mushroom_exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import LabelEncoder, StandardScaler\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "mushrooms = pd.read_csv(\"secondary_data.csv\", sep = \";\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\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-diameter</th>\n",
       "      <th>cap-shape</th>\n",
       "      <th>cap-surface</th>\n",
       "      <th>cap-color</th>\n",
       "      <th>does-bruise-or-bleed</th>\n",
       "      <th>gill-attachment</th>\n",
       "      <th>gill-spacing</th>\n",
       "      <th>gill-color</th>\n",
       "      <th>stem-height</th>\n",
       "      <th>...</th>\n",
       "      <th>stem-root</th>\n",
       "      <th>stem-surface</th>\n",
       "      <th>stem-color</th>\n",
       "      <th>veil-type</th>\n",
       "      <th>veil-color</th>\n",
       "      <th>has-ring</th>\n",
       "      <th>ring-type</th>\n",
       "      <th>spore-print-color</th>\n",
       "      <th>habitat</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>p</td>\n",
       "      <td>15.26</td>\n",
       "      <td>x</td>\n",
       "      <td>g</td>\n",
       "      <td>o</td>\n",
       "      <td>f</td>\n",
       "      <td>e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>w</td>\n",
       "      <td>16.95</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>u</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>g</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d</td>\n",
       "      <td>w</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>p</td>\n",
       "      <td>16.60</td>\n",
       "      <td>x</td>\n",
       "      <td>g</td>\n",
       "      <td>o</td>\n",
       "      <td>f</td>\n",
       "      <td>e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>w</td>\n",
       "      <td>17.99</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>u</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>g</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d</td>\n",
       "      <td>u</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>p</td>\n",
       "      <td>14.07</td>\n",
       "      <td>x</td>\n",
       "      <td>g</td>\n",
       "      <td>o</td>\n",
       "      <td>f</td>\n",
       "      <td>e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>w</td>\n",
       "      <td>17.80</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>u</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>g</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d</td>\n",
       "      <td>w</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>p</td>\n",
       "      <td>14.17</td>\n",
       "      <td>f</td>\n",
       "      <td>h</td>\n",
       "      <td>e</td>\n",
       "      <td>f</td>\n",
       "      <td>e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>w</td>\n",
       "      <td>15.77</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>u</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d</td>\n",
       "      <td>w</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>p</td>\n",
       "      <td>14.64</td>\n",
       "      <td>x</td>\n",
       "      <td>h</td>\n",
       "      <td>o</td>\n",
       "      <td>f</td>\n",
       "      <td>e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>w</td>\n",
       "      <td>16.53</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>u</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d</td>\n",
       "      <td>w</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  class  cap-diameter cap-shape cap-surface cap-color does-bruise-or-bleed  \\\n",
       "0     p         15.26         x           g         o                    f   \n",
       "1     p         16.60         x           g         o                    f   \n",
       "2     p         14.07         x           g         o                    f   \n",
       "3     p         14.17         f           h         e                    f   \n",
       "4     p         14.64         x           h         o                    f   \n",
       "\n",
       "  gill-attachment gill-spacing gill-color  stem-height  ...  stem-root  \\\n",
       "0               e          NaN          w        16.95  ...          s   \n",
       "1               e          NaN          w        17.99  ...          s   \n",
       "2               e          NaN          w        17.80  ...          s   \n",
       "3               e          NaN          w        15.77  ...          s   \n",
       "4               e          NaN          w        16.53  ...          s   \n",
       "\n",
       "  stem-surface stem-color veil-type veil-color has-ring ring-type  \\\n",
       "0            y          w         u          w        t         g   \n",
       "1            y          w         u          w        t         g   \n",
       "2            y          w         u          w        t         g   \n",
       "3            y          w         u          w        t         p   \n",
       "4            y          w         u          w        t         p   \n",
       "\n",
       "  spore-print-color habitat season  \n",
       "0               NaN       d      w  \n",
       "1               NaN       d      u  \n",
       "2               NaN       d      w  \n",
