{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "southeast-religious",
   "metadata": {},
   "source": [
    "# L4: Analiza eksploracyjna zbioru danych"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "electrical-baghdad",
   "metadata": {},
   "source": [
    "## Exploratory data analysis (EDA)\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "precise-jamaica",
   "metadata": {},
   "source": [
    "Przed rozpoczęciem rozwiązywania problemu przy użyciu metod uczenia maszynowego, w szczególności przed rozpoczęciem budowania modelu, konieczne jest sprawdzenie, z jakimi danymi przyszło się nam mierzyć. \n",
    "\n",
    "Wśród podstawowych kwestii, które powinniśmy sprawdzić, są:\n",
    "- ile mamy cech?\n",
    "- które spośród nich to cechy kategoryczne, a które numeryczne?\n",
    "- jakie wartości przyjmują poszczególne cechy?\n",
    "- czy wśród danych są brakujące wartości?\n",
    "- czy istnieje i jak wygląda etykieta? (w szczególności - czy mierzymy się z zadaniem klasyfikacji, regresji czy klasteryzacji?) \n",
    "- czy dane są zbalansowane względem danej wyjściowej?\n",
    "\n",
    "Dla małych i prostych zbiorów do nauki (tzw. _toy tasks_), zazwyczaj wystarczające jest ręczne przejrzenie pliku z danymi, by potrafić odpowiedzieć na w/w pytania. Niemniej przy bardziej ambitnych zadaniach, z pomocą przychodzą narzędzia automatyzujące pracę. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "separate-frontier",
   "metadata": {},
   "source": [
    "### Przykładowy zbiór danych"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "representative-controversy",
   "metadata": {},
   "source": [
    "Przeanalizujmy klasyczny zbiór danych dotyczący wina (opublikowany przez `Forina, M. et al, PARVUS - An Extendible Package for Data Exploration, Classification and Correlation. Institute of Pharmaceutical and Food Analysis and Technologies, Via Brigata Salerno, 16147 Genoa, Italy`, więcej informacji [tutaj](https://archive.ics.uci.edu/ml/datasets/wine))\n",
    "\n",
    "Zbiór zawiera właściwości fizykochemiczne różnych próbek wina pobranych z jednego z regionów słonecznej Italii, jednakże pochodzących od trzech różnych plantatorów. Założeniem problemu jest określenie, który z nich jest wytwórcą danej próbki.\n",
    "\n",
    "W celu uczynienia przykładu ambitniejszym, zbiór został celowo zaszumiony - tj. usunięto losowo część wartości."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "steady-hands",
   "metadata": {},
   "source": [
    "Zacznijmy od wczytania zbioru:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "inappropriate-sarah",
   "metadata": {
    "scrolled": true
   },
   "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>alcohol</th>\n",
       "      <th>malic_acid</th>\n",
       "      <th>ash</th>\n",
       "      <th>alcalinity_of_ash</th>\n",
       "      <th>magnesium</th>\n",
       "      <th>total_phenols</th>\n",
       "      <th>flavanoids</th>\n",
       "      <th>nonflavanoid_phenols</th>\n",
       "      <th>proanthocyanins</th>\n",
       "      <th>color_intensity</th>\n",
       "      <th>hue</th>\n",
       "      <th>od280/od315_of_diluted_wines</th>\n",
       "      <th>proline</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14.23</td>\n",
       "      <td>1.71</td>\n",
       "      <td>2.43</td>\n",
       "      <td>15.6</td>\n",
       "      <td>127.0</td>\n",
       "      <td>2.80</td>\n",
       "      <td>3.06</td>\n",
       "      <td>0.28</td>\n",
       "      <td>2.29</td>\n",
       "      <td>5.64</td>\n",
       "      <td>1.04</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13.20</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2.14</td>\n",
       "      <td>11.2</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.76</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.28</td>\n",
       "      <td>4.38</td>\n",
       "      <td>1.05</td>\n",
       "      <td>3.40</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13.16</td>\n",
       "      <td>2.36</td>\n",
       "      <td>2.67</td>\n",
       "      <td>18.6</td>\n",
       "      <td>101.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.24</td>\n",
       "      <td>0.30</td>\n",
       "      <td>2.81</td>\n",
       "      <td>5.68</td>\n",
       "      <td>1.03</td>\n",
       "      <td>3.17</td>\n",
       "      <td>1185.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14.37</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2.50</td>\n",
       "      <td>16.8</td>\n",
       "      <td>113.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.24</td>\n",
       "      <td>2.18</td>\n",
       "      <td>7.80</td>\n",
       "      <td>0.86</td>\n",
       "      <td>3.45</td>\n",
       "      <td>1480.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13.24</td>\n",
       "      <td>2.59</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>2.80</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0.39</td>\n",
       "      <td>1.82</td>\n",
       "      <td>4.32</td>\n",
       "      <td>1.04</td>\n",
       "      <td>2.93</td>\n",
       "      <td>735.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   alcohol  malic_acid   ash  alcalinity_of_ash  magnesium  total_phenols  \\\n",
       "0    14.23        1.71  2.43               15.6      127.0           2.80   \n",
       "1    13.20        1.78  2.14               11.2      100.0           2.65   \n",
       "2    13.16        2.36  2.67               18.6      101.0            NaN   \n",
       "3    14.37        1.95  2.50               16.8      113.0           3.85   \n",
       "4    13.24        2.59   NaN               21.0      118.0           2.80   \n",
       "\n",
       "   flavanoids  nonflavanoid_phenols  proanthocyanins  color_intensity   hue  \\\n",
       "0        3.06                  0.28             2.29             5.64  1.04   \n",
       "1        2.76                  0.26             1.28             4.38  1.05   \n",
       "2        3.24                  0.30             2.81             5.68  1.03   \n",
       "3         NaN                  0.24             2.18             7.80  0.86   \n",
       "4        2.69                  0.39             1.82             4.32  1.04   \n",
       "\n",
       "   od280/od315_of_diluted_wines  proline  target  \n",
       "0                          3.92   1065.0       0  \n",
       "1                          3.40   1050.0       0  \n",
       "2                          3.17   1185.0       0  \n",
       "3                          3.45   1480.0       0  \n",
       "4                          2.93    735.0       0  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\n",
    "    \"../docs/lab4/wine_with_nulls.csv\",\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "inner-impossible",
   "metadata": {},
   "source": [
    "Na pierwszy rzut oka możemy stwierdzić, że wszystkie kolumny są numeryczne, ale ich wartości różnią się dość znacząco. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "convenient-providence",
   "metadata": {},
   "source": [
    "Podstawowe informacje o statystykach zbioru danych możemy uzyskać przy wbudowanej w Pandas metodzie `describe()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "blond-mobile",
   "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>alcohol</th>\n",
       "      <th>malic_acid</th>\n",
       "      <th>ash</th>\n",
       "      <th>alcalinity_of_ash</th>\n",
       "      <th>magnesium</th>\n",
       "      <th>total_phenols</th>\n",
       "      <th>flavanoids</th>\n",
       "      <th>nonflavanoid_phenols</th>\n",
       "      <th>proanthocyanins</th>\n",
       "      <th>color_intensity</th>\n",
       "      <th>hue</th>\n",
       "      <th>od280/od315_of_diluted_wines</th>\n",
       "      <th>proline</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>171.000000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>169.000000</td>\n",
       "      <td>171.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>171.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>175.000000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>178.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13.009357</td>\n",
       "      <td>2.318059</td>\n",
       "      <td>2.360000</td>\n",
       "      <td>19.404790</td>\n",
       "      <td>100.088757</td>\n",
       "      <td>2.291988</td>\n",
       "      <td>2.019760</td>\n",
       "      <td>0.365614</td>\n",
       "      <td>1.583295</td>\n",
       "      <td>5.009529</td>\n",
       "      <td>0.959920</td>\n",
       "      <td>2.615176</td>\n",
       "      <td>756.209302</td>\n",
       "      <td>0.938202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.819951</td>\n",
       "      <td>1.108406</td>\n",
       "      <td>0.275004</td>\n",
       "      <td>3.328986</td>\n",
       "      <td>14.490898</td>\n",
       "      <td>0.626310</td>\n",
       "      <td>1.006122</td>\n",
       "      <td>0.123074</td>\n",
       "      <td>0.572402</td>\n",
       "      <td>2.292621</td>\n",
       "      <td>0.228525</td>\n",
       "      <td>0.706861</td>\n",
       "      <td>315.609153</td>\n",
       "      <td>0.775035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>11.030000</td>\n",
       "      <td>0.740000</td>\n",
       "      <td>1.360000</td>\n",
       "      <td>10.600000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>0.980000</td>\n",
       "      <td>0.340000</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>0.410000</td>\n",
       "      <td>1.280000</td>\n",
       "      <td>0.480000</td>\n",
       "      <td>1.270000</td>\n",
       "      <td>278.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>12.370000</td>\n",
       "      <td>1.575000</td>\n",
       "      <td>2.202500</td>\n",
       "      <td>17.150000</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>1.730000</td>\n",
       "      <td>1.095000</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>3.220000</td>\n",
       "      <td>0.785000</td>\n",
       "      <td>1.970000</td>\n",
       "      <td>508.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>13.050000</td>\n",
       "      <td>1.850000</td>\n",
       "      <td>2.360000</td>\n",
       "      <td>19.400000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>2.350000</td>\n",
       "      <td>2.170000</td>\n",
       "      <td>0.340000</td>\n",
       "      <td>1.540000</td>\n",
       "      <td>4.640000</td>\n",
       "      <td>0.980000</td>\n",
       "      <td>2.780000</td>\n",
       "      <td>679.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>13.700000</td>\n",
       "      <td>3.030000</td>\n",
       "      <td>2.547500</td>\n",
       "      <td>21.500000</td>\n",
       "      <td>108.000000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>2.885000</td>\n",
       "      <td>0.445000</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>6.122500</td>\n",
       "      <td>1.120000</td>\n",
       "      <td>3.177500</td>\n",
       "      <td>996.250000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>14.830000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.230000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>162.000000</td>\n",
       "      <td>3.880000</td>\n",
       "      <td>5.080000</td>\n",
       "      <td>0.660000</td>\n",
       "      <td>3.580000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1.710000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1680.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          alcohol  malic_acid         ash  alcalinity_of_ash   magnesium  \\\n",
       "count  171.000000  170.000000  170.000000         167.000000  169.000000   \n",
       "mean    13.009357    2.318059    2.360000          19.404790  100.088757   \n",
       "std      0.819951    1.108406    0.275004           3.328986   14.490898   \n",
