",
        "      <td> 0.415</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 0.7775</td>\n",
        "      <td> 0.2370</td>\n",
        "      <td> 0.1415</td>\n",
        "      <td> 0.330</td>\n",
        "      <td> 20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> F</td>\n",
        "      <td> 0.545</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.125</td>\n",
        "      <td> 0.7680</td>\n",
        "      <td> 0.2940</td>\n",
        "      <td> 0.1495</td>\n",
        "      <td> 0.260</td>\n",
        "      <td> 16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> M</td>\n",
        "      <td> 0.475</td>\n",
        "      <td> 0.370</td>\n",
        "      <td> 0.125</td>\n",
        "      <td> 0.5095</td>\n",
        "      <td> 0.2165</td>\n",
        "      <td> 0.1125</td>\n",
        "      <td> 0.165</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> F</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 0.8945</td>\n",
        "      <td> 0.3145</td>\n",
        "      <td> 0.1510</td>\n",
        "      <td> 0.320</td>\n",
        "      <td> 19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.525</td>\n",
        "      <td> 0.380</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.6065</td>\n",
        "      <td> 0.1940</td>\n",
        "      <td> 0.1475</td>\n",
        "      <td> 0.210</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.430</td>\n",
        "      <td> 0.350</td>\n",
        "      <td> 0.110</td>\n",
        "      <td> 0.4060</td>\n",
        "      <td> 0.1675</td>\n",
        "      <td> 0.0810</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.490</td>\n",
        "      <td> 0.380</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.5415</td>\n",
        "      <td> 0.2175</td>\n",
        "      <td> 0.0950</td>\n",
        "      <td> 0.190</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.535</td>\n",
        "      <td> 0.405</td>\n",
        "      <td> 0.145</td>\n",
        "      <td> 0.6845</td>\n",
        "      <td> 0.2725</td>\n",
        "      <td> 0.1710</td>\n",
        "      <td> 0.205</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.4755</td>\n",
        "      <td> 0.1675</td>\n",
        "      <td> 0.0805</td>\n",
        "      <td> 0.185</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.500</td>\n",
        "      <td> 0.400</td>\n",
        "      <td> 0.130</td>\n",
        "      <td> 0.6645</td>\n",
        "      <td> 0.2580</td>\n",
        "      <td> 0.1330</td>\n",
        "      <td> 0.240</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.280</td>\n",
        "      <td> 0.085</td>\n",
        "      <td> 0.2905</td>\n",
        "      <td> 0.0950</td>\n",
        "      <td> 0.0395</td>\n",
        "      <td> 0.115</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.340</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.4510</td>\n",
        "      <td> 0.1880</td>\n",
        "      <td> 0.0870</td>\n",
        "      <td> 0.130</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.365</td>\n",
        "      <td> 0.295</td>\n",
        "      <td> 0.080</td>\n",
        "      <td> 0.2555</td>\n",
        "      <td> 0.0970</td>\n",
        "      <td> 0.0430</td>\n",
        "      <td> 0.100</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.450</td>\n",
        "      <td> 0.320</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.3810</td>\n",
        "      <td> 0.1705</td>\n",
        "      <td> 0.0750</td>\n",
        "      <td> 0.115</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.280</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.2455</td>\n",
        "      <td> 0.0955</td>\n",
        "      <td> 0.0620</td>\n",
        "      <td> 0.075</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.380</td>\n",
        "      <td> 0.275</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.2255</td>\n",
        "      <td> 0.0800</td>\n",
        "      <td> 0.0490</td>\n",
        "      <td> 0.085</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.565</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.155</td>\n",
        "      <td> 0.9395</td>\n",
        "      <td> 0.4275</td>\n",
        "      <td> 0.2140</td>\n",
        "      <td> 0.270</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.415</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.7635</td>\n",
        "      <td> 0.3180</td>\n",
        "      <td> 0.2100</td>\n",
        "      <td> 0.200</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.615</td>\n",