       "3               NaN       d      w  \n",
       "4               NaN       d      w  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mushrooms.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 61069 entries, 0 to 61068\n",
      "Data columns (total 21 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   class                 61069 non-null  object \n",
      " 1   cap-diameter          61069 non-null  float64\n",
      " 2   cap-shape             61069 non-null  object \n",
      " 3   cap-surface           46949 non-null  object \n",
      " 4   cap-color             61069 non-null  object \n",
      " 5   does-bruise-or-bleed  61069 non-null  object \n",
      " 6   gill-attachment       51185 non-null  object \n",
      " 7   gill-spacing          36006 non-null  object \n",
      " 8   gill-color            61069 non-null  object \n",
      " 9   stem-height           61069 non-null  float64\n",
      " 10  stem-width            61069 non-null  float64\n",
      " 11  stem-root             9531 non-null   object \n",
      " 12  stem-surface          22945 non-null  object \n",
      " 13  stem-color            61069 non-null  object \n",
      " 14  veil-type             3177 non-null   object \n",
      " 15  veil-color            7413 non-null   object \n",
      " 16  has-ring              61069 non-null  object \n",
      " 17  ring-type             58598 non-null  object \n",
      " 18  spore-print-color     6354 non-null   object \n",
      " 19  habitat               61069 non-null  object \n",
      " 20  season                61069 non-null  object \n",
      "dtypes: float64(3), object(18)\n",
      "memory usage: 9.8+ MB\n"
     ]
    }
   ],
   "source": [
    "# Shape of the dataset, response variable and feature names, data type of each column\n",
    "mushrooms.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Feature</th>\n",
       "      <th>Data Type</th>\n",
       "      <th>Factor Labels</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cap-diameter</td>\n",
       "      <td>numeric</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>cap-shape</td>\n",
       "      <td>categorical</td>\n",
       "      <td>x, f, p, b, c, s, o</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cap-surface</td>\n",
       "      <td>categorical</td>\n",
       "      <td>g, h, t, y, e, s, l, d, w, i, k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cap-color</td>\n",
       "      <td>categorical</td>\n",
       "      <td>o, e, n, g, r, w, y, p, u, b, l, k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>does-bruise-or-bleed</td>\n",
       "      <td>categorical</td>\n",
       "      <td>f, t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>gill-attachment</td>\n",
       "      <td>categorical</td>\n",
       "      <td>e, a, d, s, x, p, f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>gill-spacing</td>\n",
       "      <td>categorical</td>\n",
       "      <td>c, d, f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>gill-color</td>\n",
       "      <td>categorical</td>\n",
       "      <td>w, n, p, u, b, g, y, r, e, o, k, f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>stem-height</td>\n",
       "      <td>numeric</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>stem-width</td>\n",
       "      <td>numeric</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>stem-root</td>\n",
       "      <td>categorical</td>\n",
       "      <td>s, b, r, c, f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>stem-surface</td>\n",
       "      <td>categorical</td>\n",
       "      <td>y, s, k, i, h, t, g, f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>stem-color</td>\n",
       "      <td>categorical</td>\n",
       "      <td>w, y, n, u, b, l, r, p, e, k, g, o, f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>veil-type</td>\n",
       "      <td>categorical</td>\n",
       "      <td>u</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>veil-color</td>\n",
       "      <td>categorical</td>\n",
       "      <td>w, y, n, e, u, k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>has-ring</td>\n",
       "      <td>categorical</td>\n",
       "      <td>t, f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ring-type</td>\n",
       "      <td>categorical</td>\n",
       "      <td>g, p, e, l, f, m, r, z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>spore-print-color</td>\n",
       "      <td>categorical</td>\n",
       "      <td>w, p, k, r, u, n, g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>habitat</td>\n",
       "      <td>categorical</td>\n",
       "      <td>d, m, g, h, l, p, w, u</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>season</td>\n",
       "      <td>categorical</td>\n",
       "      <td>w, u, a, s</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Feature    Data Type                          Factor Labels\n",
       "0           cap-diameter      numeric                                       \n",
       "1              cap-shape  categorical                    x, f, p, b, c, s, o\n",
       "2            cap-surface  categorical        g, h, t, y, e, s, l, d, w, i, k\n",
       "3              cap-color  categorical     o, e, n, g, r, w, y, p, u, b, l, k\n",
       "4   does-bruise-or-bleed  categorical                                   f, t\n",
