Data_ScienceUse_Cases/Classification/Mushrooms_Classification.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a789c814",
   "metadata": {},
   "source": [
    "# Load Basic Libraries\n",
    " Load some libaries to read and display the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5d072c3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "947c545a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<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>...</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>0</th>\n",
       "      <td>p</td>\n",
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       "      <td>k</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>u</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>y</td>\n",
       "      <td>t</td>\n",
       "      <td>a</td>\n",
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       "      <td>k</td>\n",
       "      <td>...</td>\n",
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       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>e</td>\n",
       "      <td>b</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>l</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>p</td>\n",
       "      <td>x</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>u</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>g</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>w</td>\n",
       "      <td>b</td>\n",
       "      <td>k</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  class cap-shape cap-surface cap-color bruises odor gill-attachment  \\\n",
       "0     p         x           s         n       t    p               f   \n",
       "1     e         x           s         y       t    a               f   \n",
       "2     e         b           s         w       t    l               f   \n",
       "3     p         x           y         w       t    p               f   \n",
       "4     e         x           s         g       f    n               f   \n",
       "\n",
       "  gill-spacing gill-size gill-color  ... stalk-surface-below-ring  \\\n",
       "0            c         n          k  ...                        s   \n",
       "1            c         b          k  ...                        s   \n",
       "2            c         b          n  ...                        s   \n",
       "3            c         n          n  ...                        s   \n",
       "4            w         b          k  ...                        s   \n",
       "\n",
       "  stalk-color-above-ring stalk-color-below-ring veil-type veil-color  \\\n",
       "0                      w                      w         p          w   \n",
       "1                      w                      w         p          w   \n",
       "2                      w                      w         p          w   \n",
       "3                      w                      w         p          w   \n",
       "4                      w                      w         p          w   \n",
       "\n",
       "  ring-number ring-type spore-print-color population habitat  \n",
       "0           o         p                 k          s       u  \n",
       "1           o         p                 n          n       g  \n",
       "2           o         p                 n          n       m  \n",
       "3           o         p                 k          s       u  \n",
       "4           o         e                 n          a       g  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"https://raw.githubusercontent.com/youronlydimwit/Data_ScienceUse_Cases/main/Classification/Data/mushrooms.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed66f9da",
   "metadata": {},
   "source": [
    "# Data Reformatting\n",
    "Here we can see all the data types are textual (object). We need to convert all of this as numerics (in this case, integers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "64fa324d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Column_Name</th>\n",
       "      <th>Data_Type</th>\n",
       "      <th>Missing_Data</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>class</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>cap-shape</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cap-surface</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cap-color</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bruises</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>odor</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>gill-attachment</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>gill-spacing</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>gill-size</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>gill-color</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>stalk-shape</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>stalk-root</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>stalk-surface-above-ring</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>stalk-surface-below-ring</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>stalk-color-above-ring</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>stalk-color-below-ring</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>veil-type</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>veil-color</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ring-number</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ring-type</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>spore-print-color</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>population</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>habitat</td>\n",