        "      <td> 0.480</td>\n",
        "      <td> 0.165</td>\n",
        "      <td> 1.1615</td>\n",
        "      <td> 0.5130</td>\n",
        "      <td> 0.3010</td>\n",
        "      <td> 0.305</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.560</td>\n",
        "      <td> 0.440</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.9285</td>\n",
        "      <td> 0.3825</td>\n",
        "      <td> 0.1880</td>\n",
        "      <td> 0.300</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.580</td>\n",
        "      <td> 0.450</td>\n",
        "      <td> 0.185</td>\n",
        "      <td> 0.9955</td>\n",
        "      <td> 0.3945</td>\n",
        "      <td> 0.2720</td>\n",
        "      <td> 0.285</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.590</td>\n",
        "      <td> 0.445</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.9310</td>\n",
        "      <td> 0.3560</td>\n",
        "      <td> 0.2340</td>\n",
        "      <td> 0.280</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.605</td>\n",
        "      <td> 0.475</td>\n",
        "      <td> 0.180</td>\n",
        "      <td> 0.9365</td>\n",
        "      <td> 0.3940</td>\n",
        "      <td> 0.2190</td>\n",
        "      <td> 0.295</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.575</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.8635</td>\n",
        "      <td> 0.3930</td>\n",
        "      <td> 0.2270</td>\n",
        "      <td> 0.200</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.580</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.165</td>\n",
        "      <td> 0.9975</td>\n",
        "      <td> 0.3935</td>\n",
        "      <td> 0.2420</td>\n",
        "      <td> 0.330</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.680</td>\n",
        "      <td> 0.560</td>\n",
        "      <td> 0.165</td>\n",
        "      <td> 1.6390</td>\n",
        "      <td> 0.6055</td>\n",
        "      <td> 0.2805</td>\n",
        "      <td> 0.460</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.665</td>\n",
        "      <td> 0.525</td>\n",
        "      <td> 0.165</td>\n",
        "      <td> 1.3380</td>\n",
        "      <td> 0.5515</td>\n",
        "      <td> 0.3575</td>\n",
        "      <td> 0.350</td>\n",
        "      <td> 18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.680</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.175</td>\n",
        "      <td> 1.7980</td>\n",
        "      <td> 0.8150</td>\n",
        "      <td> 0.3925</td>\n",
        "      <td> 0.455</td>\n",
        "      <td> 19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.705</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.200</td>\n",
        "      <td> 1.7095</td>\n",
        "      <td> 0.6330</td>\n",
        "      <td> 0.4115</td>\n",
        "      <td> 0.490</td>\n",
        "      <td> 13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.465</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.105</td>\n",
        "      <td> 0.4795</td>\n",
        "      <td> 0.2270</td>\n",
        "      <td> 0.1240</td>\n",
        "      <td> 0.125</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.540</td>\n",
        "      <td> 0.475</td>\n",
        "      <td> 0.155</td>\n",
        "      <td> 1.2170</td>\n",
        "      <td> 0.5305</td>\n",
        "      <td> 0.3075</td>\n",
        "      <td> 0.340</td>\n",
        "      <td> 16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.450</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.105</td>\n",
        "      <td> 0.5225</td>\n",
        "      <td> 0.2370</td>\n",
        "      <td> 0.1165</td>\n",
        "      <td> 0.145</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.575</td>\n",
        "      <td> 0.445</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.8830</td>\n",
        "      <td> 0.3810</td>\n",
        "      <td> 0.2035</td>\n",
        "      <td> 0.260</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 0.290</td>\n",
        "      <td> 0.090</td>\n",
        "      <td> 0.3275</td>\n",
        "      <td> 0.1340</td>\n",
        "      <td> 0.0860</td>\n",
        "      <td> 0.090</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.450</td>\n",
        "      <td> 0.335</td>\n",
        "      <td> 0.105</td>\n",
        "      <td> 0.4250</td>\n",
        "      <td> 0.1865</td>\n",
        "      <td> 0.0910</td>\n",
        "      <td> 0.115</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.550</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.8515</td>\n",
