diff --git a/SL/aufgaben/workshop3/devenv.nix b/SL/aufgaben/workshop3/devenv.nix
index a489fc9..d6838db 100644
--- a/SL/aufgaben/workshop3/devenv.nix
+++ b/SL/aufgaben/workshop3/devenv.nix
@@ -24,5 +24,6 @@
   packages = [
     pkgs.graphviz
     pkgs.zsh
+    pkgs.zlib
   ];
 }
diff --git a/SL/aufgaben/workshop3/src/ws2_feature_engineering.ipynb b/SL/aufgaben/workshop3/src/ws2_feature_engineering.ipynb
deleted file mode 100644
index 17ab6e2..0000000
--- a/SL/aufgaben/workshop3/src/ws2_feature_engineering.ipynb
+++ /dev/null
@@ -1,2023 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "ebe6815d",
-   "metadata": {},
-   "source": [
-    "# Workshop 2 – Feature Engineering & Datenaufbereitung\n",
-    "\n",
-    "Untersuchung des Melbourne Housing Datasets aus ML-Perspektive.\n",
-    "\n",
-    "**Punkte:**\n",
-    "1. Ungeeignete Variablen identifizieren\n",
-    "2. Missing Values – Strategien pro Variable\n",
-    "3. Nicht-numerische Variablen – Encoding-Strategien\n",
-    "4. Anomalien entdecken\n",
-    "5. Empfehlungen formulieren"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "da07c895",
-   "metadata": {},
-   "source": [
-    "## 1. Setup"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "c70c47e0",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "\n",
-    "# plot inline\n",
-    "%matplotlib inline\n",
-    "\n",
-    "# Display-Optionen\n",
-    "pd.set_option('display.max_columns', None)\n",
-    "pd.set_option('display.width', 200)\n",
-    "pd.set_option('display.max_rows', 50)\n",
-    "\n",
-    "# Plot-Style\n",
-    "sns.set_theme(style='whitegrid')\n",
-    "plt.rcParams['figure.figsize'] = (10, 5)\n",
-    "\n",
-    "DATA_PATH = '../data/melb_data.csv'"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9465aa14",
-   "metadata": {},
-   "source": [
-    "## 2. Daten laden & erste Sichtung"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "9a54f1a6",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Shape: (18396, 22)\n"
-     ]
-    },
-    {
-     "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>Unnamed: 0</th>\n",
-       "      <th>Suburb</th>\n",
-       "      <th>Address</th>\n",
-       "      <th>Rooms</th>\n",
-       "      <th>Type</th>\n",
-       "      <th>Price</th>\n",
-       "      <th>Method</th>\n",
-       "      <th>SellerG</th>\n",
-       "      <th>Date</th>\n",
-       "      <th>Distance</th>\n",
-       "      <th>Postcode</th>\n",
-       "      <th>Bedroom2</th>\n",
-       "      <th>Bathroom</th>\n",
-       "      <th>Car</th>\n",
-       "      <th>Landsize</th>\n",
-       "      <th>BuildingArea</th>\n",
-       "      <th>YearBuilt</th>\n",
-       "      <th>CouncilArea</th>\n",
-       "      <th>Lattitude</th>\n",
-       "      <th>Longtitude</th>\n",
-       "      <th>Regionname</th>\n",
-       "      <th>Propertycount</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>Abbotsford</td>\n",
-       "      <td>85 Turner St</td>\n",
-       "      <td>2</td>\n",
-       "      <td>h</td>\n",
-       "      <td>1480000.0</td>\n",
-       "      <td>S</td>\n",
-       "      <td>Biggin</td>\n",
-       "      <td>3/12/2016</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>3067.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>202.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Yarra</td>\n",
-       "      <td>-37.7996</td>\n",
-       "      <td>144.9984</td>\n",
-       "      <td>Northern Metropolitan</td>\n",
-       "      <td>4019.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>Abbotsford</td>\n",
-       "      <td>25 Bloomburg St</td>\n",
-       "      <td>2</td>\n",
-       "      <td>h</td>\n",
-       "      <td>1035000.0</td>\n",
-       "      <td>S</td>\n",
-       "      <td>Biggin</td>\n",
-       "      <td>4/02/2016</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>3067.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>156.0</td>\n",
-       "      <td>79.0</td>\n",
-       "      <td>1900.0</td>\n",
-       "      <td>Yarra</td>\n",
-       "      <td>-37.8079</td>\n",
-       "      <td>144.9934</td>\n",
-       "      <td>Northern Metropolitan</td>\n",
-       "      <td>4019.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>4</td>\n",
-       "      <td>Abbotsford</td>\n",
-       "      <td>5 Charles St</td>\n",
-       "      <td>3</td>\n",
-       "      <td>h</td>\n",
-       "      <td>1465000.0</td>\n",
-       "      <td>SP</td>\n",
-       "      <td>Biggin</td>\n",
-       "      <td>4/03/2017</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>3067.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>134.0</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>1900.0</td>\n",
-       "      <td>Yarra</td>\n",
-       "      <td>-37.8093</td>\n",
-       "      <td>144.9944</td>\n",
-       "      <td>Northern Metropolitan</td>\n",
-       "      <td>4019.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>5</td>\n",
-       "      <td>Abbotsford</td>\n",
-       "      <td>40 Federation La</td>\n",
-       "      <td>3</td>\n",
-       "      <td>h</td>\n",
-       "      <td>850000.0</td>\n",
-       "      <td>PI</td>\n",
-       "      <td>Biggin</td>\n",
-       "      <td>4/03/2017</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>3067.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>94.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Yarra</td>\n",
-       "      <td>-37.7969</td>\n",
-       "      <td>144.9969</td>\n",
-       "      <td>Northern Metropolitan</td>\n",
-       "      <td>4019.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>6</td>\n",
-       "      <td>Abbotsford</td>\n",
-       "      <td>55a Park St</td>\n",
-       "      <td>4</td>\n",
-       "      <td>h</td>\n",
-       "      <td>1600000.0</td>\n",
-       "      <td>VB</td>\n",
-       "      <td>Nelson</td>\n",
-       "      <td>4/06/2016</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>3067.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>120.0</td>\n",
-       "      <td>142.0</td>\n",
-       "      <td>2014.0</td>\n",
-       "      <td>Yarra</td>\n",
-       "      <td>-37.8072</td>\n",
-       "      <td>144.9941</td>\n",
-       "      <td>Northern Metropolitan</td>\n",
-       "      <td>4019.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Unnamed: 0      Suburb           Address  Rooms Type      Price Method SellerG       Date  Distance  Postcode  Bedroom2  Bathroom  Car  Landsize  BuildingArea  YearBuilt CouncilArea  Lattitude  \\\n",
-       "0           1  Abbotsford      85 Turner St      2    h  1480000.0      S  Biggin  3/12/2016       2.5    3067.0       2.0       1.0  1.0     202.0           NaN        NaN       Yarra   -37.7996   \n",
-       "1           2  Abbotsford   25 Bloomburg St      2    h  1035000.0      S  Biggin  4/02/2016       2.5    3067.0       2.0       1.0  0.0     156.0          79.0     1900.0       Yarra   -37.8079   \n",
-       "2           4  Abbotsford      5 Charles St      3    h  1465000.0     SP  Biggin  4/03/2017       2.5    3067.0       3.0       2.0  0.0     134.0         150.0     1900.0       Yarra   -37.8093   \n",
-       "3           5  Abbotsford  40 Federation La      3    h   850000.0     PI  Biggin  4/03/2017       2.5    3067.0       3.0       2.0  1.0      94.0           NaN        NaN       Yarra   -37.7969   \n",
-       "4           6  Abbotsford       55a Park St      4    h  1600000.0     VB  Nelson  4/06/2016       2.5    3067.0       3.0       1.0  2.0     120.0         142.0     2014.0       Yarra   -37.8072   \n",
-       "\n",
-       "   Longtitude             Regionname  Propertycount  \n",
-       "0    144.9984  Northern Metropolitan         4019.0  \n",
-       "1    144.9934  Northern Metropolitan         4019.0  \n",
-       "2    144.9944  Northern Metropolitan         4019.0  \n",
-       "3    144.9969  Northern Metropolitan         4019.0  \n",
-       "4    144.9941  Northern Metropolitan         4019.0  "
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df = pd.read_csv(DATA_PATH)\n",
-    "print(f'Shape: {df.shape}')\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "8f52d4e6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 18396 entries, 0 to 18395\n",
-      "Data columns (total 22 columns):\n",
-      " #   Column         Non-Null Count  Dtype  \n",
-      "---  ------         --------------  -----  \n",
-      " 0   Unnamed: 0     18396 non-null  int64  \n",
-      " 1   Suburb         18396 non-null  object \n",
-      " 2   Address        18396 non-null  object \n",
-      " 3   Rooms          18396 non-null  int64  \n",
-      " 4   Type           18396 non-null  object \n",
-      " 5   Price          18396 non-null  float64\n",
-      " 6   Method         18396 non-null  object \n",
-      " 7   SellerG        18396 non-null  object \n",
-      " 8   Date           18396 non-null  object \n",
-      " 9   Distance       18395 non-null  float64\n",
-      " 10  Postcode       18395 non-null  float64\n",
-      " 11  Bedroom2       14927 non-null  float64\n",
-      " 12  Bathroom       14925 non-null  float64\n",
-      " 13  Car            14820 non-null  float64\n",
-      " 14  Landsize       13603 non-null  float64\n",
-      " 15  BuildingArea   7762 non-null   float64\n",
-      " 16  YearBuilt      8958 non-null   float64\n",
-      " 17  CouncilArea    12233 non-null  object \n",
-      " 18  Lattitude      15064 non-null  float64\n",
-      " 19  Longtitude     15064 non-null  float64\n",
-      " 20  Regionname     18395 non-null  object \n",
-      " 21  Propertycount  18395 non-null  float64\n",
-      "dtypes: float64(12), int64(2), object(8)\n",
-      "memory usage: 3.1+ MB\n"
-     ]
-    }
-   ],
-   "source": [
-    "df.info()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "284ec9d1",
-   "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>count</th>\n",
-       "      <th>unique</th>\n",
-       "      <th>top</th>\n",
-       "      <th>freq</th>\n",
-       "      <th>mean</th>\n",
-       "      <th>std</th>\n",
-       "      <th>min</th>\n",
-       "      <th>25%</th>\n",
-       "      <th>50%</th>\n",
-       "      <th>75%</th>\n",
-       "      <th>max</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>Unnamed: 0</th>\n",
-       "      <td>18396.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>11826.787073</td>\n",
-       "      <td>6800.710448</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>5936.75</td>\n",
-       "      <td>11820.5</td>\n",
-       "      <td>17734.25</td>\n",
-       "      <td>23546.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Suburb</th>\n",
-       "      <td>18396</td>\n",
-       "      <td>330</td>\n",
-       "      <td>Reservoir</td>\n",
-       "      <td>541</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Address</th>\n",
-       "      <td>18396</td>\n",
-       "      <td>18134</td>\n",
-       "      <td>16 Smith St</td>\n",
-       "      <td>3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Rooms</th>\n",
-       "      <td>18396.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.93504</td>\n",
-       "      <td>0.958202</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>12.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Type</th>\n",
-       "      <td>18396</td>\n",
-       "      <td>3</td>\n",
-       "      <td>h</td>\n",
-       "      <td>12095</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Price</th>\n",
-       "      <td>18396.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1056697.460915</td>\n",
-       "      <td>641921.66671</td>\n",
-       "      <td>85000.0</td>\n",
-       "      <td>633000.0</td>\n",
-       "      <td>880000.0</td>\n",
-       "      <td>1302000.0</td>\n",
-       "      <td>9000000.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Method</th>\n",
-       "      <td>18396</td>\n",
-       "      <td>5</td>\n",
-       "      <td>S</td>\n",
-       "      <td>12034</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SellerG</th>\n",
-       "      <td>18396</td>\n",
-       "      <td>305</td>\n",
-       "      <td>Nelson</td>\n",
-       "      <td>2002</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Date</th>\n",
-       "      <td>18396</td>\n",
-       "      <td>58</td>\n",
-       "      <td>27/05/2017</td>\n",
-       "      <td>610</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Distance</th>\n",
-       "      <td>18395.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>10.389986</td>\n",
-       "      <td>6.00905</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>6.3</td>\n",
-       "      <td>9.7</td>\n",
-       "      <td>13.3</td>\n",
-       "      <td>48.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Postcode</th>\n",
-       "      <td>18395.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3107.140147</td>\n",
-       "      <td>95.000995</td>\n",
-       "      <td>3000.0</td>\n",
-       "      <td>3046.0</td>\n",
-       "      <td>3085.0</td>\n",
-       "      <td>3149.0</td>\n",
-       "      <td>3978.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Bedroom2</th>\n",
-       "      <td>14927.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.913043</td>\n",
-       "      <td>0.964641</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>20.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Bathroom</th>\n",
-       "      <td>14925.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.538492</td>\n",
-       "      <td>0.689311</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>8.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Car</th>\n",
-       "      <td>14820.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.61552</td>\n",
-       "      <td>0.955916</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>10.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Landsize</th>\n",
-       "      <td>13603.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>558.116371</td>\n",
-       "      <td>3987.326586</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>176.5</td>\n",
-       "      <td>440.0</td>\n",
-       "      <td>651.0</td>\n",
-       "      <td>433014.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BuildingArea</th>\n",
-       "      <td>7762.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>151.220219</td>\n",
-       "      <td>519.188596</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>93.0</td>\n",
-       "      <td>126.0</td>\n",
-       "      <td>174.0</td>\n",
-       "      <td>44515.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>YearBuilt</th>\n",
-       "      <td>8958.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1965.879996</td>\n",
-       "      <td>37.013261</td>\n",
-       "      <td>1196.0</td>\n",
-       "      <td>1950.0</td>\n",
-       "      <td>1970.0</td>\n",
-       "      <td>2000.0</td>\n",
-       "      <td>2018.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CouncilArea</th>\n",
-       "      <td>12233</td>\n",
-       "      <td>33</td>\n",
-       "      <td>Moreland</td>\n",
-       "      <td>1163</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Lattitude</th>\n",
-       "      <td>15064.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-37.809849</td>\n",
-       "      <td>0.081152</td>\n",
-       "      <td>-38.18255</td>\n",
-       "      <td>-37.8581</td>\n",
-       "      <td>-37.803625</td>\n",
-       "      <td>-37.75627</td>\n",
-       "      <td>-37.40853</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Longtitude</th>\n",
-       "      <td>15064.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>144.996338</td>\n",
-       "      <td>0.106375</td>\n",
-       "      <td>144.43181</td>\n",
-       "      <td>144.931193</td>\n",
-       "      <td>145.00092</td>\n",
-       "      <td>145.06</td>\n",
-       "      <td>145.52635</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Regionname</th>\n",
-       "      <td>18395</td>\n",
-       "      <td>8</td>\n",
-       "      <td>Southern Metropolitan</td>\n",
-       "      <td>6343</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Propertycount</th>\n",
-       "      <td>18395.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>7517.975265</td>\n",
-       "      <td>4488.416599</td>\n",
-       "      <td>249.0</td>\n",
-       "      <td>4294.0</td>\n",
-       "      <td>6567.0</td>\n",
-       "      <td>10331.0</td>\n",
-       "      <td>21650.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                 count unique                    top   freq            mean           std        min         25%        50%        75%        max\n",
-       "Unnamed: 0     18396.0    NaN                    NaN    NaN    11826.787073   6800.710448        1.0     5936.75    11820.5   17734.25    23546.0\n",
-       "Suburb           18396    330              Reservoir    541             NaN           NaN        NaN         NaN        NaN        NaN        NaN\n",
-       "Address          18396  18134            16 Smith St      3             NaN           NaN        NaN         NaN        NaN        NaN        NaN\n",
-       "Rooms          18396.0    NaN                    NaN    NaN         2.93504      0.958202        1.0         2.0        3.0        3.0       12.0\n",
-       "Type             18396      3                      h  12095             NaN           NaN        NaN         NaN        NaN        NaN        NaN\n",
-       "Price          18396.0    NaN                    NaN    NaN  1056697.460915  641921.66671    85000.0    633000.0   880000.0  1302000.0  9000000.0\n",
-       "Method           18396      5                      S  12034             NaN           NaN        NaN         NaN        NaN        NaN        NaN\n",
-       "SellerG          18396    305                 Nelson   2002             NaN           NaN        NaN         NaN        NaN        NaN        NaN\n",
-       "Date             18396     58             27/05/2017    610             NaN           NaN        NaN         NaN        NaN        NaN        NaN\n",
-       "Distance       18395.0    NaN                    NaN    NaN       10.389986       6.00905        0.0         6.3        9.7       13.3       48.1\n",
-       "Postcode       18395.0    NaN                    NaN    NaN     3107.140147     95.000995     3000.0      3046.0     3085.0     3149.0     3978.0\n",
-       "Bedroom2       14927.0    NaN                    NaN    NaN        2.913043      0.964641        0.0         2.0        3.0        3.0       20.0\n",
-       "Bathroom       14925.0    NaN                    NaN    NaN        1.538492      0.689311        0.0         1.0        1.0        2.0        8.0\n",
-       "Car            14820.0    NaN                    NaN    NaN         1.61552      0.955916        0.0         1.0        2.0        2.0       10.0\n",
-       "Landsize       13603.0    NaN                    NaN    NaN      558.116371   3987.326586        0.0       176.5      440.0      651.0   433014.0\n",
-       "BuildingArea    7762.0    NaN                    NaN    NaN      151.220219    519.188596        0.0        93.0      126.0      174.0    44515.0\n",
-       "YearBuilt       8958.0    NaN                    NaN    NaN     1965.879996     37.013261     1196.0      1950.0     1970.0     2000.0     2018.0\n",
-       "CouncilArea      12233     33               Moreland   1163             NaN           NaN        NaN         NaN        NaN        NaN        NaN\n",
-       "Lattitude      15064.0    NaN                    NaN    NaN      -37.809849      0.081152  -38.18255    -37.8581 -37.803625  -37.75627  -37.40853\n",
-       "Longtitude     15064.0    NaN                    NaN    NaN      144.996338      0.106375  144.43181  144.931193  145.00092     145.06  145.52635\n",
-       "Regionname       18395      8  Southern Metropolitan   6343             NaN           NaN        NaN         NaN        NaN        NaN        NaN\n",
-       "Propertycount  18395.0    NaN                    NaN    NaN     7517.975265   4488.416599      249.0      4294.0     6567.0    10331.0    21650.0"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.describe(include='all').transpose()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "8dc59d74",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Unnamed: 0       18396\n",
-       "Address          18134\n",
-       "Longtitude        8168\n",
-       "Lattitude         7518\n",
-       "Price             2470\n",
-       "Landsize          1449\n",
-       "BuildingArea       613\n",
-       "Suburb             330\n",
-       "Propertycount      324\n",
-       "SellerG            305\n",
-       "Distance           210\n",
-       "Postcode           205\n",
-       "YearBuilt          144\n",
-       "Date                58\n",
-       "CouncilArea         33\n",
-       "Bedroom2            12\n",
-       "Car                 11\n",
-       "Rooms               11\n",
-       "Bathroom             9\n",
-       "Regionname           8\n",
-       "Method               5\n",
-       "Type                 3\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Anzahl unique Werte pro Spalte – wichtig für Encoding-Entscheidungen\n",
-    "df.nunique().sort_values(ascending=False)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7262acc9",
-   "metadata": {},
-   "source": [
-    "## 3. Profiling-Report\n",
-    "\n",
-    "`ydata-profiling` generiert einen umfassenden HTML-Report.\n",
-    "Bei ~13k Zeilen dauert das ein paar Sekunden."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "90d4c058",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_168904/2895230826.py:1: DeprecationWarning: \n",
-      "    `import ydata_profiling` is deprecated and will not receive more updates. \n",
-      "    Please install fg-data-profiling via `pip install fg-data-profiling` and use `import data_profiling` instead.\n",
-      "    \n",
-      "  from ydata_profiling import ProfileReport\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "2c48579dacb347a39be9fc92c2918fe1",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Summarize dataset:   0%|          | 0/5 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "  0%|                                                                                                                        | 0/22 [00:00<?, ?it/s]\u001b[A\n",
-      "  5%|█████                                                                                                           | 1/22 [00:00<00:03,  5.62it/s]\u001b[A\n",
-      " 41%|█████████████████████████████████████████████▊                                                                  | 9/22 [00:00<00:00, 32.49it/s]\u001b[A\n",
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-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "dbb926caf1584652bea5791eb61c7dd6",
-       "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": "bd31431be163402dbd5101098407fd09",
-       "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;meta charset=utf-8&gt;&lt;meta content=&quot;width=device-width,initial-scale=1,shrink-to-fit=no&quot; name=viewport&gt;&lt;meta content=&quot;Profile report generated by YData! Visit us at https://ydata.ai&quot; name=description&gt;&lt;meta content=&quot;YData and the open source community.&quot; name=author&gt;&lt;meta content=&quot;YData Profiling v4.18.4&quot; name=generator&gt;&lt;meta content=https://github.com/ydataai/ydata-profiling name=url&gt;&lt;meta content=&quot;2026-05-21 13:11:54.018242&quot; name=date&gt;&lt;title&gt;Melbourne Housing – Profiling&lt;/title&gt;&lt;style&gt;@charset &quot;UTF-8&quot;;/*!\n",
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-       " * Copyright 2011-2024 The Bootstrap Authors\n",
-       " * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n",
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.btn{color:var(--bs-btn-disabled-color);pointer-events:none;background-color:var(--bs-btn-disabled-bg);border-color:var(--bs-btn-disabled-border-color);opacity:var(--bs-btn-disabled-opacity)}.btn-primary{--bs-btn-color:#fff;--bs-btn-bg:#0d6efd;--bs-btn-border-color:#0d6efd;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#0b5ed7;--bs-btn-hover-border-color:#0a58ca;--bs-btn-focus-shadow-rgb:49,132,253;--bs-btn-active-color:#fff;--bs-btn-active-bg:#0a58ca;--bs-btn-active-border-color:#0a53be;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#fff;--bs-btn-disabled-bg:#0d6efd;--bs-btn-disabled-border-color:#0d6efd}.btn-secondary{--bs-btn-color:#fff;--bs-btn-bg:#6c757d;--bs-btn-border-color:#6c757d;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#5c636a;--bs-btn-hover-border-color:#565e64;--bs-btn-focus-shadow-rgb:130,138,145;--bs-btn-active-color:#fff;--bs-btn-active-bg:#565e64;--bs-btn-active-border-color:#51585e;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#fff;--bs-btn-disabled-bg:#6c757d;--bs-btn-disabled-border-color:#6c757d}.btn-success{--bs-btn-color:#fff;--bs-btn-bg:#198754;--bs-btn-border-color:#198754;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#157347;--bs-btn-hover-border-color:#146c43;--bs-btn-focus-shadow-rgb:60,153,110;--bs-btn-active-color:#fff;--bs-btn-active-bg:#146c43;--bs-btn-active-border-color:#13653f;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#fff;--bs-btn-disabled-bg:#198754;--bs-btn-disabled-border-color:#198754}.btn-info{--bs-btn-color:#000;--bs-btn-bg:#0dcaf0;--bs-btn-border-color:#0dcaf0;--bs-btn-hover-color:#000;--bs-btn-hover-bg:#31d2f2;--bs-btn-hover-border-color:#25cff2;--bs-btn-focus-shadow-rgb:11,172,204;--bs-btn-active-color:#000;--bs-btn-active-bg:#3dd5f3;--bs-btn-active-border-color:#25cff2;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#000;--bs-btn-disabled-bg:#0dcaf0;--bs-btn-disabled-border-color:#0dcaf0}.btn-warning{--bs-btn-color:#000;--bs-btn-bg:#ffc107;--bs-btn-border-color:#ffc107;--bs-btn-hover-color:#000;--bs-btn-hover-bg:#ffca2c;--bs-btn-hover-border-color:#ffc720;--bs-btn-focus-shadow-rgb:217,164,6;--bs-btn-active-color:#000;--bs-btn-active-bg:#ffcd39;--bs-btn-active-border-color:#ffc720;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#000;--bs-btn-disabled-bg:#ffc107;--bs-btn-disabled-border-color:#ffc107}.btn-danger{--bs-btn-color:#fff;--bs-btn-bg:#dc3545;--bs-btn-border-color:#dc3545;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#bb2d3b;--bs-btn-hover-border-color:#b02a37;--bs-btn-focus-shadow-rgb:225,83,97;--bs-btn-active-color:#fff;--bs-btn-active-bg:#b02a37;--bs-btn-active-border-color:#a52834;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#fff;--bs-btn-disabled-bg:#dc3545;--bs-btn-disabled-border-color:#dc3545}.btn-light{--bs-btn-color:#000;--bs-btn-bg:#f8f9fa;--bs-btn-border-color:#f8f9fa;--bs-btn-hover-color:#000;--bs-btn-hover-bg:#d3d4d5;--bs-btn-hover-border-color:#c6c7c8;--bs-btn-focus-shadow-rgb:211,212,213;--bs-btn-active-color:#000;--bs-btn-active-bg:#c6c7c8;--bs-btn-active-border-color:#babbbc;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#000;--bs-btn-disabled-bg:#f8f9fa;--bs-btn-disabled-border-color:#f8f9fa}.btn-dark{--bs-btn-color:#fff;--bs-btn-bg:#212529;--bs-btn-border-color:#212529;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#424649;--bs-btn-hover-border-color:#373b3e;--bs-btn-focus-shadow-rgb:66,70,73;--bs-btn-active-color:#fff;--bs-btn-active-bg:#4d5154;--bs-btn-active-border-color:#373b3e;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#fff;--bs-btn-disabled-bg:#212529;--bs-btn-disabled-border-color:#212529}.btn-outline-primary{--bs-btn-color:#0d6efd;--bs-btn-border-color:#0d6efd;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#0d6efd;--bs-btn-hover-border-color:#0d6efd;--bs-btn-focus-shadow-rgb:13,110,253;--bs-btn-active-color:#fff;--bs-btn-active-bg:#0d6efd;--bs-btn-active-border-color:#0d6efd;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#0d6efd;--bs-btn-disabled-bg:transparent;--bs-btn-disabled-border-color:#0d6efd;--bs-gradient:none}.btn-outline-secondary{--bs-btn-color:#6c757d;--bs-btn-border-color:#6c757d;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#6c757d;--bs-btn-hover-border-color:#6c757d;--bs-btn-focus-shadow-rgb:108,117,125;--bs-btn-active-color:#fff;--bs-btn-active-bg:#6c757d;--bs-btn-active-border-color:#6c757d;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#6c757d;--bs-btn-disabled-bg:transparent;--bs-btn-disabled-border-color:#6c757d;--bs-gradient:none}.btn-outline-success{--bs-btn-color:#198754;--bs-btn-border-color:#198754;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#198754;--bs-btn-hover-border-color:#198754;--bs-btn-focus-shadow-rgb:25,135,84;--bs-btn-active-color:#fff;--bs-btn-active-bg:#198754;--bs-btn-active-border-color:#198754;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#198754;--bs-btn-disabled-bg:transparent;--bs-btn-disabled-border-color:#198754;--bs-gradient:none}.btn-outline-info{--bs-btn-color:#0dcaf0;--bs-btn-border-color:#0dcaf0;--bs-btn-hover-color:#000;--bs-btn-hover-bg:#0dcaf0;--bs-btn-hover-border-color:#0dcaf0;--bs-btn-focus-shadow-rgb:13,202,240;--bs-btn-active-color:#000;--bs-btn-active-bg:#0dcaf0;--bs-btn-active-border-color:#0dcaf0;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#0dcaf0;--bs-btn-disabled-bg:transparent;--bs-btn-disabled-border-color:#0dcaf0;--bs-gradient:none}.btn-outline-warning{--bs-btn-color:#ffc107;--bs-btn-border-color:#ffc107;--bs-btn-hover-color:#000;--bs-btn-hover-bg:#ffc107;--bs-btn-hover-border-color:#ffc107;--bs-btn-focus-shadow-rgb:255,193,7;--bs-btn-active-color:#000;--bs-btn-active-bg:#ffc107;--bs-btn-active-border-color:#ffc107;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#ffc107;--bs-btn-disabled-bg:transparent;--bs-btn-disabled-border-color:#ffc107;--bs-gradient:none}.btn-outline-danger{--bs-btn-color:#dc3545;--bs-btn-border-color:#dc3545;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#dc3545;--bs-btn-hover-border-color:#dc3545;--bs-btn-focus-shadow-rgb:220,53,69;--bs-btn-active-color:#fff;--bs-btn-active-bg:#dc3545;--bs-btn-active-border-color:#dc3545;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#dc3545;--bs-btn-disabled-bg:transparent;--bs-btn-disabled-border-color:#dc3545;--bs-gradient:none}.btn-outline-light{--bs-btn-color:#f8f9fa;--bs-btn-border-color:#f8f9fa;--bs-btn-hover-color:#000;--bs-btn-hover-bg:#f8f9fa;--bs-btn-hover-border-color:#f8f9fa;--bs-btn-focus-shadow-rgb:248,249,250;--bs-btn-active-color:#000;--bs-btn-active-bg:#f8f9fa;--bs-btn-active-border-color:#f8f9fa;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#f8f9fa;--bs-btn-disabled-bg:transparent;--bs-btn-disabled-border-color:#f8f9fa;--bs-gradient:none}.btn-outline-dark{--bs-btn-color:#212529;--bs-btn-border-color:#212529;--bs-btn-hover-color:#fff;--bs-btn-hover-bg:#212529;--bs-btn-hover-border-color:#212529;--bs-btn-focus-shadow-rgb:33,37,41;--bs-btn-active-color:#fff;--bs-btn-active-bg:#212529;--bs-btn-active-border-color:#212529;--bs-btn-active-shadow:inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color:#212529;--bs-btn-disabled-bg:transparent;--bs-btn-disabled-border-color:#212529;--bs-gradient:none}.btn-link{--bs-btn-font-weight:400;--bs-btn-color:var(--bs-link-color);--bs-btn-bg:transparent;--bs-btn-border-color:transparent;--bs-btn-hover-color:var(--bs-link-hover-color);--bs-btn-hover-border-color:transparent;--bs-btn-active-color:var(--bs-link-hover-color);--bs-btn-active-border-color:transparent;--bs-btn-disabled-color:#6c757d;--bs-btn-disabled-border-color:transparent;--bs-btn-box-shadow:0 0 0 #000;--bs-btn-focus-shadow-rgb:49,132,253;text-decoration:underline}.btn-link:focus-visible{color:var(--bs-btn-color)}.btn-link:hover{color:var(--bs-btn-hover-color)}.btn-group-lg&gt;.btn,.btn-lg{--bs-btn-padding-y:0.5rem;--bs-btn-padding-x:1rem;--bs-btn-font-size:1.25rem;--bs-btn-border-radius:var(--bs-border-radius-lg)}.btn-group-sm&gt;.btn,.btn-sm{--bs-btn-padding-y:0.25rem;--bs-btn-padding-x:0.5rem;--bs-btn-font-size:0.875rem;--bs-btn-border-radius:var(--bs-border-radius-sm)}.fade{transition:opacity .15s linear}@media (prefers-reduced-motion:reduce){.fade{transition:none}}.fade:not(.show){opacity:0}.collapse:not(.show){display:none}.collapsing{height:0;overflow:hidden;transition:height .35s ease}@media (prefers-reduced-motion:reduce){.collapsing{transition:none}}.collapsing.collapse-horizontal{width:0;height:auto;transition:width .35s ease}@media (prefers-reduced-motion:reduce){.collapsing.collapse-horizontal{transition:none}}.dropdown,.dropdown-center,.dropend,.dropstart,.dropup,.dropup-center{position:relative}.dropdown-toggle{white-space:nowrap}.dropdown-toggle::after{display:inline-block;margin-left:.255em;vertical-align:.255em;content:&quot;&quot;;border-top:.3em solid;border-right:.3em solid transparent;border-bottom:0;border-left:.3em solid transparent}.dropdown-toggle:empty::after{margin-left:0}.dropdown-menu{--bs-dropdown-zindex:1000;--bs-dropdown-min-width:10rem;--bs-dropdown-padding-x:0;--bs-dropdown-padding-y:0.5rem;--bs-dropdown-spacer:0.125rem;--bs-dropdown-font-size:1rem;--bs-dropdown-color:var(--bs-body-color);--bs-dropdown-bg:var(--bs-body-bg);--bs-dropdown-border-color:var(--bs-border-color-translucent);--bs-dropdown-border-radius:var(--bs-border-radius);--bs-dropdown-border-width:var(--bs-border-width);--bs-dropdown-inner-border-radius:calc(var(--bs-border-radius) - 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(min-width:768px){.dropdown-menu-md-start{--bs-position:start}.dropdown-menu-md-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-md-end{--bs-position:end}.dropdown-menu-md-end[data-bs-popper]{right:0;left:auto}}@media (min-width:992px){.dropdown-menu-lg-start{--bs-position:start}.dropdown-menu-lg-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-lg-end{--bs-position:end}.dropdown-menu-lg-end[data-bs-popper]{right:0;left:auto}}@media (min-width:1200px){.dropdown-menu-xl-start{--bs-position:start}.dropdown-menu-xl-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-xl-end{--bs-position:end}.dropdown-menu-xl-end[data-bs-popper]{right:0;left:auto}}@media (min-width:1400px){.dropdown-menu-xxl-start{--bs-position:start}.dropdown-menu-xxl-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-xxl-end{--bs-position:end}.dropdown-menu-xxl-end[data-bs-popper]{right:0;left:auto}}.dropup .dropdown-menu[data-bs-popper]{top:auto;bottom:100%;margin-top:0;margin-bottom:var(--bs-dropdown-spacer)}.dropup .dropdown-toggle::after{display:inline-block;margin-left:.255em;vertical-align:.255em;content:&quot;&quot;;border-top:0;border-right:.3em solid transparent;border-bottom:.3em solid;border-left:.3em solid transparent}.dropup .dropdown-toggle:empty::after{margin-left:0}.dropend .dropdown-menu[data-bs-popper]{top:0;right:auto;left:100%;margin-top:0;margin-left:var(--bs-dropdown-spacer)}.dropend .dropdown-toggle::after{display:inline-block;margin-left:.255em;vertical-align:.255em;content:&quot;&quot;;border-top:.3em solid transparent;border-right:0;border-bottom:.3em solid transparent;border-left:.3em solid}.dropend .dropdown-toggle:empty::after{margin-left:0}.dropend .dropdown-toggle::after{vertical-align:0}.dropstart .dropdown-menu[data-bs-popper]{top:0;right:100%;left:auto;margin-top:0;margin-right:var(--bs-dropdown-spacer)}.dropstart 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var(--bs-dropdown-item-padding-x);clear:both;font-weight:400;color:var(--bs-dropdown-link-color);text-align:inherit;text-decoration:none;white-space:nowrap;background-color:transparent;border:0;border-radius:var(--bs-dropdown-item-border-radius,0)}.dropdown-item:focus,.dropdown-item:hover{color:var(--bs-dropdown-link-hover-color);background-color:var(--bs-dropdown-link-hover-bg)}.dropdown-item.active,.dropdown-item:active{color:var(--bs-dropdown-link-active-color);text-decoration:none;background-color:var(--bs-dropdown-link-active-bg)}.dropdown-item.disabled,.dropdown-item:disabled{color:var(--bs-dropdown-link-disabled-color);pointer-events:none;background-color:transparent}.dropdown-menu.show{display:block}.dropdown-header{display:block;padding:var(--bs-dropdown-header-padding-y) var(--bs-dropdown-header-padding-x);margin-bottom:0;font-size:.875rem;color:var(--bs-dropdown-header-color);white-space:nowrap}.dropdown-item-text{display:block;padding:var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);color:var(--bs-dropdown-link-color)}.dropdown-menu-dark{--bs-dropdown-color:#dee2e6;--bs-dropdown-bg:#343a40;--bs-dropdown-border-color:var(--bs-border-color-translucent);--bs-dropdown-box-shadow: ;--bs-dropdown-link-color:#dee2e6;--bs-dropdown-link-hover-color:#fff;--bs-dropdown-divider-bg:var(--bs-border-color-translucent);--bs-dropdown-link-hover-bg:rgba(255, 255, 255, 0.15);--bs-dropdown-link-active-color:#fff;--bs-dropdown-link-active-bg:#0d6efd;--bs-dropdown-link-disabled-color:#adb5bd;--bs-dropdown-header-color:#adb5bd}.btn-group,.btn-group-vertical{position:relative;display:inline-flex;vertical-align:middle}.btn-group-vertical&gt;.btn,.btn-group&gt;.btn{position:relative;flex:1 1 auto}.btn-group-vertical&gt;.btn-check:checked+.btn,.btn-group-vertical&gt;.btn-check:focus+.btn,.btn-group-vertical&gt;.btn.active,.btn-group-vertical&gt;.btn:active,.btn-group-vertical&gt;.btn:focus,.btn-group-vertical&gt;.btn:hover,.btn-group&gt;.btn-check:checked+.btn,.btn-group&gt;.btn-check:focus+.btn,.btn-group&gt;.btn.active,.btn-group&gt;.btn:active,.btn-group&gt;.btn:focus,.btn-group&gt;.btn:hover{z-index:1}.btn-toolbar{display:flex;flex-wrap:wrap;justify-content:flex-start}.btn-toolbar .input-group{width:auto}.btn-group{border-radius:var(--bs-border-radius)}.btn-group&gt;.btn-group:not(:first-child),.btn-group&gt;:not(.btn-check:first-child)+.btn{margin-left:calc(var(--bs-border-width) * -1)}.btn-group&gt;.btn-group:not(:last-child)&gt;.btn,.btn-group&gt;.btn.dropdown-toggle-split:first-child,.btn-group&gt;.btn:not(:last-child):not(.dropdown-toggle){border-top-right-radius:0;border-bottom-right-radius:0}.btn-group&gt;.btn-group:not(:first-child)&gt;.btn,.btn-group&gt;.btn:nth-child(n+3),.btn-group&gt;:not(.btn-check)+.btn{border-top-left-radius:0;border-bottom-left-radius:0}.dropdown-toggle-split{padding-right:.5625rem;padding-left:.5625rem}.dropdown-toggle-split::after,.dropend .dropdown-toggle-split::after,.dropup .dropdown-toggle-split::after{margin-left:0}.dropstart .dropdown-toggle-split::before{margin-right:0}.btn-group-sm&gt;.btn+.dropdown-toggle-split,.btn-sm+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-group-lg&gt;.btn+.dropdown-toggle-split,.btn-lg+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;align-items:flex-start;justify-content:center}.btn-group-vertical&gt;.btn,.btn-group-vertical&gt;.btn-group{width:100%}.btn-group-vertical&gt;.btn-group:not(:first-child),.btn-group-vertical&gt;.btn:not(:first-child){margin-top:calc(var(--bs-border-width) * -1)}.btn-group-vertical&gt;.btn-group:not(:last-child)&gt;.btn,.btn-group-vertical&gt;.btn:not(:last-child):not(.dropdown-toggle){border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical&gt;.btn-group:not(:first-child)&gt;.btn,.btn-group-vertical&gt;.btn~.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x:1rem;--bs-nav-link-padding-y:0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color:var(--bs-link-color);--bs-nav-link-hover-color:var(--bs-link-hover-color);--bs-nav-link-disabled-color:var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding-left:0;margin-bottom:0;list-style:none}.nav-link{display:block;padding:var(--bs-nav-link-padding-y) var(--bs-nav-link-padding-x);font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);color:var(--bs-nav-link-color);text-decoration:none;background:0 0;border:0;transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out}@media (prefers-reduced-motion:reduce){.nav-link{transition:none}}.nav-link:focus,.nav-link:hover{color:var(--bs-nav-link-hover-color)}.nav-link:focus-visible{outline:0;box-shadow:0 0 0 .25rem rgba(13,110,253,.25)}.nav-link.disabled,.nav-link:disabled{color:var(--bs-nav-link-disabled-color);pointer-events:none;cursor:default}.nav-tabs{--bs-nav-tabs-border-width:var(--bs-border-width);--bs-nav-tabs-border-color:var(--bs-border-color);--bs-nav-tabs-border-radius:var(--bs-border-radius);--bs-nav-tabs-link-hover-border-color:var(--bs-secondary-bg) var(--bs-secondary-bg) var(--bs-border-color);--bs-nav-tabs-link-active-color:var(--bs-emphasis-color);--bs-nav-tabs-link-active-bg:var(--bs-body-bg);--bs-nav-tabs-link-active-border-color:var(--bs-border-color) var(--bs-border-color) var(--bs-body-bg);border-bottom:var(--bs-nav-tabs-border-width) solid var(--bs-nav-tabs-border-color)}.nav-tabs .nav-link{margin-bottom:calc(-1 * var(--bs-nav-tabs-border-width));border:var(--bs-nav-tabs-border-width) solid transparent;border-top-left-radius:var(--bs-nav-tabs-border-radius);border-top-right-radius:var(--bs-nav-tabs-border-radius)}.nav-tabs .nav-link:focus,.nav-tabs .nav-link:hover{isolation:isolate;border-color:var(--bs-nav-tabs-link-hover-border-color)}.nav-tabs .nav-item.show .nav-link,.nav-tabs .nav-link.active{color:var(--bs-nav-tabs-link-active-color);background-color:var(--bs-nav-tabs-link-active-bg);border-color:var(--bs-nav-tabs-link-active-border-color)}.nav-tabs .dropdown-menu{margin-top:calc(-1 * var(--bs-nav-tabs-border-width));border-top-left-radius:0;border-top-right-radius:0}.nav-pills{--bs-nav-pills-border-radius:var(--bs-border-radius);--bs-nav-pills-link-active-color:#fff;--bs-nav-pills-link-active-bg:#0d6efd}.nav-pills .nav-link{border-radius:var(--bs-nav-pills-border-radius)}.nav-pills .nav-link.active,.nav-pills .show&gt;.nav-link{color:var(--bs-nav-pills-link-active-color);background-color:var(--bs-nav-pills-link-active-bg)}.nav-underline{--bs-nav-underline-gap:1rem;--bs-nav-underline-border-width:0.125rem;--bs-nav-underline-link-active-color:var(--bs-emphasis-color);gap:var(--bs-nav-underline-gap)}.nav-underline .nav-link{padding-right:0;padding-left:0;border-bottom:var(--bs-nav-underline-border-width) solid transparent}.nav-underline .nav-link:focus,.nav-underline .nav-link:hover{border-bottom-color:currentcolor}.nav-underline .nav-link.active,.nav-underline .show&gt;.nav-link{font-weight:700;color:var(--bs-nav-underline-link-active-color);border-bottom-color:currentcolor}.nav-fill .nav-item,.nav-fill&gt;.nav-link{flex:1 1 auto;text-align:center}.nav-justified .nav-item,.nav-justified&gt;.nav-link{flex-basis:0;flex-grow:1;text-align:center}.nav-fill .nav-item .nav-link,.nav-justified .nav-item 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0%;margin-bottom:0}.card-group&gt;.card+.card{margin-left:0;border-left:0}.card-group&gt;.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group&gt;.card:not(:last-child) .card-header,.card-group&gt;.card:not(:last-child) .card-img-top{border-top-right-radius:0}.card-group&gt;.card:not(:last-child) .card-footer,.card-group&gt;.card:not(:last-child) .card-img-bottom{border-bottom-right-radius:0}.card-group&gt;.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group&gt;.card:not(:first-child) .card-header,.card-group&gt;.card:not(:first-child) .card-img-top{border-top-left-radius:0}.card-group&gt;.card:not(:first-child) .card-footer,.card-group&gt;.card:not(:first-child) .card-img-bottom{border-bottom-left-radius:0}}.accordion{--bs-accordion-color:var(--bs-body-color);--bs-accordion-bg:var(--bs-body-bg);--bs-accordion-transition:color 0.15s ease-in-out,background-color 0.15s ease-in-out,border-color 0.15s 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;--bs-breadcrumb-divider-color:var(--bs-secondary-color);--bs-breadcrumb-item-padding-x:0.5rem;--bs-breadcrumb-item-active-color:var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, &quot;/&quot;)}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x:0.75rem;--bs-pagination-padding-y:0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color:var(--bs-link-color);--bs-pagination-bg:var(--bs-body-bg);--bs-pagination-border-width:var(--bs-border-width);--bs-pagination-border-color:var(--bs-border-color);--bs-pagination-border-radius:var(--bs-border-radius);--bs-pagination-hover-color:var(--bs-link-hover-color);--bs-pagination-hover-bg:var(--bs-tertiary-bg);--bs-pagination-hover-border-color:var(--bs-border-color);--bs-pagination-focus-color:var(--bs-link-hover-color);--bs-pagination-focus-bg:var(--bs-secondary-bg);--bs-pagination-focus-box-shadow:0 0 0 0.25rem rgba(13, 110, 253, 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.page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x:1.5rem;--bs-pagination-padding-y:0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius:var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x:0.5rem;--bs-pagination-padding-y:0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius:var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x:0.65em;--bs-badge-padding-y:0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight:700;--bs-badge-color:#fff;--bs-badge-border-radius:var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) 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1rem}.alert-primary{--bs-alert-color:var(--bs-primary-text-emphasis);--bs-alert-bg:var(--bs-primary-bg-subtle);--bs-alert-border-color:var(--bs-primary-border-subtle);--bs-alert-link-color:var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color:var(--bs-secondary-text-emphasis);--bs-alert-bg:var(--bs-secondary-bg-subtle);--bs-alert-border-color:var(--bs-secondary-border-subtle);--bs-alert-link-color:var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color:var(--bs-success-text-emphasis);--bs-alert-bg:var(--bs-success-bg-subtle);--bs-alert-border-color:var(--bs-success-border-subtle);--bs-alert-link-color:var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color:var(--bs-info-text-emphasis);--bs-alert-bg:var(--bs-info-bg-subtle);--bs-alert-border-color:var(--bs-info-border-subtle);--bs-alert-link-color:var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color:var(--bs-warning-text-emphasis);--bs-alert-bg:var(--bs-warning-bg-subtle);--bs-alert-border-color:var(--bs-warning-border-subtle);--bs-alert-link-color:var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color:var(--bs-danger-text-emphasis);--bs-alert-bg:var(--bs-danger-bg-subtle);--bs-alert-border-color:var(--bs-danger-border-subtle);--bs-alert-link-color:var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color:var(--bs-light-text-emphasis);--bs-alert-bg:var(--bs-light-bg-subtle);--bs-alert-border-color:var(--bs-light-border-subtle);--bs-alert-link-color:var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color:var(--bs-dark-text-emphasis);--bs-alert-bg:var(--bs-dark-bg-subtle);--bs-alert-border-color:var(--bs-dark-border-subtle);--bs-alert-link-color:var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height:1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg:var(--bs-secondary-bg);--bs-progress-border-radius:var(--bs-border-radius);--bs-progress-box-shadow:var(--bs-box-shadow-inset);--bs-progress-bar-color:#fff;--bs-progress-bar-bg:#0d6efd;--bs-progress-bar-transition:width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media (prefers-reduced-motion:reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 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var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row}.list-group-horizontal&gt;.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal&gt;.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal&gt;.list-group-item.active{margin-top:0}.list-group-horizontal&gt;.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal&gt;.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media (min-width:576px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm&gt;.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm&gt;.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm&gt;.list-group-item.active{margin-top:0}.list-group-horizontal-sm&gt;.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm&gt;.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media (min-width:768px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md&gt;.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md&gt;.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md&gt;.list-group-item.active{margin-top:0}.list-group-horizontal-md&gt;.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md&gt;.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media (min-width:992px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg&gt;.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg&gt;.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg&gt;.list-group-item.active{margin-top:0}.list-group-horizontal-lg&gt;.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg&gt;.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media (min-width:1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl&gt;.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl&gt;.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl&gt;.list-group-item.active{margin-top:0}.list-group-horizontal-xl&gt;.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl&gt;.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media (min-width:1400px){.list-group-horizontal-xxl{flex-direction:row}.list-group-horizontal-xxl&gt;.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl&gt;.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl&gt;.list-group-item.active{margin-top:0}.list-group-horizontal-xxl&gt;.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl&gt;.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush&gt;.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush&gt;.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color:var(--bs-primary-text-emphasis);--bs-list-group-bg:var(--bs-primary-bg-subtle);--bs-list-group-border-color:var(--bs-primary-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-primary-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-primary-border-subtle);--bs-list-group-active-color:var(--bs-primary-bg-subtle);--bs-list-group-active-bg:var(--bs-primary-text-emphasis);--bs-list-group-active-border-color:var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color:var(--bs-secondary-text-emphasis);--bs-list-group-bg:var(--bs-secondary-bg-subtle);--bs-list-group-border-color:var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-secondary-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-secondary-border-subtle);--bs-list-group-active-color:var(--bs-secondary-bg-subtle);--bs-list-group-active-bg:var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color:var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color:var(--bs-success-text-emphasis);--bs-list-group-bg:var(--bs-success-bg-subtle);--bs-list-group-border-color:var(--bs-success-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-success-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-success-border-subtle);--bs-list-group-active-color:var(--bs-success-bg-subtle);--bs-list-group-active-bg:var(--bs-success-text-emphasis);--bs-list-group-active-border-color:var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color:var(--bs-info-text-emphasis);--bs-list-group-bg:var(--bs-info-bg-subtle);--bs-list-group-border-color:var(--bs-info-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-info-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-info-border-subtle);--bs-list-group-active-color:var(--bs-info-bg-subtle);--bs-list-group-active-bg:var(--bs-info-text-emphasis);--bs-list-group-active-border-color:var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color:var(--bs-warning-text-emphasis);--bs-list-group-bg:var(--bs-warning-bg-subtle);--bs-list-group-border-color:var(--bs-warning-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-warning-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-warning-border-subtle);--bs-list-group-active-color:var(--bs-warning-bg-subtle);--bs-list-group-active-bg:var(--bs-warning-text-emphasis);--bs-list-group-active-border-color:var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color:var(--bs-danger-text-emphasis);--bs-list-group-bg:var(--bs-danger-bg-subtle);--bs-list-group-border-color:var(--bs-danger-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-danger-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-danger-border-subtle);--bs-list-group-active-color:var(--bs-danger-bg-subtle);--bs-list-group-active-bg:var(--bs-danger-text-emphasis);--bs-list-group-active-border-color:var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color:var(--bs-light-text-emphasis);--bs-list-group-bg:var(--bs-light-bg-subtle);--bs-list-group-border-color:var(--bs-light-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-light-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-light-border-subtle);--bs-list-group-active-color:var(--bs-light-bg-subtle);--bs-list-group-active-bg:var(--bs-light-text-emphasis);--bs-list-group-active-border-color:var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color:var(--bs-dark-text-emphasis);--bs-list-group-bg:var(--bs-dark-bg-subtle);--bs-list-group-border-color:var(--bs-dark-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-dark-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-dark-border-subtle);--bs-list-group-active-color:var(--bs-dark-bg-subtle);--bs-list-group-active-bg:var(--bs-dark-text-emphasis);--bs-list-group-active-border-color:var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color:#000;--bs-btn-close-bg:url(&quot;data:image/svg+xml,%3csvg xmlns=&#x27;http://www.w3.org/2000/svg&#x27; viewBox=&#x27;0 0 16 16&#x27; fill=&#x27;%23000&#x27;%3e%3cpath d=&#x27;M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z&#x27;/%3e%3c/svg%3e&quot;);--bs-btn-close-opacity:0.5;--bs-btn-close-hover-opacity:0.75;--bs-btn-close-focus-shadow:0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity:1;--bs-btn-close-disabled-opacity:0.25;--bs-btn-close-white-filter:invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:transparent var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close.disabled,.btn-close:disabled{pointer-events:none;-webkit-user-select:none;-moz-user-select:none;user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex:1090;--bs-toast-padding-x:0.75rem;--bs-toast-padding-y:0.5rem;--bs-toast-spacing:1.5rem;--bs-toast-max-width:350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg:rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-border-width:var(--bs-border-width);--bs-toast-border-color:var(--bs-border-color-translucent);--bs-toast-border-radius:var(--bs-border-radius);--bs-toast-box-shadow:var(--bs-box-shadow);--bs-toast-header-color:var(--bs-secondary-color);--bs-toast-header-bg:rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-header-border-color:var(--bs-border-color-translucent);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex:1090;position:absolute;z-index:var(--bs-toast-zindex);width:-webkit-max-content;width:-moz-max-content;width:max-content;max-width:100%;pointer-events:none}.toast-container&gt;:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-.5 * var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex:1055;--bs-modal-width:500px;--bs-modal-padding:1rem;--bs-modal-margin:0.5rem;--bs-modal-color: ;--bs-modal-bg:var(--bs-body-bg);--bs-modal-border-color:var(--bs-border-color-translucent);--bs-modal-border-width:var(--bs-border-width);--bs-modal-border-radius:var(--bs-border-radius-lg);--bs-modal-box-shadow:var(--bs-box-shadow-sm);--bs-modal-inner-border-radius:calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x:1rem;--bs-modal-header-padding-y:1rem;--bs-modal-header-padding:1rem 1rem;--bs-modal-header-border-color:var(--bs-border-color);--bs-modal-header-border-width:var(--bs-border-width);--bs-modal-title-line-height:1.5;--bs-modal-footer-gap:0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color:var(--bs-border-color);--bs-modal-footer-border-width:var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0,-50px)}@media (prefers-reduced-motion:reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static .modal-dialog{transform:scale(1.02)}.modal-dialog-scrollable{height:calc(100% - var(--bs-modal-margin) * 2)}.modal-dialog-scrollable .modal-content{max-height:100%;overflow:hidden}.modal-dialog-scrollable .modal-body{overflow-y:auto}.modal-dialog-centered{display:flex;align-items:center;min-height:calc(100% - var(--bs-modal-margin) * 2)}.modal-content{position:relative;display:flex;flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);border-radius:var(--bs-modal-border-radius);outline:0}.modal-backdrop{--bs-backdrop-zindex:1050;--bs-backdrop-bg:#000;--bs-backdrop-opacity:0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;flex-shrink:0;align-items:center;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color);border-top-left-radius:var(--bs-modal-inner-border-radius);border-top-right-radius:var(--bs-modal-inner-border-radius)}.modal-header .btn-close{padding:calc(var(--bs-modal-header-padding-y) * .5) calc(var(--bs-modal-header-padding-x) * .5);margin:calc(-.5 * var(--bs-modal-header-padding-y)) calc(-.5 * var(--bs-modal-header-padding-x)) calc(-.5 * var(--bs-modal-header-padding-y)) auto}.modal-title{margin-bottom:0;line-height:var(--bs-modal-title-line-height)}.modal-body{position:relative;flex:1 1 auto;padding:var(--bs-modal-padding)}.modal-footer{display:flex;flex-shrink:0;flex-wrap:wrap;align-items:center;justify-content:flex-end;padding:calc(var(--bs-modal-padding) - var(--bs-modal-footer-gap) * .5);background-color:var(--bs-modal-footer-bg);border-top:var(--bs-modal-footer-border-width) solid var(--bs-modal-footer-border-color);border-bottom-right-radius:var(--bs-modal-inner-border-radius);border-bottom-left-radius:var(--bs-modal-inner-border-radius)}.modal-footer&gt;*{margin:calc(var(--bs-modal-footer-gap) * .5)}@media (min-width:576px){.modal{--bs-modal-margin:1.75rem;--bs-modal-box-shadow:var(--bs-box-shadow)}.modal-dialog{max-width:var(--bs-modal-width);margin-right:auto;margin-left:auto}.modal-sm{--bs-modal-width:300px}}@media (min-width:992px){.modal-lg,.modal-xl{--bs-modal-width:800px}}@media (min-width:1200px){.modal-xl{--bs-modal-width:1140px}}.modal-fullscreen{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen .modal-footer,.modal-fullscreen .modal-header{border-radius:0}.modal-fullscreen .modal-body{overflow-y:auto}@media (max-width:575.98px){.modal-fullscreen-sm-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-sm-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-footer,.modal-fullscreen-sm-down .modal-header{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media (max-width:767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-footer,.modal-fullscreen-md-down .modal-header{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media (max-width:991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-footer,.modal-fullscreen-lg-down .modal-header{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media (max-width:1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xl-down .modal-footer,.modal-fullscreen-xl-down .modal-header{border-radius:0}.modal-fullscreen-xl-down .modal-body{overflow-y:auto}}@media (max-width:1399.98px){.modal-fullscreen-xxl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xxl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xxl-down .modal-footer,.modal-fullscreen-xxl-down .modal-header{border-radius:0}.modal-fullscreen-xxl-down .modal-body{overflow-y:auto}}.tooltip{--bs-tooltip-zindex:1080;--bs-tooltip-max-width:200px;--bs-tooltip-padding-x:0.5rem;--bs-tooltip-padding-y:0.25rem;--bs-tooltip-margin: ;--bs-tooltip-font-size:0.875rem;--bs-tooltip-color:var(--bs-body-bg);--bs-tooltip-bg:var(--bs-emphasis-color);--bs-tooltip-border-radius:var(--bs-border-radius);--bs-tooltip-opacity:0.9;--bs-tooltip-arrow-width:0.8rem;--bs-tooltip-arrow-height:0.4rem;z-index:var(--bs-tooltip-zindex);display:block;margin:var(--bs-tooltip-margin);font-family:var(--bs-font-sans-serif);font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;white-space:normal;word-spacing:normal;line-break:auto;font-size:var(--bs-tooltip-font-size);word-wrap:break-word;opacity:0}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;width:var(--bs-tooltip-arrow-width);height:var(--bs-tooltip-arrow-height)}.tooltip .tooltip-arrow::before{position:absolute;content:&quot;&quot;;border-color:transparent;border-style:solid}.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow,.bs-tooltip-top .tooltip-arrow{bottom:calc(-1 * var(--bs-tooltip-arrow-height))}.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow::before,.bs-tooltip-top .tooltip-arrow::before{top:-1px;border-width:var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width) * .5) 0;border-top-color:var(--bs-tooltip-bg)}.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow,.bs-tooltip-end .tooltip-arrow{left:calc(-1 * var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow::before,.bs-tooltip-end .tooltip-arrow::before{right:-1px;border-width:calc(var(--bs-tooltip-arrow-width) * .5) var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width) * .5) 0;border-right-color:var(--bs-tooltip-bg)}.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow,.bs-tooltip-bottom .tooltip-arrow{top:calc(-1 * var(--bs-tooltip-arrow-height))}.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow::before,.bs-tooltip-bottom .tooltip-arrow::before{bottom:-1px;border-width:0 calc(var(--bs-tooltip-arrow-width) * .5) var(--bs-tooltip-arrow-height);border-bottom-color:var(--bs-tooltip-bg)}.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow,.bs-tooltip-start .tooltip-arrow{right:calc(-1 * var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow::before,.bs-tooltip-start .tooltip-arrow::before{left:-1px;border-width:calc(var(--bs-tooltip-arrow-width) * .5) 0 calc(var(--bs-tooltip-arrow-width) * .5) var(--bs-tooltip-arrow-height);border-left-color:var(--bs-tooltip-bg)}.tooltip-inner{max-width:var(--bs-tooltip-max-width);padding:var(--bs-tooltip-padding-y) 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auto!important}.flex-xxl-row{flex-direction:row!important}.flex-xxl-column{flex-direction:column!important}.flex-xxl-row-reverse{flex-direction:row-reverse!important}.flex-xxl-column-reverse{flex-direction:column-reverse!important}.flex-xxl-grow-0{flex-grow:0!important}.flex-xxl-grow-1{flex-grow:1!important}.flex-xxl-shrink-0{flex-shrink:0!important}.flex-xxl-shrink-1{flex-shrink:1!important}.flex-xxl-wrap{flex-wrap:wrap!important}.flex-xxl-nowrap{flex-wrap:nowrap!important}.flex-xxl-wrap-reverse{flex-wrap:wrap-reverse!important}.justify-content-xxl-start{justify-content:flex-start!important}.justify-content-xxl-end{justify-content:flex-end!important}.justify-content-xxl-center{justify-content:center!important}.justify-content-xxl-between{justify-content:space-between!important}.justify-content-xxl-around{justify-content:space-around!important}.justify-content-xxl-evenly{justify-content:space-evenly!important}.align-items-xxl-start{align-items:flex-start!important}.align-items-xxl-end{align-items:flex-end!important}.align-items-xxl-center{align-items:center!important}.align-items-xxl-baseline{align-items:baseline!important}.align-items-xxl-stretch{align-items:stretch!important}.align-content-xxl-start{align-content:flex-start!important}.align-content-xxl-end{align-content:flex-end!important}.align-content-xxl-center{align-content:center!important}.align-content-xxl-between{align-content:space-between!important}.align-content-xxl-around{align-content:space-around!important}.align-content-xxl-stretch{align-content:stretch!important}.align-self-xxl-auto{align-self:auto!important}.align-self-xxl-start{align-self:flex-start!important}.align-self-xxl-end{align-self:flex-end!important}.align-self-xxl-center{align-self:center!important}.align-self-xxl-baseline{align-self:baseline!important}.align-self-xxl-stretch{align-self:stretch!important}.order-xxl-first{order:-1!important}.order-xxl-0{order:0!important}.order-xxl-1{order:1!important}.order-xxl-2{order:2!important}.order-xxl-3{order:3!important}.order-xxl-4{order:4!important}.order-xxl-5{order:5!important}.order-xxl-last{order:6!important}.m-xxl-0{margin:0!important}.m-xxl-1{margin:.25rem!important}.m-xxl-2{margin:.5rem!important}.m-xxl-3{margin:1rem!important}.m-xxl-4{margin:1.5rem!important}.m-xxl-5{margin:3rem!important}.m-xxl-auto{margin:auto!important}.mx-xxl-0{margin-right:0!important;margin-left:0!important}.mx-xxl-1{margin-right:.25rem!important;margin-left:.25rem!important}.mx-xxl-2{margin-right:.5rem!important;margin-left:.5rem!important}.mx-xxl-3{margin-right:1rem!important;margin-left:1rem!important}.mx-xxl-4{margin-right:1.5rem!important;margin-left:1.5rem!important}.mx-xxl-5{margin-right:3rem!important;margin-left:3rem!important}.mx-xxl-auto{margin-right:auto!important;margin-left:auto!important}.my-xxl-0{margin-top:0!important;margin-bottom:0!important}.my-xxl-1{margin-top:.25rem!important;margin-bottom:.25rem!important}.my-xxl-2{margin-top:.5rem!important;margin-bottom:.5rem!important}.my-xxl-3{margin-top:1rem!important;margin-bottom:1rem!important}.my-xxl-4{margin-top:1.5rem!important;margin-bottom:1.5rem!important}.my-xxl-5{margin-top:3rem!important;margin-bottom:3rem!important}.my-xxl-auto{margin-top:auto!important;margin-bottom:auto!important}.mt-xxl-0{margin-top:0!important}.mt-xxl-1{margin-top:.25rem!important}.mt-xxl-2{margin-top:.5rem!important}.mt-xxl-3{margin-top:1rem!important}.mt-xxl-4{margin-top:1.5rem!important}.mt-xxl-5{margin-top:3rem!important}.mt-xxl-auto{margin-top:auto!important}.me-xxl-0{margin-right:0!important}.me-xxl-1{margin-right:.25rem!important}.me-xxl-2{margin-right:.5rem!important}.me-xxl-3{margin-right:1rem!important}.me-xxl-4{margin-right:1.5rem!important}.me-xxl-5{margin-right:3rem!important}.me-xxl-auto{margin-right:auto!important}.mb-xxl-0{margin-bottom:0!important}.mb-xxl-1{margin-bottom:.25rem!important}.mb-xxl-2{margin-bottom:.5rem!important}.mb-xxl-3{margin-bottom:1rem!important}.mb-xxl-4{margin-bottom:1.5rem!important}.mb-xxl-5{margin-bottom:3rem!important}.mb-xxl-auto{margin-bottom:auto!important}.ms-xxl-0{margin-left:0!important}.ms-xxl-1{margin-left:.25rem!important}.ms-xxl-2{margin-left:.5rem!important}.ms-xxl-3{margin-left:1rem!important}.ms-xxl-4{margin-left:1.5rem!important}.ms-xxl-5{margin-left:3rem!important}.ms-xxl-auto{margin-left:auto!important}.p-xxl-0{padding:0!important}.p-xxl-1{padding:.25rem!important}.p-xxl-2{padding:.5rem!important}.p-xxl-3{padding:1rem!important}.p-xxl-4{padding:1.5rem!important}.p-xxl-5{padding:3rem!important}.px-xxl-0{padding-right:0!important;padding-left:0!important}.px-xxl-1{padding-right:.25rem!important;padding-left:.25rem!important}.px-xxl-2{padding-right:.5rem!important;padding-left:.5rem!important}.px-xxl-3{padding-right:1rem!important;padding-left:1rem!important}.px-xxl-4{padding-right:1.5rem!important;padding-left:1.5rem!important}.px-xxl-5{padding-right:3rem!important;padding-left:3rem!important}.py-xxl-0{padding-top:0!important;padding-bottom:0!important}.py-xxl-1{padding-top:.25rem!important;padding-bottom:.25rem!important}.py-xxl-2{padding-top:.5rem!important;padding-bottom:.5rem!important}.py-xxl-3{padding-top:1rem!important;padding-bottom:1rem!important}.py-xxl-4{padding-top:1.5rem!important;padding-bottom:1.5rem!important}.py-xxl-5{padding-top:3rem!important;padding-bottom:3rem!important}.pt-xxl-0{padding-top:0!important}.pt-xxl-1{padding-top:.25rem!important}.pt-xxl-2{padding-top:.5rem!important}.pt-xxl-3{padding-top:1rem!important}.pt-xxl-4{padding-top:1.5rem!important}.pt-xxl-5{padding-top:3rem!important}.pe-xxl-0{padding-right:0!important}.pe-xxl-1{padding-right:.25rem!important}.pe-xxl-2{padding-right:.5rem!important}.pe-xxl-3{padding-right:1rem!important}.pe-xxl-4{padding-right:1.5rem!important}.pe-xxl-5{padding-right:3rem!important}.pb-xxl-0{padding-bottom:0!important}.pb-xxl-1{padding-bottom:.25rem!important}.pb-xxl-2{padding-bottom:.5rem!important}.pb-xxl-3{padding-bottom:1rem!important}.pb-xxl-4{padding-bottom:1.5rem!important}.pb-xxl-5{padding-bottom:3rem!important}.ps-xxl-0{padding-left:0!important}.ps-xxl-1{padding-left:.25rem!important}.ps-xxl-2{padding-left:.5rem!important}.ps-xxl-3{padding-left:1rem!important}.ps-xxl-4{padding-left:1.5rem!important}.ps-xxl-5{padding-left:3rem!important}.gap-xxl-0{gap:0!important}.gap-xxl-1{gap:.25rem!important}.gap-xxl-2{gap:.5rem!important}.gap-xxl-3{gap:1rem!important}.gap-xxl-4{gap:1.5rem!important}.gap-xxl-5{gap:3rem!important}.row-gap-xxl-0{row-gap:0!important}.row-gap-xxl-1{row-gap:.25rem!important}.row-gap-xxl-2{row-gap:.5rem!important}.row-gap-xxl-3{row-gap:1rem!important}.row-gap-xxl-4{row-gap:1.5rem!important}.row-gap-xxl-5{row-gap:3rem!important}.column-gap-xxl-0{-moz-column-gap:0!important;column-gap:0!important}.column-gap-xxl-1{-moz-column-gap:0.25rem!important;column-gap:.25rem!important}.column-gap-xxl-2{-moz-column-gap:0.5rem!important;column-gap:.5rem!important}.column-gap-xxl-3{-moz-column-gap:1rem!important;column-gap:1rem!important}.column-gap-xxl-4{-moz-column-gap:1.5rem!important;column-gap:1.5rem!important}.column-gap-xxl-5{-moz-column-gap:3rem!important;column-gap:3rem!important}.text-xxl-start{text-align:left!important}.text-xxl-end{text-align:right!important}.text-xxl-center{text-align:center!important}}@media (min-width:1200px){.fs-1{font-size:2.5rem!important}.fs-2{font-size:2rem!important}.fs-3{font-size:1.75rem!important}.fs-4{font-size:1.5rem!important}}@media print{.d-print-inline{display:inline!important}.d-print-inline-block{display:inline-block!important}.d-print-block{display:block!important}.d-print-grid{display:grid!important}.d-print-inline-grid{display:inline-grid!important}.d-print-table{display:table!important}.d-print-table-row{display:table-row!important}.d-print-table-cell{display:table-cell!important}.d-print-flex{display:flex!important}.d-print-inline-flex{display:inline-flex!important}.d-print-none{display:none!important}}\n",