       "      <td>object</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Column_Name Data_Type  Missing_Data\n",
       "0                      class    object             0\n",
       "1                  cap-shape    object             0\n",
       "2                cap-surface    object             0\n",
       "3                  cap-color    object             0\n",
       "4                    bruises    object             0\n",
       "5                       odor    object             0\n",
       "6            gill-attachment    object             0\n",
       "7               gill-spacing    object             0\n",
       "8                  gill-size    object             0\n",
       "9                 gill-color    object             0\n",
       "10               stalk-shape    object             0\n",
       "11                stalk-root    object             0\n",
       "12  stalk-surface-above-ring    object             0\n",
       "13  stalk-surface-below-ring    object             0\n",
       "14    stalk-color-above-ring    object             0\n",
       "15    stalk-color-below-ring    object             0\n",
       "16                 veil-type    object             0\n",
       "17                veil-color    object             0\n",
       "18               ring-number    object             0\n",
       "19                 ring-type    object             0\n",
       "20         spore-print-color    object             0\n",
       "21                population    object             0\n",
       "22                   habitat    object             0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Missing data check function\n",
    "def completeness_check(input_df):\n",
    "    # Create a new DataFrame\n",
    "    summary_df = pd.DataFrame(columns=['Column_Name', 'Data_Type', 'Missing_Data'])\n",
    "\n",
    "    # Fill in the data\n",
    "    summary_df['Column_Name'] = input_df.columns\n",
    "    summary_df['Data_Type'] = input_df.dtypes.values\n",
    "    summary_df['Missing_Data'] = input_df.isnull().sum().values\n",
    "\n",
    "    return summary_df\n",
    "\n",
    "completeness_check(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "737ffd3b",
   "metadata": {},
   "source": [
    "Here I am using my own script to display either a histogram or bar chart to the whole dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c571ce47",
   "metadata": {},
   "outputs": [],
   "source": [
    "import wget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "aa20d4af",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "  0% [                                                                                ]    0 / 1700\r",
      "100% [................................................................................] 1700 / 1700"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'data_desc_graph.py'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wget.download('https://raw.githubusercontent.com/youronlydimwit/Data_ScienceUse_Cases/main/Scripts/data_desc_graph.py',\n",
    "              'data_desc_graph.py')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f09fc246",
   "metadata": {},
   "outputs": [],
   "source": [
    "from data_desc_graph import data_desc_graph"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0126adc1",
   "metadata": {},
   "source": [
    "Execution of code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "14f49813",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x2880 with 24 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Dependencies Satisfied'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_desc_graph(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efbc9d2d",
   "metadata": {},
   "source": [
    "## Encoding the unique values from the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "54a1fd3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using LabelEncoder function from sklearn\n",
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "27f56a20",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Iterate every column\n",
    "for column in df.columns:\n",
    "    le = LabelEncoder()\n",
    "    df[column] = le.fit_transform(df[column])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "caed560f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<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>...</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>0</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   class  cap-shape  cap-surface  cap-color  bruises  odor  gill-attachment  \\\n",
       "0      1          5            2          4        1     6                1   \n",
       "1      0          5            2          9        1     0                1   \n",
       "2      0          0            2          8        1     3                1   \n",
       "\n",
       "   gill-spacing  gill-size  gill-color  ...  stalk-surface-below-ring  \\\n",
       "0             0          1           4  ...                         2   \n",
       "1             0          0           4  ...                         2   \n",
       "2             0          0           5  ...                         2   \n",
       "\n",
       "   stalk-color-above-ring  stalk-color-below-ring  veil-type  veil-color  \\\n",
       "0                       7                       7          0           2   \n",
       "1                       7                       7          0           2   \n",
       "2                       7                       7          0           2   \n",