       "5        gill-attachment  categorical                    e, a, d, s, x, p, f\n",
       "6           gill-spacing  categorical                                c, d, f\n",
       "7             gill-color  categorical     w, n, p, u, b, g, y, r, e, o, k, f\n",
       "8            stem-height      numeric                                       \n",
       "9             stem-width      numeric                                       \n",
       "10             stem-root  categorical                          s, b, r, c, f\n",
       "11          stem-surface  categorical                 y, s, k, i, h, t, g, f\n",
       "12            stem-color  categorical  w, y, n, u, b, l, r, p, e, k, g, o, f\n",
       "13             veil-type  categorical                                      u\n",
       "14            veil-color  categorical                       w, y, n, e, u, k\n",
       "15              has-ring  categorical                                   t, f\n",
       "16             ring-type  categorical                 g, p, e, l, f, m, r, z\n",
       "17     spore-print-color  categorical                    w, p, k, r, u, n, g\n",
       "18               habitat  categorical                 d, m, g, h, l, p, w, u\n",
       "19                season  categorical                             w, u, a, s"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({\"Feature\": mushrooms.columns[1:],\n",
    "              \"Data Type\": mushrooms.dtypes[1:]}).reset_index(drop = True)\n",
    "\n",
    "def change(x):\n",
    "    return \"categorical\" if x == \"object\" else \"numeric\"\n",
    "\n",
    "# Use apply with lambda function to apply change function to each element in the \"Data Type\" column\n",
    "df[\"Data Type\"] = df[\"Data Type\"].apply(lambda x: change(x))\n",
    "\n",
    "def unique_factors(col):\n",
    "    if col[\"Data Type\"] == \"categorical\":\n",
    "        unique_vals = mushrooms[col[\"Feature\"]].dropna().unique() # Exclude NaN values\n",
    "        return ', '.join(str(val) for val in unique_vals)\n",
    "    else:\n",
    "        return ''\n",
    "\n",
    "df[\"Factor Labels\"] = df.apply(unique_factors, axis=1)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>cap-diameter</th>\n",
       "      <th>stem-height</th>\n",
       "      <th>stem-width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>61069.000000</td>\n",
       "      <td>61069.000000</td>\n",
       "      <td>61069.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.733854</td>\n",
       "      <td>6.581538</td>\n",
       "      <td>12.149410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.264845</td>\n",
       "      <td>3.370017</td>\n",
       "      <td>10.035955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.380000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.480000</td>\n",
       "      <td>4.640000</td>\n",
       "      <td>5.210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.860000</td>\n",
       "      <td>5.950000</td>\n",
       "      <td>10.190000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.540000</td>\n",
       "      <td>7.740000</td>\n",
       "      <td>16.570000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>62.340000</td>\n",
       "      <td>33.920000</td>\n",
       "      <td>103.910000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       cap-diameter   stem-height    stem-width\n",
       "count  61069.000000  61069.000000  61069.000000\n",
       "mean       6.733854      6.581538     12.149410\n",
       "std        5.264845      3.370017     10.035955\n",
       "min        0.380000      0.000000      0.000000\n",
       "25%        3.480000      4.640000      5.210000\n",
       "50%        5.860000      5.950000     10.190000\n",
       "75%        8.540000      7.740000     16.570000\n",
       "max       62.340000     33.920000    103.910000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Summary statistics for the numeric features\n",
    "mushrooms.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "class                       0\n",
       "cap-diameter                0\n",
       "cap-shape                   0\n",
       "cap-surface             14120\n",
       "cap-color                   0\n",
       "does-bruise-or-bleed        0\n",
       "gill-attachment          9884\n",
       "gill-spacing            25063\n",
       "gill-color                  0\n",
       "stem-height                 0\n",
       "stem-width                  0\n",
       "stem-root               51538\n",
       "stem-surface            38124\n",
       "stem-color                  0\n",
       "veil-type               57892\n",
       "veil-color              53656\n",
       "has-ring                    0\n",
       "ring-type                2471\n",
       "spore-print-color       54715\n",
       "habitat                     0\n",
       "season                      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Count the number of missing values within each column\n",
    "mushrooms.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Label encoding the response variable and categorical features\n",
    "le = LabelEncoder()\n",
    "mask = mushrooms.isna()\n",
    "cols_to_encode = mushrooms.columns.drop([\"cap-diameter\", \"stem-width\", \"stem-height\"])\n",