       "min     11.030000    0.740000    1.360000          10.600000   70.000000   \n",
       "25%     12.370000    1.575000    2.202500          17.150000   88.000000   \n",
       "50%     13.050000    1.850000    2.360000          19.400000   98.000000   \n",
       "75%     13.700000    3.030000    2.547500          21.500000  108.000000   \n",
       "max     14.830000    5.800000    3.230000          30.000000  162.000000   \n",
       "\n",
       "       total_phenols  flavanoids  nonflavanoid_phenols  proanthocyanins  \\\n",
       "count     171.000000  167.000000            171.000000       173.000000   \n",
       "mean        2.291988    2.019760              0.365614         1.583295   \n",
       "std         0.626310    1.006122              0.123074         0.572402   \n",
       "min         0.980000    0.340000              0.130000         0.410000   \n",
       "25%         1.730000    1.095000              0.270000         1.250000   \n",
       "50%         2.350000    2.170000              0.340000         1.540000   \n",
       "75%         2.800000    2.885000              0.445000         1.950000   \n",
       "max         3.880000    5.080000              0.660000         3.580000   \n",
       "\n",
       "       color_intensity         hue  od280/od315_of_diluted_wines      proline  \\\n",
       "count       170.000000  175.000000                    170.000000   172.000000   \n",
       "mean          5.009529    0.959920                      2.615176   756.209302   \n",
       "std           2.292621    0.228525                      0.706861   315.609153   \n",
       "min           1.280000    0.480000                      1.270000   278.000000   \n",
       "25%           3.220000    0.785000                      1.970000   508.000000   \n",
       "50%           4.640000    0.980000                      2.780000   679.000000   \n",
       "75%           6.122500    1.120000                      3.177500   996.250000   \n",
       "max          13.000000    1.710000                      4.000000  1680.000000   \n",
       "\n",
       "           target  \n",
       "count  178.000000  \n",
       "mean     0.938202  \n",
       "std      0.775035  \n",
       "min      0.000000  \n",
       "25%      0.000000  \n",
       "50%      1.000000  \n",
       "75%      2.000000  \n",
       "max      2.000000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pacific-norman",
   "metadata": {},
   "source": [
    "### Wykresy z użyciem metod Pandas\n",
    "\n",
    "Pandas udostępnia prosty interfejs rysowania wykresów Matplotlib bezpośrednio z DataFrame. Dzięki temu możemy prościej zwizualizowac wartości numeryczne i zaobserwować charakterystykę zbioru danych. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "contrary-citizen",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df[[\"alcohol\", \"ash\", \"total_phenols\"]]\n",
    "\n",
    "df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "quantitative-peoples",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: >, <Axes: >, <Axes: >], dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(subplots=True, figsize=(10, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "quality-nicaragua",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: title={'center': 'alcohol'}>,\n",
       "       <Axes: title={'center': 'ash'}>,\n",
       "       <Axes: title={'center': 'total_phenols'}>], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind=\"bar\", subplots=True, figsize=(10, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "worth-aviation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: xlabel='alcohol', ylabel='alcohol'>,\n",
       "        <Axes: xlabel='ash', ylabel='alcohol'>,\n",
       "        <Axes: xlabel='total_phenols', ylabel='alcohol'>],\n",
       "       [<Axes: xlabel='alcohol', ylabel='ash'>,\n",
       "        <Axes: xlabel='ash', ylabel='ash'>,\n",
       "        <Axes: xlabel='total_phenols', ylabel='ash'>],\n",
       "       [<Axes: xlabel='alcohol', ylabel='total_phenols'>,\n",
       "        <Axes: xlabel='ash', ylabel='total_phenols'>,\n",
       "        <Axes: xlabel='total_phenols', ylabel='total_phenols'>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix\n",
    "\n",
    "scatter_matrix(df, alpha=0.5, figsize=(10, 10), diagonal=\"kde\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pressed-species",
   "metadata": {},
   "source": [
    "```{seealso}\n",
    "Więcej o możliwościach Pandas w kontekście generowania wykresów - w [dokumentacji](https://pandas.pydata.org/docs/user_guide/visualization.html)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "economic-essence",
   "metadata": {},
   "source": [
    "### Ydata-profiling"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bigger-pressure",
   "metadata": {},
   "source": [
    "Ydata-profiling (w przeszłości *pandas-profiling*) - biblioteka automatycznie analizująca zbiór danych i generujaca interaktywny raport. Alternatywnie, raport można zapisać w formacie `.html`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dutch-morris",
   "metadata": {},
   "source": [
    "Instalacja przebiega standardowo:\n",
    "\n",
    "```pip install ydata-profiling```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "literary-pasta",
   "metadata": {},
   "source": [
    "Użycie biblioteki jest niezwykle proste:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "informative-october",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1904a28a956e4bf8a02accf60f2f6cff",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Summarize dataset:   0%|          | 0/5 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dac76e56dc7d4e718bdfd41e39e7fae1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generate report structure:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "12114930380a4f95928cf66e33be749f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Render HTML:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<iframe width=\"100%\" height=\"800px\" srcdoc=\"&lt;!doctype html&gt;&lt;html lang=en&gt;&lt;head&gt;&lt;meta charset=utf-8&gt;&lt;meta name=viewport content=&quot;width=device-width, initial-scale=1, shrink-to-fit=no&quot;&gt;&lt;meta name=description content=&quot;Profile report generated by YData! Visit us at https://ydata.ai&quot;&gt;&lt;meta name=author content=&quot;YData and the open source community.&quot;&gt;&lt;meta name=generator content=&quot;Pandas Profiling vv4.6.5&quot;&gt;&lt;meta name=url content=https://github.com/ydataai/ydata-profiling&gt;&lt;meta name=date content=&quot;2024-02-27 18:46:12.792301&quot;&gt;&lt;title&gt;Pandas Profiling Report&lt;/title&gt;&lt;style&gt;\n",
       "/*!\n",
       " * Bootstrap v3.3.7 (http://getbootstrap.com)\n",
       " * Copyright 2011-2016 Twitter, Inc.\n",
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GradientType=0);background-repeat:repeat-x;border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1);box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1)}\n",
       "/*# sourceMappingURL=bootstrap-theme.min.css.map */        &lt;/style&gt;&lt;style&gt;body {\n",
       "  padding-top: 80px;\n",
       "}\n",
       ".content .container-fluid{\n",
       "    margin-left: 20px !important;\n",
       "    margin-right: 20px !important;\n",
       "    margin-bottom: 20px;\n",
       "}\n",
       "\n",
       ".page-header{\n",
       "    border:0 !important;\n",
       "}\n",
       "\n",
       ".row.variable, .section-items &gt; .row {\n",
       "    border: 1px solid #e1e1e8;\n",
       "    border-top: hidden;\n",
       "}\n",
       "\n",
       ".row.spacing {\n",
       "    padding: 2em 1em;\n",
       "}\n",
       "\n",
       ".row.header {\n",
       "    border-bottom: 1px solid #e1e1e8;\n",
       "    /*background-color: #f5f5f5;*/\n",
       "    padding-left: 2em;\n",
       "}\n",
       "\n",
       "\n",
       ".dl-horizontal dt {\n",
       "    text-align: left;\n",
       "    padding-right: 1em;\n",
       "    white-space: normal;\n",
       "}\n",
       "\n",
       ".dl-horizontal dd {\n",
       "    margin-left: 0;\n",
       "}\n",
       "\n",
       ".col-md-12 {\n",
       "    padding-left: 2em;\n",
       "}\n",
       "\n",
       ".indent {\n",
       "    margin-left: 1em;\n",
       "}\n",
       "\n",
       ".center-img {\n",
       "    margin-left: auto !important;\n",
       "    margin-right: auto !important;\n",
       "    display: block;\n",
       "}\n",
       "\n",
       "/* Table example_values */\n",
       "table.example_values {\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".example_values th {\n",
       "    border: 0;\n",
       "    padding: 0;\n",
       "    color: #555;\n",
       "    font-weight: 600;\n",
       "}\n",
       "\n",
       ".example_values tr, .example_values td {\n",
       "    border: 0;\n",
       "    padding: 0;\n",
       "    color: #555;\n",
       "}\n",
       "\n",
       "table.correlation-table {\n",
       "    width: 98%  /* To avoid an unnecessary overflow. */\n",
       "}\n",
       "\n",
       "/* STATS */\n",
       "table.stats, table.sample, table.duplicate, table.correlation-table{\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".stats tr, .sample tr, .duplicate tr, .correlation-table tr {\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".stats th, .stats td{\n",
       "    color: #555;\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       ".stats th {\n",
       "    padding: 0 2em 0 0;\n",
       "    font-weight: 600;\n",
       "}\n",
       "\n",
       ".stats td {\n",
       "    padding: 1px;\n",
       "}\n",
       "\n",
       "\n",
       "/* Sample table */\n",
       "table.sample, table.duplicate, table.correlation-table {\n",
       "    margin-bottom: 2em;\n",
       "    margin-left: 1em;\n",
       "}\n",
       "\n",
       ".sample td, .sample th, .duplicate td, .duplicate th, .correlation-table td, .correlation-table th {\n",
       "    padding: 0.5em;\n",
       "    white-space: nowrap;\n",
       "    border: 0;\n",
       "\n",
       "}\n",
       "\n",
       ".sample thead, .duplicate thead, .correlation-table thead {\n",
       "    border-top: 0;\n",
       "    border-bottom: 2px solid #ddd;\n",
       "}\n",
       "\n",
       ".sample td, .duplicate td {\n",
       "    width: 100%;\n",
       "} \n",
       "\n",
       "/* There is no good solution available to make the divs equal height and then center ... */\n",
       ".histogram {\n",
       "    margin-top: 3em;\n",
       "}\n",
       "\n",
       "/* Freq table */\n",
       "table.freq {\n",
       "    margin-bottom: 2em;\n",
       "    border: 0;\n",
       "}\n",
       "\n",
       "table.freq th, table.freq tr, table.freq td {\n",
       "    border: 0;\n",
       "    padding: 0;\n",
       "}\n",
       "\n",
       ".freq thead {\n",
       "    font-weight: 600;\n",
       "    white-space: nowrap;\n",
       "    overflow: hidden;\n",
       "    text-overflow: ellipsis;\n",
       "\n",
       "}\n",
       "\n",
       "/* Freq mini */\n",
       ".freq.mini td {\n",
       "    width: 50%;\n",
       "    padding: 1px;\n",
       "    font-size: 12px;\n",
       "\n",
       "}\n",
       "\n",
       "table.freq.mini {\n",
       "    width: 100%;\n",
       "}\n",
       "\n",
       ".freq.mini th {\n",
       "    overflow: hidden;\n",
       "    text-overflow: ellipsis;\n",
       "    white-space: nowrap;\n",
       "    max-width: 5em;\n",
       "    font-weight: 400;\n",
       "    text-align: right;\n",
       "    padding-right: 0.5em;\n",
       "}\n",
       "\n",
       "/* Message classes */\n",
       ".missing {\n",
       "    color: #a94442;\n",
       "}\n",
       "\n",
       ".alert, .alert &gt; th, .alert &gt; td {\n",
       "    color: #a94442;\n",
