mushroom_data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Mushroom Data Set</b> \n",
    "(reference to UCI Machine Learning Repository <a href=\"https://archive.ics.uci.edu/ml/datasets/mushroom\">description</a>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tb 2018-09-13 \n",
      "\n",
      "CPython 3.6.4\n",
      "IPython 6.2.1\n",
      "\n",
      "sys 3.6.4 |Anaconda custom (64-bit)| (default, Jan 16 2018, 12:04:33) \n",
      "[GCC 4.2.1 Compatible Clang 4.0.1 (tags/RELEASE_401/final)]\n",
      "numpy 1.14.2\n",
      "pandas 0.22.0\n",
      "sklearn 0.19.2\n",
      "torch 0.4.0a0+9692519\n",
      "IPython 6.2.1\n",
      "\n",
      "compiler   : GCC 4.2.1 Compatible Clang 4.0.1 (tags/RELEASE_401/final)\n",
      "system     : Darwin\n",
      "release    : 17.5.0\n",
      "machine    : x86_64\n",
      "processor  : i386\n",
      "CPU cores  : 24\n",
      "interpreter: 64bit\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pylab import rcParams\n",
    "rcParams['figure.figsize'] = 14, 8\n",
    "\n",
    "from IPython.display import display\n",
    "\n",
    "import numpy as np\n",
    "np.set_printoptions(precision=4, threshold=10000, linewidth=100, edgeitems=999, suppress=True)\n",
    "\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', 30)\n",
    "pd.set_option('display.width', 200)\n",
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.width', 1000)\n",
    "pd.set_option('precision', 6)\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "from lib.outlierdetection import *\n",
    "\n",
    "%load_ext watermark\n",
    "%watermark -a \"tb\" -d -v -m -p sys,numpy,pandas,sklearn,torch,IPython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Seed random generators for repro \n",
    "SEED = 2017\n",
    "np.random.seed(SEED)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['cap-shape',\n",
       "  'cap-surface',\n",
       "  'cap-color',\n",
       "  'bruises',\n",
       "  'odor',\n",
       "  'gill-attachment',\n",
       "  'gill-spacing',\n",
       "  'gill-size',\n",
       "  'gill-color',\n",
       "  'stalk-shape',\n",
       "  'stalk-root',\n",
       "  'stalk-surface-above-ring',\n",
       "  'stalk-surface-below-ring',\n",
       "  'stalk-color-above-ring',\n",
       "  'stalk-color-below-ring',\n",
       "  'veil-type',\n",
       "  'veil-color',\n",
       "  'ring-number',\n",
       "  'ring-type',\n",
       "  'spore-print-color',\n",
       "  'population',\n",
       "  'habitat'],\n",
       " ['edible', 'poisonous'])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe = pd.read_csv(\"data/agaricus-lepiota.csv\", header=None)\n",
    "\n",
    "# Read Header file\n",
    "feature_names= []\n",
    "with open('data/agaricus-lepiota.txt', 'r') as f_names:\n",
    "    for line in f_names:\n",
    "        feature_names.append(line.strip())\n",
    "dataframe.columns = ['class'] + feature_names\n",
    "target_names = ['edible', 'poisonous']\n",
    "\n",
    "feature_names, target_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Transform data form categorial to numeric\n",
    "cat_variables = [i for i in dataframe.columns if dataframe[i].dtype == 'object']\n",
    "encods = [LabelEncoder() for col in cat_variables]\n",
    "for i, col in enumerate(cat_variables):\n",
    "    dataframe[col] = encods[i].fit_transform(dataframe[col].astype(str))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>cap-shape</th>\n",