-       "/*# sourceMappingURL=bootstrap.min.css.map */&lt;/style&gt;&lt;style&gt;/* Variable */\n",
-       "\n",
-       ":root {\n",
-       "    --navbar-height: 56px;\n",
-       "    --navbar-brand-height: 32px;\n",
-       "    --default-padding: 1rem;\n",
-       "    --default-margin: 1rem;\n",
-       "    --tab-select-padding: 0.4rem;\n",
-       "}\n",
-       "\n",
-       "/* Common */\n",
-       "\n",
-       "html, body {\n",
-       "    margin: 0;\n",
-       "    padding: 0;\n",
-       "    border: 0;\n",
-       "    vertical-align: baseline;\n",
-       "}\n",
-       "\n",
-       "a {\n",
-       "    text-decoration: none;\n",
-       "}\n",
-       "\n",
-       ".row .row {\n",
-       "    margin-left: 0 !important;\n",
-       "    margin-right: 0 !important;\n",
-       "}\n",
-       "\n",
-       ".row &gt; * {\n",
-       "    padding-left: 0 !important;\n",
-       "    padding-right: 0 !important;\n",
-       "}\n",
-       "\n",
-       "div[class*=&quot;col-&quot;] + div[class*=&quot;col-&quot;] {\n",
-       "    padding-left: var(--default-padding) !important;\n",
-       "}\n",
-       "\n",
-       "div[class*=&quot;col-12&quot;] + div[class*=&quot;col-&quot;],\n",
-       "div[class*=&quot;col-sm-12&quot;] + div[class*=&quot;col-&quot;],\n",
-       "div[class*=&quot;col-md-12&quot;] + div[class*=&quot;col-&quot;],\n",
-       "div[class*=&quot;col-lg-12&quot;] + div[class*=&quot;col-&quot;],\n",
-       "div[class*=&quot;col-xl-12&quot;] + div[class*=&quot;col-&quot;],\n",
-       "div[class*=&quot;col-xxl-12&quot;] + div[class*=&quot;col-&quot;] {\n",
-       "    padding-left: 0 !important;\n",
-       "}\n",
-       "\n",
-       "div[class*=&quot;col-&quot;] + div[class*=&quot;col-12&quot;],\n",
-       "div[class*=&quot;col-&quot;] + div[class*=&quot;col-sm-12&quot;],\n",
-       "div[class*=&quot;col-&quot;] + div[class*=&quot;col-md-12&quot;],\n",
-       "div[class*=&quot;col-&quot;] + div[class*=&quot;col-lg-12&quot;],\n",
-       "div[class*=&quot;col-&quot;] + div[class*=&quot;col-xl-12&quot;],\n",
-       "div[class*=&quot;col-&quot;] + div[class*=&quot;col-xxl-12&quot;] {\n",
-       "    padding-left: 0 !important;\n",
-       "}\n",
-       "\n",
-       "/* Anchor */\n",
-       "\n",
-       "a.anchor-pos {\n",
-       "    visibility: hidden;\n",
-       "}\n",
-       "\n",
-       "/* Navbar */\n",
-       "\n",
-       "nav {\n",
-       "    height: var(--navbar-height);\n",
-       "    padding-top: 0 !important;\n",
-       "    padding-bottom: 0 !important;\n",
-       "}\n",
-       "\n",
-       ".navbar-brand &gt; img {\n",
-       "    max-height: var(--navbar-brand-height);\n",
-       "}\n",
-       "\n",
-       "html {\n",
-       "    scroll-padding-top: var(--navbar-height);\n",
-       "}\n",
-       "\n",
-       "/* Nav */\n",
-       "\n",
-       ".nav {\n",
-       "    margin-bottom: var(--default-margin);\n",
-       "}\n",
-       "\n",
-       "/* Section */\n",
-       "\n",
-       ".section-header {\n",
-       "    margin-top: var(--default-margin);\n",
-       "    margin-bottom: var(--default-margin);\n",
-       "}\n",
-       "\n",
-       ".section-items &gt; .row {\n",
-       "    padding: var(--default-padding);\n",
-       "    margin-left: 0;\n",
-       "    margin-right: 0;\n",
-       "    margin-bottom: var(--default-margin);\n",
-       "    border: solid var(--bs-border-color) 1px;\n",
-       "    border-radius: var(--bs-border-radius);\n",
-       "}\n",
-       "\n",
-       ".item-header {\n",
-       "    margin-top: .5rem;\n",
-       "    margin-bottom: .5rem;\n",
-       "}\n",
-       "\n",
-       "#variables-dropdown {\n",
-       "    width: auto;\n",
-       "    margin-top: var(--default-margin);\n",
-       "    margin-bottom: var(--default-margin);\n",
-       "}\n",
-       "\n",
-       "/* Table */\n",
-       "\n",
-       "th, td {\n",
-       "    vertical-align: middle;\n",
-       "}\n",
-       "\n",
-       "#correlation-table-container th,\n",
-       "#correlation-table-container td,\n",
-       "#sample-container th,\n",
-       "#sample-container td  {\n",
-       "    white-space: nowrap;\n",
-       "}\n",
-       "\n",
-       "/* Frequency Table */\n",
-       "\n",
-       ".freq.table{\n",
-       "    table-layout: fixed;\n",
-       "}\n",
-       "\n",
-       ".freq:not(.mini) tr td:nth-child(1),\n",
-       ".freq:not(.mini) tr th:nth-child(1){\n",
-       "    width: auto;\n",
-       "    max-width: none;\n",
-       "    white-space: nowrap;\n",
-       "    overflow: hidden;\n",
-       "    text-overflow: ellipsis;\n",
-       "}\n",
-       "\n",
-       ".freq:not(.mini) tr td:nth-child(2),\n",
-       ".freq:not(.mini) tr td:nth-child(3),\n",
-       ".freq:not(.mini) tr th:nth-child(2),\n",
-       ".freq:not(.mini) tr th:nth-child(3){\n",
-       "    width: 200px;\n",
-       "    text-align: right;\n",
-       "}\n",
-       "\n",
-       ".freq:not(.mini) tr td:nth-child(4),\n",
-       ".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",
-       "    color: #ffffff;\n",
-       "    text-align: center;\n",
-       "    border-radius: 3px;\n",
-       "    margin-right: 4px;\n",
-       "}\n",
-       "\n",
-       ".other .bar {\n",
-       "    background-color: var(--bs-secondary);\n",
-       "}\n",
-       "\n",
-       ".missing .bar {\n",
-       "    background-color: var(--bs-danger);\n",
-       "}\n",
-       "\n",
-       ".freq.table-0 .bar {\n",
-       "    background-color: #0d6efd;\n",
-       "}\n",
-       ".freq.table-1 .bar {\n",
-       "    background-color: #dc3545;\n",
-       "}\n",
-       "\n",
-       "/* Frequency Mini Table */\n",
-       "\n",
-       "table.freq.mini {\n",
-       "    width: 100%;\n",
-       "    border-collapse: separate;\n",
-       "    border-spacing: 4px;\n",
-       "}\n",
-       "\n",
-       ".freq.mini th {\n",
-       "    overflow: hidden;\n",
-       "    text-overflow: ellipsis;\n",
-       "    white-space: nowrap;\n",
-       "    max-width: 5rem;\n",
-       "    font-weight: 400;\n",
-       "    text-align: right;\n",
-       "    padding-right: 0.5rem;\n",
-       "}\n",
-       "\n",
-       ".freq.mini td {\n",
-       "    width: 50%;\n",
-       "}\n",
-       "\n",
-       "/* Image */\n",
-       "\n",
-       ".img-responsive{\n",
-       "    max-width: 99%;\n",
-       "    min-width: 99%;\n",
-       "}\n",
-       "\n",
-       ".center-img {\n",
-       "    margin-left: auto !important;\n",
-       "    margin-right: auto !important;\n",
-       "    display: block;\n",
-       "}\n",
-       "\n",
-       "/* Tooltip */\n",
-       "\n",
-       "span[data-bs-toggle=&quot;tooltip&quot;] {\n",
-       "    cursor: help;\n",
-       "}\n",
-       "\n",
-       "/* Color */\n",
-       "\n",
-       ".alert-info,\n",
-       ".alert-info &gt; th,\n",
-       ".alert-info &gt; td {\n",
-       "    color: var(--bs-danger);\n",
-       "}\n",
-       "\n",
-       "#tab-pane-overview-alerts code,\n",
-       "#tab-pane-overview-alerts span[data-bs-toggle=&quot;tooltip&quot;] {\n",
-       "    color: var(--bs-link-color);\n",
-       "}\n",
-       "\n",
-       "/* Tab */\n",
-       "\n",
-       ".tab-select {\n",
-       "    height: 100%;\n",
-       "    padding: var(--tab-select-padding) !important;\n",
-       "}\n",
-       "\n",
-       ".tab-select-option {\n",
-       "    padding: var(--tab-select-padding) !important;\n",
-       "    border-radius: var(--bs-border-radius-sm) !important;\n",
-       "}\n",
-       "\n",
-       ".tab-select-option.active,\n",
-       ".tab-select:focus option:checked {\n",
-       "    background: var(--bs-primary-bg-subtle) linear-gradient(0deg, var(--bs-primary-bg-subtle) 0%, var(--bs-primary-bg-subtle) 100%);\n",
-       "    color: var(--bs-primary-text-emphasis);\n",
-       "}\n",
-       "\n",
-       ".tab-select-option:hover {\n",
-       "    background: var(--bs-secondary-bg-subtle);\n",
-       "    color: var(--bs-secondary-text-emphasis);\n",
-       "}&lt;/style&gt;&lt;body&gt;&lt;a class=anchor-pos id=top&gt;&lt;/a&gt;&lt;nav class=&quot;navbar navbar-expand-lg bg-body-tertiary sticky-top&quot;&gt;&lt;div class=container-fluid&gt;&lt;div class=navbar-header&gt;&lt;a class=&quot;navbar-brand anchor&quot; href=#top&gt;Melbourne Housing – Profiling&lt;/a&gt;&lt;/div&gt;&lt;a aria-label=&quot;Toggle navigation&quot; aria-controls=navbar class=navbar-toggler data-bs-target=#navbar data-bs-toggle=offcanvas type=button&gt; &lt;span class=navbar-toggler-icon&gt;&lt;/span&gt; &lt;/a&gt;&lt;div class=&quot;offcanvas offcanvas-end&quot; aria-labelledby=offcanvas-navbar-label id=navbar&gt;&lt;div class=offcanvas-header&gt;&lt;h5 class=offcanvas-title id=offcanvas-navbar-label&gt;Melbourne Housing – Profiling&lt;/h5&gt;&lt;a aria-label=Close class=btn-close data-bs-dismiss=offcanvas type=button&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class=offcanvas-body&gt;&lt;ul class=&quot;navbar-nav navbar-nav-scroll justify-content-end flex-grow-1&quot;&gt;&lt;li class=nav-item&gt;&lt;a class=nav-link href=#overview&gt;Overview&lt;/a&gt;&lt;li class=nav-item&gt;&lt;a class=nav-link href=#variables-dropdown&gt;Variables&lt;/a&gt;&lt;li class=nav-item&gt;&lt;a class=nav-link href=#interactions&gt;Interactions&lt;/a&gt;&lt;li class=nav-item&gt;&lt;a class=nav-link href=#correlations_tab&gt;Correlations&lt;/a&gt;&lt;li class=nav-item&gt;&lt;a class=nav-link href=#missing&gt;Missing values&lt;/a&gt;&lt;li class=nav-item&gt;&lt;a class=nav-link href=#sample&gt;Sample&lt;/a&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/nav&gt;&lt;div class=content&gt;&lt;div class=container&gt;&lt;div class=section-header id=overview&gt;&lt;h1 class=section-name&gt;Overview&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-overview-dataset_overview aria-selected=true data-bs-target=#tab-pane-overview-dataset_overview data-bs-toggle=tab id=tab-overview-dataset_overview role=tab type=button&gt;Overview&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-overview-alerts aria-selected=false class=nav-link data-bs-target=#tab-pane-overview-alerts data-bs-toggle=tab id=tab-overview-alerts role=tab type=button&gt;Alerts &lt;span class=&quot;badge text-bg-secondary align-text-top&quot;&gt;25&lt;/span&gt;&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-overview-reproduction aria-selected=false class=nav-link data-bs-target=#tab-pane-overview-reproduction data-bs-toggle=tab id=tab-overview-reproduction role=tab type=button&gt;Reproduction&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-overview-dataset_overview id=tab-pane-overview-dataset_overview role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Dataset statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Number of variables&lt;td style=&quot;white-space: nowrap;&quot;&gt;22&lt;tr&gt;&lt;th&gt;Number of observations&lt;td style=&quot;white-space: nowrap;&quot;&gt;18396&lt;tr&gt;&lt;th&gt;Missing cells&lt;td style=&quot;white-space: nowrap;&quot;&gt;48212&lt;tr&gt;&lt;th&gt;Missing cells (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;11.9%&lt;tr&gt;&lt;th&gt;Duplicate rows&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Duplicate rows (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Total size in memory&lt;td style=&quot;white-space: nowrap;&quot;&gt;3.1 MiB&lt;tr&gt;&lt;th&gt;Average record size in memory&lt;td style=&quot;white-space: nowrap;&quot;&gt;176.0 B&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Variable types&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Numeric&lt;td style=&quot;white-space: nowrap;&quot;&gt;14&lt;tr&gt;&lt;th&gt;Text&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;tr&gt;&lt;th&gt;Categorical&lt;td style=&quot;white-space: nowrap;&quot;&gt;4&lt;tr&gt;&lt;th&gt;DateTime&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-overview-alerts id=tab-pane-overview-alerts role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Alerts&lt;/p&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-4977814634967768313&gt; &lt;code&gt;Bathroom&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;Bedroom2&lt;/code&gt; and &lt;span data-bs-title=&quot;Bedroom2, BuildingArea, Rooms&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;2 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_8329662348461864011&gt; &lt;code&gt;Bedroom2&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;Bathroom&lt;/code&gt; and &lt;span data-bs-title=&quot;Bathroom, BuildingArea, Price, Rooms&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;3 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7806817963229366540&gt; &lt;code&gt;BuildingArea&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;Bathroom&lt;/code&gt; and &lt;span data-bs-title=&quot;Bathroom, Bedroom2, Price, Rooms&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;3 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_5683563169172878376&gt; &lt;code&gt;CouncilArea&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;Distance&lt;/code&gt; and &lt;span data-bs-title=&quot;Distance, Lattitude, Longtitude, Postcode, Regionname&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;4 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-5993155078562268820&gt; &lt;code&gt;Distance&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;CouncilArea&lt;/code&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7386426267026141596&gt; &lt;code&gt;Lattitude&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;CouncilArea&lt;/code&gt; and &lt;span data-bs-title=&quot;CouncilArea, Postcode&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;1 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-8051303921819546013&gt; &lt;code&gt;Longtitude&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;CouncilArea&lt;/code&gt; and &lt;span data-bs-title=&quot;CouncilArea, Postcode, Regionname&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;2 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_4650180019747196634&gt; &lt;code&gt;Postcode&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;CouncilArea&lt;/code&gt; and &lt;span data-bs-title=&quot;CouncilArea, Lattitude, Longtitude, Regionname&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;3 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-1336596687675677079&gt; &lt;code&gt;Price&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;Bedroom2&lt;/code&gt; and &lt;span data-bs-title=&quot;Bedroom2, BuildingArea, Rooms&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;2 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_6719574726753926202&gt; &lt;code&gt;Regionname&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;CouncilArea&lt;/code&gt; and &lt;span data-bs-title=&quot;CouncilArea, Longtitude, Postcode&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;2 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7351207536819694408&gt; &lt;code&gt;Rooms&lt;/code&gt; &lt;/a&gt; is highly overall correlated with &lt;code&gt;Bathroom&lt;/code&gt; and &lt;span data-bs-title=&quot;Bathroom, Bedroom2, BuildingArea, Price&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;3 other fields&lt;/span&gt;&lt;td&gt;&lt;span class=&quot;badge text-bg-secondary&quot;&gt;High correlation&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_8329662348461864011&gt;&lt;code&gt;Bedroom2&lt;/code&gt;&lt;/a&gt; has 3469 (18.9%) missing values&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-4977814634967768313&gt;&lt;code&gt;Bathroom&lt;/code&gt;&lt;/a&gt; has 3471 (18.9%) missing values&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-3985026854538071510&gt;&lt;code&gt;Car&lt;/code&gt;&lt;/a&gt; has 3576 (19.4%) missing values&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_3942698244811224682&gt;&lt;code&gt;Landsize&lt;/code&gt;&lt;/a&gt; has 4793 (26.1%) missing values&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7806817963229366540&gt;&lt;code&gt;BuildingArea&lt;/code&gt;&lt;/a&gt; has 10634 (57.8%) missing values&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_4225383352949478076&gt;&lt;code&gt;YearBuilt&lt;/code&gt;&lt;/a&gt; has 9438 (51.3%) missing values&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_5683563169172878376&gt;&lt;code&gt;CouncilArea&lt;/code&gt;&lt;/a&gt; has 6163 (33.5%) missing values&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7386426267026141596&gt;&lt;code&gt;Lattitude&lt;/code&gt;&lt;/a&gt; has 3332 (18.1%) missing values&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-8051303921819546013&gt;&lt;code&gt;Longtitude&lt;/code&gt;&lt;/a&gt; has 3332 (18.1%) missing values&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_3942698244811224682&gt;&lt;code&gt;Landsize&lt;/code&gt;&lt;/a&gt; is highly skewed (γ1 = 95.31587645)&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Skewed&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-7806817963229366540&gt;&lt;code&gt;BuildingArea&lt;/code&gt;&lt;/a&gt; is highly skewed (γ1 = 80.75270339)&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Skewed&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-5889238939070602513&gt;&lt;code&gt;Unnamed: 0&lt;/code&gt;&lt;/a&gt; has unique values&lt;td&gt;&lt;span class=&quot;badge text-bg-danger&quot;&gt;Unique&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_-3985026854538071510&gt;&lt;code&gt;Car&lt;/code&gt;&lt;/a&gt; has 1057 (5.7%) zeros&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Zeros&lt;/span&gt;&lt;tr&gt;&lt;td&gt;&lt;a href=#pp_var_3942698244811224682&gt;&lt;code&gt;Landsize&lt;/code&gt;&lt;/a&gt; has 1942 (10.6%) zeros&lt;td&gt;&lt;span class=&quot;badge text-bg-info&quot;&gt;Zeros&lt;/span&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-overview-reproduction id=tab-pane-overview-reproduction role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Reproduction&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Analysis started&lt;td style=&quot;white-space: nowrap;&quot;&gt;2026-05-21 13:11:54.018242&lt;tr&gt;&lt;th&gt;Analysis finished&lt;td style=&quot;white-space: nowrap;&quot;&gt;2026-05-21 13:12:12.260295&lt;tr&gt;&lt;th&gt;Duration&lt;td style=&quot;white-space: nowrap;&quot;&gt;18.24 seconds&lt;tr&gt;&lt;th&gt;Software version&lt;td style=&quot;white-space: nowrap;&quot;&gt;&lt;a href=https://github.com/ydataai/ydata-profiling&gt;ydata-profiling v4.18.4&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Download configuration&lt;td style=&quot;white-space: nowrap;&quot;&gt;&lt;a 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aria-labelledby=tab-pane--5889238939070602513bottom--5889238939070602513statistics id=tab-pane--5889238939070602513bottom--5889238939070602513statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;1198.75&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;5936.75&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;11820.5&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;17734.25&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;22405.25&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;23546&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;23545&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;11797.5&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;6800.7104&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.57502603&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;-1.1942591&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;11826.787&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;5900.5&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;-0.0075235291&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;2.1756558 × 10&lt;sup&gt;8&lt;/sup&gt;&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;46249663&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Strictly increasing&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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&amp;lt; 0.1%&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=11&gt;11&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=14&gt;14&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=15&gt;15&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=16&gt;16&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr class=other&gt;&lt;td title=&quot;Other values (18386)&quot;&gt;Other values (18386)&lt;td&gt;18386&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;99.9%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--5889238939070602513bottom--5889238939070602513extreme_values id=tab-pane--5889238939070602513bottom--5889238939070602513extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--5889238939070602513extreme_values--5889238939070602513firstn aria-selected=true data-bs-target=#tab-pane--5889238939070602513extreme_values--5889238939070602513firstn data-bs-toggle=tab id=tab--5889238939070602513extreme_values--5889238939070602513firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--5889238939070602513extreme_values--5889238939070602513lastn aria-selected=false class=nav-link data-bs-target=#tab-pane--5889238939070602513extreme_values--5889238939070602513lastn data-bs-toggle=tab id=tab--5889238939070602513extreme_values--5889238939070602513lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--5889238939070602513extreme_values--5889238939070602513firstn id=tab-pane--5889238939070602513extreme_values--5889238939070602513firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=11&gt;11&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=14&gt;14&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=15&gt;15&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=16&gt;16&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--5889238939070602513extreme_values--5889238939070602513lastn id=tab-pane--5889238939070602513extreme_values--5889238939070602513lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=23546&gt;23546&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=23545&gt;23545&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=23544&gt;23544&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=23541&gt;23541&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=23540&gt;23540&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=23539&gt;23539&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=23538&gt;23538&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=23537&gt;23537&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=23536&gt;23536&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=23535&gt;23535&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_432393744893911735&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Suburb&gt;&lt;a href=#pp_var_432393744893911735&gt;Suburb&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Text&lt;/span&gt;&lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;330&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.8%&lt;tr&gt;&lt;th&gt;Missing&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Missing (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Memory size&lt;td style=&quot;white-space: nowrap;&quot;&gt;143.8 KiB&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;?xml version=&quot;1.0&quot; 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show active&quot; aria-labelledby=tab-pane-432393744893911735bottom-432393744893911735overview id=tab-pane-432393744893911735bottom-432393744893911735overview role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Length&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;td style=&quot;white-space: nowrap;&quot;&gt;18&lt;tr&gt;&lt;th&gt;Median length&lt;td style=&quot;white-space: nowrap;&quot;&gt;15&lt;tr&gt;&lt;th&gt;Mean length&lt;td style=&quot;white-space: nowrap;&quot;&gt;9.808491&lt;tr&gt;&lt;th&gt;Min length&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Characters and Unicode&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;180437&lt;tr&gt;&lt;th&gt;Distinct characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;49&lt;tr&gt;&lt;th&gt;Distinct categories&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode categories (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode scripts (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_block&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode blocks (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-body-secondary&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&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Unique&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;td style=&quot;white-space: nowrap;&quot;&gt;23 &lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;The number of unique values (all values that occur exactly once in the dataset).&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Sample&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1st row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Abbotsford&lt;tr&gt;&lt;th&gt;2nd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Abbotsford&lt;tr&gt;&lt;th&gt;3rd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Abbotsford&lt;tr&gt;&lt;th&gt;4th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Abbotsford&lt;tr&gt;&lt;th&gt;5th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Abbotsford&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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class=bar style=width:3.2%&gt; &lt;/div&gt; 2.3%&lt;tr&gt;&lt;td title=bentleigh&gt;bentleigh&lt;td&gt;567&lt;td&gt;&lt;div class=bar style=width:3.1%&gt; &lt;/div&gt; 2.2%&lt;tr&gt;&lt;td title=brunswick&gt;brunswick&lt;td&gt;555&lt;td&gt;&lt;div class=bar style=width:3.0%&gt; &lt;/div&gt; 2.2%&lt;tr&gt;&lt;td title=reservoir&gt;reservoir&lt;td&gt;541&lt;td&gt;&lt;div class=bar style=width:2.9%&gt; &lt;/div&gt; 2.1%&lt;tr&gt;&lt;td title=brighton&gt;brighton&lt;td&gt;441&lt;td&gt;&lt;div class=bar style=width:2.4%&gt; &lt;/div&gt; 1.7%&lt;tr&gt;&lt;td title=vale&gt;vale&lt;td&gt;410&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &lt;/div&gt; 1.6%&lt;tr class=other&gt;&lt;td title=&quot;Other values (277)&quot;&gt;Other values (277)&lt;td&gt;18376&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;72.6%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;?xml version=&quot;1.0&quot; encoding=&quot;utf-8&quot; standalone=&quot;no&quot;?&gt;&lt;!doctype html svg 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class=nav-link data-bs-target=#tab-pane-432393744893911735unicode-432393744893911735blocks data-bs-toggle=tab id=tab-432393744893911735unicode-432393744893911735blocks role=tab type=button&gt;Blocks&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-432393744893911735unicode-432393744893911735characters id=tab-pane-432393744893911735unicode-432393744893911735characters role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring characters&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;16490&lt;td&gt;&lt;div class=bar style=width:26.1%&gt; &lt;/div&gt; 9.1%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;15281&lt;td&gt;&lt;div class=bar style=width:24.2%&gt; &lt;/div&gt; 8.5%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;15070&lt;td&gt;&lt;div class=bar style=width:23.8%&gt; &lt;/div&gt; 8.4%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;13107&lt;td&gt;&lt;div class=bar style=width:20.7%&gt; &lt;/div&gt; 7.3%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11927&lt;td&gt;&lt;div class=bar style=width:18.9%&gt; &lt;/div&gt; 6.6%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;11229&lt;td&gt;&lt;div class=bar style=width:17.8%&gt; &lt;/div&gt; 6.2%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;9890&lt;td&gt;&lt;div class=bar style=width:15.6%&gt; &lt;/div&gt; 5.5%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;8711&lt;td&gt;&lt;div class=bar style=width:13.8%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=s&gt;s&lt;td&gt;8624&lt;td&gt;&lt;div class=bar style=width:13.6%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;6905&lt;td&gt;&lt;div class=bar style=width:10.9%&gt; &lt;/div&gt; 3.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (39)&quot;&gt;Other values (39)&lt;td&gt;63203&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;35.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-432393744893911735unicode-432393744893911735categories id=tab-pane-432393744893911735unicode-432393744893911735categories role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring categories&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;180437&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per category&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;16490&lt;td&gt;&lt;div class=bar style=width:26.1%&gt; &lt;/div&gt; 9.1%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;15281&lt;td&gt;&lt;div class=bar style=width:24.2%&gt; &lt;/div&gt; 8.5%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;15070&lt;td&gt;&lt;div class=bar style=width:23.8%&gt; &lt;/div&gt; 8.4%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;13107&lt;td&gt;&lt;div class=bar style=width:20.7%&gt; &lt;/div&gt; 7.3%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11927&lt;td&gt;&lt;div class=bar style=width:18.9%&gt; &lt;/div&gt; 6.6%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;11229&lt;td&gt;&lt;div class=bar style=width:17.8%&gt; &lt;/div&gt; 6.2%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;9890&lt;td&gt;&lt;div class=bar style=width:15.6%&gt; &lt;/div&gt; 5.5%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;8711&lt;td&gt;&lt;div class=bar style=width:13.8%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=s&gt;s&lt;td&gt;8624&lt;td&gt;&lt;div class=bar style=width:13.6%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;6905&lt;td&gt;&lt;div class=bar style=width:10.9%&gt; &lt;/div&gt; 3.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (39)&quot;&gt;Other values (39)&lt;td&gt;63203&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;35.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-432393744893911735unicode-432393744893911735scripts id=tab-pane-432393744893911735unicode-432393744893911735scripts role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring scripts&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;180437&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per script&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;16490&lt;td&gt;&lt;div class=bar style=width:26.1%&gt; &lt;/div&gt; 9.1%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;15281&lt;td&gt;&lt;div class=bar style=width:24.2%&gt; &lt;/div&gt; 8.5%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;15070&lt;td&gt;&lt;div class=bar style=width:23.8%&gt; &lt;/div&gt; 8.4%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;13107&lt;td&gt;&lt;div class=bar style=width:20.7%&gt; &lt;/div&gt; 7.3%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11927&lt;td&gt;&lt;div class=bar style=width:18.9%&gt; &lt;/div&gt; 6.6%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;11229&lt;td&gt;&lt;div class=bar style=width:17.8%&gt; &lt;/div&gt; 6.2%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;9890&lt;td&gt;&lt;div class=bar style=width:15.6%&gt; &lt;/div&gt; 5.5%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;8711&lt;td&gt;&lt;div class=bar style=width:13.8%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=s&gt;s&lt;td&gt;8624&lt;td&gt;&lt;div class=bar style=width:13.6%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;6905&lt;td&gt;&lt;div class=bar style=width:10.9%&gt; &lt;/div&gt; 3.