       "}\n",
       "\n",
       ".ignore {\n",
       "    opacity: 0.4;\n",
       "}\n",
       "\n",
       "/* Bars in tables */\n",
       ".freq.table{\n",
       "    table-layout: fixed;\n",
       "}\n",
       "\n",
       ".freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){\n",
       "    width: auto;\n",
       "    max-width: none;\n",
       "\n",
       "    white-space: nowrap;\n",
       "    overflow: hidden;\n",
       "    text-overflow: ellipsis;\n",
       "}\n",
       "\n",
       ".freq:not(.mini) tr td:nth-child(2), .freq:not(.mini) tr td:nth-child(3), .freq:not(.mini) tr th:nth-child(2), .freq:not(.mini) tr th:nth-child(3){\n",
       "    width: 100px;\n",
       "    text-align: right;\n",
       "}\n",
       ".freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){\n",
       "    width:200px;\n",
       "}\n",
       "\n",
       ".freq .bar {\n",
       "    float: left;\n",
       "    width: 0;\n",
       "    height: 100%;\n",
       "    line-height: 20px;\n",
       "    color: #fff;\n",
       "    text-align: center;\n",
       "    border-radius: 3px;\n",
       "    margin-right: 4px;\n",
       "}\n",
       "\n",
       ".other .bar {\n",
       "    background-color: #999;\n",
       "}\n",
       "\n",
       ".missing .bar {\n",
       "    background-color: #a94442;\n",
       "}\n",
       "\n",
       ".tooltip-inner {\n",
       "    width: 100%;\n",
       "    white-space: nowrap;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       ".extrapadding {\n",
       "    padding: 2em;\n",
       "}\n",
       "\n",
       ".variable .h4 {\n",
       "    text-overflow: ellipsis;\n",
       "    display:inline-block;\n",
       "    width: calc(90%); /* The trick is here! */\n",
       "    overflow:hidden;\n",
       "}\n",
       "\n",
       ".variable.ignore .h4{\n",
       "    text-decoration: line-through;\n",
       "}\n",
       "\n",
       ".table-responsive{\n",
       "    overflow: scroll;\n",
       "    width: 100%;\n",
       "    overflow-y: hidden;\n",
       "}\n",
       ".img-responsive{\n",
       "    max-width: 99%;\n",
       "    min-width: 99%;\n",
       "}\n",
       ".footer-text{\n",
       "    padding:20px;\n",
       "}\n",
       "\n",
       "table.list-warnings td{\n",
       "    padding-right:10px;\n",
       "}\n",
       "\n",
       "a.anchor-pos {\n",
       "    display: block;\n",
       "    position: relative;\n",
       "    top: -70px;\n",
       "    visibility: hidden;\n",
       "}\n",
       "\n",
       "a.anchor-pos-variable{\n",
       "    /*top: -70px;*/\n",
       "}\n",
       "\n",
       "#sample-container, #duplicate-container {\n",
       "    overflow: auto;\n",
       "    width: 100%;\n",
       "    overflow-y: hidden;\n",
       "}\n",
       "\n",
       "#correlation-table-container {\n",
       "    max-height: 400px;\n",
       "    overflow: auto;\n",
       "}\n",
       "\n",
       "#overview-content td, #overview-content th{\n",
       "    border-top: 0;\n",
       "    line-height: 1;\n",
       "}\n",
       "\n",
       ".variable-description{\n",
       "    color: #777;\n",
       "    font-size: 10pt;\n",
       "    margin-top: 10px;\n",
       "    font-style: italic;\n",
       "}\n",
       "\n",
       "select.multiple{\n",
       "    width: 180px;\n",
       "    height: 500px;\n",
       "    margin: 10px 0;\n",
       "}\n",
       "\n",
       ".named-list-item{\n",
       "    padding: 1em;\n",
       "}\n",
       "\n",
       "/* not printing tabs */\n",
       "@media print {\n",
       "    .tab-content &gt; .tab-pane, .collapse {\n",
       "        display: block !important;\n",
       "        opacity: 1 !important;\n",
       "        visibility: visible !important;\n",
       "        /*page-break-after: always;*/\n",
       "        page-break-after: right;\n",
       "        page-break-before: avoid;\n",
       "    }\n",
       "\n",
       "    .nav-pills, .nav-tabs, button[data-toggle=&quot;collapse&quot;], .mini, .col-sm-3 img {\n",
       "        display:none !important;\n",
       "    }\n",
       "\n",
       "    a[download=&quot;config.yml&quot;]:after {\n",
       "        content: none !important;\n",
       "    }\n",
       "\n",
       "    .row {\n",
       "        border: 0 !important;\n",
       "    }\n",
       "}\n",
       "\n",
       ".text-placeholder {\n",
       "    display: inline-block;\n",
       "    background-color: #444;\n",
       "    height: 12px;\n",
       "    border-radius: 100px;\n",
       "    margin: 5px 0;\n",
       "    min-width: 200px;\n",
       "    opacity: .1;\n",
       "}\n",
       "\n",
       "    .freq.table-0 .bar {\n",
       "        background-color: #377eb8;\n",
       "    }\n",
       "    .freq.table-1 .bar {\n",
       "        background-color: #e41a1c;\n",
       "    }\n",
       "&lt;/style&gt;&lt;/head&gt;&lt;body&gt;&lt;a class=anchor-pos id=top&gt;&lt;/a&gt;&lt;nav class=&quot;navbar navbar-default navbar-fixed-top&quot;&gt;&lt;div class=container-fluid&gt;&lt;div class=navbar-header&gt;&lt;button type=button class=&quot;navbar-toggle collapsed&quot; data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar&gt;&lt;span class=sr-only&gt;Toggle navigation&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;/button&gt;&lt;a class=&quot;navbar-brand anchor&quot; href=#top&gt;Pandas Profiling Report&lt;/a&gt;&lt;/div&gt;&lt;div id=navbar class=&quot;navbar-collapse collapse&quot;&gt;&lt;ul class=&quot;nav navbar-nav navbar-right&quot;&gt;&lt;li&gt;&lt;a href=#overview&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#variables-dropdown&gt;Variables&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#interactions&gt;Interactions&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#correlations_tab&gt;Correlations&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#missing&gt;Missing values&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a href=#sample&gt;Sample&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/nav&gt;&lt;div class=content&gt;&lt;div class=container&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=overview&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Overview&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-pills&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab&gt;Alerts &lt;span class=badge&gt;25&lt;/span&gt;&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab&gt;Reproduction&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content style=&quot;padding-top: 10px;&quot;&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=overview-dataset_overview&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Dataset statistics&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Number of variables&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;14&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Number of observations&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;178&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;98&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;3.9%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Total size in memory&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;19.6 KiB&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Average record size in memory&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;112.7 B&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Variable types&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Numeric&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;13&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Categorical&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-alerts&gt;&lt;div class=col-sm-12&gt;&lt;table class=&quot;table table-condensed list-warnings&quot;&gt;&lt;p class=h4&gt;Alerts&lt;/p&gt;&lt;tr style=border-top:0&gt;&lt;td&gt;&lt;a href=#pp_var_-7930233599960217492&gt;&lt;code&gt;alcohol&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;color_intensity&lt;/code&gt; and &lt;abbr title=&quot;color_intensity, proline, target&quot;&gt;2 other fields&lt;/abbr&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-3047508872654382057&gt;&lt;code&gt;color_intensity&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;alcohol&lt;/code&gt; and &lt;abbr title=&quot;alcohol, target&quot;&gt;1 other fields&lt;/abbr&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_7100216812666489770&gt;&lt;code&gt;flavanoids&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;hue&lt;/code&gt; and &lt;abbr title=&quot;hue, nonflavanoid_phenols, od280/od315_of_diluted_wines, proanthocyanins, target, total_phenols&quot;&gt;5 other fields&lt;/abbr&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7389275982990477395&gt;&lt;code&gt;hue&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;flavanoids&lt;/code&gt; and &lt;abbr title=&quot;flavanoids, malic_acid, target&quot;&gt;2 other fields&lt;/abbr&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_8431734887069158438&gt;&lt;code&gt;magnesium&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;proline&lt;/code&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-891964439910299748&gt;&lt;code&gt;malic_acid&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;hue&lt;/code&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7551096618613799007&gt;&lt;code&gt;nonflavanoid_phenols&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;flavanoids&lt;/code&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_5818767896177325587&gt;&lt;code&gt;od280/od315_of_diluted_wines&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;flavanoids&lt;/code&gt; and &lt;abbr title=&quot;flavanoids, proanthocyanins, target, total_phenols&quot;&gt;3 other fields&lt;/abbr&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-6613886238740671438&gt;&lt;code&gt;proanthocyanins&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;flavanoids&lt;/code&gt; and &lt;abbr title=&quot;flavanoids, od280/od315_of_diluted_wines, total_phenols&quot;&gt;2 other fields&lt;/abbr&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-8988165257404196863&gt;&lt;code&gt;proline&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;alcohol&lt;/code&gt; and &lt;abbr title=&quot;alcohol, magnesium, target&quot;&gt;2 other fields&lt;/abbr&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-1336440222045066001&gt;&lt;code&gt;target&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;alcohol&lt;/code&gt; and &lt;abbr title=&quot;alcohol, color_intensity, flavanoids, hue, od280/od315_of_diluted_wines, proline, total_phenols&quot;&gt;6 other fields&lt;/abbr&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_3818940603775082861&gt;&lt;code&gt;total_phenols&lt;/code&gt;&lt;/a&gt; is highly overall correlated with &lt;code&gt;flavanoids&lt;/code&gt; and &lt;abbr title=&quot;flavanoids, od280/od315_of_diluted_wines, proanthocyanins, target&quot;&gt;3 other fields&lt;/abbr&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7930233599960217492&gt;&lt;code&gt;alcohol&lt;/code&gt;&lt;/a&gt; has 7 (3.9%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-891964439910299748&gt;&lt;code&gt;malic_acid&lt;/code&gt;&lt;/a&gt; has 8 (4.5%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_7865188230952190222&gt;&lt;code&gt;ash&lt;/code&gt;&lt;/a&gt; has 8 (4.5%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_3343436718096491185&gt;&lt;code&gt;alcalinity_of_ash&lt;/code&gt;&lt;/a&gt; has 11 (6.2%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_8431734887069158438&gt;&lt;code&gt;magnesium&lt;/code&gt;&lt;/a&gt; has 9 (5.1%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_3818940603775082861&gt;&lt;code&gt;total_phenols&lt;/code&gt;&lt;/a&gt; has 7 (3.9%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_7100216812666489770&gt;&lt;code&gt;flavanoids&lt;/code&gt;&lt;/a&gt; has 11 (6.2%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7551096618613799007&gt;&lt;code&gt;nonflavanoid_phenols&lt;/code&gt;&lt;/a&gt; has 7 (3.9%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-6613886238740671438&gt;&lt;code&gt;proanthocyanins&lt;/code&gt;&lt;/a&gt; has 5 (2.8%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-3047508872654382057&gt;&lt;code&gt;color_intensity&lt;/code&gt;&lt;/a&gt; has 8 (4.5%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7389275982990477395&gt;&lt;code&gt;hue&lt;/code&gt;&lt;/a&gt; has 3 (1.7%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_5818767896177325587&gt;&lt;code&gt;od280/od315_of_diluted_wines&lt;/code&gt;&lt;/a&gt; has 8 (4.5%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-8988165257404196863&gt;&lt;code&gt;proline&lt;/code&gt;&lt;/a&gt; has 6 (3.4%) missing values&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Missing&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-reproduction&gt;&lt;div class=col-sm-12&gt;&lt;p class=h4&gt;Reproduction&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Analysis started&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;2024-02-27 18:46:12.792301&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Analysis finished&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;2024-02-27 18:46:24.082103&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duration&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;11.29 seconds&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Software version&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;&lt;a href=https://github.com/ydataai/ydata-profiling&gt;ydata-profiling vv4.6.5&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Download configuration&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;&lt;a download=config.json 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       "L 48.79 10.8 \n",
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       "L 483.677409 10.8 \n",
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       "L 483.677409 171.85338 \n",
       "&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_56&gt;&lt;path d=&quot;M 48.79 10.8 \n",
       "L 483.677409 10.8 \n",
       "&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pb75e2bd900&gt;&lt;rect x=48.79 y=10.8 width=434.887409 height=161.05338 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50) &lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7930233599960217492bottom--7930233599960217492common_values&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=12.37&gt; 12.37 &lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.4%&gt; &amp;nbsp; &lt;/div&gt; 3.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=13.05&gt; 13.05 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.6%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=12.08&gt; 12.08 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.6%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=12.29&gt; 12.29 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.9%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=12.42&gt; 12.42 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=12&gt; 12 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=13.88&gt; 13.88 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.5%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=13.17&gt; 13.17 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.5%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=13.73&gt; 13.73 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.5%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=13.58&gt; 13.58 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.5%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (112)&quot;&gt; Other values (112) &lt;/td&gt;&lt;td&gt;137&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 77.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.1%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7930233599960217492bottom--7930233599960217492extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-7930233599960217492extreme_values--7930233599960217492firstn aria-controls=-7930233599960217492extreme_values--7930233599960217492firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7930233599960217492extreme_values--7930233599960217492lastn aria-controls=-7930233599960217492extreme_values--7930233599960217492lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-7930233599960217492extreme_values--7930233599960217492firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=11.03&gt; 11.03 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.41&gt; 11.41 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.45&gt; 11.45 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.46&gt; 11.46 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.56&gt; 11.56 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.61&gt; 11.61 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.62&gt; 11.62 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.64&gt; 11.64 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.65&gt; 11.65 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.66&gt; 11.66 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7930233599960217492extreme_values--7930233599960217492lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=14.83&gt; 14.83 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14.75&gt; 14.75 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14.39&gt; 14.39 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14.38&gt; 14.38 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14.37&gt; 14.37 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14.34&gt; 14.34 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14.3&gt; 14.3 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 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&amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.81&gt; 1.81 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.9%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.51&gt; 1.51 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.61&gt; 1.61 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.53&gt; 1.53 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.35&gt; 1.35 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.9&gt; 1.9 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.71&gt; 1.71 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.5%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.03&gt; 3.03 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.5%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (118)&quot;&gt; Other values (118) &lt;/td&gt;&lt;td&gt;137&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 77.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.8%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-891964439910299748bottom--891964439910299748extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-891964439910299748extreme_values--891964439910299748firstn aria-controls=-891964439910299748extreme_values--891964439910299748firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-891964439910299748extreme_values--891964439910299748lastn aria-controls=-891964439910299748extreme_values--891964439910299748lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-891964439910299748extreme_values--891964439910299748firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0.74&gt; 0.74 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.89&gt; 0.89 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.9&gt; 0.9 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.92&gt; 0.92 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.94&gt; 0.94 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.98&gt; 0.98 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.99&gt; 0.99 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.01&gt; 1.01 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.07&gt; 1.07 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.09&gt; 1.09 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-891964439910299748extreme_values--891964439910299748lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=5.8&gt; 5.8 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5.65&gt; 5.65 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5.51&gt; 5.51 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5.19&gt; 5.19 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5.04&gt; 5.04 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4.95&gt; 4.95 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4.72&gt; 4.72 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4.6&gt; 4.6 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 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       "L 48.79 10.8 \n",
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       "&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pe4903907db&gt;&lt;rect x=48.79 y=10.8 width=444.41 height=161.11702 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50) &lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=7865188230952190222bottom-7865188230952190222common_values&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=2.28&gt; 2.28 &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.0%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.36&gt; 2.36 &lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.1%&gt; &amp;nbsp; &lt;/div&gt; 3.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.3&gt; 2.3 &lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.1%&gt; &amp;nbsp; &lt;/div&gt; 3.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.32&gt; 2.32 &lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.1%&gt; &amp;nbsp; &lt;/div&gt; 3.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.2&gt; 2.2 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.3%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.38&gt; 2.38 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.3%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.7&gt; 2.7 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.3%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.48&gt; 2.48 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.3%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.1&gt; 2.1 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.4%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.5&gt; 2.5 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.4%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (68)&quot;&gt; Other values (68) &lt;/td&gt;&lt;td&gt;117&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 65.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.8%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=7865188230952190222bottom-7865188230952190222extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#7865188230952190222extreme_values-7865188230952190222firstn aria-controls=7865188230952190222extreme_values-7865188230952190222firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#7865188230952190222extreme_values-7865188230952190222lastn aria-controls=7865188230952190222extreme_values-7865188230952190222lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=7865188230952190222extreme_values-7865188230952190222firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=1.36&gt; 1.36 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.7&gt; 1.7 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:66.7%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.71&gt; 1.71 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.75&gt; 1.75 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.82&gt; 1.82 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.88&gt; 1.88 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.9&gt; 1.9 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.92&gt; 1.92 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.94&gt; 1.94 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.95&gt; 1.95 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=7865188230952190222extreme_values-7865188230952190222lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=3.23&gt; 3.23 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 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&amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=18&gt; 18 &lt;/td&gt;&lt;td&gt;10&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:12.7%&gt; &amp;nbsp; &lt;/div&gt; 5.