       "      <th>cap-surface</th>\n",
       "      <th>cap-color</th>\n",
       "      <th>bruises</th>\n",
       "      <th>odor</th>\n",
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       "      <th>gill-size</th>\n",
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       "      <th>veil-color</th>\n",
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       "      <th>2</th>\n",
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       "      <th>3</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   class  cap-shape  cap-surface  cap-color  bruises  odor  gill-attachment  gill-spacing  gill-size  gill-color  stalk-shape  stalk-root  stalk-surface-above-ring  stalk-surface-below-ring  stalk-color-above-ring  stalk-color-below-ring  veil-type  veil-color  ring-number  ring-type  spore-print-color  population  habitat\n",
       "0      1          5            2          4        1     6                1             0          1           4            0           3                         2                         2                       7                       7          0           2            1          4                  2           3        5\n",
       "1      0          5            2          9        1     0                1             0          0           4            0           2                         2                         2                       7                       7          0           2            1          4                  3           2        1\n",
       "2      0          0            2          8        1     3                1             0          0           5            0           2                         2                         2                       7                       7          0           2            1          4                  3           2        3\n",
       "3      1          5            3          8        1     6                1             0          1           5            0           3                         2                         2                       7                       7          0           2            1          4                  2           3        5\n",
       "4      0          5            2          3        0     5                1             1          0           4            1           3                         2                         2                       7                       7          0           2            1          0                  3           0        1"
      ]
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>cap-shape</th>\n",
       "      <th>cap-surface</th>\n",
       "      <th>cap-color</th>\n",
       "      <th>bruises</th>\n",
       "      <th>odor</th>\n",
       "      <th>gill-attachment</th>\n",
       "      <th>gill-spacing</th>\n",
       "      <th>gill-size</th>\n",
       "      <th>gill-color</th>\n",
       "      <th>stalk-shape</th>\n",
       "      <th>stalk-root</th>\n",
       "      <th>stalk-surface-above-ring</th>\n",
       "      <th>stalk-surface-below-ring</th>\n",
       "      <th>stalk-color-above-ring</th>\n",
       "      <th>stalk-color-below-ring</th>\n",
       "      <th>veil-type</th>\n",
       "      <th>veil-color</th>\n",
       "      <th>ring-number</th>\n",
       "      <th>ring-type</th>\n",
       "      <th>spore-print-color</th>\n",
       "      <th>population</th>\n",