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (39)&quot;&gt;Other values (39)&lt;td&gt;63203&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;35.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-432393744893911735unicode-432393744893911735blocks id=tab-pane-432393744893911735unicode-432393744893911735blocks role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring blocks&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;180437&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per block&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;16490&lt;td&gt;&lt;div class=bar style=width:26.1%&gt; &lt;/div&gt; 9.1%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;15281&lt;td&gt;&lt;div class=bar style=width:24.2%&gt; &lt;/div&gt; 8.5%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;15070&lt;td&gt;&lt;div class=bar style=width:23.8%&gt; &lt;/div&gt; 8.4%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;13107&lt;td&gt;&lt;div class=bar style=width:20.7%&gt; &lt;/div&gt; 7.3%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11927&lt;td&gt;&lt;div class=bar style=width:18.9%&gt; &lt;/div&gt; 6.6%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;11229&lt;td&gt;&lt;div class=bar style=width:17.8%&gt; &lt;/div&gt; 6.2%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;9890&lt;td&gt;&lt;div class=bar style=width:15.6%&gt; &lt;/div&gt; 5.5%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;8711&lt;td&gt;&lt;div class=bar style=width:13.8%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=s&gt;s&lt;td&gt;8624&lt;td&gt;&lt;div class=bar style=width:13.6%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;6905&lt;td&gt;&lt;div class=bar style=width:10.9%&gt; &lt;/div&gt; 3.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (39)&quot;&gt;Other values (39)&lt;td&gt;63203&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;35.0%&lt;/div&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&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 item&quot;&gt;&lt;div class=variable id=pp_var_5207859810475971183&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Address&gt;&lt;a href=#pp_var_5207859810475971183&gt;Address&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Text&lt;/span&gt;&lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;18134&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;98.6%&lt;tr&gt;&lt;th&gt;Missing&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Missing (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Memory size&lt;td style=&quot;white-space: nowrap;&quot;&gt;143.8 KiB&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;?xml version=&quot;1.0&quot; 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&quot; height=221.76 id=image1553c3b133 width=332.64 x=55.08 y=-34.56 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pf2923a10c7&gt;&lt;rect height=221.76 width=332.64 x=55.08 y=34.56 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-end&quot;&gt;&lt;button aria-controls=&quot;#bottom-5207859810475971183, #minifreqtable5207859810475971183&quot; class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom-5207859810475971183, #minifreqtable5207859810475971183&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom-5207859810475971183&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-5207859810475971183bottom-5207859810475971183overview aria-selected=true data-bs-target=#tab-pane-5207859810475971183bottom-5207859810475971183overview data-bs-toggle=tab id=tab-5207859810475971183bottom-5207859810475971183overview role=tab type=button&gt;Overview&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5207859810475971183bottom-5207859810475971183word aria-selected=false class=nav-link data-bs-target=#tab-pane-5207859810475971183bottom-5207859810475971183word data-bs-toggle=tab id=tab-5207859810475971183bottom-5207859810475971183word role=tab type=button&gt;Words&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5207859810475971183bottom-5207859810475971183characters aria-selected=false class=nav-link data-bs-target=#tab-pane-5207859810475971183bottom-5207859810475971183characters data-bs-toggle=tab id=tab-5207859810475971183bottom-5207859810475971183characters role=tab type=button&gt;Characters&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-5207859810475971183bottom-5207859810475971183overview id=tab-pane-5207859810475971183bottom-5207859810475971183overview role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Length&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;td style=&quot;white-space: nowrap;&quot;&gt;27&lt;tr&gt;&lt;th&gt;Median length&lt;td style=&quot;white-space: nowrap;&quot;&gt;24&lt;tr&gt;&lt;th&gt;Mean length&lt;td style=&quot;white-space: nowrap;&quot;&gt;13.610731&lt;tr&gt;&lt;th&gt;Min length&lt;td style=&quot;white-space: nowrap;&quot;&gt;8&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Characters and Unicode&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;250383&lt;tr&gt;&lt;th&gt;Distinct characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;64&lt;tr&gt;&lt;th&gt;Distinct categories&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode categories (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode scripts (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_block&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode blocks (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-body-secondary&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&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Unique&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;td style=&quot;white-space: nowrap;&quot;&gt;17884 &lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;The number of unique values (all values that occur exactly once in the dataset).&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;97.2%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Sample&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1st row&lt;td style=&quot;white-space: nowrap;&quot;&gt;85 Turner St&lt;tr&gt;&lt;th&gt;2nd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;25 Bloomburg St&lt;tr&gt;&lt;th&gt;3rd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;5 Charles St&lt;tr&gt;&lt;th&gt;4th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;40 Federation La&lt;tr&gt;&lt;th&gt;5th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;55a Park St&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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style=width:1.5%&gt; &lt;/div&gt; 1.0%&lt;tr&gt;&lt;td title=dr&gt;dr&lt;td&gt;547&lt;td&gt;&lt;div class=bar style=width:1.5%&gt; &lt;/div&gt; 1.0%&lt;tr&gt;&lt;td title=gr&gt;gr&lt;td&gt;369&lt;td&gt;&lt;div class=bar style=width:1.0%&gt; &lt;/div&gt; 0.7%&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;344&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.6%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;327&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.6%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;321&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.6%&lt;tr class=other&gt;&lt;td title=&quot;Other values (8849)&quot;&gt;Other values (8849)&lt;td&gt;37299&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;67.3%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;?xml version=&quot;1.0&quot; encoding=&quot;utf-8&quot; standalone=&quot;no&quot;?&gt;&lt;!doctype html svg class=&quot;img-responsive center-img&quot;PUBLIC &quot;-//W3C//DTD SVG 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&quot; height=221.76 id=image4a1d00b823 width=332.64 x=55.08 y=-34.56 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pdd1e6b3886&gt;&lt;rect height=221.76 width=332.64 x=55.08 y=34.56 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5207859810475971183bottom-5207859810475971183characters id=tab-pane-5207859810475971183bottom-5207859810475971183characters role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-5207859810475971183unicode-5207859810475971183characters aria-selected=true data-bs-target=#tab-pane-5207859810475971183unicode-5207859810475971183characters data-bs-toggle=tab id=tab-5207859810475971183unicode-5207859810475971183characters role=tab type=button&gt;Characters&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5207859810475971183unicode-5207859810475971183categories aria-selected=false class=nav-link data-bs-target=#tab-pane-5207859810475971183unicode-5207859810475971183categories data-bs-toggle=tab id=tab-5207859810475971183unicode-5207859810475971183categories role=tab type=button&gt;Categories&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5207859810475971183unicode-5207859810475971183scripts aria-selected=false class=nav-link data-bs-target=#tab-pane-5207859810475971183unicode-5207859810475971183scripts data-bs-toggle=tab id=tab-5207859810475971183unicode-5207859810475971183scripts role=tab type=button&gt;Scripts&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5207859810475971183unicode-5207859810475971183blocks aria-selected=false class=nav-link data-bs-target=#tab-pane-5207859810475971183unicode-5207859810475971183blocks data-bs-toggle=tab id=tab-5207859810475971183unicode-5207859810475971183blocks role=tab type=button&gt;Blocks&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-5207859810475971183unicode-5207859810475971183characters id=tab-pane-5207859810475971183unicode-5207859810475971183characters role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring characters&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;37067&lt;td&gt;&lt;div class=bar style=width:32.9%&gt; &lt;/div&gt; 14.8%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;16006&lt;td&gt;&lt;div class=bar style=width:14.2%&gt; &lt;/div&gt; 6.4%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;13044&lt;td&gt;&lt;div class=bar style=width:11.6%&gt; &lt;/div&gt; 5.2%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;11862&lt;td&gt;&lt;div class=bar style=width:10.5%&gt; &lt;/div&gt; 4.7%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11507&lt;td&gt;&lt;div class=bar style=width:10.2%&gt; &lt;/div&gt; 4.6%&lt;tr&gt;&lt;td title=S&gt;S&lt;td&gt;10957&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 4.4%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;9949&lt;td&gt;&lt;div class=bar style=width:8.8%&gt; &lt;/div&gt; 4.0%&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;9754&lt;td&gt;&lt;div class=bar style=width:8.7%&gt; &lt;/div&gt; 3.9%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;9080&lt;td&gt;&lt;div class=bar style=width:8.1%&gt; &lt;/div&gt; 3.6%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;8579&lt;td&gt;&lt;div class=bar style=width:7.6%&gt; &lt;/div&gt; 3.4%&lt;tr class=other&gt;&lt;td title=&quot;Other values (54)&quot;&gt;Other values (54)&lt;td&gt;112578&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;45.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5207859810475971183unicode-5207859810475971183categories id=tab-pane-5207859810475971183unicode-5207859810475971183categories role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring categories&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;250383&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per category&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;37067&lt;td&gt;&lt;div class=bar style=width:32.9%&gt; &lt;/div&gt; 14.8%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;16006&lt;td&gt;&lt;div class=bar style=width:14.2%&gt; &lt;/div&gt; 6.4%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;13044&lt;td&gt;&lt;div class=bar style=width:11.6%&gt; &lt;/div&gt; 5.2%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;11862&lt;td&gt;&lt;div class=bar style=width:10.5%&gt; &lt;/div&gt; 4.7%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11507&lt;td&gt;&lt;div class=bar style=width:10.2%&gt; &lt;/div&gt; 4.6%&lt;tr&gt;&lt;td title=S&gt;S&lt;td&gt;10957&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 4.4%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;9949&lt;td&gt;&lt;div class=bar style=width:8.8%&gt; &lt;/div&gt; 4.0%&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;9754&lt;td&gt;&lt;div class=bar style=width:8.7%&gt; &lt;/div&gt; 3.9%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;9080&lt;td&gt;&lt;div class=bar style=width:8.1%&gt; &lt;/div&gt; 3.6%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;8579&lt;td&gt;&lt;div class=bar style=width:7.6%&gt; &lt;/div&gt; 3.4%&lt;tr class=other&gt;&lt;td title=&quot;Other values (54)&quot;&gt;Other values (54)&lt;td&gt;112578&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;45.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5207859810475971183unicode-5207859810475971183scripts id=tab-pane-5207859810475971183unicode-5207859810475971183scripts role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring scripts&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;250383&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per script&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;37067&lt;td&gt;&lt;div class=bar style=width:32.9%&gt; &lt;/div&gt; 14.8%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;16006&lt;td&gt;&lt;div class=bar style=width:14.2%&gt; &lt;/div&gt; 6.4%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;13044&lt;td&gt;&lt;div class=bar style=width:11.6%&gt; &lt;/div&gt; 5.2%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;11862&lt;td&gt;&lt;div class=bar style=width:10.5%&gt; &lt;/div&gt; 4.7%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11507&lt;td&gt;&lt;div class=bar style=width:10.2%&gt; &lt;/div&gt; 4.6%&lt;tr&gt;&lt;td title=S&gt;S&lt;td&gt;10957&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 4.4%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;9949&lt;td&gt;&lt;div class=bar style=width:8.8%&gt; &lt;/div&gt; 4.0%&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;9754&lt;td&gt;&lt;div class=bar style=width:8.7%&gt; &lt;/div&gt; 3.9%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;9080&lt;td&gt;&lt;div class=bar style=width:8.1%&gt; &lt;/div&gt; 3.6%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;8579&lt;td&gt;&lt;div class=bar style=width:7.6%&gt; &lt;/div&gt; 3.4%&lt;tr class=other&gt;&lt;td title=&quot;Other values (54)&quot;&gt;Other values (54)&lt;td&gt;112578&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;45.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5207859810475971183unicode-5207859810475971183blocks id=tab-pane-5207859810475971183unicode-5207859810475971183blocks role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring blocks&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;250383&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per block&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;37067&lt;td&gt;&lt;div class=bar style=width:32.9%&gt; &lt;/div&gt; 14.8%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;16006&lt;td&gt;&lt;div class=bar style=width:14.2%&gt; &lt;/div&gt; 6.4%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;13044&lt;td&gt;&lt;div class=bar style=width:11.6%&gt; &lt;/div&gt; 5.2%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;11862&lt;td&gt;&lt;div class=bar style=width:10.5%&gt; &lt;/div&gt; 4.7%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11507&lt;td&gt;&lt;div class=bar style=width:10.2%&gt; &lt;/div&gt; 4.6%&lt;tr&gt;&lt;td title=S&gt;S&lt;td&gt;10957&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 4.4%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;9949&lt;td&gt;&lt;div class=bar style=width:8.8%&gt; &lt;/div&gt; 4.0%&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;9754&lt;td&gt;&lt;div class=bar style=width:8.7%&gt; &lt;/div&gt; 3.9%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;9080&lt;td&gt;&lt;div class=bar style=width:8.1%&gt; &lt;/div&gt; 3.6%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;8579&lt;td&gt;&lt;div class=bar style=width:7.6%&gt; &lt;/div&gt; 3.4%&lt;tr class=other&gt;&lt;td title=&quot;Other values (54)&quot;&gt;Other values (54)&lt;td&gt;112578&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;45.0%&lt;/div&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&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 item&quot;&gt;&lt;div class=variable id=pp_var_-7351207536819694408&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Rooms&gt;&lt;a href=#pp_var_-7351207536819694408&gt;Rooms&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Real number (ℝ)&lt;/span&gt;&lt;p&gt;&lt;span class=&quot;badge text-bg-secondary&quot; data-bs-title=&quot;This variable has a high overall correlation with 4 fields: Bathroom, Bedroom2, BuildingArea, Price&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;High correlation&lt;/span&gt; &lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;div 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aria-labelledby=tab-pane--7351207536819694408bottom--7351207536819694408statistics id=tab-pane--7351207536819694408bottom--7351207536819694408statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;2&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;2&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;4&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;12&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;11&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.95820155&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.32646965&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.6201075&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;2.9350402&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.47877846&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;53993&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.91815021&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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4.9%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;773&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 4.2%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;92&lt;td&gt;&lt;div class=bar style=width:1.2%&gt; &lt;/div&gt; 0.5%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;10&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;4&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=9&gt;9&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--7351207536819694408bottom--7351207536819694408extreme_values id=tab-pane--7351207536819694408bottom--7351207536819694408extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; 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4.9%&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;4992&lt;td&gt;&lt;div class=bar style=width:62.8%&gt;27.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;7953&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;43.2%&lt;/div&gt;&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;3648&lt;td&gt;&lt;div class=bar style=width:45.9%&gt;19.8%&lt;/div&gt;&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;773&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 4.2%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;92&lt;td&gt;&lt;div class=bar style=width:1.2%&gt; &lt;/div&gt; 0.5%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;10&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=9&gt;9&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;4&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--7351207536819694408extreme_values--7351207536819694408lastn id=tab-pane--7351207536819694408extreme_values--7351207536819694408lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=12&gt;12&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;4&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=9&gt;9&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;10&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;92&lt;td&gt;&lt;div class=bar style=width:1.2%&gt; &lt;/div&gt; 0.5%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;773&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 4.2%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;3648&lt;td&gt;&lt;div class=bar style=width:45.9%&gt;19.8%&lt;/div&gt;&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;7953&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;43.2%&lt;/div&gt;&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;4992&lt;td&gt;&lt;div class=bar style=width:62.8%&gt;27.1%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_-8226866519702480622&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Type&gt;&lt;a href=#pp_var_-8226866519702480622&gt;Type&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Categorical&lt;/span&gt;&lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;&amp;lt; 0.1%&lt;tr&gt;&lt;th&gt;Missing&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Missing (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Memory size&lt;td style=&quot;white-space: nowrap;&quot;&gt;143.8 KiB&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=row id=minifreqtable&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;mini freq table-0&quot;&gt;&lt;tr&gt;&lt;th width=10%&gt;h&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:100.0%&gt;12095 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;u&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:35.5%&gt;4296 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;t&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:16.6%&gt;2005 &lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-end&quot;&gt;&lt;button aria-controls=&quot;#bottom--8226866519702480622, #minifreqtable-8226866519702480622&quot; class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom--8226866519702480622, #minifreqtable-8226866519702480622&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom--8226866519702480622&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--8226866519702480622bottom--8226866519702480622overview aria-selected=true data-bs-target=#tab-pane--8226866519702480622bottom--8226866519702480622overview data-bs-toggle=tab id=tab--8226866519702480622bottom--8226866519702480622overview role=tab type=button&gt;Overview&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--8226866519702480622bottom--8226866519702480622string aria-selected=false class=nav-link data-bs-target=#tab-pane--8226866519702480622bottom--8226866519702480622string data-bs-toggle=tab id=tab--8226866519702480622bottom--8226866519702480622string role=tab type=button&gt;Categories&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--8226866519702480622bottom--8226866519702480622word aria-selected=false class=nav-link data-bs-target=#tab-pane--8226866519702480622bottom--8226866519702480622word data-bs-toggle=tab id=tab--8226866519702480622bottom--8226866519702480622word role=tab type=button&gt;Words&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--8226866519702480622bottom--8226866519702480622characters aria-selected=false class=nav-link data-bs-target=#tab-pane--8226866519702480622bottom--8226866519702480622characters data-bs-toggle=tab id=tab--8226866519702480622bottom--8226866519702480622characters role=tab type=button&gt;Characters&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--8226866519702480622bottom--8226866519702480622overview id=tab-pane--8226866519702480622bottom--8226866519702480622overview role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Length&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Median length&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Mean length&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Min length&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Characters and Unicode&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;18396&lt;tr&gt;&lt;th&gt;Distinct characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;tr&gt;&lt;th&gt;Distinct categories&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode categories (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode scripts (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_block&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode blocks (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-body-secondary&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&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Unique&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;td style=&quot;white-space: nowrap;&quot;&gt;0 &lt;span class=&quot;badge text-bg-secondary float-end&quot; 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class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom--1336596687675677079, #minifreqtable-1336596687675677079&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom--1336596687675677079&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--1336596687675677079bottom--1336596687675677079statistics aria-selected=true data-bs-target=#tab-pane--1336596687675677079bottom--1336596687675677079statistics data-bs-toggle=tab id=tab--1336596687675677079bottom--1336596687675677079statistics role=tab type=button&gt;Statistics&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--1336596687675677079bottom--1336596687675677079histogram aria-selected=false class=nav-link data-bs-target=#tab-pane--1336596687675677079bottom--1336596687675677079histogram data-bs-toggle=tab id=tab--1336596687675677079bottom--1336596687675677079histogram role=tab type=button&gt;Histogram&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--1336596687675677079bottom--1336596687675677079common_values aria-selected=false class=nav-link data-bs-target=#tab-pane--1336596687675677079bottom--1336596687675677079common_values data-bs-toggle=tab id=tab--1336596687675677079bottom--1336596687675677079common_values role=tab type=button&gt;Common values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--1336596687675677079bottom--1336596687675677079extreme_values aria-selected=false class=nav-link data-bs-target=#tab-pane--1336596687675677079bottom--1336596687675677079extreme_values data-bs-toggle=tab id=tab--1336596687675677079bottom--1336596687675677079extreme_values role=tab type=button&gt;Extreme values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--1336596687675677079bottom--1336596687675677079statistics id=tab-pane--1336596687675677079bottom--1336596687675677079statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;85000&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;405000&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;633000&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;880000&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;1302000&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;2255000&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;9000000&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;8915000&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;669000&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;641921.67&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.60747914&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;10.373099&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;1056697.5&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;306500&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;2.3666727&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.9439006 × 10&lt;sup&gt;10&lt;/sup&gt;&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;4.1206343 × 10&lt;sup&gt;11&lt;/sup&gt;&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#p3d92fc237a) /&gt;&lt;/g&gt;&lt;g id=patch_51&gt;&lt;path d=&quot;M 458.074636 167.473951 L 465.880273 167.473951 L 465.880273 167.473951 L 458.074636 167.473951 z&quot; style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#p3d92fc237a) /&gt;&lt;/g&gt;&lt;g id=patch_52&gt;&lt;path d=&quot;M 465.880273 167.473951 L 473.685909 167.473951 L 473.685909 167.430261 L 465.880273 167.430261 z&quot; style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#p3d92fc237a) /&gt;&lt;/g&gt;&lt;g id=patch_53&gt;&lt;path d=&quot;M 63.89 167.473951 L 63.89 11.546796&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_54&gt;&lt;path d=&quot;M 493.2 167.473951 L 493.2 11.546796&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_55&gt;&lt;path d=&quot;M 63.89 167.473951 L 493.2 167.473951&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_56&gt;&lt;path d=&quot;M 63.89 11.546796 L 493.2 11.546796&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p3d92fc237a&gt;&lt;rect height=155.927155 width=429.31 x=63.89 y=11.546796 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-body-secondary&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--1336596687675677079bottom--1336596687675677079common_values id=tab-pane--1336596687675677079bottom--1336596687675677079common_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=600000&gt;600000&lt;td&gt;156&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.8%&lt;tr&gt;&lt;td title=1100000&gt;1100000&lt;td&gt;151&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.8%&lt;tr&gt;&lt;td title=650000&gt;650000&lt;td&gt;149&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.8%&lt;tr&gt;&lt;td title=800000&gt;800000&lt;td&gt;144&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &lt;/div&gt; 0.8%&lt;tr&gt;&lt;td title=1200000&gt;1200000&lt;td&gt;144&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &lt;/div&gt; 0.8%&lt;tr&gt;&lt;td title=1300000&gt;1300000&lt;td&gt;140&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &lt;/div&gt; 0.8%&lt;tr&gt;&lt;td title=1000000&gt;1000000&lt;td&gt;134&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &lt;/div&gt; 0.7%&lt;tr&gt;&lt;td title=900000&gt;900000&lt;td&gt;123&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &lt;/div&gt; 0.7%&lt;tr&gt;&lt;td title=750000&gt;750000&lt;td&gt;116&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &lt;/div&gt; 0.6%&lt;tr&gt;&lt;td title=500000&gt;500000&lt;td&gt;116&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &lt;/div&gt; 0.6%&lt;tr class=other&gt;&lt;td title=&quot;Other values (2460)&quot;&gt;Other values (2460)&lt;td&gt;17023&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;92.5%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--1336596687675677079bottom--1336596687675677079extreme_values id=tab-pane--1336596687675677079bottom--1336596687675677079extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--1336596687675677079extreme_values--1336596687675677079firstn aria-selected=true data-bs-target=#tab-pane--1336596687675677079extreme_values--1336596687675677079firstn data-bs-toggle=tab id=tab--1336596687675677079extreme_values--1336596687675677079firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--1336596687675677079extreme_values--1336596687675677079lastn aria-selected=false class=nav-link data-bs-target=#tab-pane--1336596687675677079extreme_values--1336596687675677079lastn data-bs-toggle=tab id=tab--1336596687675677079extreme_values--1336596687675677079lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--1336596687675677079extreme_values--1336596687675677079firstn id=tab-pane--1336596687675677079extreme_values--1336596687675677079firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=85000&gt;85000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=121000&gt;121000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=131000&gt;131000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145000&gt;145000&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=160000&gt;160000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=170000&gt;170000&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=185000&gt;185000&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=190000&gt;190000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=200000&gt;200000&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=208000&gt;208000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--1336596687675677079extreme_values--1336596687675677079lastn id=tab-pane--1336596687675677079extreme_values--1336596687675677079lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=9000000&gt;9000000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=8000000&gt;8000000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=7650000&gt;7650000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=6800000&gt;6800000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=6500000&gt;6500000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=6460000&gt;6460000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=6400000&gt;6400000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=6250000&gt;6250000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=6240000&gt;6240000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=5925000&gt;5925000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_5910430548292588403&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Method&gt;&lt;a href=#pp_var_5910430548292588403&gt;Method&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Categorical&lt;/span&gt;&lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;5&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;&amp;lt; 0.1%&lt;tr&gt;&lt;th&gt;Missing&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Missing (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Memory size&lt;td style=&quot;white-space: nowrap;&quot;&gt;143.8 KiB&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=row id=minifreqtable&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;mini freq table-0&quot;&gt;&lt;tr&gt;&lt;th width=10%&gt;S&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:100.0%&gt;12034 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;SP&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:19.5%&gt;2349 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;PI&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:18.2%&gt;2189 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;VB&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:14.1%&gt;1696 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;SA&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:1.1%&gt; &lt;/div&gt; 128&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-end&quot;&gt;&lt;button aria-controls=&quot;#bottom-5910430548292588403, #minifreqtable5910430548292588403&quot; class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom-5910430548292588403, #minifreqtable5910430548292588403&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom-5910430548292588403&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-5910430548292588403bottom-5910430548292588403overview aria-selected=true data-bs-target=#tab-pane-5910430548292588403bottom-5910430548292588403overview data-bs-toggle=tab id=tab-5910430548292588403bottom-5910430548292588403overview role=tab type=button&gt;Overview&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5910430548292588403bottom-5910430548292588403string aria-selected=false class=nav-link data-bs-target=#tab-pane-5910430548292588403bottom-5910430548292588403string data-bs-toggle=tab id=tab-5910430548292588403bottom-5910430548292588403string role=tab type=button&gt;Categories&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5910430548292588403bottom-5910430548292588403word aria-selected=false class=nav-link data-bs-target=#tab-pane-5910430548292588403bottom-5910430548292588403word data-bs-toggle=tab id=tab-5910430548292588403bottom-5910430548292588403word role=tab type=button&gt;Words&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5910430548292588403bottom-5910430548292588403characters aria-selected=false class=nav-link data-bs-target=#tab-pane-5910430548292588403bottom-5910430548292588403characters data-bs-toggle=tab id=tab-5910430548292588403bottom-5910430548292588403characters role=tab type=button&gt;Characters&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-5910430548292588403bottom-5910430548292588403overview id=tab-pane-5910430548292588403bottom-5910430548292588403overview role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Length&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;td style=&quot;white-space: nowrap;&quot;&gt;2&lt;tr&gt;&lt;th&gt;Median length&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Mean length&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.3458361&lt;tr&gt;&lt;th&gt;Min length&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Characters and Unicode&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;24758&lt;tr&gt;&lt;th&gt;Distinct characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;6&lt;tr&gt;&lt;th&gt;Distinct categories&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode categories (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode scripts (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_block&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode blocks (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-body-secondary&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&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Unique&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;td style=&quot;white-space: nowrap;&quot;&gt;0 &lt;span class=&quot;badge text-bg-secondary float-end&quot; 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aria-labelledby=tab-pane-5910430548292588403unicode-5910430548292588403characters id=tab-pane-5910430548292588403unicode-5910430548292588403characters role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring characters&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=S&gt;S&lt;td&gt;14511&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;58.