        "      <td> 0.3620</td>\n",
        "      <td> 0.1960</td>\n",
        "      <td> 0.270</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.240</td>\n",
        "      <td> 0.175</td>\n",
        "      <td> 0.045</td>\n",
        "      <td> 0.0700</td>\n",
        "      <td> 0.0315</td>\n",
        "      <td> 0.0235</td>\n",
        "      <td> 0.020</td>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.205</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 0.055</td>\n",
        "      <td> 0.0420</td>\n",
        "      <td> 0.0255</td>\n",
        "      <td> 0.0150</td>\n",
        "      <td> 0.012</td>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.210</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 0.050</td>\n",
        "      <td> 0.0420</td>\n",
        "      <td> 0.0175</td>\n",
        "      <td> 0.0125</td>\n",
        "      <td> 0.015</td>\n",
        "      <td>  4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.390</td>\n",
        "      <td> 0.295</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.2030</td>\n",
        "      <td> 0.0875</td>\n",
        "      <td> 0.0450</td>\n",
        "      <td> 0.075</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.370</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.5795</td>\n",
        "      <td> 0.2930</td>\n",
        "      <td> 0.2270</td>\n",
        "      <td> 0.140</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.460</td>\n",
        "      <td> 0.375</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.4605</td>\n",
        "      <td> 0.1775</td>\n",
        "      <td> 0.1100</td>\n",
        "      <td> 0.150</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.325</td>\n",
        "      <td> 0.245</td>\n",
        "      <td> 0.070</td>\n",
        "      <td> 0.1610</td>\n",
        "      <td> 0.0755</td>\n",
        "      <td> 0.0255</td>\n",
        "      <td> 0.045</td>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.525</td>\n",
        "      <td> 0.425</td>\n",
        "      <td> 0.160</td>\n",
        "      <td> 0.8355</td>\n",
        "      <td> 0.3545</td>\n",
        "      <td> 0.2135</td>\n",
        "      <td> 0.245</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.520</td>\n",
        "      <td> 0.410</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.5950</td>\n",
        "      <td> 0.2385</td>\n",
        "      <td> 0.1110</td>\n",
        "      <td> 0.190</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.400</td>\n",
        "      <td> 0.320</td>\n",
        "      <td> 0.095</td>\n",
        "      <td> 0.3030</td>\n",
        "      <td> 0.1335</td>\n",
        "      <td> 0.0600</td>\n",
        "      <td> 0.100</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.485</td>\n",
        "      <td> 0.360</td>\n",
        "      <td> 0.130</td>\n",
        "      <td> 0.5415</td>\n",
        "      <td> 0.2595</td>\n",
        "      <td> 0.0960</td>\n",
        "      <td> 0.160</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.360</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.4775</td>\n",
        "      <td> 0.2105</td>\n",
        "      <td> 0.1055</td>\n",
        "      <td> 0.150</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.405</td>\n",
        "      <td> 0.310</td>\n",
        "      <td> 0.100</td>\n",
        "      <td> 0.3850</td>\n",
        "      <td> 0.1730</td>\n",
        "      <td> 0.0915</td>\n",
        "      <td> 0.110</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.500</td>\n",
        "      <td> 0.400</td>\n",
        "      <td> 0.140</td>\n",
        "      <td> 0.6615</td>\n",
        "      <td> 0.2565</td>\n",
        "      <td> 0.1755</td>\n",
        "      <td> 0.220</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.445</td>\n",
        "      <td> 0.350</td>\n",
        "      <td> 0.120</td>\n",
        "      <td> 0.4425</td>\n",
        "      <td> 0.1920</td>\n",
        "      <td> 0.0955</td>\n",
        "      <td> 0.135</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td> M</td>\n",
        "      <td> 0.470</td>\n",
        "      <td> 0.385</td>\n",
        "      <td> 0.135</td>\n",
        "      <td> 0.5895</td>\n",
        "      <td> 0.2765</td>\n",
        "      <td> 0.1200</td>\n",
        "      <td> 0.170</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td> I</td>\n",
        "      <td> 0.245</td>\n",
        "      <td> 0.190</td>\n",
        "      <td> 0.060</td>\n",