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=21&gt; 21 &lt;/td&gt;&lt;td&gt;10&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:12.7%&gt; &amp;nbsp; &lt;/div&gt; 5.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=19&gt; 19 &lt;/td&gt;&lt;td&gt;9&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:11.4%&gt; &amp;nbsp; &lt;/div&gt; 5.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=21.5&gt; 21.5 &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:10.1%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=19.5&gt; 19.5 &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.9%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=22&gt; 22 &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.9%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=22.5&gt; 22.5 &lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.6%&gt; &amp;nbsp; &lt;/div&gt; 3.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=16.8&gt; 16.8 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.3%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (51)&quot;&gt; Other values (51) &lt;/td&gt;&lt;td&gt;79&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 44.4% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;11&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:13.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=3343436718096491185bottom-3343436718096491185extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#3343436718096491185extreme_values-3343436718096491185firstn aria-controls=3343436718096491185extreme_values-3343436718096491185firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#3343436718096491185extreme_values-3343436718096491185lastn aria-controls=3343436718096491185extreme_values-3343436718096491185lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=3343436718096491185extreme_values-3343436718096491185firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=10.6&gt; 10.6 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.2&gt; 11.2 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11.4&gt; 11.4 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=12&gt; 12 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=12.4&gt; 12.4 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=13.2&gt; 13.2 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14&gt; 14 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14.6&gt; 14.6 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14.8&gt; 14.8 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=15&gt; 15 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=3343436718096491185extreme_values-3343436718096491185lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=30&gt; 30 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=28.5&gt; 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&amp;nbsp; &lt;/div&gt; 5.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=98&gt; 98 &lt;/td&gt;&lt;td&gt;9&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:9.6%&gt; &amp;nbsp; &lt;/div&gt; 5.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=101&gt; 101 &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.5%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=96&gt; 96 &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.5%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=102&gt; 102 &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.4%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=112&gt; 112 &lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.4%&gt; &amp;nbsp; &lt;/div&gt; 3.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=89&gt; 89 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.3%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=94&gt; 94 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.3%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=92&gt; 92 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.3%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (42)&quot;&gt; Other values (42) &lt;/td&gt;&lt;td&gt;94&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 52.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;9&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:9.6%&gt; &amp;nbsp; &lt;/div&gt; 5.1% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=8431734887069158438bottom-8431734887069158438extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#8431734887069158438extreme_values-8431734887069158438firstn aria-controls=8431734887069158438extreme_values-8431734887069158438firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#8431734887069158438extreme_values-8431734887069158438lastn aria-controls=8431734887069158438extreme_values-8431734887069158438lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=8431734887069158438extreme_values-8431734887069158438firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=70&gt; 70 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=78&gt; 78 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=80&gt; 80 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:41.7%&gt; 2.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=81&gt; 81 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=82&gt; 82 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=84&gt; 84 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=85&gt; 85 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:41.7%&gt; 2.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=86&gt; 86 &lt;/td&gt;&lt;td&gt;10&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:83.3%&gt; 5.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=87&gt; 87 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=88&gt; 88 &lt;/td&gt;&lt;td&gt;12&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 6.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=8431734887069158438extreme_values-8431734887069158438lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=162&gt; 162 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 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       "L 48.79 10.8 \n",
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       "&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p227b37253c&gt;&lt;rect x=48.79 y=10.8 width=438.338844 height=165.571792 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50) &lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=3818940603775082861bottom-3818940603775082861common_values&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=2.2&gt; 2.2 &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.6%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.6&gt; 2.6 &lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.9%&gt; &amp;nbsp; &lt;/div&gt; 3.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt; 2 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.1%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.95&gt; 2.95 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.1%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt; 3 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.1%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.8&gt; 2.8 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.38&gt; 1.38 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.65&gt; 1.65 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.85&gt; 2.85 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.45&gt; 2.45 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (85)&quot;&gt; Other values (85) &lt;/td&gt;&lt;td&gt;122&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 68.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.7%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=3818940603775082861bottom-3818940603775082861extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#3818940603775082861extreme_values-3818940603775082861firstn aria-controls=3818940603775082861extreme_values-3818940603775082861firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#3818940603775082861extreme_values-3818940603775082861lastn aria-controls=3818940603775082861extreme_values-3818940603775082861lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=3818940603775082861extreme_values-3818940603775082861firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0.98&gt; 0.98 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.1&gt; 1.1 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.25&gt; 1.25 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.28&gt; 1.28 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.3&gt; 1.3 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.35&gt; 1.35 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.38&gt; 1.38 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 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&amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.85&gt; 3.85 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.52&gt; 3.52 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.5&gt; 3.5 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.4&gt; 3.4 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.38&gt; 3.38 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.3&gt; 3.3 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 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&amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.6&gt; 0.6 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.1%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.65&gt; 2.65 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.1%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.03&gt; 2.03 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.1%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.58&gt; 0.58 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.1%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.09&gt; 1.09 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.4%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.5&gt; 0.5 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.4%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.92&gt; 2.92 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.4%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.47&gt; 0.47 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.4%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (115)&quot;&gt; Other values (115) &lt;/td&gt;&lt;td&gt;141&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 79.2% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;11&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.8%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=7100216812666489770bottom-7100216812666489770extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; 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0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.47&gt; 0.47 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.48&gt; 0.48 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.49&gt; 0.49 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.5&gt; 0.5 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.51&gt; 0.51 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.52&gt; 0.52 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.55&gt; 0.55 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.56&gt; 0.56 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.57&gt; 0.57 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=7100216812666489770extreme_values-7100216812666489770lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=5.08&gt; 5.08 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.75&gt; 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&amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.29&gt; 0.29 &lt;/td&gt;&lt;td&gt;10&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:11.9%&gt; &amp;nbsp; &lt;/div&gt; 5.