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=P&gt;P&lt;td&gt;4538&lt;td&gt;&lt;div class=bar style=width:31.3%&gt; &lt;/div&gt; 18.3%&lt;tr&gt;&lt;td title=I&gt;I&lt;td&gt;2189&lt;td&gt;&lt;div class=bar style=width:15.1%&gt; &lt;/div&gt; 8.8%&lt;tr&gt;&lt;td title=V&gt;V&lt;td&gt;1696&lt;td&gt;&lt;div class=bar style=width:11.7%&gt; &lt;/div&gt; 6.9%&lt;tr&gt;&lt;td title=B&gt;B&lt;td&gt;1696&lt;td&gt;&lt;div class=bar style=width:11.7%&gt; &lt;/div&gt; 6.9%&lt;tr&gt;&lt;td title=A&gt;A&lt;td&gt;128&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.5%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5910430548292588403unicode-5910430548292588403categories id=tab-pane-5910430548292588403unicode-5910430548292588403categories role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring categories&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;24758&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per category&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=S&gt;S&lt;td&gt;14511&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;58.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=P&gt;P&lt;td&gt;4538&lt;td&gt;&lt;div class=bar style=width:31.3%&gt; &lt;/div&gt; 18.3%&lt;tr&gt;&lt;td title=I&gt;I&lt;td&gt;2189&lt;td&gt;&lt;div class=bar style=width:15.1%&gt; &lt;/div&gt; 8.8%&lt;tr&gt;&lt;td title=V&gt;V&lt;td&gt;1696&lt;td&gt;&lt;div class=bar style=width:11.7%&gt; &lt;/div&gt; 6.9%&lt;tr&gt;&lt;td title=B&gt;B&lt;td&gt;1696&lt;td&gt;&lt;div class=bar style=width:11.7%&gt; &lt;/div&gt; 6.9%&lt;tr&gt;&lt;td title=A&gt;A&lt;td&gt;128&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.5%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5910430548292588403unicode-5910430548292588403scripts id=tab-pane-5910430548292588403unicode-5910430548292588403scripts role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring scripts&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;24758&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per script&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=S&gt;S&lt;td&gt;14511&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;58.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=P&gt;P&lt;td&gt;4538&lt;td&gt;&lt;div class=bar style=width:31.3%&gt; &lt;/div&gt; 18.3%&lt;tr&gt;&lt;td title=I&gt;I&lt;td&gt;2189&lt;td&gt;&lt;div class=bar style=width:15.1%&gt; &lt;/div&gt; 8.8%&lt;tr&gt;&lt;td title=V&gt;V&lt;td&gt;1696&lt;td&gt;&lt;div class=bar style=width:11.7%&gt; &lt;/div&gt; 6.9%&lt;tr&gt;&lt;td title=B&gt;B&lt;td&gt;1696&lt;td&gt;&lt;div class=bar style=width:11.7%&gt; &lt;/div&gt; 6.9%&lt;tr&gt;&lt;td title=A&gt;A&lt;td&gt;128&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.5%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5910430548292588403unicode-5910430548292588403blocks id=tab-pane-5910430548292588403unicode-5910430548292588403blocks role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring blocks&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;24758&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per block&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=S&gt;S&lt;td&gt;14511&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;58.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=P&gt;P&lt;td&gt;4538&lt;td&gt;&lt;div class=bar style=width:31.3%&gt; &lt;/div&gt; 18.3%&lt;tr&gt;&lt;td title=I&gt;I&lt;td&gt;2189&lt;td&gt;&lt;div class=bar style=width:15.1%&gt; &lt;/div&gt; 8.8%&lt;tr&gt;&lt;td title=V&gt;V&lt;td&gt;1696&lt;td&gt;&lt;div class=bar style=width:11.7%&gt; &lt;/div&gt; 6.9%&lt;tr&gt;&lt;td title=B&gt;B&lt;td&gt;1696&lt;td&gt;&lt;div class=bar style=width:11.7%&gt; &lt;/div&gt; 6.9%&lt;tr&gt;&lt;td title=A&gt;A&lt;td&gt;128&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.5%&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&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 item&quot;&gt;&lt;div class=variable id=pp_var_5522588862985934790&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=SellerG&gt;&lt;a href=#pp_var_5522588862985934790&gt;SellerG&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Text&lt;/span&gt;&lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;305&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.7%&lt;tr&gt;&lt;th&gt;Missing&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Missing (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Memory size&lt;td style=&quot;white-space: nowrap;&quot;&gt;143.8 KiB&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;?xml version=&quot;1.0&quot; 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&quot; height=221.76 id=imageef3445b832 width=332.64 x=55.08 y=-34.56 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pd43c9a5278&gt;&lt;rect height=221.76 width=332.64 x=55.08 y=34.56 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-end&quot;&gt;&lt;button aria-controls=&quot;#bottom-5522588862985934790, #minifreqtable5522588862985934790&quot; class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom-5522588862985934790, #minifreqtable5522588862985934790&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom-5522588862985934790&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-5522588862985934790bottom-5522588862985934790overview aria-selected=true data-bs-target=#tab-pane-5522588862985934790bottom-5522588862985934790overview data-bs-toggle=tab id=tab-5522588862985934790bottom-5522588862985934790overview role=tab type=button&gt;Overview&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5522588862985934790bottom-5522588862985934790word aria-selected=false class=nav-link data-bs-target=#tab-pane-5522588862985934790bottom-5522588862985934790word data-bs-toggle=tab id=tab-5522588862985934790bottom-5522588862985934790word role=tab type=button&gt;Words&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5522588862985934790bottom-5522588862985934790characters aria-selected=false class=nav-link data-bs-target=#tab-pane-5522588862985934790bottom-5522588862985934790characters data-bs-toggle=tab id=tab-5522588862985934790bottom-5522588862985934790characters role=tab type=button&gt;Characters&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-5522588862985934790bottom-5522588862985934790overview id=tab-pane-5522588862985934790bottom-5522588862985934790overview role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Length&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;td style=&quot;white-space: nowrap;&quot;&gt;27&lt;tr&gt;&lt;th&gt;Median length&lt;td style=&quot;white-space: nowrap;&quot;&gt;21&lt;tr&gt;&lt;th&gt;Mean length&lt;td style=&quot;white-space: nowrap;&quot;&gt;6.3861165&lt;tr&gt;&lt;th&gt;Min length&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Characters and Unicode&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;117479&lt;tr&gt;&lt;th&gt;Distinct characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;58&lt;tr&gt;&lt;th&gt;Distinct categories&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode categories (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode scripts (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_block&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode blocks (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-body-secondary&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&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Unique&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;td style=&quot;white-space: nowrap;&quot;&gt;86 &lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;The number of unique values (all values that occur exactly once in the dataset).&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.5%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Sample&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1st row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Biggin&lt;tr&gt;&lt;th&gt;2nd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Biggin&lt;tr&gt;&lt;th&gt;3rd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Biggin&lt;tr&gt;&lt;th&gt;4th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Biggin&lt;tr&gt;&lt;th&gt;5th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Nelson&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5522588862985934790bottom-5522588862985934790word id=tab-pane-5522588862985934790bottom-5522588862985934790word role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=nelson&gt;nelson&lt;td&gt;2002&lt;td&gt;&lt;div class=bar style=width:26.8%&gt; &lt;/div&gt; 10.9%&lt;tr&gt;&lt;td title=jellis&gt;jellis&lt;td&gt;1759&lt;td&gt;&lt;div class=bar style=width:23.6%&gt; &lt;/div&gt; 9.6%&lt;tr&gt;&lt;td title=hockingstuart&gt;hockingstuart&lt;td&gt;1580&lt;td&gt;&lt;div class=bar style=width:21.2%&gt; &lt;/div&gt; 8.6%&lt;tr&gt;&lt;td title=barry&gt;barry&lt;td&gt;1390&lt;td&gt;&lt;div class=bar style=width:18.6%&gt; &lt;/div&gt; 7.6%&lt;tr&gt;&lt;td title=ray&gt;ray&lt;td&gt;1032&lt;td&gt;&lt;div class=bar style=width:13.8%&gt; &lt;/div&gt; 5.6%&lt;tr&gt;&lt;td title=buxton&gt;buxton&lt;td&gt;939&lt;td&gt;&lt;div class=bar style=width:12.6%&gt; &lt;/div&gt; 5.1%&lt;tr&gt;&lt;td title=marshall&gt;marshall&lt;td&gt;887&lt;td&gt;&lt;div class=bar style=width:11.9%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=biggin&gt;biggin&lt;td&gt;496&lt;td&gt;&lt;div class=bar style=width:6.7%&gt; &lt;/div&gt; 2.7%&lt;tr&gt;&lt;td title=brad&gt;brad&lt;td&gt;442&lt;td&gt;&lt;div class=bar style=width:5.9%&gt; &lt;/div&gt; 2.4%&lt;tr&gt;&lt;td title=woodards&gt;woodards&lt;td&gt;411&lt;td&gt;&lt;div class=bar style=width:5.5%&gt; &lt;/div&gt; 2.2%&lt;tr class=other&gt;&lt;td title=&quot;Other values (292)&quot;&gt;Other values (292)&lt;td&gt;7458&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;40.5%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;?xml version=&quot;1.0&quot; encoding=&quot;utf-8&quot; 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&quot; height=221.76 id=imagef1e684d91b width=332.64 x=55.08 y=-34.56 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pad482a6d45&gt;&lt;rect height=221.76 width=332.64 x=55.08 y=34.56 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5522588862985934790bottom-5522588862985934790characters id=tab-pane-5522588862985934790bottom-5522588862985934790characters role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-5522588862985934790unicode-5522588862985934790characters aria-selected=true data-bs-target=#tab-pane-5522588862985934790unicode-5522588862985934790characters data-bs-toggle=tab id=tab-5522588862985934790unicode-5522588862985934790characters role=tab type=button&gt;Characters&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5522588862985934790unicode-5522588862985934790categories aria-selected=false class=nav-link data-bs-target=#tab-pane-5522588862985934790unicode-5522588862985934790categories data-bs-toggle=tab id=tab-5522588862985934790unicode-5522588862985934790categories role=tab type=button&gt;Categories&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5522588862985934790unicode-5522588862985934790scripts aria-selected=false class=nav-link data-bs-target=#tab-pane-5522588862985934790unicode-5522588862985934790scripts data-bs-toggle=tab id=tab-5522588862985934790unicode-5522588862985934790scripts role=tab type=button&gt;Scripts&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5522588862985934790unicode-5522588862985934790blocks aria-selected=false class=nav-link data-bs-target=#tab-pane-5522588862985934790unicode-5522588862985934790blocks data-bs-toggle=tab id=tab-5522588862985934790unicode-5522588862985934790blocks role=tab type=button&gt;Blocks&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-5522588862985934790unicode-5522588862985934790characters id=tab-pane-5522588862985934790unicode-5522588862985934790characters role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring characters&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;10278&lt;td&gt;&lt;div class=bar style=width:25.9%&gt; &lt;/div&gt; 8.7%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;9797&lt;td&gt;&lt;div class=bar style=width:24.7%&gt; &lt;/div&gt; 8.3%&lt;tr&gt;&lt;td title=s&gt;s&lt;td&gt;9149&lt;td&gt;&lt;div class=bar style=width:23.1%&gt; &lt;/div&gt; 7.8%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;9089&lt;td&gt;&lt;div class=bar style=width:22.9%&gt; &lt;/div&gt; 7.7%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;8715&lt;td&gt;&lt;div class=bar style=width:22.0%&gt; &lt;/div&gt; 7.4%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;7686&lt;td&gt;&lt;div class=bar style=width:19.4%&gt; &lt;/div&gt; 6.5%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;7078&lt;td&gt;&lt;div class=bar style=width:17.8%&gt; &lt;/div&gt; 6.0%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;6578&lt;td&gt;&lt;div class=bar style=width:16.6%&gt; &lt;/div&gt; 5.6%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;5618&lt;td&gt;&lt;div class=bar style=width:14.2%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=h&gt;h&lt;td&gt;3828&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 3.3%&lt;tr class=other&gt;&lt;td title=&quot;Other values (48)&quot;&gt;Other values (48)&lt;td&gt;39663&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;33.8%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5522588862985934790unicode-5522588862985934790categories id=tab-pane-5522588862985934790unicode-5522588862985934790categories role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring categories&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;117479&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per category&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;10278&lt;td&gt;&lt;div class=bar style=width:25.9%&gt; &lt;/div&gt; 8.7%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;9797&lt;td&gt;&lt;div class=bar style=width:24.7%&gt; &lt;/div&gt; 8.3%&lt;tr&gt;&lt;td title=s&gt;s&lt;td&gt;9149&lt;td&gt;&lt;div class=bar style=width:23.1%&gt; &lt;/div&gt; 7.8%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;9089&lt;td&gt;&lt;div class=bar style=width:22.9%&gt; &lt;/div&gt; 7.7%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;8715&lt;td&gt;&lt;div class=bar style=width:22.0%&gt; &lt;/div&gt; 7.4%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;7686&lt;td&gt;&lt;div class=bar style=width:19.4%&gt; &lt;/div&gt; 6.5%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;7078&lt;td&gt;&lt;div class=bar style=width:17.8%&gt; &lt;/div&gt; 6.0%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;6578&lt;td&gt;&lt;div class=bar style=width:16.6%&gt; &lt;/div&gt; 5.6%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;5618&lt;td&gt;&lt;div class=bar style=width:14.2%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=h&gt;h&lt;td&gt;3828&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 3.3%&lt;tr class=other&gt;&lt;td title=&quot;Other values (48)&quot;&gt;Other values (48)&lt;td&gt;39663&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;33.8%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5522588862985934790unicode-5522588862985934790scripts id=tab-pane-5522588862985934790unicode-5522588862985934790scripts role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring scripts&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;117479&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per script&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;10278&lt;td&gt;&lt;div class=bar style=width:25.9%&gt; &lt;/div&gt; 8.7%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;9797&lt;td&gt;&lt;div class=bar style=width:24.7%&gt; &lt;/div&gt; 8.3%&lt;tr&gt;&lt;td title=s&gt;s&lt;td&gt;9149&lt;td&gt;&lt;div class=bar style=width:23.1%&gt; &lt;/div&gt; 7.8%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;9089&lt;td&gt;&lt;div class=bar style=width:22.9%&gt; &lt;/div&gt; 7.7%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;8715&lt;td&gt;&lt;div class=bar style=width:22.0%&gt; &lt;/div&gt; 7.4%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;7686&lt;td&gt;&lt;div class=bar style=width:19.4%&gt; &lt;/div&gt; 6.5%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;7078&lt;td&gt;&lt;div class=bar style=width:17.8%&gt; &lt;/div&gt; 6.0%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;6578&lt;td&gt;&lt;div class=bar style=width:16.6%&gt; &lt;/div&gt; 5.6%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;5618&lt;td&gt;&lt;div class=bar style=width:14.2%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=h&gt;h&lt;td&gt;3828&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 3.3%&lt;tr class=other&gt;&lt;td title=&quot;Other values (48)&quot;&gt;Other values (48)&lt;td&gt;39663&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;33.8%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5522588862985934790unicode-5522588862985934790blocks id=tab-pane-5522588862985934790unicode-5522588862985934790blocks role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring blocks&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;117479&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per block&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;10278&lt;td&gt;&lt;div class=bar style=width:25.9%&gt; &lt;/div&gt; 8.7%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;9797&lt;td&gt;&lt;div class=bar style=width:24.7%&gt; &lt;/div&gt; 8.3%&lt;tr&gt;&lt;td title=s&gt;s&lt;td&gt;9149&lt;td&gt;&lt;div class=bar style=width:23.1%&gt; &lt;/div&gt; 7.8%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;9089&lt;td&gt;&lt;div class=bar style=width:22.9%&gt; &lt;/div&gt; 7.7%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;8715&lt;td&gt;&lt;div class=bar style=width:22.0%&gt; &lt;/div&gt; 7.4%&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;7686&lt;td&gt;&lt;div class=bar style=width:19.4%&gt; &lt;/div&gt; 6.5%&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;7078&lt;td&gt;&lt;div class=bar style=width:17.8%&gt; &lt;/div&gt; 6.0%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;6578&lt;td&gt;&lt;div class=bar style=width:16.6%&gt; &lt;/div&gt; 5.6%&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;5618&lt;td&gt;&lt;div class=bar style=width:14.2%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=h&gt;h&lt;td&gt;3828&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &lt;/div&gt; 3.3%&lt;tr class=other&gt;&lt;td title=&quot;Other values (48)&quot;&gt;Other values (48)&lt;td&gt;39663&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;33.8%&lt;/div&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&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 item&quot;&gt;&lt;div class=variable id=pp_var_-6981644752861192821&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Date&gt;&lt;a href=#pp_var_-6981644752861192821&gt;Date&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Date&lt;/span&gt;&lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;58&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.3%&lt;tr&gt;&lt;th&gt;Missing&lt;td 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style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_56&gt;&lt;path d=&quot;M 10.8 10.8 L 205.2 10.8&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p883168c7d8&gt;&lt;rect height=115.117555 width=194.4 x=10.8 y=10.8 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-end&quot;&gt;&lt;button aria-controls=&quot;#bottom--5993155078562268820, #minifreqtable-5993155078562268820&quot; class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom--5993155078562268820, #minifreqtable-5993155078562268820&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom--5993155078562268820&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--5993155078562268820bottom--5993155078562268820statistics aria-selected=true data-bs-target=#tab-pane--5993155078562268820bottom--5993155078562268820statistics data-bs-toggle=tab id=tab--5993155078562268820bottom--5993155078562268820statistics role=tab type=button&gt;Statistics&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--5993155078562268820bottom--5993155078562268820histogram aria-selected=false class=nav-link data-bs-target=#tab-pane--5993155078562268820bottom--5993155078562268820histogram data-bs-toggle=tab id=tab--5993155078562268820bottom--5993155078562268820histogram role=tab type=button&gt;Histogram&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--5993155078562268820bottom--5993155078562268820common_values aria-selected=false class=nav-link data-bs-target=#tab-pane--5993155078562268820bottom--5993155078562268820common_values data-bs-toggle=tab id=tab--5993155078562268820bottom--5993155078562268820common_values role=tab type=button&gt;Common values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--5993155078562268820bottom--5993155078562268820extreme_values aria-selected=false class=nav-link data-bs-target=#tab-pane--5993155078562268820bottom--5993155078562268820extreme_values data-bs-toggle=tab id=tab--5993155078562268820bottom--5993155078562268820extreme_values role=tab type=button&gt;Extreme values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--5993155078562268820bottom--5993155078562268820statistics id=tab-pane--5993155078562268820bottom--5993155078562268820statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;2.6&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;6.3&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;9.7&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;13.3&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;21.1&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;48.1&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;48.1&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;7&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;6.0090497&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.57835011&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;4.9976601&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;10.389986&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;3.4&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.6402957&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;191123.8&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;36.108679&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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(bins=50)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--5993155078562268820bottom--5993155078562268820common_values id=tab-pane--5993155078562268820bottom--5993155078562268820common_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=11.2&gt;11.2&lt;td&gt;984&lt;td&gt;&lt;div class=bar style=width:7.0%&gt; &lt;/div&gt; 5.3%&lt;tr&gt;&lt;td title=9.2&gt;9.2&lt;td&gt;459&lt;td&gt;&lt;div class=bar style=width:3.2%&gt; &lt;/div&gt; 2.5%&lt;tr&gt;&lt;td title=13.9&gt;13.9&lt;td&gt;429&lt;td&gt;&lt;div class=bar style=width:3.0%&gt; &lt;/div&gt; 2.3%&lt;tr&gt;&lt;td title=7.8&gt;7.8&lt;td&gt;394&lt;td&gt;&lt;div class=bar style=width:2.8%&gt; &lt;/div&gt; 2.1%&lt;tr&gt;&lt;td title=13&gt;13&lt;td&gt;369&lt;td&gt;&lt;div class=bar style=width:2.6%&gt; &lt;/div&gt; 2.0%&lt;tr&gt;&lt;td title=13.8&gt;13.8&lt;td&gt;351&lt;td&gt;&lt;div class=bar style=width:2.5%&gt; &lt;/div&gt; 1.9%&lt;tr&gt;&lt;td title=5.2&gt;5.2&lt;td&gt;327&lt;td&gt;&lt;div class=bar style=width:2.3%&gt; &lt;/div&gt; 1.8%&lt;tr&gt;&lt;td title=4.6&gt;4.6&lt;td&gt;327&lt;td&gt;&lt;div class=bar style=width:2.3%&gt; &lt;/div&gt; 1.8%&lt;tr&gt;&lt;td title=10.5&gt;10.5&lt;td&gt;315&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &lt;/div&gt; 1.7%&lt;tr&gt;&lt;td title=11.4&gt;11.4&lt;td&gt;304&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &lt;/div&gt; 1.7%&lt;tr class=other&gt;&lt;td title=&quot;Other values (200)&quot;&gt;Other values (200)&lt;td&gt;14136&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;76.8%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--5993155078562268820bottom--5993155078562268820extreme_values id=tab-pane--5993155078562268820bottom--5993155078562268820extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--5993155078562268820extreme_values--5993155078562268820firstn aria-selected=true data-bs-target=#tab-pane--5993155078562268820extreme_values--5993155078562268820firstn data-bs-toggle=tab id=tab--5993155078562268820extreme_values--5993155078562268820firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--5993155078562268820extreme_values--5993155078562268820lastn aria-selected=false class=nav-link data-bs-target=#tab-pane--5993155078562268820extreme_values--5993155078562268820lastn data-bs-toggle=tab id=tab--5993155078562268820extreme_values--5993155078562268820lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--5993155078562268820extreme_values--5993155078562268820firstn id=tab-pane--5993155078562268820extreme_values--5993155078562268820firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=0&gt;0&lt;td&gt;24&lt;td&gt;&lt;div class=bar style=width:19.5%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=0.7&gt;0.7&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:10.6%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=1.2&gt;1.2&lt;td&gt;36&lt;td&gt;&lt;div class=bar style=width:29.3%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=1.3&gt;1.3&lt;td&gt;7&lt;td&gt;&lt;div class=bar style=width:5.7%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=1.4&gt;1.4&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=1.5&gt;1.5&lt;td&gt;22&lt;td&gt;&lt;div class=bar style=width:17.9%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=1.6&gt;1.6&lt;td&gt;123&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;0.7%&lt;/div&gt;&lt;tr&gt;&lt;td title=1.8&gt;1.8&lt;td&gt;84&lt;td&gt;&lt;div class=bar style=width:68.3%&gt;0.5%&lt;/div&gt;&lt;tr&gt;&lt;td title=1.9&gt;1.9&lt;td&gt;64&lt;td&gt;&lt;div class=bar style=width:52.0%&gt;0.3%&lt;/div&gt;&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;18&lt;td&gt;&lt;div class=bar style=width:14.6%&gt; &lt;/div&gt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--5993155078562268820extreme_values--5993155078562268820lastn id=tab-pane--5993155078562268820extreme_values--5993155078562268820lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=48.1&gt;48.1&lt;td&gt;3&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=47.4&gt;47.4&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:16.7%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=47.3&gt;47.3&lt;td&gt;6&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=45.9&gt;45.9&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=45.2&gt;45.2&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=44.2&gt;44.2&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=43.4&gt;43.4&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:16.7%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=43.3&gt;43.3&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=41&gt;41&lt;td&gt;9&lt;td&gt;&lt;div class=bar style=width:75.