       "\n",
       "   ring-number  ring-type  spore-print-color  population  habitat  \n",
       "0            1          4                  2           3        5  \n",
       "1            1          4                  3           2        1  \n",
       "2            1          4                  3           2        3  \n",
       "\n",
       "[3 rows x 23 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "839045a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run this code again to check if all the values have changed\n",
    "# data_desc_graph(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "871a7563",
   "metadata": {},
   "source": [
    "# Research Questions:\n",
    "- What types of machine learning models perform best on this dataset?\n",
    "- Which features are most indicative of a poisonous mushroom?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "770f251e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "322b03d4",
   "metadata": {},
   "source": [
    "*Note that veil-type only contain 1 unique values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "36d861f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# To get a better look, let's run a correlation matrix\n",
    "df_corr = df.corr()\n",
    "\n",
    "# Plot the results\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(df_corr, annot=True, cmap='coolwarm', fmt='.2f')\n",
    "plt.title('Correlation Matrix')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "756d9107",
   "metadata": {},
   "source": [
    "## What types of machine learning models perform best on this dataset?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "32f237e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9846d182",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.ensemble import GradientBoostingClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "90e82284",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split the data into features (X) and labels (y)\n",
    "X = df.drop(columns=['class'])\n",
    "y = df['class']\n",
    "\n",
    "# Split the data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Define a dictionary to store results\n",
    "results = {'Model': [], 'F1_score': [], 'Accuracy': [], 'Precision': [], 'Recall': []}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9a317b55",
   "metadata": {},
   "outputs": [],
   "source": [
    "models = {\n",
    "    'Random Forest': RandomForestClassifier(),\n",
    "    'Support Vector Machine': SVC(),\n",
    "    'K-Nearest Neighbors': KNeighborsClassifier(),\n",
    "    'Logistic Regression': LogisticRegression(),\n",
    "    'Decision Tree': DecisionTreeClassifier(),\n",
    "    'Naive Bayes': GaussianNB(),\n",
    "    'AdaBoost': AdaBoostClassifier(),\n",
    "    'Gradient Boosting': GradientBoostingClassifier()\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b52ce7b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sang.yogi\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n"
     ]
    }
   ],
   "source": [
    "for model_name, model in models.items():\n",
    "    # Train the model\n",
    "    model.fit(X_train, y_train)\n",
    "\n",
    "    # Make predictions\n",
    "    y_pred = model.predict(X_test)\n",
    "\n",
    "    # Evaluate the model\n",
    "    f1 = f1_score(y_test, y_pred)\n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    precision = precision_score(y_test, y_pred)\n",
    "    recall = recall_score(y_test, y_pred)\n",
    "\n",
    "    # Store results in the dictionary\n",
    "    results['Model'].append(model_name)\n",
    "    results['F1_score'].append(f1)\n",
    "    results['Accuracy'].append(accuracy)\n",
    "    results['Precision'].append(precision)\n",
    "    results['Recall'].append(recall)\n",
    "\n",
    "# Create a DataFrame from the results dictionary\n",
    "results_df = pd.DataFrame(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "85dd14ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>F1_score</th>\n",
       "      <th>Accuracy</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Recall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Random Forest</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Support Vector Machine</td>\n",
       "      <td>0.992278</td>\n",
       "      <td>0.992615</td>\n",
       "      <td>0.998705</td>\n",
       "      <td>0.985934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K-Nearest Neighbors</td>\n",
       "      <td>0.996178</td>\n",
       "      <td>0.996308</td>\n",
       "      <td>0.992386</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Logistic Regression</td>\n",
       "      <td>0.945153</td>\n",
       "      <td>0.947077</td>\n",
       "      <td>0.942748</td>\n",
       "      <td>0.947570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Decision Tree</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Naive Bayes</td>\n",
       "      <td>0.919671</td>\n",
       "      <td>0.921846</td>\n",
       "      <td>0.909887</td>\n",
       "      <td>0.929668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>AdaBoost</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Gradient Boosting</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Model  F1_score  Accuracy  Precision    Recall\n",
       "0           Random Forest  1.000000  1.000000   1.000000  1.000000\n",
       "1  Support Vector Machine  0.992278  0.992615   0.998705  0.985934\n",
       "2     K-Nearest Neighbors  0.996178  0.996308   0.992386  1.000000\n",
       "3     Logistic Regression  0.945153  0.947077   0.942748  0.947570\n",