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.32&gt; 0.32 &lt;/td&gt;&lt;td&gt;9&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:10.7%&gt; &amp;nbsp; &lt;/div&gt; 5.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.27&gt; 0.27 &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:9.5%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.3&gt; 0.3 &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:9.5%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.34&gt; 0.34 &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:9.5%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.4&gt; 0.4 &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:9.5%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.24&gt; 0.24 &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.37&gt; 0.37 &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (29)&quot;&gt; Other values (29) &lt;/td&gt;&lt;td&gt;84&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 47.2% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7551096618613799007bottom--7551096618613799007extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; 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&amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.63&gt; 0.63 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:66.7%&gt; 2.2% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.61&gt; 0.61 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.6&gt; 0.6 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.58&gt; 0.58 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.56&gt; 0.56 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:16.7%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.55&gt; 0.55 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:16.7%&gt; 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       "&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p875708af7e&gt;&lt;rect x=48.79 y=10.8 width=444.41 height=165.571792 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50) &lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-6613886238740671438bottom--6613886238740671438common_values&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=1.35&gt; 1.35 &lt;/td&gt;&lt;td&gt;9&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.2%&gt; &amp;nbsp; &lt;/div&gt; 5.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.46&gt; 1.46 &lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.6%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.87&gt; 1.87 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.0%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.25&gt; 1.25 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.0%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.08&gt; 2.08 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.2%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.98&gt; 1.98 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.2%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.56&gt; 1.56 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.2%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.66&gt; 1.66 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.2%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.62&gt; 1.62 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.4%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.95&gt; 1.95 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.4%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (90)&quot;&gt; Other values (90) &lt;/td&gt;&lt;td&gt;125&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 70.2% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.0%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-6613886238740671438bottom--6613886238740671438extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-6613886238740671438extreme_values--6613886238740671438firstn aria-controls=-6613886238740671438extreme_values--6613886238740671438firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-6613886238740671438extreme_values--6613886238740671438lastn aria-controls=-6613886238740671438extreme_values--6613886238740671438lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-6613886238740671438extreme_values--6613886238740671438firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0.41&gt; 0.41 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.42&gt; 0.42 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.55&gt; 0.55 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.62&gt; 0.62 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.64&gt; 0.64 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.68&gt; 0.68 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.73&gt; 0.73 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.75&gt; 0.75 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.8&gt; 0.8 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.81&gt; 0.81 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-6613886238740671438extreme_values--6613886238740671438lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=3.58&gt; 3.58 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.28&gt; 3.28 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.96&gt; 2.96 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.91&gt; 2.91 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:66.7%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.81&gt; 2.81 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.76&gt; 2.76 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.7&gt; 2.7 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.5&gt; 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&amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.8&gt; 3.8 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.9%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5&gt; 5 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4.5&gt; 4.5 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5.1&gt; 5.1 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.05&gt; 3.05 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5.4&gt; 5.4 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.8&gt; 2.8 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5.6&gt; 5.6 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (119)&quot;&gt; Other values (119) &lt;/td&gt;&lt;td&gt;137&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 77.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.8%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-3047508872654382057bottom--3047508872654382057extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; 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&amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.12&gt; 1.12 &lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.9%&gt; &amp;nbsp; &lt;/div&gt; 3.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.57&gt; 0.57 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.1%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.89&gt; 0.89 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.1%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.25&gt; 1.25 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.1%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.75&gt; 0.75 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.05&gt; 1.05 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.19&gt; 1.19 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.96&gt; 0.96 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (68)&quot;&gt; Other values (68) &lt;/td&gt;&lt;td&gt;123&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 69.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7389275982990477395bottom--7389275982990477395extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-7389275982990477395extreme_values--7389275982990477395firstn aria-controls=-7389275982990477395extreme_values--7389275982990477395firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-7389275982990477395extreme_values--7389275982990477395lastn aria-controls=-7389275982990477395extreme_values--7389275982990477395lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-7389275982990477395extreme_values--7389275982990477395firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0.48&gt; 0.48 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.54&gt; 0.54 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.55&gt; 0.55 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.56&gt; 0.56 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.57&gt; 0.57 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 2.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.58&gt; 0.58 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:40.0%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.59&gt; 0.59 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:40.0%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.6&gt; 0.6 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:60.0%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.61&gt; 0.61 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:40.0%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.62&gt; 0.62 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-7389275982990477395extreme_values--7389275982990477395lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=1.71&gt; 1.71 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.45&gt; 1.45 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.42&gt; 1.42 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.38&gt; 1.38 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.36&gt; 1.36 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:40.0%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.33&gt; 1.33 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.31&gt; 1.31 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:40.0%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.28&gt; 1.28 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:40.0%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.27&gt; 1.27 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:20.0%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.25&gt; 1.25 &lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 2.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; 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&amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.87&gt; 2.87 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.9%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.78&gt; 2.78 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.9%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.33&gt; 3.33 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.77&gt; 2.77 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.33&gt; 1.33 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.56&gt; 1.56 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.31&gt; 2.31 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.96&gt; 2.96 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (108)&quot;&gt; Other values (108) &lt;/td&gt;&lt;td&gt;136&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 76.4% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;8&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.9%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=5818767896177325587bottom-5818767896177325587extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#5818767896177325587extreme_values-5818767896177325587firstn aria-controls=5818767896177325587extreme_values-5818767896177325587firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#5818767896177325587extreme_values-5818767896177325587lastn aria-controls=5818767896177325587extreme_values-5818767896177325587lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=5818767896177325587extreme_values-5818767896177325587firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=1.27&gt; 1.27 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.29&gt; 1.29 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:66.7%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.3&gt; 1.3 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.33&gt; 1.33 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.36&gt; 1.36 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.42&gt; 1.42 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.48&gt; 1.48 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.51&gt; 1.51 &lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:66.7%&gt; 1.