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=39.8&gt;39.8&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:16.7%&gt; &lt;/div&gt; &amp;lt; 0.1%&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_4650180019747196634&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Postcode&gt;&lt;a href=#pp_var_4650180019747196634&gt;Postcode&lt;/a&gt; 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class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom-4650180019747196634, #minifreqtable4650180019747196634&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom-4650180019747196634&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-4650180019747196634bottom-4650180019747196634statistics aria-selected=true data-bs-target=#tab-pane-4650180019747196634bottom-4650180019747196634statistics data-bs-toggle=tab id=tab-4650180019747196634bottom-4650180019747196634statistics role=tab type=button&gt;Statistics&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-4650180019747196634bottom-4650180019747196634histogram aria-selected=false class=nav-link data-bs-target=#tab-pane-4650180019747196634bottom-4650180019747196634histogram data-bs-toggle=tab id=tab-4650180019747196634bottom-4650180019747196634histogram role=tab type=button&gt;Histogram&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-4650180019747196634bottom-4650180019747196634common_values aria-selected=false class=nav-link data-bs-target=#tab-pane-4650180019747196634bottom-4650180019747196634common_values data-bs-toggle=tab id=tab-4650180019747196634bottom-4650180019747196634common_values role=tab type=button&gt;Common values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-4650180019747196634bottom-4650180019747196634extreme_values aria-selected=false class=nav-link data-bs-target=#tab-pane-4650180019747196634bottom-4650180019747196634extreme_values data-bs-toggle=tab id=tab-4650180019747196634bottom-4650180019747196634extreme_values role=tab type=button&gt;Extreme values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-4650180019747196634bottom-4650180019747196634statistics id=tab-pane-4650180019747196634bottom-4650180019747196634statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;3000&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;3013&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;3046&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;3085&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;3149&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;3204&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;3978&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;978&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;103&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;95.000995&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.030575059&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;28.326866&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;3107.1401&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;51&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;4.1563985&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;57155843&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;9025.189&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_56&gt;&lt;path d=&quot;M 63.89 10.8 L 490.493452 10.8&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pdfd870d150&gt;&lt;rect height=156.389633 width=426.603452 x=63.89 y=10.8 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-body-secondary&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-4650180019747196634bottom-4650180019747196634common_values id=tab-pane-4650180019747196634bottom-4650180019747196634common_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=3073&gt;3073&lt;td&gt;541&lt;td&gt;&lt;div class=bar style=width:3.7%&gt; &lt;/div&gt; 2.9%&lt;tr&gt;&lt;td title=3046&gt;3046&lt;td&gt;417&lt;td&gt;&lt;div class=bar style=width:2.8%&gt; &lt;/div&gt; 2.3%&lt;tr&gt;&lt;td title=3020&gt;3020&lt;td&gt;403&lt;td&gt;&lt;div class=bar style=width:2.7%&gt; &lt;/div&gt; 2.2%&lt;tr&gt;&lt;td title=3165&gt;3165&lt;td&gt;368&lt;td&gt;&lt;div class=bar style=width:2.5%&gt; &lt;/div&gt; 2.0%&lt;tr&gt;&lt;td title=3121&gt;3121&lt;td&gt;366&lt;td&gt;&lt;div class=bar style=width:2.5%&gt; &lt;/div&gt; 2.0%&lt;tr&gt;&lt;td title=3040&gt;3040&lt;td&gt;347&lt;td&gt;&lt;div class=bar style=width:2.4%&gt; &lt;/div&gt; 1.9%&lt;tr&gt;&lt;td title=3163&gt;3163&lt;td&gt;344&lt;td&gt;&lt;div class=bar style=width:2.3%&gt; &lt;/div&gt; 1.9%&lt;tr&gt;&lt;td title=3032&gt;3032&lt;td&gt;325&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &lt;/div&gt; 1.8%&lt;tr&gt;&lt;td title=3204&gt;3204&lt;td&gt;316&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &lt;/div&gt; 1.7%&lt;tr&gt;&lt;td title=3058&gt;3058&lt;td&gt;313&lt;td&gt;&lt;div class=bar style=width:2.1%&gt; &lt;/div&gt; 1.7%&lt;tr class=other&gt;&lt;td title=&quot;Other values (195)&quot;&gt;Other values (195)&lt;td&gt;14655&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;79.7%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-4650180019747196634bottom-4650180019747196634extreme_values id=tab-pane-4650180019747196634bottom-4650180019747196634extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-4650180019747196634extreme_values-4650180019747196634firstn aria-selected=true data-bs-target=#tab-pane-4650180019747196634extreme_values-4650180019747196634firstn data-bs-toggle=tab id=tab-4650180019747196634extreme_values-4650180019747196634firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-4650180019747196634extreme_values-4650180019747196634lastn aria-selected=false class=nav-link data-bs-target=#tab-pane-4650180019747196634extreme_values-4650180019747196634lastn data-bs-toggle=tab id=tab-4650180019747196634extreme_values-4650180019747196634lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; 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&amp;lt; 0.1%&lt;tr&gt;&lt;td title=3809&gt;3809&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:5.6%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=3808&gt;3808&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:11.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=3807&gt;3807&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:11.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=3806&gt;3806&lt;td&gt;18&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;0.1%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_8329662348461864011&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Bedroom2&gt;&lt;a href=#pp_var_8329662348461864011&gt;Bedroom2&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Real number (ℝ)&lt;/span&gt;&lt;p&gt;&lt;span class=&quot;badge text-bg-secondary&quot; data-bs-title=&quot;This variable has a high overall correlation with 4 fields: Bathroom, BuildingArea, Price, Rooms&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;High correlation&lt;/span&gt;  &lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt; &lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;12&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.1%&lt;tr class=alert-info&gt;&lt;th&gt;Missing&lt;td style=&quot;white-space: nowrap;&quot;&gt;3469&lt;tr class=alert-info&gt;&lt;th&gt;Missing (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;18.9%&lt;tr&gt;&lt;th&gt;Infinite&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Infinite (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;2.9130435&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;20&lt;tr&gt;&lt;th&gt;Zeros&lt;td style=&quot;white-space: nowrap;&quot;&gt;16&lt;tr&gt;&lt;th&gt;Zeros (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.1%&lt;tr&gt;&lt;th&gt;Negative&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Negative (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Memory size&lt;td style=&quot;white-space: nowrap;&quot;&gt;143.8 KiB&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;?xml version=&quot;1.0&quot; 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aria-labelledby=tab-pane-8329662348461864011bottom-8329662348461864011statistics id=tab-pane-8329662348461864011bottom-8329662348461864011statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;2&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;4&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;20&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;20&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.96464121&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.33114549&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;7.4274186&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;2.9130435&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.73774968&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;43483&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.93053266&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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4.1%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;604&lt;td&gt;&lt;div class=bar style=width:9.3%&gt; &lt;/div&gt; 3.3%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;71&lt;td&gt;&lt;div class=bar style=width:1.1%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=0&gt;0&lt;td&gt;16&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;5&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=9&gt;9&lt;td&gt;3&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr class=other&gt;&lt;td title=&quot;Other values (2)&quot;&gt;Other values (2)&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;td&gt;3469&lt;td&gt;&lt;div class=bar style=width:53.7%&gt;18.9%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-8329662348461864011bottom-8329662348461864011extreme_values id=tab-pane-8329662348461864011bottom-8329662348461864011extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-8329662348461864011extreme_values-8329662348461864011firstn aria-selected=true data-bs-target=#tab-pane-8329662348461864011extreme_values-8329662348461864011firstn data-bs-toggle=tab id=tab-8329662348461864011extreme_values-8329662348461864011firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-8329662348461864011extreme_values-8329662348461864011lastn aria-selected=false class=nav-link data-bs-target=#tab-pane-8329662348461864011extreme_values-8329662348461864011lastn data-bs-toggle=tab id=tab-8329662348461864011extreme_values-8329662348461864011lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-8329662348461864011extreme_values-8329662348461864011firstn id=tab-pane-8329662348461864011extreme_values-8329662348461864011firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=0&gt;0&lt;td&gt;16&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;763&lt;td&gt;&lt;div class=bar style=width:11.8%&gt; &lt;/div&gt; 4.1%&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;4124&lt;td&gt;&lt;div class=bar style=width:63.8%&gt;22.4%&lt;/div&gt;&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;6463&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;35.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;2864&lt;td&gt;&lt;div class=bar style=width:44.3%&gt;15.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;604&lt;td&gt;&lt;div class=bar style=width:9.3%&gt; &lt;/div&gt; 3.3%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;71&lt;td&gt;&lt;div class=bar style=width:1.1%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;5&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=9&gt;9&lt;td&gt;3&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-8329662348461864011extreme_values-8329662348461864011lastn id=tab-pane-8329662348461864011extreme_values-8329662348461864011lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=20&gt;20&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=9&gt;9&lt;td&gt;3&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;5&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;71&lt;td&gt;&lt;div class=bar style=width:1.1%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;604&lt;td&gt;&lt;div class=bar style=width:9.3%&gt; &lt;/div&gt; 3.3%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;2864&lt;td&gt;&lt;div class=bar style=width:44.3%&gt;15.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;6463&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;35.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;4124&lt;td&gt;&lt;div class=bar style=width:63.8%&gt;22.4%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_-4977814634967768313&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; 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aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom--4977814634967768313&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--4977814634967768313bottom--4977814634967768313statistics aria-selected=true data-bs-target=#tab-pane--4977814634967768313bottom--4977814634967768313statistics data-bs-toggle=tab id=tab--4977814634967768313bottom--4977814634967768313statistics role=tab type=button&gt;Statistics&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--4977814634967768313bottom--4977814634967768313histogram aria-selected=false class=nav-link data-bs-target=#tab-pane--4977814634967768313bottom--4977814634967768313histogram data-bs-toggle=tab id=tab--4977814634967768313bottom--4977814634967768313histogram role=tab type=button&gt;Histogram&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--4977814634967768313bottom--4977814634967768313common_values aria-selected=false class=nav-link data-bs-target=#tab-pane--4977814634967768313bottom--4977814634967768313common_values data-bs-toggle=tab id=tab--4977814634967768313bottom--4977814634967768313common_values role=tab type=button&gt;Common values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--4977814634967768313bottom--4977814634967768313extreme_values aria-selected=false class=nav-link data-bs-target=#tab-pane--4977814634967768313bottom--4977814634967768313extreme_values data-bs-toggle=tab id=tab--4977814634967768313bottom--4977814634967768313extreme_values role=tab type=button&gt;Extreme values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--4977814634967768313bottom--4977814634967768313statistics id=tab-pane--4977814634967768313bottom--4977814634967768313statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;2&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;8&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;8&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.68931113&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.44804323&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;3.3803907&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.5384925&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.3416097&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;22962&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.47514983&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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5.5%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;114&lt;td&gt;&lt;div class=bar style=width:1.4%&gt; &lt;/div&gt; 0.6%&lt;tr&gt;&lt;td title=0&gt;0&lt;td&gt;34&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;30&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;5&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;td&gt;3471&lt;td&gt;&lt;div class=bar style=width:42.4%&gt;18.9%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--4977814634967768313bottom--4977814634967768313extreme_values id=tab-pane--4977814634967768313bottom--4977814634967768313extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; 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0.2%&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;8193&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;44.5%&lt;/div&gt;&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;5532&lt;td&gt;&lt;div class=bar style=width:67.5%&gt;30.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;1013&lt;td&gt;&lt;div class=bar style=width:12.4%&gt; &lt;/div&gt; 5.5%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;114&lt;td&gt;&lt;div class=bar style=width:1.4%&gt; &lt;/div&gt; 0.6%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;30&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;5&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--4977814634967768313extreme_values--4977814634967768313lastn id=tab-pane--4977814634967768313extreme_values--4977814634967768313lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;5&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;30&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;114&lt;td&gt;&lt;div class=bar style=width:1.4%&gt; &lt;/div&gt; 0.6%&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;1013&lt;td&gt;&lt;div class=bar style=width:12.4%&gt; &lt;/div&gt; 5.5%&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;5532&lt;td&gt;&lt;div class=bar style=width:67.5%&gt;30.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;8193&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;44.5%&lt;/div&gt;&lt;tr&gt;&lt;td title=0&gt;0&lt;td&gt;34&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &lt;/div&gt; 0.2%&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_-3985026854538071510&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; 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data-bs-target=&quot;#bottom--3985026854538071510, #minifreqtable-3985026854538071510&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom--3985026854538071510&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--3985026854538071510bottom--3985026854538071510statistics aria-selected=true data-bs-target=#tab-pane--3985026854538071510bottom--3985026854538071510statistics data-bs-toggle=tab id=tab--3985026854538071510bottom--3985026854538071510statistics role=tab type=button&gt;Statistics&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--3985026854538071510bottom--3985026854538071510histogram aria-selected=false class=nav-link data-bs-target=#tab-pane--3985026854538071510bottom--3985026854538071510histogram data-bs-toggle=tab id=tab--3985026854538071510bottom--3985026854538071510histogram role=tab type=button&gt;Histogram&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--3985026854538071510bottom--3985026854538071510common_values aria-selected=false class=nav-link data-bs-target=#tab-pane--3985026854538071510bottom--3985026854538071510common_values data-bs-toggle=tab id=tab--3985026854538071510bottom--3985026854538071510common_values role=tab type=button&gt;Common values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--3985026854538071510bottom--3985026854538071510extreme_values aria-selected=false class=nav-link data-bs-target=#tab-pane--3985026854538071510bottom--3985026854538071510extreme_values data-bs-toggle=tab id=tab--3985026854538071510bottom--3985026854538071510extreme_values role=tab type=button&gt;Extreme values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--3985026854538071510bottom--3985026854538071510statistics id=tab-pane--3985026854538071510bottom--3985026854538071510statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;2&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;2&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;3&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;10&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;10&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.95591575&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.59170794&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;5.4257059&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.6155196&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.4083278&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;23942&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.91377492&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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5.7%&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;809&lt;td&gt;&lt;div class=bar style=width:13.1%&gt; &lt;/div&gt; 4.4%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;549&lt;td&gt;&lt;div class=bar style=width:8.9%&gt; &lt;/div&gt; 3.0%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;66&lt;td&gt;&lt;div class=bar style=width:1.1%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;60&lt;td&gt;&lt;div class=bar style=width:1.0%&gt; &lt;/div&gt; 0.3%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;8&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;3&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;td&gt;3576&lt;td&gt;&lt;div class=bar style=width:57.8%&gt;19.4%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--3985026854538071510bottom--3985026854538071510extreme_values id=tab-pane--3985026854538071510bottom--3985026854538071510extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--3985026854538071510extreme_values--3985026854538071510firstn aria-selected=true data-bs-target=#tab-pane--3985026854538071510extreme_values--3985026854538071510firstn data-bs-toggle=tab id=tab--3985026854538071510extreme_values--3985026854538071510firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--3985026854538071510extreme_values--3985026854538071510lastn aria-selected=false class=nav-link data-bs-target=#tab-pane--3985026854538071510extreme_values--3985026854538071510lastn data-bs-toggle=tab id=tab--3985026854538071510extreme_values--3985026854538071510lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--3985026854538071510extreme_values--3985026854538071510firstn id=tab-pane--3985026854538071510extreme_values--3985026854538071510firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=0&gt;0&lt;td&gt;1057&lt;td&gt;&lt;div class=bar style=width:17.1%&gt; &lt;/div&gt; 5.7%&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;6072&lt;td&gt;&lt;div class=bar style=width:98.2%&gt;33.0%&lt;/div&gt;&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;6183&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;33.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;809&lt;td&gt;&lt;div class=bar style=width:13.1%&gt; &lt;/div&gt; 4.4%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;549&lt;td&gt;&lt;div class=bar style=width:8.9%&gt; &lt;/div&gt; 3.0%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;66&lt;td&gt;&lt;div class=bar style=width:1.1%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;60&lt;td&gt;&lt;div class=bar style=width:1.0%&gt; &lt;/div&gt; 0.3%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;8&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=9&gt;9&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--3985026854538071510extreme_values--3985026854538071510lastn id=tab-pane--3985026854538071510extreme_values--3985026854538071510lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;3&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=9&gt;9&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=8&gt;8&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;8&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=6&gt;6&lt;td&gt;60&lt;td&gt;&lt;div class=bar style=width:1.0%&gt; &lt;/div&gt; 0.3%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;66&lt;td&gt;&lt;div class=bar style=width:1.1%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;549&lt;td&gt;&lt;div class=bar style=width:8.9%&gt; &lt;/div&gt; 3.0%&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;809&lt;td&gt;&lt;div class=bar style=width:13.1%&gt; &lt;/div&gt; 4.4%&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;6183&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;33.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;6072&lt;td&gt;&lt;div class=bar style=width:98.2%&gt;33.0%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_3942698244811224682&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; 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role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-3942698244811224682bottom-3942698244811224682statistics aria-selected=true data-bs-target=#tab-pane-3942698244811224682bottom-3942698244811224682statistics data-bs-toggle=tab id=tab-3942698244811224682bottom-3942698244811224682statistics role=tab type=button&gt;Statistics&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-3942698244811224682bottom-3942698244811224682histogram aria-selected=false class=nav-link data-bs-target=#tab-pane-3942698244811224682bottom-3942698244811224682histogram data-bs-toggle=tab id=tab-3942698244811224682bottom-3942698244811224682histogram role=tab type=button&gt;Histogram&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-3942698244811224682bottom-3942698244811224682common_values aria-selected=false class=nav-link data-bs-target=#tab-pane-3942698244811224682bottom-3942698244811224682common_values data-bs-toggle=tab id=tab-3942698244811224682bottom-3942698244811224682common_values role=tab type=button&gt;Common values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-3942698244811224682bottom-3942698244811224682extreme_values aria-selected=false class=nav-link data-bs-target=#tab-pane-3942698244811224682bottom-3942698244811224682extreme_values data-bs-toggle=tab id=tab-3942698244811224682bottom-3942698244811224682extreme_values role=tab type=button&gt;Extreme values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-3942698244811224682bottom-3942698244811224682statistics id=tab-pane-3942698244811224682bottom-3942698244811224682statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;176.5&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;440&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;651&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;995&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;433014&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;433014&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;474.5&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;3987.3266&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;7.1442566&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;10197.281&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;558.11637&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;236&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;95.315876&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;7592057&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;15898773&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#pf2eea7ae92) /&gt;&lt;/g&gt;&lt;g id=patch_52&gt;&lt;path d=&quot;M 466.281182 158.280088 L 473.972273 158.280088 L 473.972273 158.269811 L 466.281182 158.269811 z&quot; style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#pf2eea7ae92) /&gt;&lt;/g&gt;&lt;g id=patch_53&gt;&lt;path d=&quot;M 70.19 158.280088 L 70.19 11.835225&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_54&gt;&lt;path d=&quot;M 493.2 158.280088 L 493.2 11.835225&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_55&gt;&lt;path d=&quot;M 70.19 158.280088 L 493.2 158.280088&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_56&gt;&lt;path d=&quot;M 70.19 11.835225 L 493.2 11.835225&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pf2eea7ae92&gt;&lt;rect height=146.444862 width=423.01 x=70.19 y=11.835225 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-body-secondary&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-3942698244811224682bottom-3942698244811224682common_values id=tab-pane-3942698244811224682bottom-3942698244811224682common_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=0&gt;0&lt;td&gt;1942&lt;td&gt;&lt;div class=bar style=width:17.3%&gt; &lt;/div&gt; 10.6%&lt;tr&gt;&lt;td title=650&gt;650&lt;td&gt;103&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.6%&lt;tr&gt;&lt;td title=697&gt;697&lt;td&gt;71&lt;td&gt;&lt;div class=bar style=width:0.6%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=700&gt;700&lt;td&gt;48&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &lt;/div&gt; 0.3%&lt;tr&gt;&lt;td title=585&gt;585&lt;td&gt;47&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &lt;/div&gt; 0.3%&lt;tr&gt;&lt;td title=534&gt;534&lt;td&gt;42&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=590&gt;590&lt;td&gt;40&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=696&gt;696&lt;td&gt;36&lt;td&gt;&lt;div class=bar style=width:0.3%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=649&gt;649&lt;td&gt;36&lt;td&gt;&lt;div class=bar style=width:0.3%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=604&gt;604&lt;td&gt;35&lt;td&gt;&lt;div class=bar style=width:0.3%&gt; &lt;/div&gt; 0.2%&lt;tr class=other&gt;&lt;td title=&quot;Other values (1439)&quot;&gt;Other values (1439)&lt;td&gt;11203&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;60.9%&lt;/div&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;td&gt;4793&lt;td&gt;&lt;div class=bar style=width:42.8%&gt;26.1%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-3942698244811224682bottom-3942698244811224682extreme_values id=tab-pane-3942698244811224682bottom-3942698244811224682extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-3942698244811224682extreme_values-3942698244811224682firstn aria-selected=true data-bs-target=#tab-pane-3942698244811224682extreme_values-3942698244811224682firstn data-bs-toggle=tab id=tab-3942698244811224682extreme_values-3942698244811224682firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-3942698244811224682extreme_values-3942698244811224682lastn aria-selected=false class=nav-link data-bs-target=#tab-pane-3942698244811224682extreme_values-3942698244811224682lastn data-bs-toggle=tab id=tab-3942698244811224682extreme_values-3942698244811224682lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-3942698244811224682extreme_values-3942698244811224682firstn id=tab-pane-3942698244811224682extreme_values-3942698244811224682firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=0&gt;0&lt;td&gt;1942&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;10.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=14&gt;14&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=15&gt;15&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=17&gt;17&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=18&gt;18&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-3942698244811224682extreme_values-3942698244811224682lastn id=tab-pane-3942698244811224682extreme_values-3942698244811224682lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=433014&gt;433014&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=76000&gt;76000&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=75100&gt;75100&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=44500&gt;44500&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=41400&gt;41400&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=40468&gt;40468&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=38490&gt;38490&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=37000&gt;37000&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=21715&gt;21715&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=21700&gt;21700&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;&amp;lt; 0.1%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_-7806817963229366540&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=BuildingArea&gt;&lt;a href=#pp_var_-7806817963229366540&gt;BuildingArea&lt;/a&gt; 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aria-labelledby=tab-pane--7806817963229366540bottom--7806817963229366540statistics id=tab-pane--7806817963229366540bottom--7806817963229366540statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;51&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;93&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;126&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;174&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;294&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;44515&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;44515&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;81&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;519.1886&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;3.4333279&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;6875.1942&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;151.22022&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;39&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;80.752703&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;1173771.3&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;269556.8&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#p541f659e78) /&gt;&lt;/g&gt;&lt;g id=patch_52&gt;&lt;path d=&quot;M 465.880273 162.73486 L 473.685909 162.73486 L 473.685909 162.71633 L 465.880273 162.71633 z&quot; style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#p541f659e78) /&gt;&lt;/g&gt;&lt;g id=patch_53&gt;&lt;path d=&quot;M 63.89 162.73486 L 63.89 11.907492&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_54&gt;&lt;path d=&quot;M 493.2 162.73486 L 493.2 11.907492&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_55&gt;&lt;path d=&quot;M 63.89 162.73486 L 493.2 162.73486&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_56&gt;&lt;path d=&quot;M 63.89 11.907492 L 493.2 11.907492&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p541f659e78&gt;&lt;rect height=150.827368 width=429.31 x=63.89 y=11.907492 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-body-secondary&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--7806817963229366540bottom--7806817963229366540common_values id=tab-pane--7806817963229366540bottom--7806817963229366540common_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=120&gt;120&lt;td&gt;119&lt;td&gt;&lt;div class=bar style=width:1.1%&gt; &lt;/div&gt; 0.6%&lt;tr&gt;&lt;td title=110&gt;110&lt;td&gt;96&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.5%&lt;tr&gt;&lt;td title=100&gt;100&lt;td&gt;96&lt;td&gt;&lt;div class=bar style=width:0.9%&gt; &lt;/div&gt; 0.5%&lt;tr&gt;&lt;td title=130&gt;130&lt;td&gt;90&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &lt;/div&gt; 0.5%&lt;tr&gt;&lt;td title=115&gt;115&lt;td&gt;87&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &lt;/div&gt; 0.5%&lt;tr&gt;&lt;td title=150&gt;150&lt;td&gt;82&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=112&gt;112&lt;td&gt;74&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=90&gt;90&lt;td&gt;72&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=140&gt;140&lt;td&gt;72&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=85&gt;85&lt;td&gt;70&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &lt;/div&gt; 0.4%&lt;tr class=other&gt;&lt;td title=&quot;Other values (603)&quot;&gt;Other values (603)&lt;td&gt;6904&lt;td&gt;&lt;div class=bar style=width:64.9%&gt;37.5%&lt;/div&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;td&gt;10634&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;57.8%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--7806817963229366540bottom--7806817963229366540extreme_values id=tab-pane--7806817963229366540bottom--7806817963229366540extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--7806817963229366540extreme_values--7806817963229366540firstn aria-selected=true data-bs-target=#tab-pane--7806817963229366540extreme_values--7806817963229366540firstn data-bs-toggle=tab id=tab--7806817963229366540extreme_values--7806817963229366540firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--7806817963229366540extreme_values--7806817963229366540lastn aria-selected=false class=nav-link data-bs-target=#tab-pane--7806817963229366540extreme_values--7806817963229366540lastn data-bs-toggle=tab id=tab--7806817963229366540extreme_values--7806817963229366540lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--7806817963229366540extreme_values--7806817963229366540firstn id=tab-pane--7806817963229366540extreme_values--7806817963229366540firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=0&gt;0&lt;td&gt;24&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=1&gt;1&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:50.0%&gt;0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=2&gt;2&lt;td&gt;16&lt;td&gt;&lt;div