       "      <th>habitat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.0</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "      <td>8124.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.482029</td>\n",
       "      <td>3.348104</td>\n",
       "      <td>1.827671</td>\n",
       "      <td>4.504677</td>\n",
       "      <td>0.415559</td>\n",
       "      <td>4.144756</td>\n",
       "      <td>0.974151</td>\n",
       "      <td>0.161497</td>\n",
       "      <td>0.309207</td>\n",
       "      <td>4.810684</td>\n",
       "      <td>0.567208</td>\n",
       "      <td>1.109798</td>\n",
       "      <td>1.575086</td>\n",
       "      <td>1.603644</td>\n",
       "      <td>5.816347</td>\n",
       "      <td>5.794682</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.965534</td>\n",
       "      <td>1.069424</td>\n",
       "      <td>2.291974</td>\n",
       "      <td>3.596750</td>\n",
       "      <td>3.644018</td>\n",
       "      <td>1.508616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.499708</td>\n",
       "      <td>1.604329</td>\n",
       "      <td>1.229873</td>\n",
       "      <td>2.545821</td>\n",
       "      <td>0.492848</td>\n",
       "      <td>2.103729</td>\n",
       "      <td>0.158695</td>\n",
       "      <td>0.368011</td>\n",
       "      <td>0.462195</td>\n",
       "      <td>3.540359</td>\n",
       "      <td>0.495493</td>\n",
       "      <td>1.061106</td>\n",
       "      <td>0.621459</td>\n",
       "      <td>0.675974</td>\n",
       "      <td>1.901747</td>\n",
       "      <td>1.907291</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.242669</td>\n",
       "      <td>0.271064</td>\n",
       "      <td>1.801672</td>\n",
       "      <td>2.382663</td>\n",
       "      <td>1.252082</td>\n",
       "      <td>1.719975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             class    cap-shape  cap-surface    cap-color      bruises         odor  gill-attachment  gill-spacing    gill-size   gill-color  stalk-shape   stalk-root  stalk-surface-above-ring  stalk-surface-below-ring  stalk-color-above-ring  stalk-color-below-ring  veil-type   veil-color  ring-number    ring-type  spore-print-color   population      habitat\n",
       "count  8124.000000  8124.000000  8124.000000  8124.000000  8124.000000  8124.000000      8124.000000   8124.000000  8124.000000  8124.000000  8124.000000  8124.000000               8124.000000               8124.000000             8124.000000             8124.000000     8124.0  8124.000000  8124.000000  8124.000000        8124.000000  8124.000000  8124.000000\n",
       "mean      0.482029     3.348104     1.827671     4.504677     0.415559     4.144756         0.974151      0.161497     0.309207     4.810684     0.567208     1.109798                  1.575086                  1.603644                5.816347                5.794682        0.0     1.965534     1.069424     2.291974           3.596750     3.644018     1.508616\n",
       "std       0.499708     1.604329     1.229873     2.545821     0.492848     2.103729         0.158695      0.368011     0.462195     3.540359     0.495493     1.061106                  0.621459                  0.675974                1.901747                1.907291        0.0     0.242669     0.271064     1.801672           2.382663     1.252082     1.719975\n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000     0.000000         0.000000      0.000000     0.000000     0.000000     0.000000     0.000000                  0.000000                  0.000000                0.000000                0.000000        0.0     0.000000     0.000000     0.000000           0.000000     0.000000     0.000000\n",