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.55&gt; 1.55 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:33.3%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.56&gt; 1.56 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=5818767896177325587extreme_values-5818767896177325587lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=4&gt; 4 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.92&gt; 3.92 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.82&gt; 3.82 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.71&gt; 3.71 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.69&gt; 3.69 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.64&gt; 3.64 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.59&gt; 3.59 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3.58&gt; 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&amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=625&gt; 625 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.0%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=750&gt; 750 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.0%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=630&gt; 630 &lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.0%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1035&gt; 1035 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=495&gt; 495 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=660&gt; 660 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=510&gt; 510 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=450&gt; 450 &lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (110)&quot;&gt; Other values (110) &lt;/td&gt;&lt;td&gt;135&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 75.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt; (Missing) &lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.4%&gt; &amp;nbsp; &lt;/div&gt; 3.4% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-8988165257404196863bottom--8988165257404196863extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-8988165257404196863extreme_values--8988165257404196863firstn aria-controls=-8988165257404196863extreme_values--8988165257404196863firstn role=tab data-toggle=tab&gt;Minimum 10 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-8988165257404196863extreme_values--8988165257404196863lastn aria-controls=-8988165257404196863extreme_values--8988165257404196863lastn role=tab data-toggle=tab&gt;Maximum 10 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-8988165257404196863extreme_values--8988165257404196863firstn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=278&gt; 278 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=290&gt; 290 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=312&gt; 312 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=315&gt; 315 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=325&gt; 325 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=342&gt; 342 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=345&gt; 345 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=352&gt; 352 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=355&gt; 355 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=365&gt; 365 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-8988165257404196863extreme_values--8988165257404196863lastn&gt;&lt;table class=&quot;freq table table-hover table-striped table-0&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=1680&gt; 1680 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1547&gt; 1547 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1515&gt; 1515 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1510&gt; 1510 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1480&gt; 1480 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1450&gt; 1450 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1375&gt; 1375 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1320&gt; 1320 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1310&gt; 1310 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1295&gt; 1295 &lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 0.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-1336440222045066001&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-12&gt;&lt;p class=h4 title=target&gt;&lt;a href=#pp_var_-1336440222045066001&gt;target&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;p&gt;&lt;code&gt;&lt;abbr title=&quot;This variable has a high overall correlation with 7 fields: alcohol, color_intensity, flavanoids, hue, od280/od315_of_diluted_wines, proline, total_phenols&quot;&gt;HIGH CORRELATION&lt;/abbr&gt;&lt;/code&gt;&amp;nbsp &lt;/p&gt;&lt;p class=variable-description&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1.7%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1.5 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=row id=minifreqtable&gt;&lt;table class=&quot;mini freq table-0&quot;&gt;&lt;tr class&gt;&lt;th width=10%&gt; 1 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 71&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=10%&gt; 0 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:83.1% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 59&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=10%&gt; 2 &lt;/th&gt;&lt;td width=10%&gt;&lt;div class=bar style=width:67.6% data-toggle=tooltip data-placement=center data-html=true data-delay=500&gt; 48&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--1336440222045066001, #minifreqtable-1336440222045066001&quot; aria-expanded=true aria-controls=collapseExample&gt; More details &lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--1336440222045066001 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1336440222045066001bottom--1336440222045066001overview aria-controls=-1336440222045066001bottom--1336440222045066001overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1336440222045066001bottom--1336440222045066001string aria-controls=-1336440222045066001bottom--1336440222045066001string role=tab data-toggle=tab&gt;Categories&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1336440222045066001bottom--1336440222045066001word aria-controls=-1336440222045066001bottom--1336440222045066001word role=tab data-toggle=tab&gt;Words&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1336440222045066001bottom--1336440222045066001characters aria-controls=-1336440222045066001bottom--1336440222045066001characters role=tab data-toggle=tab&gt;Characters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-1336440222045066001bottom--1336440222045066001overview&gt;&lt;div class=row&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Length&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Median length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Mean length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Min length&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Characters and Unicode&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;178&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct characters&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct categories&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1 &lt;a title=&quot;Unicode categories (click for more information)&quot; href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode categories (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1 &lt;a title=&quot;Unicode scripts (click for more information)&quot; href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode scripts (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;1 &lt;a title=&quot;Unicode blocks (click for more information)&quot; href=https://en.wikipedia.org/wiki/Unicode_block&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode blocks (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt; The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. &lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Unique&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0 &lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;The number of unique values (all values that occur exactly once in the dataset).&quot;&gt;?&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Sample&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1st row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;2nd row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;3rd row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;4th row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;5th row&lt;/th&gt;&lt;td style=&quot;white-space:pre white-space:nowrap&quot;&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; 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right;&quot;&gt;&lt;th&gt;&lt;/th&gt;&lt;th&gt;alcohol&lt;/th&gt;&lt;th&gt;malic_acid&lt;/th&gt;&lt;th&gt;ash&lt;/th&gt;&lt;th&gt;alcalinity_of_ash&lt;/th&gt;&lt;th&gt;magnesium&lt;/th&gt;&lt;th&gt;total_phenols&lt;/th&gt;&lt;th&gt;flavanoids&lt;/th&gt;&lt;th&gt;nonflavanoid_phenols&lt;/th&gt;&lt;th&gt;proanthocyanins&lt;/th&gt;&lt;th&gt;color_intensity&lt;/th&gt;&lt;th&gt;hue&lt;/th&gt;&lt;th&gt;od280/od315_of_diluted_wines&lt;/th&gt;&lt;th&gt;proline&lt;/th&gt;&lt;th&gt;target&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;168&lt;/th&gt;&lt;td&gt;13.58&lt;/td&gt;&lt;td&gt;2.58&lt;/td&gt;&lt;td&gt;2.69&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;105.0&lt;/td&gt;&lt;td&gt;1.55&lt;/td&gt;&lt;td&gt;0.84&lt;/td&gt;&lt;td&gt;0.39&lt;/td&gt;&lt;td&gt;1.54&lt;/td&gt;&lt;td&gt;8.660000&lt;/td&gt;&lt;td&gt;0.74&lt;/td&gt;&lt;td&gt;1.80&lt;/td&gt;&lt;td&gt;750.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;169&lt;/th&gt;&lt;td&gt;13.40&lt;/td&gt;&lt;td&gt;4.60&lt;/td&gt;&lt;td&gt;2.86&lt;/td&gt;&lt;td&gt;25.0&lt;/td&gt;&lt;td&gt;112.0&lt;/td&gt;&lt;td&gt;1.98&lt;/td&gt;&lt;td&gt;0.96&lt;/td&gt;&lt;td&gt;0.27&lt;/td&gt;&lt;td&gt;1.11&lt;/td&gt;&lt;td&gt;8.500000&lt;/td&gt;&lt;td&gt;0.67&lt;/td&gt;&lt;td&gt;1.92&lt;/td&gt;&lt;td&gt;630.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;170&lt;/th&gt;&lt;td&gt;12.20&lt;/td&gt;&lt;td&gt;3.03&lt;/td&gt;&lt;td&gt;2.32&lt;/td&gt;&lt;td&gt;19.0&lt;/td&gt;&lt;td&gt;96.0&lt;/td&gt;&lt;td&gt;1.25&lt;/td&gt;&lt;td&gt;0.49&lt;/td&gt;&lt;td&gt;0.40&lt;/td&gt;&lt;td&gt;0.73&lt;/td&gt;&lt;td&gt;5.500000&lt;/td&gt;&lt;td&gt;0.66&lt;/td&gt;&lt;td&gt;1.83&lt;/td&gt;&lt;td&gt;510.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;171&lt;/th&gt;&lt;td&gt;12.77&lt;/td&gt;&lt;td&gt;2.39&lt;/td&gt;&lt;td&gt;2.28&lt;/td&gt;&lt;td&gt;19.5&lt;/td&gt;&lt;td&gt;86.0&lt;/td&gt;&lt;td&gt;1.39&lt;/td&gt;&lt;td&gt;0.51&lt;/td&gt;&lt;td&gt;0.48&lt;/td&gt;&lt;td&gt;0.64&lt;/td&gt;&lt;td&gt;9.899999&lt;/td&gt;&lt;td&gt;0.57&lt;/td&gt;&lt;td&gt;1.63&lt;/td&gt;&lt;td&gt;470.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;172&lt;/th&gt;&lt;td&gt;14.16&lt;/td&gt;&lt;td&gt;2.51&lt;/td&gt;&lt;td&gt;2.48&lt;/td&gt;&lt;td&gt;20.0&lt;/td&gt;&lt;td&gt;91.0&lt;/td&gt;&lt;td&gt;1.68&lt;/td&gt;&lt;td&gt;0.70&lt;/td&gt;&lt;td&gt;0.44&lt;/td&gt;&lt;td&gt;1.24&lt;/td&gt;&lt;td&gt;9.700000&lt;/td&gt;&lt;td&gt;0.62&lt;/td&gt;&lt;td&gt;1.71&lt;/td&gt;&lt;td&gt;660.