       "4           Decision Tree  1.000000  1.000000   1.000000  1.000000\n",
       "5             Naive Bayes  0.919671  0.921846   0.909887  0.929668\n",
       "6                AdaBoost  1.000000  1.000000   1.000000  1.000000\n",
       "7       Gradient Boosting  1.000000  1.000000   1.000000  1.000000"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55d00c78",
   "metadata": {},
   "source": [
    "- **F1 Score** balances precision and recall, providing a single metric that considers both false positives and false negatives.\n",
    "- **Accuracy** provides an overall measure of correct predictions but may not be suitable for imbalanced datasets.\n",
    "- **Precision** focuses on minimizing false positives, useful when the cost of false positives is high.\n",
    "- **Recall** focuses on minimizing false negatives, useful when the cost of false negatives is high."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b44321e",
   "metadata": {},
   "source": [
    "# Which features are most indicative of a poisonous mushroom?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c8620ac6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create an empty dictionary to store feature importance scores\n",
    "feature_importance = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e9e81c6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Iterate through each model in the 'models' dictionary\n",
    "for model_name, model in models.items():\n",
    "    # Assuming RandomForestClassifier is used, adapt for other models\n",
    "    if model_name == 'Random Forest':\n",
    "        # Get feature importance from the trained model\n",
    "        importances = model.feature_importances_\n",
    "\n",
    "        # Map feature names to their importance scores\n",
    "        feature_importance[model_name] = dict(zip(X.columns, importances))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "68387008",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the dictionary to a DataFrame for better visualization\n",
    "feature_importance_df = pd.DataFrame(feature_importance).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "4653e9e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bruises</th>\n",
       "      <th>cap-color</th>\n",
       "      <th>cap-shape</th>\n",
       "      <th>cap-surface</th>\n",
       "      <th>gill-attachment</th>\n",
       "      <th>gill-color</th>\n",
       "      <th>gill-size</th>\n",
       "      <th>gill-spacing</th>\n",
       "      <th>habitat</th>\n",
       "      <th>odor</th>\n",
       "      <th>...</th>\n",
       "      <th>ring-type</th>\n",
       "      <th>spore-print-color</th>\n",
       "      <th>stalk-color-above-ring</th>\n",
       "      <th>stalk-color-below-ring</th>\n",
       "      <th>stalk-root</th>\n",
       "      <th>stalk-shape</th>\n",
       "      <th>stalk-surface-above-ring</th>\n",
       "      <th>stalk-surface-below-ring</th>\n",
       "      <th>veil-color</th>\n",
       "      <th>veil-type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Random Forest</th>\n",
       "      <td>0.05007</td>\n",
       "      <td>0.013889</td>\n",
       "      <td>0.004782</td>\n",
       "      <td>0.008458</td>\n",
       "      <td>0.002411</td>\n",
       "      <td>0.113684</td>\n",
       "      <td>0.146035</td>\n",
       "      <td>0.047978</td>\n",
       "      <td>0.033642</td>\n",
       "      <td>0.134474</td>\n",
       "      <td>...</td>\n",
       "      <td>0.066536</td>\n",
       "      <td>0.102494</td>\n",
       "      <td>0.011799</td>\n",
       "      <td>0.018804</td>\n",
       "      <td>0.064496</td>\n",
       "      <td>0.021023</td>\n",
       "      <td>0.043097</td>\n",
       "      <td>0.046428</td>\n",
       "      <td>0.002559</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               bruises  cap-color  cap-shape  cap-surface  gill-attachment  \\\n",
       "Random Forest  0.05007   0.013889   0.004782     0.008458         0.002411   \n",
       "\n",
       "               gill-color  gill-size  gill-spacing   habitat      odor  ...  \\\n",
       "Random Forest    0.113684   0.146035      0.047978  0.033642  0.134474  ...   \n",
       "\n",
       "               ring-type  spore-print-color  stalk-color-above-ring  \\\n",
       "Random Forest   0.066536           0.102494                0.011799   \n",
       "\n",
       "               stalk-color-below-ring  stalk-root  stalk-shape  \\\n",
       "Random Forest                0.018804    0.064496     0.021023   \n",
       "\n",
       "               stalk-surface-above-ring  stalk-surface-below-ring  veil-color  \\\n",
       "Random Forest                  0.043097                  0.046428    0.002559   \n",
       "\n",
       "               veil-type  \n",
       "Random Forest        0.0  \n",
       "\n",
       "[1 rows x 22 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_importance_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ce94b8d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the feature importance for each feature / column\n",
    "plt.figure(figsize=(12, 8))\n",
    "for model_name, model_importance in feature_importance.items():\n",
    "    plt.barh(list(model_importance.keys()), list(model_importance.values()), label=model_name)\n",
    "\n",
    "plt.xlabel('Feature Importance')\n",
    "plt.ylabel('Features / Columns')\n",
    "plt.title('Feature Importance Bar Chart')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e08cfac",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}