        "      <td> 0.0860</td>\n",
        "      <td> 0.0420</td>\n",
        "      <td> 0.0140</td>\n",
        "      <td> 0.025</td>\n",
        "      <td>  4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td> F</td>\n",
        "      <td> 0.505</td>\n",
        "      <td> 0.400</td>\n",
        "      <td> 0.125</td>\n",
        "      <td> 0.5830</td>\n",
        "      <td> 0.2460</td>\n",
        "      <td> 0.1300</td>\n",
        "      <td> 0.175</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>4177 rows \u00d7 9 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "   Sex  Length  Diameter  Height  Whole weight  Shucked weight  \\\n",
        "0    M   0.455     0.365   0.095        0.5140          0.2245   \n",
        "1    M   0.350     0.265   0.090        0.2255          0.0995   \n",
        "2    F   0.530     0.420   0.135        0.6770          0.2565   \n",
        "3    M   0.440     0.365   0.125        0.5160          0.2155   \n",
        "4    I   0.330     0.255   0.080        0.2050          0.0895   \n",
        "5    I   0.425     0.300   0.095        0.3515          0.1410   \n",
        "6    F   0.530     0.415   0.150        0.7775          0.2370   \n",
        "7    F   0.545     0.425   0.125        0.7680          0.2940   \n",
        "8    M   0.475     0.370   0.125        0.5095          0.2165   \n",
        "9    F   0.550     0.440   0.150        0.8945          0.3145   \n",
        "10   F   0.525     0.380   0.140        0.6065          0.1940   \n",
        "11   M   0.430     0.350   0.110        0.4060          0.1675   \n",
        "12   M   0.490     0.380   0.135        0.5415          0.2175   \n",
        "13   F   0.535     0.405   0.145        0.6845          0.2725   \n",
        "14   F   0.470     0.355   0.100        0.4755          0.1675   \n",
        "15   M   0.500     0.400   0.130        0.6645          0.2580   \n",
        "16   I   0.355     0.280   0.085        0.2905          0.0950   \n",
        "17   F   0.440     0.340   0.100        0.4510          0.1880   \n",
        "18   M   0.365     0.295   0.080        0.2555          0.0970   \n",
        "19   M   0.450     0.320   0.100        0.3810          0.1705   \n",
        "20   M   0.355     0.280   0.095        0.2455          0.0955   \n",
        "21   I   0.380     0.275   0.100        0.2255          0.0800   \n",
        "22   F   0.565     0.440   0.155        0.9395          0.4275   \n",
        "23   F   0.550     0.415   0.135        0.7635          0.3180   \n",
        "24   F   0.615     0.480   0.165        1.1615          0.5130   \n",
        "25   F   0.560     0.440   0.140        0.9285          0.3825   \n",
        "26   F   0.580     0.450   0.185        0.9955          0.3945   \n",
        "27   M   0.590     0.445   0.140        0.9310          0.3560   \n",
        "28   M   0.605     0.475   0.180        0.9365          0.3940   \n",
        "29   M   0.575     0.425   0.140        0.8635          0.3930   \n",
        "30   M   0.580     0.470   0.165        0.9975          0.3935   \n",
        "31   F   0.680     0.560   0.165        1.6390          0.6055   \n",
        "32   M   0.665     0.525   0.165        1.3380          0.5515   \n",
        "33   F   0.680     0.550   0.175        1.7980          0.8150   \n",
        "34   F   0.705     0.550   0.200        1.7095          0.6330   \n",
        "35   M   0.465     0.355   0.105        0.4795          0.2270   \n",
        "36   F   0.540     0.475   0.155        1.2170          0.5305   \n",
        "37   F   0.450     0.355   0.105        0.5225          0.2370   \n",
        "38   F   0.575     0.445   0.135        0.8830          0.3810   \n",
        "39   M   0.355     0.290   0.090        0.3275          0.1340   \n",
        "40   F   0.450     0.335   0.105        0.4250          0.1865   \n",
        "41   F   0.550     0.425   0.135        0.8515          0.3620   \n",
        "42   I   0.240     0.175   0.045        0.0700          0.0315   \n",
        "43   I   0.205     0.150   0.055        0.0420          0.0255   \n",
        "44   I   0.210     0.150   0.050        0.0420          0.0175   \n",
        "45   I   0.390     0.295   0.095        0.2030          0.0875   \n",
        "46   M   0.470     0.370   0.120        0.5795          0.2930   \n",
        "47   F   0.460     0.375   0.120        0.4605          0.1775   \n",
        "48   I   0.325     0.245   0.070        0.1610          0.0755   \n",
        "49   F   0.525     0.425   0.160        0.8355          0.3545   \n",