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;173&lt;/th&gt;&lt;td&gt;13.71&lt;/td&gt;&lt;td&gt;5.65&lt;/td&gt;&lt;td&gt;2.45&lt;/td&gt;&lt;td&gt;20.5&lt;/td&gt;&lt;td&gt;95.0&lt;/td&gt;&lt;td&gt;1.68&lt;/td&gt;&lt;td&gt;0.61&lt;/td&gt;&lt;td&gt;0.52&lt;/td&gt;&lt;td&gt;1.06&lt;/td&gt;&lt;td&gt;7.700000&lt;/td&gt;&lt;td&gt;0.64&lt;/td&gt;&lt;td&gt;1.74&lt;/td&gt;&lt;td&gt;740.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;174&lt;/th&gt;&lt;td&gt;13.40&lt;/td&gt;&lt;td&gt;3.91&lt;/td&gt;&lt;td&gt;2.48&lt;/td&gt;&lt;td&gt;23.0&lt;/td&gt;&lt;td&gt;102.0&lt;/td&gt;&lt;td&gt;1.80&lt;/td&gt;&lt;td&gt;0.75&lt;/td&gt;&lt;td&gt;0.43&lt;/td&gt;&lt;td&gt;1.41&lt;/td&gt;&lt;td&gt;7.300000&lt;/td&gt;&lt;td&gt;0.70&lt;/td&gt;&lt;td&gt;1.56&lt;/td&gt;&lt;td&gt;750.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;175&lt;/th&gt;&lt;td&gt;13.27&lt;/td&gt;&lt;td&gt;4.28&lt;/td&gt;&lt;td&gt;2.26&lt;/td&gt;&lt;td&gt;20.0&lt;/td&gt;&lt;td&gt;120.0&lt;/td&gt;&lt;td&gt;1.59&lt;/td&gt;&lt;td&gt;0.69&lt;/td&gt;&lt;td&gt;0.43&lt;/td&gt;&lt;td&gt;1.35&lt;/td&gt;&lt;td&gt;10.200000&lt;/td&gt;&lt;td&gt;0.59&lt;/td&gt;&lt;td&gt;1.56&lt;/td&gt;&lt;td&gt;835.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;176&lt;/th&gt;&lt;td&gt;13.17&lt;/td&gt;&lt;td&gt;2.59&lt;/td&gt;&lt;td&gt;2.37&lt;/td&gt;&lt;td&gt;20.0&lt;/td&gt;&lt;td&gt;120.0&lt;/td&gt;&lt;td&gt;1.65&lt;/td&gt;&lt;td&gt;0.68&lt;/td&gt;&lt;td&gt;0.53&lt;/td&gt;&lt;td&gt;1.46&lt;/td&gt;&lt;td&gt;9.300000&lt;/td&gt;&lt;td&gt;0.60&lt;/td&gt;&lt;td&gt;1.62&lt;/td&gt;&lt;td&gt;840.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;177&lt;/th&gt;&lt;td&gt;14.13&lt;/td&gt;&lt;td&gt;4.10&lt;/td&gt;&lt;td&gt;NaN&lt;/td&gt;&lt;td&gt;24.5&lt;/td&gt;&lt;td&gt;96.0&lt;/td&gt;&lt;td&gt;2.05&lt;/td&gt;&lt;td&gt;0.76&lt;/td&gt;&lt;td&gt;0.56&lt;/td&gt;&lt;td&gt;1.35&lt;/td&gt;&lt;td&gt;9.200000&lt;/td&gt;&lt;td&gt;0.61&lt;/td&gt;&lt;td&gt;1.60&lt;/td&gt;&lt;td&gt;560.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;footer&gt;&lt;div 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       "    $(&#x27;[data-toggle=&quot;tooltip&quot;]&#x27;).tooltip();\n",
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       "\n",
       "$(&quot;a&quot;).not(&quot;[href^=&#x27;#&#x27;]&quot;).attr(&#x27;target&#x27;, &#x27;_blank&#x27;);\n",
       "\n",
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       "$(&quot;select#variables-dropdown&quot;).on(&quot;change&quot;, function (e) {\n",
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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ydata_profiling import ProfileReport\n",
    "\n",
    "df = pd.read_csv(\n",
    "    \"../docs/lab4/wine_with_nulls.csv\",\n",
    ")\n",
    "\n",
    "profile = ProfileReport(df)\n",
    "profile.to_notebook_iframe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "filled-magnitude",
   "metadata": {},
   "source": [
    "Z raportu dowiadujemy się między innymi:\n",
    "- mamy 13 kolumn numerycznych (dane wejściowe), jedną kategoryczną (etykieta) - będziemy więc zajmować się klasyfikacją\n",
    "- klasy są całkiem nieźle zbalansowane (39%, 33%, 27%)\n",
    "- mamy kolumny z pustymi wartościami\n",
    "- możemy dokładnie przeanalizować statystyki poszczególnych cech, ich histogramy oraz wykresy zależności pomiędzy nimi"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "large-travel",
   "metadata": {},
   "source": [
    "## Redukcja wymiarowości jako element EDA\n",
    "---\n",
    "\n",
    "W przypadku dużej ilości wymiarów danych, przydatne stają się metody redukcji wymiarowości. Pozwalają one mn. zmniejszyć ilość danych koniecznych do przeanalizowania, poprzez przekształcenia wartości pokazując zależności danych.\n",
    "\n",
    "Dzięki metodom redukcji wymiarowości mamy możliwość wizualizacji całego zbioru danych w 2D lub 3D - w przeciwnym wypadku, analizując wykresy pojedynczych kolumn lub zalezności pomiędzy dwoma kolumnami (np. scatter matrix z Pandasa), nie mamy pełnego oglądu na całość datasetu.\n",
    "\n",
    "### Analiza głównych składowych (ang. Principal Components Analysis - PCA)\n",
    "Najpopularniejsza metoda redukcji wymiarów. Dzięki modyfikacjom układu współrzędnych, stara się maksymalizować wariancję danych pierwszych wymiarów. \n",
    "\n",
    "Przykładowe działanie:\n",
    "![](../docs/lab4/pca.png)\n",
    "\n",
    "```{seealso}\n",
    "PCA jest najpopularniejszą metodą, ale oprócz wielu zalet (np. determinizm) ma sporo wad (np. brak zachowania lokalności klastrów). Warto popatrzeć na alternatywne metody - [t-SNE](https://en.wikipedia.org/wiki/T-distributed_stochastic_neighbor_embedding) lub [UMAP](https://umap-learn.readthedocs.io/en/latest/) \n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "tired-recognition",
   "metadata": {},
   "source": [
    "### Przykład użycia PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dated-cartridge",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PCA nie przyjmuje brakujących wartości - wczytamy więc pełnowymiarową wersję datasetu wine, dla uproszczenia\n",
    "from sklearn.datasets import load_wine\n",
    "\n",
    "loaded_wine = load_wine(as_frame=True)\n",
    "\n",
    "\n",
    "# PCA jest wrażliwe na skalę wartości poszczególnych cech - zeskalujemy je więc\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# separujemy cechy od targetu\n",
    "x = loaded_wine[\"data\"].values\n",
    "y = loaded_wine[\"target\"].values\n",
    "\n",
    "# i standaryzujemy wartości cech\n",
    "x = StandardScaler().fit_transform(x)\n",
    "#\n",
    "# dokonujemy analizy PCA do 2 wymiarów\n",
    "#\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "pca = PCA(n_components=2)\n",
    "transformed = pca.fit_transform(x)\n",
    "\n",
    "principal_df = pd.DataFrame(data=transformed, columns=[\"component 1\", \"component 2\"])\n",
    "pca_df = pd.concat([principal_df, loaded_wine[\"target\"]], axis=1)\n",
    "\n",
    "#\n",
    "# wizualizujemy przekształcony zbiór\n",
    "#\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.xlabel(\"Principal Component 1\", fontsize=15)\n",
    "plt.ylabel(\"Principal Component 2\", fontsize=15)\n",
    "plt.title(\"2 component PCA\", fontsize=20)\n",
    "targets = loaded_wine.target.unique()\n",
    "colors = [\"r\", \"g\", \"b\"]\n",
    "\n",
    "for target, color in zip(targets, colors):\n",
    "    indices_to_keep = pca_df[\"target\"] == target\n",
    "    plt.scatter(\n",
    "        pca_df.loc[indices_to_keep, \"component 1\"],\n",
    "        pca_df.loc[indices_to_keep, \"component 2\"],\n",
    "        c=color,\n",
    "    )\n",
    "plt.legend(targets)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "convertible-straight",
   "metadata": {},
   "source": [
    "Dokonując metody redukcji wymiarowości, tracimy część informacji zawartych w danych. Badając rozkład wariancji względem komponentów, możemy zbadać efektywność redukcji wymiarów - a co za tym idzie, oszacować na ile możemy polegać na wynikach PCA "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "polish-flesh",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.36198848, 0.1920749 ])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "incoming-manufacturer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.36198848, 0.1920749 , 0.11123631, 0.0706903 , 0.06563294,\n",
       "       0.04935823, 0.04238679, 0.02680749, 0.02222153, 0.01930019,\n",
       "       0.01736836, 0.01298233, 0.00795215])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca2 = PCA(n_components=13)\n",
    "transformed = pca2.fit_transform(x)\n",
    "pca2.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "muslim-reputation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "plt.plot(np.cumsum(pca2.explained_variance_ratio_))\n",
    "plt.xlabel(\"number of components\")\n",
    "plt.ylabel(\"cumulative explained variance\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "incorporate-dominant",
   "metadata": {},
   "source": [
    "Używając jedynie dwóch wymiarów, gromadzimy ponad 55% wariancji informacji zawartych w bazowych 13 wymiarach danych. Wynik nie powala na kolana, ale wizualizacja pokazuje że powinno to być wystarczające by stwierdzić, że nasz zbiór danych jest separowalny"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "recreational-arrow",
   "metadata": {},
   "source": [
    "## EDA danych tekstowych\n",
    "---\n",
    "\n",
    "Wyżej przedstawione metody działają w przypadku zbiorów zawierających dane numeryczne, w szczególności ciągłe. W przypadku danych tekstowych, do uzyskania wstępnego zrozumienia danych które mamy obrabiać może służyć np. wizualizacja częstotliwości pojawiających się słów."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "monetary-neutral",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_20newsgroups\n",
    "\n",
    "newsgroups = fetch_20newsgroups(\n",
    "    subset=\"train\",\n",
    "    categories=[\"alt.atheism\", \"sci.space\"],\n",
    "    remove=(\"headers\", \"footers\", \"quotes\"),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "documented-marine",
   "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>text</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>: \\n: &gt;&gt; Please enlighten me.  How is omnipote...</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>In &lt;19APR199320262420@kelvin.jpl.nasa.gov&gt; baa...</td>\n",
       "      <td>sci.space</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>\\nHenry, I made the assumption that he who get...</td>\n",
       "      <td>sci.space</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>\\n\\n\\nNo. I estimate a 99 % probability the Ge...</td>\n",
       "      <td>sci.space</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>\\nLucky for them that the baby didn't have any...</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text       target\n",
       "0  : \\n: >> Please enlighten me.  How is omnipote...  alt.atheism\n",
       "1  In <19APR199320262420@kelvin.jpl.nasa.gov> baa...    sci.space\n",
       "2  \\nHenry, I made the assumption that he who get...    sci.space\n",
       "3  \\n\\n\\nNo. I estimate a 99 % probability the Ge...    sci.space\n",
       "4  \\nLucky for them that the baby didn't have any...  alt.atheism"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newsgroups_df = pd.DataFrame(newsgroups[\"data\"], columns=[\"text\"])\n",
    "newsgroups_df[\"target\"] = pd.Series(newsgroups[\"target\"])\n",
    "newsgroups_df[\"target\"] = newsgroups_df.apply(\n",
    "    lambda x: \"alt.atheism\" if x[\"target\"] == 0 else \"sci.space\", axis=1\n",
    ")\n",
    "newsgroups_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f1a56d0e-c699-461b-bb62-70c6521f6ef0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "\n",
    "stop = stopwords.words(\"english\")\n",
    "\n",
    "newsgroups_df[\"tokenized_text\"] = newsgroups_df[\"text\"].str.lower().str.split()\n",
    "\n",
    "df_exploded = (\n",
    "    newsgroups_df.explode(\"tokenized_text\")\n",
    "    .reset_index(drop=True)\n",
    "    .rename(columns={\"tokenized_text\": \"word\"})\n",
    ")\n",
    "df_exploded = df_exploded[~df_exploded[\"word\"].isin(stop)]\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "sns.countplot(\n",
    "    y=\"word\",\n",
    "    data=df_exploded,\n",
    "    order=df_exploded[\"word\"].value_counts().iloc[:20].index,\n",
    "    hue=\"target\",\n",
    ")\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d91859a6bbb2940",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "```{hint}\n",
    "Powyższy przykład zakłada taką samą ilość tekstu dla każdej z kategorii. W rzeczywistym przypadku należy liczbę wystąpień znormalizować.\n",
    "```"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "przetwarzanie-danych-i-odkrywanie-wiedzy",
   "language": "python",
   "name": "przetwarzanie-danych-i-odkrywanie-wiedzy"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}