    "\n",
    "for col in cols_to_encode:\n",
    "    mushrooms[col] = le.fit_transform(mushrooms[col])\n",
    "\n",
    "mushrooms = mushrooms.where(~ mask, np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation heatmap of the features\n",
    "correlation_matrix = mushrooms.drop('class', axis=1).corr(method = \"pearson\")\n",
    "plt.figure(figsize = (8, 6))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=.5, annot_kws={\"size\": 6})\n",
    "plt.title('Correlation Heatmap')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# veil-type only has 1 categorical value (\"u\") or it is missing in the dataset.update_display.\n",
    "# So we will remove it from the analysis since it probably doesn't strongly contribute to the variation\n",
    "# in the response \n",
    "\n",
    "# I THINK ITS OK TO REMOVE THIS VARIABLE, WHAT DO YOU THINK???\n",
    "\n",
    "# mushrooms = mushrooms.drop(columns = [\"veil-type\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (4,4))\n",
    "plt.bar(mushrooms[\"class\"].value_counts().index, mushrooms[\"class\"].value_counts().values)\n",
    "plt.title(\"Mushroom Class\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class_counts = mushrooms[\"class\"].value_counts()\n",
    "fig, axis = plt.subplots(1,3, figsize=(10, 4))\n",
    "\n",
    "axis[0].hist(np.sqrt(mushrooms[\"cap-diameter\"]), bins=20)\n",
    "axis[0].set_title(\"Cap diameter\")\n",
    "\n",
    "axis[1].hist(np.sqrt(mushrooms[\"stem-width\"]), bins=20)\n",
    "axis[1].set_title(\"Stem width\")\n",
    "\n",
    "axis[2].hist(np.sqrt(mushrooms[\"stem-height\"]), bins=20)\n",
    "axis[2].set_title(\"Stem height\")\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1500 with 21 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(7,3, figsize=(10,15))\n",
    "\n",
    "axis[0,0].hist(np.sqrt(mushrooms[\"cap-diameter\"]), bins=20)\n",
    "axis[0,0].set_title(\"Cap diameter\")\n",
    "\n",
    "axis[0,1].hist(np.sqrt(mushrooms[\"stem-width\"]), bins=20)\n",
    "axis[0,1].set_title(\"Stem width\")\n",
    "\n",
    "axis[0,2].hist(np.sqrt(mushrooms[\"stem-height\"]), bins=20)\n",
    "axis[0,2].set_title(\"Stem height\")\n",
    "\n",
    "axis[1,0].bar(mushrooms[\"cap-shape\"].value_counts().index, mushrooms[\"cap-shape\"].value_counts().values)\n",
    "axis[1,0].set_title(\"Cap Shape\")\n",
    "\n",
    "axis[1,1].bar(mushrooms[\"cap-surface\"].value_counts().index, mushrooms[\"cap-surface\"].value_counts().values)\n",
    "axis[1,1].set_title(\"Cap Surface\")\n",
    "\n",
    "axis[1,2].bar(mushrooms[\"cap-color\"].value_counts().index, mushrooms[\"cap-color\"].value_counts().values)\n",
    "axis[1,2].set_title(\"Cap Colour\")\n",
    "\n",
    "axis[2,0].bar(mushrooms[\"does-bruise-or-bleed\"].value_counts().index, mushrooms[\"does-bruise-or-bleed\"].value_counts().values)\n",
    "axis[2,0].set_title(\"Bruise or Bleed\")\n",
    "\n",
    "axis[2,1].bar(mushrooms[\"gill-attachment\"].value_counts().index, mushrooms[\"gill-attachment\"].value_counts().values)\n",
    "axis[2,1].set_title(\"Gill Attachment\")\n",
    "\n",
    "axis[2,2].bar(mushrooms[\"gill-spacing\"].value_counts().index, mushrooms[\"gill-spacing\"].value_counts().values)\n",
    "axis[2,2].set_title(\"Gill Spacing\")\n",
    "\n",
    "axis[3,0].bar(mushrooms[\"gill-color\"].value_counts().index, mushrooms[\"gill-color\"].value_counts().values)\n",
    "axis[3,0].set_title(\"Gill Colour\")\n",
    "\n",
    "axis[3,1].bar(mushrooms[\"stem-root\"].value_counts().index, mushrooms[\"stem-root\"].value_counts().values)\n",
    "axis[3,1].set_title(\"Stem Root\")\n",
    "\n",
    "axis[3,2].bar(mushrooms[\"stem-surface\"].value_counts().index, mushrooms[\"stem-surface\"].value_counts().values)\n",
    "axis[3,2].set_title(\"Stem Surface\")\n",
    "\n",
    "axis[4,0].bar(mushrooms[\"stem-color\"].value_counts().index, mushrooms[\"stem-color\"].value_counts().values)\n",
    "axis[4,0].set_title(\"Stem Colour\")\n",
    "\n",
    "axis[4,1].bar(mushrooms[\"veil-type\"].value_counts().index, mushrooms[\"veil-type\"].value_counts().values)\n",
    "axis[4,1].set_title(\"Veil Type\")\n",
    "\n",
    "axis[4,2].bar(mushrooms[\"veil-color\"].value_counts().index, mushrooms[\"veil-color\"].value_counts().values)\n",
    "axis[4,2].set_title(\"Veil Colour\")\n",
    "\n",
    "axis[5,0].bar(mushrooms[\"has-ring\"].value_counts().index, mushrooms[\"has-ring\"].value_counts().values)\n",
    "axis[5,0].set_title(\"Has Ring\")\n",
    "\n",
    "axis[5,1].bar(mushrooms[\"ring-type\"].value_counts().index, mushrooms[\"ring-type\"].value_counts().values)\n",
    "axis[5,1].set_title(\"Ring Type\")\n",
    "\n",
    "axis[5,2].bar(mushrooms[\"spore-print-color\"].value_counts().index, mushrooms[\"spore-print-color\"].value_counts().values)\n",
    "axis[5,2].set_title(\"Spore Print Colour\")\n",
    "\n",
    "axis[6,0].bar(mushrooms[\"habitat\"].value_counts().index, mushrooms[\"habitat\"].value_counts().values)\n",
    "axis[6,0].set_title(\"Habitat\")\n",
    "\n",
    "axis[6,1].bar(mushrooms[\"season\"].value_counts().index, mushrooms[\"season\"].value_counts().values)\n",
    "axis[6,1].set_title(\"season\")\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  }
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