        "50   I   0.520     0.410   0.120        0.5950          0.2385   \n",
        "51   M   0.400     0.320   0.095        0.3030          0.1335   \n",
        "52   M   0.485     0.360   0.130        0.5415          0.2595   \n",
        "53   F   0.470     0.360   0.120        0.4775          0.2105   \n",
        "54   M   0.405     0.310   0.100        0.3850          0.1730   \n",
        "55   F   0.500     0.400   0.140        0.6615          0.2565   \n",
        "56   M   0.445     0.350   0.120        0.4425          0.1920   \n",
        "57   M   0.470     0.385   0.135        0.5895          0.2765   \n",
        "58   I   0.245     0.190   0.060        0.0860          0.0420   \n",
        "59   F   0.505     0.400   0.125        0.5830          0.2460   \n",
        "   ...     ...       ...     ...           ...             ...   \n",
        "\n",
        "    Viscera weight  Shell weight  Rings  \n",
        "0           0.1010         0.150     15  \n",
        "1           0.0485         0.070      7  \n",
        "2           0.1415         0.210      9  \n",
        "3           0.1140         0.155     10  \n",
        "4           0.0395         0.055      7  \n",
        "5           0.0775         0.120      8  \n",
        "6           0.1415         0.330     20  \n",
        "7           0.1495         0.260     16  \n",
        "8           0.1125         0.165      9  \n",
        "9           0.1510         0.320     19  \n",
        "10          0.1475         0.210     14  \n",
        "11          0.0810         0.135     10  \n",
        "12          0.0950         0.190     11  \n",
        "13          0.1710         0.205     10  \n",
        "14          0.0805         0.185     10  \n",
        "15          0.1330         0.240     12  \n",
        "16          0.0395         0.115      7  \n",
        "17          0.0870         0.130     10  \n",
        "18          0.0430         0.100      7  \n",
        "19          0.0750         0.115      9  \n",
        "20          0.0620         0.075     11  \n",
        "21          0.0490         0.085     10  \n",
        "22          0.2140         0.270     12  \n",
        "23          0.2100         0.200      9  \n",
        "24          0.3010         0.305     10  \n",
        "25          0.1880         0.300     11  \n",
        "26          0.2720         0.285     11  \n",
        "27          0.2340         0.280     12  \n",
        "28          0.2190         0.295     15  \n",
        "29          0.2270         0.200     11  \n",
        "30          0.2420         0.330     10  \n",
        "31          0.2805         0.460     15  \n",
        "32          0.3575         0.350     18  \n",
        "33          0.3925         0.455     19  \n",
        "34          0.4115         0.490     13  \n",
        "35          0.1240         0.125      8  \n",
        "36          0.3075         0.340     16  \n",
        "37          0.1165         0.145      8  \n",
        "38          0.2035         0.260     11  \n",
        "39          0.0860         0.090      9  \n",
        "40          0.0910         0.115      9  \n",
        "41          0.1960         0.270     14  \n",
        "42          0.0235         0.020      5  \n",
        "43          0.0150         0.012      5  \n",
        "44          0.0125         0.015      4  \n",
        "45          0.0450         0.075      7  \n",
        "46          0.2270         0.140      9  \n",
        "47          0.1100         0.150      7  \n",
        "48          0.0255         0.045      6  \n",
        "49          0.2135         0.245      9  \n",
        "50          0.1110         0.190      8  \n",
        "51          0.0600         0.100      7  \n",
        "52          0.0960         0.160     10  \n",
        "53          0.1055         0.150     10  \n",
        "54          0.0915         0.110      7  \n",
        "55          0.1755         0.220      8  \n",
        "56          0.0955         0.135      8  \n",
        "57          0.1200         0.170      8  \n",
        "58          0.0140         0.025      4  \n",
        "59          0.1300         0.175      7  \n",
        "               ...           ...    ...  \n",
        "\n",
        "[4177 rows x 9 columns]"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loaded_model"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
        "           n_neighbors=5, p=2, weights='uniform')"
       ]
      }
     ],
     "prompt_number": 9
    }
   ],
   "metadata": {}
  }
 ]
}