class=bar style=width:66.7%&gt;0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=3&gt;3&lt;td&gt;20&lt;td&gt;&lt;div class=bar style=width:83.3%&gt;0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=4&gt;4&lt;td&gt;5&lt;td&gt;&lt;div class=bar style=width:20.8%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=5&gt;5&lt;td&gt;3&lt;td&gt;&lt;div class=bar style=width:12.5%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=7&gt;7&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:4.2%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=9&gt;9&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:4.2%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=10&gt;10&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:4.2%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=11&gt;11&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:4.2%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--7806817963229366540extreme_values--7806817963229366540lastn id=tab-pane--7806817963229366540extreme_values--7806817963229366540lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=44515&gt;44515&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=6791&gt;6791&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=3558&gt;3558&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=3112&gt;3112&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=1561&gt;1561&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=1143&gt;1143&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=1041&gt;1041&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=1022&gt;1022&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=999&gt;999&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=934&gt;934&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 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class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom-4225383352949478076, #minifreqtable4225383352949478076&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom-4225383352949478076&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-4225383352949478076bottom-4225383352949478076statistics aria-selected=true data-bs-target=#tab-pane-4225383352949478076bottom-4225383352949478076statistics data-bs-toggle=tab id=tab-4225383352949478076bottom-4225383352949478076statistics role=tab type=button&gt;Statistics&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-4225383352949478076bottom-4225383352949478076histogram aria-selected=false class=nav-link data-bs-target=#tab-pane-4225383352949478076bottom-4225383352949478076histogram data-bs-toggle=tab id=tab-4225383352949478076bottom-4225383352949478076histogram role=tab type=button&gt;Histogram&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-4225383352949478076bottom-4225383352949478076common_values aria-selected=false class=nav-link data-bs-target=#tab-pane-4225383352949478076bottom-4225383352949478076common_values data-bs-toggle=tab id=tab-4225383352949478076bottom-4225383352949478076common_values role=tab type=button&gt;Common values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-4225383352949478076bottom-4225383352949478076extreme_values aria-selected=false class=nav-link data-bs-target=#tab-pane-4225383352949478076bottom-4225383352949478076extreme_values data-bs-toggle=tab id=tab-4225383352949478076bottom-4225383352949478076extreme_values role=tab type=button&gt;Extreme values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-4225383352949478076bottom-4225383352949478076statistics id=tab-pane-4225383352949478076bottom-4225383352949478076statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;1196&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;1900&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;1950&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;1970&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;2000&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;2012&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;2018&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;822&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;50&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;37.013261&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.018827833&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;20.149205&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;1965.88&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;30&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;-1.522927&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;17610353&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;1369.9815&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#pfcb231d5e8) /&gt;&lt;/g&gt;&lt;g id=patch_51&gt;&lt;path d=&quot;M 458.074636 167.125994 L 465.880273 167.125994 L 465.880273 78.832828 L 458.074636 78.832828 z&quot; style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#pfcb231d5e8) /&gt;&lt;/g&gt;&lt;g id=patch_52&gt;&lt;path d=&quot;M 465.880273 167.125994 L 473.685909 167.125994 L 473.685909 18.244095 L 465.880273 18.244095 z&quot; style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#pfcb231d5e8) /&gt;&lt;/g&gt;&lt;g id=patch_53&gt;&lt;path d=&quot;M 63.89 167.125994 L 63.89 10.8&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_54&gt;&lt;path d=&quot;M 493.2 167.125994 L 493.2 10.8&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_55&gt;&lt;path d=&quot;M 63.89 167.125994 L 493.2 167.125994&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_56&gt;&lt;path d=&quot;M 63.89 10.8 L 493.2 10.8&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pfcb231d5e8&gt;&lt;rect height=156.325994 width=429.31 x=63.89 y=10.8 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-body-secondary&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-4225383352949478076bottom-4225383352949478076common_values id=tab-pane-4225383352949478076bottom-4225383352949478076common_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=1970&gt;1970&lt;td&gt;949&lt;td&gt;&lt;div class=bar style=width:10.1%&gt; &lt;/div&gt; 5.2%&lt;tr&gt;&lt;td title=1960&gt;1960&lt;td&gt;781&lt;td&gt;&lt;div class=bar style=width:8.3%&gt; &lt;/div&gt; 4.2%&lt;tr&gt;&lt;td title=1950&gt;1950&lt;td&gt;612&lt;td&gt;&lt;div class=bar style=width:6.5%&gt; &lt;/div&gt; 3.3%&lt;tr&gt;&lt;td title=1980&gt;1980&lt;td&gt;371&lt;td&gt;&lt;div class=bar style=width:3.9%&gt; &lt;/div&gt; 2.0%&lt;tr&gt;&lt;td title=1900&gt;1900&lt;td&gt;356&lt;td&gt;&lt;div class=bar style=width:3.8%&gt; &lt;/div&gt; 1.9%&lt;tr&gt;&lt;td title=2000&gt;2000&lt;td&gt;339&lt;td&gt;&lt;div class=bar style=width:3.6%&gt; &lt;/div&gt; 1.8%&lt;tr&gt;&lt;td title=1920&gt;1920&lt;td&gt;289&lt;td&gt;&lt;div class=bar style=width:3.1%&gt; &lt;/div&gt; 1.6%&lt;tr&gt;&lt;td title=1930&gt;1930&lt;td&gt;288&lt;td&gt;&lt;div class=bar style=width:3.1%&gt; &lt;/div&gt; 1.6%&lt;tr&gt;&lt;td title=1940&gt;1940&lt;td&gt;248&lt;td&gt;&lt;div class=bar style=width:2.6%&gt; &lt;/div&gt; 1.3%&lt;tr&gt;&lt;td title=1910&gt;1910&lt;td&gt;248&lt;td&gt;&lt;div class=bar style=width:2.6%&gt; &lt;/div&gt; 1.3%&lt;tr class=other&gt;&lt;td title=&quot;Other values (134)&quot;&gt;Other values (134)&lt;td&gt;4477&lt;td&gt;&lt;div class=bar style=width:47.4%&gt;24.3%&lt;/div&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;td&gt;9438&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;51.3%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-4225383352949478076bottom-4225383352949478076extreme_values id=tab-pane-4225383352949478076bottom-4225383352949478076extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-4225383352949478076extreme_values-4225383352949478076firstn aria-selected=true data-bs-target=#tab-pane-4225383352949478076extreme_values-4225383352949478076firstn data-bs-toggle=tab id=tab-4225383352949478076extreme_values-4225383352949478076firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-4225383352949478076extreme_values-4225383352949478076lastn aria-selected=false class=nav-link data-bs-target=#tab-pane-4225383352949478076extreme_values-4225383352949478076lastn data-bs-toggle=tab id=tab-4225383352949478076extreme_values-4225383352949478076lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-4225383352949478076extreme_values-4225383352949478076firstn id=tab-pane-4225383352949478076extreme_values-4225383352949478076firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=1196&gt;1196&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=1830&gt;1830&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=1850&gt;1850&lt;td&gt;4&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=1854&gt;1854&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=1856&gt;1856&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=1857&gt;1857&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=1860&gt;1860&lt;td&gt;4&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=1862&gt;1862&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=1863&gt;1863&lt;td&gt;3&lt;td&gt;&lt;div class=bar style=width:75.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=1868&gt;1868&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:25.0%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-4225383352949478076extreme_values-4225383352949478076lastn id=tab-pane-4225383352949478076extreme_values-4225383352949478076lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=2018&gt;2018&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:0.5%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=2017&gt;2017&lt;td&gt;20&lt;td&gt;&lt;div class=bar style=width:9.2%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=2016&gt;2016&lt;td&gt;63&lt;td&gt;&lt;div class=bar style=width:29.0%&gt; &lt;/div&gt; 0.3%&lt;tr&gt;&lt;td title=2015&gt;2015&lt;td&gt;75&lt;td&gt;&lt;div class=bar style=width:34.6%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=2014&gt;2014&lt;td&gt;121&lt;td&gt;&lt;div class=bar style=width:55.8%&gt;0.7%&lt;/div&gt;&lt;tr&gt;&lt;td title=2013&gt;2013&lt;td&gt;148&lt;td&gt;&lt;div class=bar style=width:68.2%&gt;0.8%&lt;/div&gt;&lt;tr&gt;&lt;td title=2012&gt;2012&lt;td&gt;217&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;1.2%&lt;/div&gt;&lt;tr&gt;&lt;td title=2011&gt;2011&lt;td&gt;147&lt;td&gt;&lt;div class=bar style=width:67.7%&gt;0.8%&lt;/div&gt;&lt;tr&gt;&lt;td title=2010&gt;2010&lt;td&gt;203&lt;td&gt;&lt;div class=bar style=width:93.5%&gt;1.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=2009&gt;2009&lt;td&gt;129&lt;td&gt;&lt;div class=bar style=width:59.4%&gt;0.7%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_5683563169172878376&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=CouncilArea&gt;&lt;a href=#pp_var_5683563169172878376&gt;CouncilArea&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Categorical&lt;/span&gt;&lt;p&gt;&lt;span class=&quot;badge text-bg-secondary&quot; data-bs-title=&quot;This variable has a high overall correlation with 5 fields: Distance, Lattitude, Longtitude, Postcode, Regionname&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;High correlation&lt;/span&gt;  &lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt; &lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;33&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.3%&lt;tr class=alert-info&gt;&lt;th&gt;Missing&lt;td style=&quot;white-space: nowrap;&quot;&gt;6163&lt;tr class=alert-info&gt;&lt;th&gt;Missing (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;33.5%&lt;tr&gt;&lt;th&gt;Memory size&lt;td style=&quot;white-space: nowrap;&quot;&gt;143.8 KiB&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=row id=minifreqtable&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;mini freq table-0&quot;&gt;&lt;tr&gt;&lt;th width=10%&gt;Moreland&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:16.3%&gt;1163 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;Boroondara&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:16.3%&gt;1160 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;Moonee Valley&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:14.0%&gt;999 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;Darebin&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:13.1%&gt;934 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;Glen Eira&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:11.9%&gt;848 &lt;/div&gt;&lt;tr class=other&gt;&lt;th width=10%&gt;Other values (28)&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:100.0%&gt;7129 &lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-end&quot;&gt;&lt;button aria-controls=&quot;#bottom-5683563169172878376, #minifreqtable5683563169172878376&quot; class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom-5683563169172878376, #minifreqtable5683563169172878376&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom-5683563169172878376&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-5683563169172878376bottom-5683563169172878376overview aria-selected=true data-bs-target=#tab-pane-5683563169172878376bottom-5683563169172878376overview data-bs-toggle=tab id=tab-5683563169172878376bottom-5683563169172878376overview role=tab type=button&gt;Overview&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5683563169172878376bottom-5683563169172878376string aria-selected=false class=nav-link data-bs-target=#tab-pane-5683563169172878376bottom-5683563169172878376string data-bs-toggle=tab id=tab-5683563169172878376bottom-5683563169172878376string role=tab type=button&gt;Categories&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5683563169172878376bottom-5683563169172878376word aria-selected=false class=nav-link data-bs-target=#tab-pane-5683563169172878376bottom-5683563169172878376word data-bs-toggle=tab id=tab-5683563169172878376bottom-5683563169172878376word role=tab type=button&gt;Words&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5683563169172878376bottom-5683563169172878376characters aria-selected=false class=nav-link data-bs-target=#tab-pane-5683563169172878376bottom-5683563169172878376characters data-bs-toggle=tab id=tab-5683563169172878376bottom-5683563169172878376characters role=tab type=button&gt;Characters&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-5683563169172878376bottom-5683563169172878376overview id=tab-pane-5683563169172878376bottom-5683563169172878376overview role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Length&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;td style=&quot;white-space: nowrap;&quot;&gt;17&lt;tr&gt;&lt;th&gt;Median length&lt;td style=&quot;white-space: nowrap;&quot;&gt;12&lt;tr&gt;&lt;th&gt;Mean length&lt;td style=&quot;white-space: nowrap;&quot;&gt;9.0696477&lt;tr&gt;&lt;th&gt;Min length&lt;td style=&quot;white-space: nowrap;&quot;&gt;4&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Characters and Unicode&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;110949&lt;tr&gt;&lt;th&gt;Distinct characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;39&lt;tr&gt;&lt;th&gt;Distinct categories&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode categories (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode scripts (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_block&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode blocks (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-body-secondary&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&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Unique&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;td style=&quot;white-space: nowrap;&quot;&gt;2 &lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;The number of unique values (all values that occur exactly once in the dataset).&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;&amp;lt; 0.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Sample&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1st row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Yarra&lt;tr&gt;&lt;th&gt;2nd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Yarra&lt;tr&gt;&lt;th&gt;3rd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Yarra&lt;tr&gt;&lt;th&gt;4th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Yarra&lt;tr&gt;&lt;th&gt;5th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Yarra&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5683563169172878376bottom-5683563169172878376string id=tab-pane-5683563169172878376bottom-5683563169172878376string role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h4 class=item-header&gt;Common Values&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=Moreland&gt;Moreland&lt;td&gt;1163&lt;td&gt;&lt;div class=bar style=width:18.9%&gt; &lt;/div&gt; 6.3%&lt;tr&gt;&lt;td title=Boroondara&gt;Boroondara&lt;td&gt;1160&lt;td&gt;&lt;div class=bar style=width:18.8%&gt; &lt;/div&gt; 6.3%&lt;tr&gt;&lt;td title=&quot;Moonee Valley&quot;&gt;Moonee Valley&lt;td&gt;999&lt;td&gt;&lt;div class=bar style=width:16.2%&gt; &lt;/div&gt; 5.4%&lt;tr&gt;&lt;td title=Darebin&gt;Darebin&lt;td&gt;934&lt;td&gt;&lt;div class=bar style=width:15.2%&gt; &lt;/div&gt; 5.1%&lt;tr&gt;&lt;td title=&quot;Glen Eira&quot;&gt;Glen Eira&lt;td&gt;848&lt;td&gt;&lt;div class=bar style=width:13.8%&gt; &lt;/div&gt; 4.6%&lt;tr&gt;&lt;td title=Stonnington&gt;Stonnington&lt;td&gt;719&lt;td&gt;&lt;div class=bar style=width:11.7%&gt; &lt;/div&gt; 3.9%&lt;tr&gt;&lt;td title=Maribyrnong&gt;Maribyrnong&lt;td&gt;694&lt;td&gt;&lt;div class=bar style=width:11.3%&gt; &lt;/div&gt; 3.8%&lt;tr&gt;&lt;td title=Yarra&gt;Yarra&lt;td&gt;648&lt;td&gt;&lt;div class=bar style=width:10.5%&gt; &lt;/div&gt; 3.5%&lt;tr&gt;&lt;td title=&quot;Port Phillip&quot;&gt;Port Phillip&lt;td&gt;628&lt;td&gt;&lt;div class=bar style=width:10.2%&gt; &lt;/div&gt; 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style=&quot;fill: #0d6efd; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter&quot; clip-path=url(#paf9c7a59f0) /&gt;&lt;/g&gt;&lt;g id=patch_15&gt;&lt;path d=&quot;M 63.89 176.035539 L 63.89 10.8&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_16&gt;&lt;path d=&quot;M 493.2 176.035539 L 493.2 10.8&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_17&gt;&lt;path d=&quot;M 63.89 176.035539 L 493.2 176.035539&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_18&gt;&lt;path d=&quot;M 63.89 10.8 L 493.2 10.8&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=paf9c7a59f0&gt;&lt;rect height=165.235539 width=429.31 x=63.89 y=10.8 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-body-secondary&quot;&gt;Histogram of lengths of the category&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5683563169172878376bottom-5683563169172878376word id=tab-pane-5683563169172878376bottom-5683563169172878376word role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=moreland&gt;moreland&lt;td&gt;1163&lt;td&gt;&lt;div class=bar style=width:18.8%&gt; &lt;/div&gt; 7.6%&lt;tr&gt;&lt;td title=boroondara&gt;boroondara&lt;td&gt;1160&lt;td&gt;&lt;div class=bar style=width:18.7%&gt; &lt;/div&gt; 7.6%&lt;tr&gt;&lt;td title=moonee&gt;moonee&lt;td&gt;999&lt;td&gt;&lt;div class=bar style=width:16.1%&gt; &lt;/div&gt; 6.6%&lt;tr&gt;&lt;td title=valley&gt;valley&lt;td&gt;999&lt;td&gt;&lt;div class=bar style=width:16.1%&gt; &lt;/div&gt; 6.6%&lt;tr&gt;&lt;td title=darebin&gt;darebin&lt;td&gt;934&lt;td&gt;&lt;div class=bar style=width:15.1%&gt; &lt;/div&gt; 6.1%&lt;tr&gt;&lt;td title=glen&gt;glen&lt;td&gt;848&lt;td&gt;&lt;div class=bar style=width:13.7%&gt; &lt;/div&gt; 5.6%&lt;tr&gt;&lt;td title=eira&gt;eira&lt;td&gt;848&lt;td&gt;&lt;div class=bar style=width:13.7%&gt; &lt;/div&gt; 5.6%&lt;tr&gt;&lt;td title=stonnington&gt;stonnington&lt;td&gt;719&lt;td&gt;&lt;div class=bar style=width:11.6%&gt; &lt;/div&gt; 4.7%&lt;tr&gt;&lt;td title=maribyrnong&gt;maribyrnong&lt;td&gt;694&lt;td&gt;&lt;div class=bar style=width:11.2%&gt; &lt;/div&gt; 4.6%&lt;tr&gt;&lt;td title=yarra&gt;yarra&lt;td&gt;666&lt;td&gt;&lt;div class=bar style=width:10.8%&gt; &lt;/div&gt; 4.4%&lt;tr class=other&gt;&lt;td title=&quot;Other values (28)&quot;&gt;Other values (28)&lt;td&gt;6192&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;40.7%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5683563169172878376bottom-5683563169172878376characters id=tab-pane-5683563169172878376bottom-5683563169172878376characters role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-5683563169172878376unicode-5683563169172878376characters aria-selected=true data-bs-target=#tab-pane-5683563169172878376unicode-5683563169172878376characters data-bs-toggle=tab id=tab-5683563169172878376unicode-5683563169172878376characters role=tab type=button&gt;Characters&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5683563169172878376unicode-5683563169172878376categories aria-selected=false class=nav-link data-bs-target=#tab-pane-5683563169172878376unicode-5683563169172878376categories data-bs-toggle=tab id=tab-5683563169172878376unicode-5683563169172878376categories role=tab type=button&gt;Categories&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5683563169172878376unicode-5683563169172878376scripts aria-selected=false class=nav-link data-bs-target=#tab-pane-5683563169172878376unicode-5683563169172878376scripts data-bs-toggle=tab id=tab-5683563169172878376unicode-5683563169172878376scripts role=tab type=button&gt;Scripts&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-5683563169172878376unicode-5683563169172878376blocks aria-selected=false class=nav-link data-bs-target=#tab-pane-5683563169172878376unicode-5683563169172878376blocks data-bs-toggle=tab id=tab-5683563169172878376unicode-5683563169172878376blocks role=tab type=button&gt;Blocks&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-5683563169172878376unicode-5683563169172878376characters id=tab-pane-5683563169172878376unicode-5683563169172878376characters role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring characters&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;13600&lt;td&gt;&lt;div class=bar style=width:44.8%&gt;12.3%&lt;/div&gt;&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;12020&lt;td&gt;&lt;div class=bar style=width:39.6%&gt; &lt;/div&gt; 10.8%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11856&lt;td&gt;&lt;div class=bar style=width:39.0%&gt; &lt;/div&gt; 10.7%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;10065&lt;td&gt;&lt;div class=bar style=width:33.1%&gt; &lt;/div&gt; 9.1%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;9384&lt;td&gt;&lt;div class=bar style=width:30.9%&gt; &lt;/div&gt; 8.5%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;6643&lt;td&gt;&lt;div class=bar style=width:21.9%&gt; &lt;/div&gt; 6.0%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;6448&lt;td&gt;&lt;div class=bar style=width:21.2%&gt; &lt;/div&gt; 5.8%&lt;tr&gt;&lt;td title=M&gt;M&lt;td&gt;4130&lt;td&gt;&lt;div class=bar style=width:13.6%&gt; &lt;/div&gt; 3.7%&lt;tr&gt;&lt;td title=y&gt;y&lt;td&gt;3337&lt;td&gt;&lt;div class=bar style=width:11.0%&gt; &lt;/div&gt; 3.0%&lt;tr&gt;&lt;td title=B&gt;B&lt;td&gt;3104&lt;td&gt;&lt;div class=bar style=width:10.2%&gt; &lt;/div&gt; 2.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (29)&quot;&gt;Other values (29)&lt;td&gt;30362&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;27.4%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5683563169172878376unicode-5683563169172878376categories id=tab-pane-5683563169172878376unicode-5683563169172878376categories role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring categories&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;110949&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per category&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;13600&lt;td&gt;&lt;div class=bar style=width:44.8%&gt;12.3%&lt;/div&gt;&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;12020&lt;td&gt;&lt;div class=bar style=width:39.6%&gt; &lt;/div&gt; 10.8%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11856&lt;td&gt;&lt;div class=bar style=width:39.0%&gt; &lt;/div&gt; 10.7%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;10065&lt;td&gt;&lt;div class=bar style=width:33.1%&gt; &lt;/div&gt; 9.1%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;9384&lt;td&gt;&lt;div class=bar style=width:30.9%&gt; &lt;/div&gt; 8.5%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;6643&lt;td&gt;&lt;div class=bar style=width:21.9%&gt; &lt;/div&gt; 6.0%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;6448&lt;td&gt;&lt;div class=bar style=width:21.2%&gt; &lt;/div&gt; 5.8%&lt;tr&gt;&lt;td title=M&gt;M&lt;td&gt;4130&lt;td&gt;&lt;div class=bar style=width:13.6%&gt; &lt;/div&gt; 3.7%&lt;tr&gt;&lt;td title=y&gt;y&lt;td&gt;3337&lt;td&gt;&lt;div class=bar style=width:11.0%&gt; &lt;/div&gt; 3.0%&lt;tr&gt;&lt;td title=B&gt;B&lt;td&gt;3104&lt;td&gt;&lt;div class=bar style=width:10.2%&gt; &lt;/div&gt; 2.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (29)&quot;&gt;Other values (29)&lt;td&gt;30362&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;27.4%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5683563169172878376unicode-5683563169172878376scripts id=tab-pane-5683563169172878376unicode-5683563169172878376scripts role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring scripts&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;110949&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per script&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;13600&lt;td&gt;&lt;div class=bar style=width:44.8%&gt;12.3%&lt;/div&gt;&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;12020&lt;td&gt;&lt;div class=bar style=width:39.6%&gt; &lt;/div&gt; 10.8%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11856&lt;td&gt;&lt;div class=bar style=width:39.0%&gt; &lt;/div&gt; 10.7%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;10065&lt;td&gt;&lt;div class=bar style=width:33.1%&gt; &lt;/div&gt; 9.1%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;9384&lt;td&gt;&lt;div class=bar style=width:30.9%&gt; &lt;/div&gt; 8.5%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;6643&lt;td&gt;&lt;div class=bar style=width:21.9%&gt; &lt;/div&gt; 6.0%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;6448&lt;td&gt;&lt;div class=bar style=width:21.2%&gt; &lt;/div&gt; 5.8%&lt;tr&gt;&lt;td title=M&gt;M&lt;td&gt;4130&lt;td&gt;&lt;div class=bar style=width:13.6%&gt; &lt;/div&gt; 3.7%&lt;tr&gt;&lt;td title=y&gt;y&lt;td&gt;3337&lt;td&gt;&lt;div class=bar style=width:11.0%&gt; &lt;/div&gt; 3.0%&lt;tr&gt;&lt;td title=B&gt;B&lt;td&gt;3104&lt;td&gt;&lt;div class=bar style=width:10.2%&gt; &lt;/div&gt; 2.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (29)&quot;&gt;Other values (29)&lt;td&gt;30362&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;27.4%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-5683563169172878376unicode-5683563169172878376blocks id=tab-pane-5683563169172878376unicode-5683563169172878376blocks role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring blocks&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;110949&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per block&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;13600&lt;td&gt;&lt;div class=bar style=width:44.8%&gt;12.3%&lt;/div&gt;&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;12020&lt;td&gt;&lt;div class=bar style=width:39.6%&gt; &lt;/div&gt; 10.8%&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;11856&lt;td&gt;&lt;div class=bar style=width:39.0%&gt; &lt;/div&gt; 10.7%&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;10065&lt;td&gt;&lt;div class=bar style=width:33.1%&gt; &lt;/div&gt; 9.1%&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;9384&lt;td&gt;&lt;div class=bar style=width:30.9%&gt; &lt;/div&gt; 8.5%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;6643&lt;td&gt;&lt;div class=bar style=width:21.9%&gt; &lt;/div&gt; 6.0%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;6448&lt;td&gt;&lt;div class=bar style=width:21.2%&gt; &lt;/div&gt; 5.8%&lt;tr&gt;&lt;td title=M&gt;M&lt;td&gt;4130&lt;td&gt;&lt;div class=bar style=width:13.6%&gt; &lt;/div&gt; 3.7%&lt;tr&gt;&lt;td title=y&gt;y&lt;td&gt;3337&lt;td&gt;&lt;div class=bar style=width:11.0%&gt; &lt;/div&gt; 3.0%&lt;tr&gt;&lt;td title=B&gt;B&lt;td&gt;3104&lt;td&gt;&lt;div class=bar style=width:10.2%&gt; &lt;/div&gt; 2.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (29)&quot;&gt;Other values (29)&lt;td&gt;30362&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;27.4%&lt;/div&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&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 item&quot;&gt;&lt;div class=variable id=pp_var_-7386426267026141596&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Lattitude&gt;&lt;a href=#pp_var_-7386426267026141596&gt;Lattitude&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Real number (ℝ)&lt;/span&gt;&lt;p&gt;&lt;span class=&quot;badge text-bg-secondary&quot; data-bs-title=&quot;This variable has a high overall correlation with 2 fields: CouncilArea, Postcode&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;High correlation&lt;/span&gt;  &lt;span class=&quot;badge text-bg-info&quot;&gt;Missing&lt;/span&gt; &lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;7518&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;49.9%&lt;tr class=alert-info&gt;&lt;th&gt;Missing&lt;td style=&quot;white-space: nowrap;&quot;&gt;3332&lt;tr class=alert-info&gt;&lt;th&gt;Missing (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;18.1%&lt;tr&gt;&lt;th&gt;Infinite&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Infinite (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;-37.809849&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;-38.18255&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;-37.40853&lt;tr&gt;&lt;th&gt;Zeros&lt;td style=&quot;white-space: nowrap;&quot;&gt;0&lt;tr&gt;&lt;th&gt;Zeros (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;tr&gt;&lt;th&gt;Negative&lt;td style=&quot;white-space: nowrap;&quot;&gt;15064&lt;tr&gt;&lt;th&gt;Negative (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;81.9%&lt;tr&gt;&lt;th&gt;Memory size&lt;td style=&quot;white-space: nowrap;&quot;&gt;143.8 KiB&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;?xml version=&quot;1.0&quot; 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aria-labelledby=tab-pane--7386426267026141596bottom--7386426267026141596statistics id=tab-pane--7386426267026141596bottom--7386426267026141596statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;-38.18255&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;-37.937094&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;-37.8581&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;-37.803625&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;-37.75627&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;-37.697095&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;-37.40853&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.77402&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.10183&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.081152391&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;-0.0021463294&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.5190454&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;-37.809849&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.051375&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;-0.40779471&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;-569567.57&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0065857105&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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0.1%&lt;tr&gt;&lt;td title=-37.7969&gt;-37.7969&lt;td&gt;16&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=-37.8424&gt;-37.8424&lt;td&gt;16&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=-37.8198&gt;-37.8198&lt;td&gt;14&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=-37.7609&gt;-37.7609&lt;td&gt;14&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=-37.8161&gt;-37.8161&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=-37.7634&gt;-37.7634&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=-37.7679&gt;-37.7679&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=-37.8573&gt;-37.8573&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=-37.7923&gt;-37.7923&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr class=other&gt;&lt;td title=&quot;Other values (7508)&quot;&gt;Other values (7508)&lt;td&gt;14917&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;81.1%&lt;/div&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;td&gt;3332&lt;td&gt;&lt;div class=bar style=width:22.3%&gt; &lt;/div&gt; 18.