       "25%       0.000000     2.000000     0.000000     3.000000     0.000000     2.000000         1.000000      0.000000     0.000000     2.000000     0.000000     0.000000                  1.000000                  1.000000                6.000000                6.000000        0.0     2.000000     1.000000     0.000000           2.000000     3.000000     0.000000\n",
       "50%       0.000000     3.000000     2.000000     4.000000     0.000000     5.000000         1.000000      0.000000     0.000000     5.000000     1.000000     1.000000                  2.000000                  2.000000                7.000000                7.000000        0.0     2.000000     1.000000     2.000000           3.000000     4.000000     1.000000\n",
       "75%       1.000000     5.000000     3.000000     8.000000     1.000000     5.000000         1.000000      0.000000     1.000000     7.000000     1.000000     1.000000                  2.000000                  2.000000                7.000000                7.000000        0.0     2.000000     1.000000     4.000000           7.000000     4.000000     2.000000\n",
       "max       1.000000     5.000000     3.000000     9.000000     1.000000     8.000000         1.000000      1.000000     1.000000    11.000000     1.000000     4.000000                  3.000000                  3.000000                8.000000                8.000000        0.0     3.000000     2.000000     4.000000           8.000000     5.000000     6.000000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check for NaNs and if scaling is required - look for categorial data that need transformation\n",
    "display(dataframe.head())\n",
    "display(dataframe.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a9b0e66d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check features and their individual distribution - watch for outliers\n",
    "dataframe.hist(figsize=(16,10));\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a9c8d0940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataframe.plot(kind= 'box' , subplots=True, layout=(5,5), sharex=False, sharey=False, figsize=(16,10));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n7z3x46plXFPDipKpFJzrnqFTrvmFyXT3yCO6fFU/46Q6+Y174/a/SYyX/c6FTCvVMzcYZ5skxklkWilq3xuG7TplzjeaPM05RDlm+fuOTCuVZ+r3eVu58jlC//m+9a6fqdWzTvm5kqk7tzr1uk4GfY76d9+v/VZdr238nplwy7D83Jjz9RfnObPy9vbPpnbOP+r6C8vdMy7lGzXT1H4O3sOGkOv9X5LWSPqgMeYHF/5ZEbTRtoGilrdXPtW7vL1V2waK0c/Usq29m9TR2l6xrKO1XVt6BzM6o8a0tc+rHY2+6nyrZvnh08OubX/P4e/6ZnL7XQ9WLL/9rgd9jk2G9Qrbttt6N7uud03vpsj7I8/keLXtvukhz7oza6/S5uKgZ33fcd9Hyv6uzcgvz3d/YldurgWNLu26oU7tKh8nvfsTuyra9477PhJYRyXl9eR3Xb7jvo/U7Hd69nlt6O4jV0vyOvaldu2i720+ZNo8vO8pjd53/0drli9vXb74c+9beo3+8MefW3z90ZfpGgAAIABJREFUv973ycWsZufOqrNtuee+qzHutY86bR5BbRv0etB4i+zSE7Wtk14fjYefg8+ed596see8g9e21fMaJR2t7drcO6gnTj5dsYxaTk5Qrp/9hqNtAxfX5Oe2rDrT0ekT2lS8mv45h7hu5kOcucE425B3Y7KdG+8De7JoS/Kzy+/ztpLqz7hn587qovYVvp/D+e8r/DolzBNG53Wd3PPzGd92/9mhE6G3ed/9H/V9VmnPz2dy+dlfIwtTo1JQNrVz/lHX93oerZ58W+YznOwwxjzkOM6Lbe93fHxq8T9q19AJ7Ts8ruHRafX3dWnbQFE7B9faPmQse07u0YGxIQ1Pjqi/sF5bege1Y/UOSVKx2N2S8enlSnmm1bza8dDUIe0+/rCePnVMl6zaoOvXbdem7k2+23gt93of+WVYjUwr+WUq+ddHub0n9+qRsUOL613Tu0nXrr420v5K/y+mKHle2I5My0St0/ZjUqtWaGbD6ZrXOo9JapNmelX72pj095P3BmbkdszOY9IDT65YrOHq/+ckmVYKqlMpfK3aQp3Wz2uc9LZf6KqoxzcXbvKowUv1gM/YyrX2JD3osd9LCxv1ot4Brqd1aISxL+PeaGyNk2yh760fmTYfr0y9xqAzG1649l22eqP6Vha1+9jD2tC9znWd/sJ6Xdc7qBktLDs2dVzXbdimseee0VMnhz337TXurUamtajT5hOlTsvbNuh1r/FW3LkFL2RaqzrTqG1te/2Y3xpJrmW86jTJbwK97WPfkyR98Dev1xXrC3Ufl0wruWXq165ufWqX5Dvv4LXtDQNFzfQeqanbDkkPcU2NLWqmkkeu58b11Z++kNW0VJOf27LqTLf3Duqcase/ZBqe37i3nv7X9ng54JtAybRMvXODcbaxPU4i00px+t4wbNcpc77h5W3OIewxq74JlEzLVGfq93mb22dl/YX12to7qBZJj9TM662oGDe5jXHLP6vzPF7A53lkWsmrTv2uk1GfL/Lbxq8mw16rybRS1OdXqms0KBtby/3yjZpp1g+Brnccp/Z7UOuU1MAoKW7nRnFWCvMgklfGbW3LdO7ceddtCoUOTU7O1r08zPuLTCuFyVQKX7udnW2amTkXuJ5bhtXH8MrZ5dzItEzUOq1u5/K//V5z+9uP3355CNRf2DqV0r/Ohj0emdYKM04KU3NBdRhmmzi1Taa1Gmnsy7g3HNvjJFvoe+Mj0+YTlKnXuDfuv4dZ12+s7XJ+ZFqFOm0+UerUTdTxbty5BZ/zI9Mqth4YjJpNPfOBLtuQa5ksHwL9L79xna7asKru45Jppbj3p3HmHfz2X+f+yLRMPXMOceeXyDRZST0EanMfQfsh00q25gbjjF9tjZPItFLS87313qtUY843WF7nHCT/9wMPgXoLey8TdgwTZtwUZowUZcxEppXqmUeK+nxR3G2C+ggyrRT3OTNbz5FFHSd51H2kTNuirGyDMeYySX8i6XJJrzDGfE/SbY7jPJn2uWBp8HoAVJJn5xl1ObIX5gFQKVyG5JyO6nYu/9vvNbe/wx6HbIFwwtRcUD2F2aae2gYAoFF4jUej/HuYdb2OCSCeOOPdKK8jO1GzIcvmxK/B50uceYc094d4bMwv2dgWQDhxaoo6bEzkhnK8H5IVdgwT9/Mym+MtxBdnjpZ53fyy9RxZFvNPy+reQ3Sfk/RxSVOSRiV9RdKXMjgPAAAAAAAAAACw1PAQKAAAAAAAaCJZPAS61nGcf5TU4jjOvOM4fyypkMF5AAAAAAAAAACAJeY8XwUKAAAAAACaSBYPgZ42xvTrwv/X1hjzcklnMjgPQIVCR6TlaHxhsiX/bJS3e3UG9WTit18A4cSpnTj9LTUKAGh2ccemXCOB9FF3zStqtrwXgPwIW49u61HL+USmQGOjDhsTuTUfW5+jwr6025c888UvD55Vyi9b2WSRZVvqR5R+V9I3JV1ljNkrqUfSW5M62K6hE9p3eFzDo9Pq7+vStoGidg6uTepwkew5uUf7xw7p6O5RbSz0aWvvJu1YvSPr02o4cTJebPvJyrbfc3KP9o8e0tGpUW3s7tPWPv9MFtffHW59hGe7bcNk6/W+QLLc2r3zoKRWaaZPsTMp9Q03XH5aMxvi7wf+6AebW5x+Mcx1uXy//YV12tJrqNEmR19hV9r3EXm+p2oWadcI96LJ8WrbivuRQp82rR3QDx/6iYor1/q2f5j7GGo0HdRp8wjKkrmB5hV73i/k+mgs83wTaOJsXsvC9s3V613Tu0mS9Ai1bEUeMt3Wu0nnJfrnHGLuZ2lhnNSYbN/rMB9hT9xrbD2Zkl+y0p5boF/OF7/68nrN7z3DPKF9bm3aKWm3Sx1Frecs5xZTfwjUcZyfGWNeImlQUqukJxzHmUriWLuGTujuew7ozNk5SdKR0Sk9+OiYdPOWzC9ge07u0Zcf/ppm585KkoYnR/TQyAFpuyjWCOJk7Nf2NcuPe2fiuh+f9RGe7bYNsz9qMhte7X7r9lskudRkyEzK+4YdN6z23M/rizcl+F/X/OgHm1ucfjHMdbl6v/2F9fS/TY6+wq60xyx5vqdqFmnXCOPe5ES61xw5oLdueYP+fN/XPds/zHuDGk0Hddo8grKk7ZtX1DpmDNv8zvMMaKJs9qdh9+W2XmtLm3Yfe5hatiAvmW7oXqdvDf0TmeYM182lhbwbk+17HeYj7ImbTT2Zkl+y0p5boF/OF7/6kuT6Wtu7uj3fM1L8Zybgzu8ZlZ8e3fvCsv+fvXuPj+Ou7/3/lnWxZEtrWdFKvsjOTdYotiM5imtSQ6HQXwuFmIbmByVQQwM0cA7QtBxz+oNyeLT8+EFLfaDh0gfNoU0hENpSAk2AUmgD5GISYyuObMUeRU6II1uWZMv2WrZkXX9/yCvvZWZ2dncuu6vX8/Hggb2Xmcn3PZ/v9zvfHe+etF/bz2o9KcC8Av85eMMw3iKp2zTNXkkXJD1rGMbv+LGvnv6RheKJuzQ1o57+ET92l5XeYXMh9LjJmSn1DveFdETFKZeMrdr+jvYdWWdyiAx943XbutkeNRkOu3Y/OvrLvDKJ9w337tpGrfqIti1tudSgm3E5cbtV5ZW6NHOJ86jE0Vd4K+g5SyFfU5WKoGuEea9/7NvW1F+//CNpj/ePvqiGmhW27e/m3KBGg0Gdlo5MWdL2pSvbOmYOuwjwTaC+8rI/dbut1NdVlVdqfHqcWvZIIWRaW7VMx8+fJNMCxLi5uJB3cfL6Wof1CO/kmo0Xn6MmIj/vBL22QL9cWOzq68UTZy2f+8LdNztm2FHbRr4ec1rHv+eVH1947K9f/pGs6znstcXAbwKV9DFJ/5ckmaZ5VNLNkv7C651EIlUaGBqzfG5gaEyRSJXXu3QtEqnSQOyk5XMDscFQj62Y5JKxXdu/ZsMrssokEqnScTL0hddt63Z71GTwnPrCOeWeSWLf0NDQ4Jg/ckc/WNpymau4GZdTt7uyeoVGLoxmtR8UF/oKbwV9HVHI11SlIuga4VrUP85te1INDQ1pjx+PndTG6IbLr0lufzfnBjUaDOq0dLjJkrYvTdnWMXPYxWE27AMoYV72p263ZfU61hy8UyiZXr1irU7Ehjw5DniHcXNxIe/i5PW1DusR3sk1m3wyJT//Bb2GT79cOJzqq6am0vK5TPczWK0rx58j3+xls47f0NCQ9X1kYa8thnETaJVpmgtXaaZpDksq83onsdikWpprLZ9raa5VLDbp9S5di8UmtTbSbPlcS2R1qMdWTHLJ2K7tH3nu8awyicUmtbaODP3gddu63R41GTynvrBMuWeS2DeMjo465o/c0Q+WtlzmKm7G5dTtnpk4p8Zl1hcvnEelgb7CW0FfRxTyNVWpCLpGuBb1j3PbrtLoaPoNCGsjq/TsyHOXX5Pc/m7ODWo0GNRp6XCTJW1fmrKtY+awi8Mc3wTqGy/7U7fbsnodaw7eKZRMXzx3XGvonwsO4+biQt7FyetrHdYjvJNrNvlkSn7+C3oNn365cDjV1/j4lOVzme5nsFpXjj9HvtnLZh1/dHQ0+/vIQl5bDOMm0McNw/imYRi3GobxBsMwvibp537sqKM1qqWV5UmPLa0sV0dr1I/dZWVzU7uqyiuTHqsqr9SmpraQjqg45ZKxVdt/88jDWWeyuZkM/eJ127rZHjUZDrt2v77hmrwyifcNd+3eS636iLYtbbnUoJtxOXG7kzNTqq5YynlU4ugrvBX0nKWQr6lKRdA1wrzXP/Zta+jDT3w67fHWhqs1On7Otv3dnBvUaDCo09KRKUvavnRlW8fMYRcB7gH1lZf9qdttpb5ucmZKyyprqGWPFEKmY5MXtTayikwLEOPm4kLexcnrax3WI7yTazZefI6aiPy8E/TaAv1yYbGrr6vX1Fs+98F79jtm2DPWR74ec1rHv/vRTyw89uEnPp39fWQhry1WBLKXZO+X9EFJ75U0JelRSX/rx46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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a9c8d0550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Produce a scatter matrix for each pair of features in the data\n",
    "# Note the result below is an image - you can zoom in to see details\n",
    "mx_plot = sns.pairplot(dataframe, hue='class', diag_kind=\"kde\", size=1.6)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1aa64ceb70>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1aa908ae48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check class distribution and if calsses are balanced\n",
    "sns.countplot(dataframe[\"class\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cap-shape                 452\n",
      "cap-surface               2320\n",
      "cap-color                 168\n",
      "bruises                   4748\n",
      "odor                      400\n",
      "gill-attachment           210\n",
      "gill-spacing              6812\n",
      "gill-size                 5612\n",
      "gill-color                1728\n",
      "stalk-shape               3516\n",
      "stalk-root                2480\n",
      "stalk-surface-above-ring  552\n",
      "stalk-surface-below-ring  600\n",
      "stalk-color-above-ring    432\n",
      "stalk-color-below-ring    432\n",
      "veil-type                 8124\n",
      "veil-color                96\n",
      "ring-number               36\n",
      "ring-type                 2776\n",
      "spore-print-color         48\n",
      "population                384\n",
      "habitat                   3148\n"
     ]
    }
   ],
   "source": [
    "# Check for null values \n",
    "for column in feature_names:\n",
    "    print(\"%s %d\" % (str(column).ljust(25), np.sum((dataframe[column] == 0.0))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1ab1c0c390>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1aa6442d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#TSNE\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(n_components=2, init='pca', random_state=0)\n",
    "tsne_data_raw = tsne.fit_transform(np.float32(dataframe.values[:,1:]))\n",
    "labels_raw = np.int32(dataframe.values[:,0])\n",
    "\n",
    "#set up figure\n",
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "\n",
    "ax.scatter(tsne_data_raw[np.where(labels_raw==1),0],tsne_data_raw[np.where(labels_raw==1),1], c='orange', label=target_names[1])\n",
    "ax.scatter(tsne_data_raw[np.where(labels_raw==0),0],tsne_data_raw[np.where(labels_raw==0),1], c='red', label=target_names[0])\n",
    "\n",
    "ax.axes.get_xaxis().set_ticks([])\n",
    "ax.axes.get_yaxis().set_ticks([])\n",
    "\n",
    "fig.suptitle('TSNE Scatter Plot', fontsize=20, fontweight='bold')\n",
    "plt.legend(loc=2, borderaxespad=.1, scatterpoints=1,bbox_to_anchor=(1.05, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}