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--7386426267026141596bottom--7386426267026141596extreme_values id=tab-pane--7386426267026141596bottom--7386426267026141596extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--7386426267026141596extreme_values--7386426267026141596firstn aria-selected=true data-bs-target=#tab-pane--7386426267026141596extreme_values--7386426267026141596firstn data-bs-toggle=tab id=tab--7386426267026141596extreme_values--7386426267026141596firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--7386426267026141596extreme_values--7386426267026141596lastn aria-selected=false class=nav-link data-bs-target=#tab-pane--7386426267026141596extreme_values--7386426267026141596lastn data-bs-toggle=tab id=tab--7386426267026141596extreme_values--7386426267026141596lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; 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0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-38.16762&gt;-38.16762&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-38.16624&gt;-38.16624&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-38.16492&gt;-38.16492&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-38.16483&gt;-38.16483&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-38.16475&gt;-38.16475&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--7386426267026141596extreme_values--7386426267026141596lastn id=tab-pane--7386426267026141596extreme_values--7386426267026141596lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=-37.40853&gt;-37.40853&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-37.4531&gt;-37.4531&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-37.45392&gt;-37.45392&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-37.45709&gt;-37.45709&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-37.46659&gt;-37.46659&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-37.46731&gt;-37.46731&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-37.48381&gt;-37.48381&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-37.48701&gt;-37.48701&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=-37.49175&gt;-37.49175&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 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style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;g id=patch_56&gt;&lt;path d=&quot;M 10.8 10.8 L 204.062998 10.8&quot; style=&quot;fill: none&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p70b8eeca82&gt;&lt;rect height=102.453273 width=193.262998 x=10.8 y=10.8 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-end&quot;&gt;&lt;button aria-controls=&quot;#bottom--8051303921819546013, #minifreqtable-8051303921819546013&quot; class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom--8051303921819546013, #minifreqtable-8051303921819546013&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom--8051303921819546013&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--8051303921819546013bottom--8051303921819546013statistics aria-selected=true data-bs-target=#tab-pane--8051303921819546013bottom--8051303921819546013statistics data-bs-toggle=tab id=tab--8051303921819546013bottom--8051303921819546013statistics role=tab type=button&gt;Statistics&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--8051303921819546013bottom--8051303921819546013histogram aria-selected=false class=nav-link data-bs-target=#tab-pane--8051303921819546013bottom--8051303921819546013histogram data-bs-toggle=tab id=tab--8051303921819546013bottom--8051303921819546013histogram role=tab type=button&gt;Histogram&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--8051303921819546013bottom--8051303921819546013common_values aria-selected=false class=nav-link data-bs-target=#tab-pane--8051303921819546013bottom--8051303921819546013common_values data-bs-toggle=tab id=tab--8051303921819546013bottom--8051303921819546013common_values role=tab type=button&gt;Common values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--8051303921819546013bottom--8051303921819546013extreme_values aria-selected=false class=nav-link data-bs-target=#tab-pane--8051303921819546013bottom--8051303921819546013extreme_values data-bs-toggle=tab id=tab--8051303921819546013bottom--8051303921819546013extreme_values role=tab type=button&gt;Extreme values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--8051303921819546013bottom--8051303921819546013statistics id=tab-pane--8051303921819546013bottom--8051303921819546013statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;144.43181&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;144.8314&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;144.93119&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;145.00092&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;145.06&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;145.16&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;145.52635&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.09454&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.1288075&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.1063752&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.00073364061&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.7832911&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;144.99634&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0636&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;-0.24964772&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;2184224.8&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.011315684&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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(bins=50)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--8051303921819546013bottom--8051303921819546013common_values id=tab-pane--8051303921819546013bottom--8051303921819546013common_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=144.9966&gt;144.9966&lt;td&gt;17&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=145.0104&gt;145.0104&lt;td&gt;15&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=144.985&gt;144.985&lt;td&gt;14&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=145.0001&gt;145.0001&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=144.9891&gt;144.9891&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=144.991&gt;144.991&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=145.0243&gt;145.0243&lt;td&gt;13&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=144.9873&gt;144.9873&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=144.997&gt;144.997&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=145.021&gt;145.021&lt;td&gt;12&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &lt;/div&gt; 0.1%&lt;tr class=other&gt;&lt;td title=&quot;Other values (8158)&quot;&gt;Other values (8158)&lt;td&gt;14930&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;81.2%&lt;/div&gt;&lt;tr class=missing&gt;&lt;td title=(Missing)&gt;(Missing)&lt;td&gt;3332&lt;td&gt;&lt;div class=bar style=width:22.3%&gt; &lt;/div&gt; 18.1%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--8051303921819546013bottom--8051303921819546013extreme_values id=tab-pane--8051303921819546013bottom--8051303921819546013extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane--8051303921819546013extreme_values--8051303921819546013firstn aria-selected=true data-bs-target=#tab-pane--8051303921819546013extreme_values--8051303921819546013firstn data-bs-toggle=tab id=tab--8051303921819546013extreme_values--8051303921819546013firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane--8051303921819546013extreme_values--8051303921819546013lastn aria-selected=false class=nav-link data-bs-target=#tab-pane--8051303921819546013extreme_values--8051303921819546013lastn data-bs-toggle=tab id=tab--8051303921819546013extreme_values--8051303921819546013lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane--8051303921819546013extreme_values--8051303921819546013firstn id=tab-pane--8051303921819546013extreme_values--8051303921819546013firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=144.43181&gt;144.43181&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=144.48571&gt;144.48571&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=144.54022&gt;144.54022&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=144.54237&gt;144.54237&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=144.54532&gt;144.54532&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=144.55106&gt;144.55106&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=144.55666&gt;144.55666&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=144.55682&gt;144.55682&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=144.55784&gt;144.55784&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=144.55833&gt;144.55833&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane--8051303921819546013extreme_values--8051303921819546013lastn id=tab-pane--8051303921819546013extreme_values--8051303921819546013lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=145.52635&gt;145.52635&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145.51137&gt;145.51137&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145.48273&gt;145.48273&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145.47052&gt;145.47052&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145.45376&gt;145.45376&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145.4453&gt;145.4453&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145.43698&gt;145.43698&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145.43003&gt;145.43003&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145.42554&gt;145.42554&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=145.41288&gt;145.41288&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&amp;lt; 0.1%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=variable id=pp_var_6719574726753926202&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; title=Regionname&gt;&lt;a href=#pp_var_6719574726753926202&gt;Regionname&lt;/a&gt; &lt;br&gt; &lt;span class=&quot;fs-6 text-body-secondary&quot;&gt;Categorical&lt;/span&gt;&lt;p&gt;&lt;span class=&quot;badge text-bg-secondary&quot; data-bs-title=&quot;This variable has a high overall correlation with 3 fields: CouncilArea, Longtitude, Postcode&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;High correlation&lt;/span&gt; &lt;p class=variable-description&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;td style=&quot;white-space: nowrap;&quot;&gt;8&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;&amp;lt; 0.1%&lt;tr&gt;&lt;th&gt;Missing&lt;td style=&quot;white-space: nowrap;&quot;&gt;1&lt;tr&gt;&lt;th&gt;Missing (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;&amp;lt; 0.1%&lt;tr&gt;&lt;th&gt;Memory size&lt;td style=&quot;white-space: nowrap;&quot;&gt;143.8 KiB&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=row id=minifreqtable&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;mini freq table-0&quot;&gt;&lt;tr&gt;&lt;th width=10%&gt;Southern Metropolitan&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:100.0%&gt;6343 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;Northern Metropolitan&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:83.7%&gt;5307 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;Western Metropolitan&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:61.3%&gt;3887 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;Eastern Metropolitan&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:31.5%&gt;1995 &lt;/div&gt;&lt;tr&gt;&lt;th width=10%&gt;South-Eastern Metropolitan&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:10.7%&gt;680 &lt;/div&gt;&lt;tr class=other&gt;&lt;th width=10%&gt;Other values (3)&lt;td width=10%&gt;&lt;div class=bar data-bs-delay=500 data-bs-html=true data-bs-placement=center data-bs-toggle=tooltip style=width:2.9%&gt; &lt;/div&gt; 183&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-end&quot;&gt;&lt;button aria-controls=&quot;#bottom-6719574726753926202, #minifreqtable6719574726753926202&quot; class=&quot;btn btn-light&quot; data-bs-target=&quot;#bottom-6719574726753926202, #minifreqtable6719574726753926202&quot; aria-expanded=true data-bs-toggle=collapse&gt;More details&lt;/button&gt;&lt;/div&gt;&lt;div class=collapse id=bottom-6719574726753926202&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-6719574726753926202bottom-6719574726753926202overview aria-selected=true data-bs-target=#tab-pane-6719574726753926202bottom-6719574726753926202overview data-bs-toggle=tab id=tab-6719574726753926202bottom-6719574726753926202overview role=tab type=button&gt;Overview&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-6719574726753926202bottom-6719574726753926202string aria-selected=false class=nav-link data-bs-target=#tab-pane-6719574726753926202bottom-6719574726753926202string data-bs-toggle=tab id=tab-6719574726753926202bottom-6719574726753926202string role=tab type=button&gt;Categories&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-6719574726753926202bottom-6719574726753926202word aria-selected=false class=nav-link data-bs-target=#tab-pane-6719574726753926202bottom-6719574726753926202word data-bs-toggle=tab id=tab-6719574726753926202bottom-6719574726753926202word role=tab type=button&gt;Words&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-6719574726753926202bottom-6719574726753926202characters aria-selected=false class=nav-link data-bs-target=#tab-pane-6719574726753926202bottom-6719574726753926202characters data-bs-toggle=tab id=tab-6719574726753926202bottom-6719574726753926202characters role=tab type=button&gt;Characters&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-6719574726753926202bottom-6719574726753926202overview id=tab-pane-6719574726753926202bottom-6719574726753926202overview role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Length&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;td style=&quot;white-space: nowrap;&quot;&gt;26&lt;tr&gt;&lt;th&gt;Median length&lt;td style=&quot;white-space: nowrap;&quot;&gt;21&lt;tr&gt;&lt;th&gt;Mean length&lt;td style=&quot;white-space: nowrap;&quot;&gt;20.818755&lt;tr&gt;&lt;th&gt;Min length&lt;td style=&quot;white-space: nowrap;&quot;&gt;16&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Characters and Unicode&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;382961&lt;tr&gt;&lt;th&gt;Distinct characters&lt;td style=&quot;white-space: nowrap;&quot;&gt;21&lt;tr&gt;&lt;th&gt;Distinct categories&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode categories (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode scripts (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;td style=&quot;white-space: nowrap;&quot;&gt;1 &lt;a href=https://en.wikipedia.org/wiki/Unicode_block&gt;&lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;Unicode blocks (click for more information)&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-body-secondary&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&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Unique&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;td style=&quot;white-space: nowrap;&quot;&gt;0 &lt;span class=&quot;badge text-bg-secondary float-end&quot; data-bs-title=&quot;The number of unique values (all values that occur exactly once in the dataset).&quot; data-bs-placement=right data-bs-toggle=tooltip&gt;?&lt;/span&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.0%&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Sample&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1st row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Northern Metropolitan&lt;tr&gt;&lt;th&gt;2nd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Northern Metropolitan&lt;tr&gt;&lt;th&gt;3rd row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Northern Metropolitan&lt;tr&gt;&lt;th&gt;4th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Northern Metropolitan&lt;tr&gt;&lt;th&gt;5th row&lt;td style=&quot;white-space: nowrap;&quot;&gt;Northern Metropolitan&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-6719574726753926202bottom-6719574726753926202string id=tab-pane-6719574726753926202bottom-6719574726753926202string role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h4 class=item-header&gt;Common Values&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=&quot;Southern Metropolitan&quot;&gt;Southern Metropolitan&lt;td&gt;6343&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;34.5%&lt;/div&gt;&lt;tr&gt;&lt;td title=&quot;Northern Metropolitan&quot;&gt;Northern Metropolitan&lt;td&gt;5307&lt;td&gt;&lt;div class=bar style=width:83.7%&gt;28.8%&lt;/div&gt;&lt;tr&gt;&lt;td title=&quot;Western Metropolitan&quot;&gt;Western Metropolitan&lt;td&gt;3887&lt;td&gt;&lt;div class=bar style=width:61.3%&gt;21.1%&lt;/div&gt;&lt;tr&gt;&lt;td title=&quot;Eastern Metropolitan&quot;&gt;Eastern Metropolitan&lt;td&gt;1995&lt;td&gt;&lt;div class=bar style=width:31.5%&gt; &lt;/div&gt; 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aria-labelledby=tab-pane-6719574726753926202unicode-6719574726753926202characters id=tab-pane-6719574726753926202unicode-6719574726753926202characters role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring characters&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;55682&lt;td&gt;&lt;div class=bar style=width:86.4%&gt;14.5%&lt;/div&gt;&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;49000&lt;td&gt;&lt;div class=bar style=width:76.1%&gt;12.8%&lt;/div&gt;&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;42160&lt;td&gt;&lt;div class=bar style=width:65.4%&gt;11.0%&lt;/div&gt;&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;40536&lt;td&gt;&lt;div class=bar style=width:62.9%&gt;10.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;36607&lt;td&gt;&lt;div class=bar style=width:56.8%&gt;9.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;21148&lt;td&gt;&lt;div class=bar style=width:32.8%&gt; &lt;/div&gt; 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5.5%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;18578&lt;td&gt;&lt;div class=bar style=width:28.8%&gt; &lt;/div&gt; 4.9%&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;18395&lt;td&gt;&lt;div class=bar style=width:28.5%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=p&gt;p&lt;td&gt;18212&lt;td&gt;&lt;div class=bar style=width:28.3%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;18212&lt;td&gt;&lt;div class=bar style=width:28.3%&gt; &lt;/div&gt; 4.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (11)&quot;&gt;Other values (11)&lt;td&gt;64431&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;16.8%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-6719574726753926202unicode-6719574726753926202scripts id=tab-pane-6719574726753926202unicode-6719574726753926202scripts role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring scripts&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;382961&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per script&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;55682&lt;td&gt;&lt;div class=bar style=width:86.4%&gt;14.5%&lt;/div&gt;&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;49000&lt;td&gt;&lt;div class=bar style=width:76.1%&gt;12.8%&lt;/div&gt;&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;42160&lt;td&gt;&lt;div class=bar style=width:65.4%&gt;11.0%&lt;/div&gt;&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;40536&lt;td&gt;&lt;div class=bar style=width:62.9%&gt;10.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;36607&lt;td&gt;&lt;div class=bar style=width:56.8%&gt;9.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;21148&lt;td&gt;&lt;div class=bar style=width:32.8%&gt; &lt;/div&gt; 5.5%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;18578&lt;td&gt;&lt;div class=bar style=width:28.8%&gt; &lt;/div&gt; 4.9%&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;18395&lt;td&gt;&lt;div class=bar style=width:28.5%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=p&gt;p&lt;td&gt;18212&lt;td&gt;&lt;div class=bar style=width:28.3%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;18212&lt;td&gt;&lt;div class=bar style=width:28.3%&gt; &lt;/div&gt; 4.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (11)&quot;&gt;Other values (11)&lt;td&gt;64431&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;16.8%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-6719574726753926202unicode-6719574726753926202blocks id=tab-pane-6719574726753926202unicode-6719574726753926202blocks role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most occurring blocks&lt;/h4&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=(unknown)&gt;(unknown)&lt;td&gt;382961&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;100.0%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4 class=item-header&gt;Most frequent character per block&lt;/h4&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;h5 class=item-header&gt;(unknown)&lt;/h5&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=t&gt;t&lt;td&gt;55682&lt;td&gt;&lt;div class=bar style=width:86.4%&gt;14.5%&lt;/div&gt;&lt;tr&gt;&lt;td title=o&gt;o&lt;td&gt;49000&lt;td&gt;&lt;div class=bar style=width:76.1%&gt;12.8%&lt;/div&gt;&lt;tr&gt;&lt;td title=r&gt;r&lt;td&gt;42160&lt;td&gt;&lt;div class=bar style=width:65.4%&gt;11.0%&lt;/div&gt;&lt;tr&gt;&lt;td title=e&gt;e&lt;td&gt;40536&lt;td&gt;&lt;div class=bar style=width:62.9%&gt;10.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=n&gt;n&lt;td&gt;36607&lt;td&gt;&lt;div class=bar style=width:56.8%&gt;9.6%&lt;/div&gt;&lt;tr&gt;&lt;td title=a&gt;a&lt;td&gt;21148&lt;td&gt;&lt;div class=bar style=width:32.8%&gt; &lt;/div&gt; 5.5%&lt;tr&gt;&lt;td title=i&gt;i&lt;td&gt;18578&lt;td&gt;&lt;div class=bar style=width:28.8%&gt; &lt;/div&gt; 4.9%&lt;tr&gt;&lt;td title=&quot; &quot;&gt;&lt;td&gt;18395&lt;td&gt;&lt;div class=bar style=width:28.5%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=p&gt;p&lt;td&gt;18212&lt;td&gt;&lt;div class=bar style=width:28.3%&gt; &lt;/div&gt; 4.8%&lt;tr&gt;&lt;td title=l&gt;l&lt;td&gt;18212&lt;td&gt;&lt;div class=bar style=width:28.3%&gt; &lt;/div&gt; 4.8%&lt;tr class=other&gt;&lt;td title=&quot;Other values (11)&quot;&gt;Other values (11)&lt;td&gt;64431&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;16.8%&lt;/div&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&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 item&quot;&gt;&lt;div class=variable id=pp_var_7645257647008450595&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-12&gt;&lt;p class=&quot;item-header h4&quot; 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aria-labelledby=tab-pane-7645257647008450595bottom-7645257647008450595statistics id=tab-pane-7645257647008450595bottom-7645257647008450595statistics role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row sub-item&quot;&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Quantile statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;td style=&quot;white-space: nowrap;&quot;&gt;249&lt;tr&gt;&lt;th&gt;5-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;2079&lt;tr&gt;&lt;th&gt;Q1&lt;td style=&quot;white-space: nowrap;&quot;&gt;4294&lt;tr&gt;&lt;th&gt;median&lt;td style=&quot;white-space: nowrap;&quot;&gt;6567&lt;tr&gt;&lt;th&gt;Q3&lt;td style=&quot;white-space: nowrap;&quot;&gt;10331&lt;tr&gt;&lt;th&gt;95-th percentile&lt;td style=&quot;white-space: nowrap;&quot;&gt;15321&lt;tr&gt;&lt;th&gt;Maximum&lt;td style=&quot;white-space: nowrap;&quot;&gt;21650&lt;tr&gt;&lt;th&gt;Range&lt;td style=&quot;white-space: nowrap;&quot;&gt;21401&lt;tr&gt;&lt;th&gt;Interquartile range (IQR)&lt;td style=&quot;white-space: nowrap;&quot;&gt;6037&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=table-responsive&gt;&lt;p class=&quot;h4 item-header&quot;&gt;Descriptive statistics&lt;table class=&quot;table table-striped&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Standard deviation&lt;td style=&quot;white-space: nowrap;&quot;&gt;4488.4166&lt;tr&gt;&lt;th&gt;Coefficient of variation (CV)&lt;td style=&quot;white-space: nowrap;&quot;&gt;0.59702466&lt;tr&gt;&lt;th&gt;Kurtosis&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.1388166&lt;tr&gt;&lt;th&gt;Mean&lt;td style=&quot;white-space: nowrap;&quot;&gt;7517.9753&lt;tr&gt;&lt;th&gt;Median Absolute Deviation (MAD)&lt;td style=&quot;white-space: nowrap;&quot;&gt;2697&lt;tr&gt;&lt;th&gt;Skewness&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.0740872&lt;tr&gt;&lt;th&gt;Sum&lt;td style=&quot;white-space: nowrap;&quot;&gt;1.3829316 × 10&lt;sup&gt;8&lt;/sup&gt;&lt;tr&gt;&lt;th&gt;Variance&lt;td style=&quot;white-space: nowrap;&quot;&gt;20145884&lt;tr&gt;&lt;th&gt;Monotonicity&lt;td style=&quot;white-space: nowrap;&quot;&gt;Not monotonic&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; 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2.9%&lt;tr&gt;&lt;td title=8870&gt;8870&lt;td&gt;442&lt;td&gt;&lt;div class=bar style=width:2.9%&gt; &lt;/div&gt; 2.4%&lt;tr&gt;&lt;td title=10969&gt;10969&lt;td&gt;368&lt;td&gt;&lt;div class=bar style=width:2.4%&gt; &lt;/div&gt; 2.0%&lt;tr&gt;&lt;td title=14949&gt;14949&lt;td&gt;333&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &lt;/div&gt; 1.8%&lt;tr&gt;&lt;td title=14577&gt;14577&lt;td&gt;312&lt;td&gt;&lt;div class=bar style=width:2.1%&gt; &lt;/div&gt; 1.7%&lt;tr&gt;&lt;td title=11918&gt;11918&lt;td&gt;286&lt;td&gt;&lt;div class=bar style=width:1.9%&gt; &lt;/div&gt; 1.6%&lt;tr&gt;&lt;td title=9264&gt;9264&lt;td&gt;265&lt;td&gt;&lt;div class=bar style=width:1.8%&gt; &lt;/div&gt; 1.4%&lt;tr&gt;&lt;td title=14887&gt;14887&lt;td&gt;257&lt;td&gt;&lt;div class=bar style=width:1.7%&gt; &lt;/div&gt; 1.4%&lt;tr&gt;&lt;td title=10412&gt;10412&lt;td&gt;249&lt;td&gt;&lt;div class=bar style=width:1.6%&gt; &lt;/div&gt; 1.4%&lt;tr&gt;&lt;td title=10579&gt;10579&lt;td&gt;247&lt;td&gt;&lt;div class=bar style=width:1.6%&gt; &lt;/div&gt; 1.3%&lt;tr class=other&gt;&lt;td title=&quot;Other values (314)&quot;&gt;Other values (314)&lt;td&gt;15095&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;82.1%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-7645257647008450595bottom-7645257647008450595extreme_values id=tab-pane-7645257647008450595bottom-7645257647008450595extreme_values role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-7645257647008450595extreme_values-7645257647008450595firstn aria-selected=true data-bs-target=#tab-pane-7645257647008450595extreme_values-7645257647008450595firstn data-bs-toggle=tab id=tab-7645257647008450595extreme_values-7645257647008450595firstn role=tab type=button&gt;Minimum 10 values&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-7645257647008450595extreme_values-7645257647008450595lastn aria-selected=false class=nav-link data-bs-target=#tab-pane-7645257647008450595extreme_values-7645257647008450595lastn data-bs-toggle=tab id=tab-7645257647008450595extreme_values-7645257647008450595lastn role=tab type=button&gt;Maximum 10 values&lt;/button&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div class=&quot;tab-pane fade show active&quot; aria-labelledby=tab-pane-7645257647008450595extreme_values-7645257647008450595firstn id=tab-pane-7645257647008450595extreme_values-7645257647008450595firstn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=249&gt;249&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:3.4%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=389&gt;389&lt;td&gt;11&lt;td&gt;&lt;div class=bar style=width:37.9%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=394&gt;394&lt;td&gt;6&lt;td&gt;&lt;div class=bar style=width:20.7%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=438&gt;438&lt;td&gt;8&lt;td&gt;&lt;div class=bar style=width:27.6%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=457&gt;457&lt;td&gt;2&lt;td&gt;&lt;div class=bar style=width:6.9%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=534&gt;534&lt;td&gt;7&lt;td&gt;&lt;div class=bar style=width:24.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=538&gt;538&lt;td&gt;1&lt;td&gt;&lt;div class=bar style=width:3.4%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=570&gt;570&lt;td&gt;3&lt;td&gt;&lt;div class=bar style=width:10.3%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=588&gt;588&lt;td&gt;29&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;0.2%&lt;/div&gt;&lt;tr&gt;&lt;td title=608&gt;608&lt;td&gt;17&lt;td&gt;&lt;div class=bar style=width:58.6%&gt;0.1%&lt;/div&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-7645257647008450595extreme_values-7645257647008450595lastn id=tab-pane-7645257647008450595extreme_values-7645257647008450595lastn role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=table-responsive&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;Count&lt;td&gt;Frequency (%)&lt;tbody&gt;&lt;tr&gt;&lt;td title=21650&gt;21650&lt;td&gt;541&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;2.9%&lt;/div&gt;&lt;tr&gt;&lt;td title=17496&gt;17496&lt;td&gt;117&lt;td&gt;&lt;div class=bar style=width:21.6%&gt; &lt;/div&gt; 0.6%&lt;tr&gt;&lt;td title=17384&gt;17384&lt;td&gt;6&lt;td&gt;&lt;div class=bar style=width:1.1%&gt; &lt;/div&gt; &amp;lt; 0.1%&lt;tr&gt;&lt;td title=17093&gt;17093&lt;td&gt;18&lt;td&gt;&lt;div class=bar style=width:3.3%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=17055&gt;17055&lt;td&gt;35&lt;td&gt;&lt;div class=bar style=width:6.5%&gt; &lt;/div&gt; 0.2%&lt;tr&gt;&lt;td title=16166&gt;16166&lt;td&gt;61&lt;td&gt;&lt;div class=bar style=width:11.3%&gt; &lt;/div&gt; 0.3%&lt;tr&gt;&lt;td title=15542&gt;15542&lt;td&gt;27&lt;td&gt;&lt;div class=bar style=width:5.0%&gt; &lt;/div&gt; 0.1%&lt;tr&gt;&lt;td title=15510&gt;15510&lt;td&gt;74&lt;td&gt;&lt;div class=bar style=width:13.7%&gt; &lt;/div&gt; 0.4%&lt;tr&gt;&lt;td title=15321&gt;15321&lt;td&gt;63&lt;td&gt;&lt;div class=bar style=width:11.6%&gt; &lt;/div&gt; 0.3%&lt;tr&gt;&lt;td title=14949&gt;14949&lt;td&gt;333&lt;td&gt;&lt;div class=bar style=width:61.6%&gt;1.8%&lt;/div&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&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=section-header id=interactions&gt;&lt;h1 class=section-name&gt;Interactions&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row variable&quot;&gt;&lt;div class=col-sm-2&gt;&lt;select class=&quot;form-select tab-select&quot; 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0&lt;th&gt;YearBuilt&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Bathroom&lt;td&gt;1.000&lt;td&gt;0.586&lt;td&gt;0.656&lt;td&gt;0.379&lt;td&gt;0.093&lt;td&gt;0.163&lt;td&gt;0.211&lt;td&gt;-0.074&lt;td&gt;0.143&lt;td&gt;0.063&lt;td&gt;0.120&lt;td&gt;0.425&lt;td&gt;-0.036&lt;td&gt;0.072&lt;td&gt;0.592&lt;td&gt;0.226&lt;td&gt;0.058&lt;td&gt;0.210&lt;tr&gt;&lt;th&gt;Bedroom2&lt;td&gt;0.586&lt;td&gt;1.000&lt;td&gt;0.765&lt;td&gt;0.483&lt;td&gt;0.165&lt;td&gt;0.358&lt;td&gt;0.479&lt;td&gt;0.041&lt;td&gt;0.134&lt;td&gt;0.052&lt;td&gt;0.034&lt;td&gt;0.524&lt;td&gt;-0.077&lt;td&gt;0.101&lt;td&gt;0.963&lt;td&gt;0.423&lt;td&gt;0.114&lt;td&gt;-0.051&lt;tr&gt;&lt;th&gt;BuildingArea&lt;td&gt;0.656&lt;td&gt;0.765&lt;td&gt;1.000&lt;td&gt;0.476&lt;td&gt;0.039&lt;td&gt;0.288&lt;td&gt;0.471&lt;td&gt;-0.020&lt;td&gt;0.140&lt;td&gt;0.000&lt;td&gt;0.081&lt;td&gt;0.625&lt;td&gt;-0.077&lt;td&gt;0.116&lt;td&gt;0.777&lt;td&gt;0.000&lt;td&gt;0.041&lt;td&gt;0.012&lt;tr&gt;&lt;th&gt;Car&lt;td&gt;0.379&lt;td&gt;0.483&lt;td&gt;0.476&lt;td&gt;1.000&lt;td&gt;0.124&lt;td&gt;0.344&lt;td&gt;0.407&lt;td&gt;0.004&lt;td&gt;0.136&lt;td&gt;0.028&lt;td&gt;0.060&lt;td&gt;0.294&lt;td&gt;-0.041&lt;td&gt;0.076&lt;td&gt;0.482&lt;td&gt;0.279&lt;td&gt;0.105&lt;td&gt;0.109&lt;tr&gt;&lt;th&gt;CouncilArea&lt;td&gt;0.093&lt;td&gt;0.165&lt;td&gt;0.039&lt;td&gt;0.124&lt;td&gt;1.000&lt;td&gt;0.678&lt;td&gt;0.110&lt;td&gt;0.696&lt;td&gt;0.768&lt;td&gt;0.115&lt;td&gt;0.669&lt;td&gt;0.170&lt;td&gt;0.433&lt;td&gt;0.804&lt;td&gt;0.148&lt;td&gt;0.245&lt;td&gt;0.298&lt;td&gt;0.166&lt;tr&gt;&lt;th&gt;Distance&lt;td&gt;0.163&lt;td&gt;0.358&lt;td&gt;0.288&lt;td&gt;0.344&lt;td&gt;0.678&lt;td&gt;1.000&lt;td&gt;0.417&lt;td&gt;-0.015&lt;td&gt;0.318&lt;td&gt;0.070&lt;td&gt;0.224&lt;td&gt;-0.130&lt;td&gt;-0.142&lt;td&gt;0.438&lt;td&gt;0.347&lt;td&gt;0.197&lt;td&gt;0.202&lt;td&gt;0.228&lt;tr&gt;&lt;th&gt;Landsize&lt;td&gt;0.211&lt;td&gt;0.479&lt;td&gt;0.471&lt;td&gt;0.407&lt;td&gt;0.110&lt;td&gt;0.417&lt;td&gt;1.000&lt;td&gt;0.057&lt;td&gt;0.198&lt;td&gt;0.014&lt;td&gt;0.062&lt;td&gt;0.327&lt;td&gt;-0.074&lt;td&gt;0.082&lt;td&gt;0.485&lt;td&gt;0.000&lt;td&gt;0.170&lt;td&gt;-0.130&lt;tr&gt;&lt;th&gt;Lattitude&lt;td&gt;-0.074&lt;td&gt;0.041&lt;td&gt;-0.020&lt;td&gt;0.004&lt;td&gt;0.696&lt;td&gt;-0.015&lt;td&gt;0.057&lt;td&gt;1.000&lt;td&gt;-0.359&lt;td&gt;0.058&lt;td&gt;-0.589&lt;td&gt;-0.252&lt;td&gt;-0.037&lt;td&gt;0.449&lt;td&gt;0.042&lt;td&gt;0.152&lt;td&gt;0.043&lt;td&gt;0.073&lt;tr&gt;&lt;th&gt;Longtitude&lt;td&gt;0.143&lt;td&gt;0.134&lt;td&gt;0.140&lt;td&gt;0.136&lt;td&gt;0.768&lt;td&gt;0.318&lt;td&gt;0.198&lt;td&gt;-0.359&lt;td&gt;1.000&lt;td&gt;0.067&lt;td&gt;0.671&lt;td&gt;0.257&lt;td&gt;0.074&lt;td&gt;0.575&lt;td&gt;0.129&lt;td&gt;0.143&lt;td&gt;0.080&lt;td&gt;-0.006&lt;tr&gt;&lt;th&gt;Method&lt;td&gt;0.063&lt;td&gt;0.052&lt;td&gt;0.000&lt;td&gt;0.028&lt;td&gt;0.115&lt;td&gt;0.070&lt;td&gt;0.014&lt;td&gt;0.058&lt;td&gt;0.067&lt;td&gt;1.000&lt;td&gt;0.066&lt;td&gt;0.064&lt;td&gt;0.047&lt;td&gt;0.081&lt;td&gt;0.056&lt;td&gt;0.072&lt;td&gt;0.038&lt;td&gt;0.021&lt;tr&gt;&lt;th&gt;Postcode&lt;td&gt;0.120&lt;td&gt;0.034&lt;td&gt;0.081&lt;td&gt;0.060&lt;td&gt;0.669&lt;td&gt;0.224&lt;td&gt;0.062&lt;td&gt;-0.589&lt;td&gt;0.671&lt;td&gt;0.066&lt;td&gt;1.000&lt;td&gt;0.239&lt;td&gt;0.116&lt;td&gt;0.539&lt;td&gt;0.039&lt;td&gt;0.097&lt;td&gt;0.043&lt;td&gt;-0.030&lt;tr&gt;&lt;th&gt;Price&lt;td&gt;0.425&lt;td&gt;0.524&lt;td&gt;0.625&lt;td&gt;0.294&lt;td&gt;0.170&lt;td&gt;-0.130&lt;td&gt;0.327&lt;td&gt;-0.252&lt;td&gt;0.257&lt;td&gt;0.064&lt;td&gt;0.239&lt;td&gt;1.000&lt;td&gt;-0.026&lt;td&gt;0.147&lt;td&gt;0.546&lt;td&gt;0.297&lt;td&gt;-0.067&lt;td&gt;-0.362&lt;tr&gt;&lt;th&gt;Propertycount&lt;td&gt;-0.036&lt;td&gt;-0.077&lt;td&gt;-0.077&lt;td&gt;-0.041&lt;td&gt;0.433&lt;td&gt;-0.142&lt;td&gt;-0.074&lt;td&gt;-0.037&lt;td&gt;0.074&lt;td&gt;0.047&lt;td&gt;0.116&lt;td&gt;-0.026&lt;td&gt;1.000&lt;td&gt;0.211&lt;td&gt;-0.088&lt;td&gt;0.147&lt;td&gt;-0.013&lt;td&gt;-0.004&lt;tr&gt;&lt;th&gt;Regionname&lt;td&gt;0.072&lt;td&gt;0.101&lt;td&gt;0.116&lt;td&gt;0.076&lt;td&gt;0.804&lt;td&gt;0.438&lt;td&gt;0.082&lt;td&gt;0.449&lt;td&gt;0.575&lt;td&gt;0.081&lt;td&gt;0.539&lt;td&gt;0.147&lt;td&gt;0.211&lt;td&gt;1.000&lt;td&gt;0.094&lt;td&gt;0.149&lt;td&gt;0.161&lt;td&gt;0.111&lt;tr&gt;&lt;th&gt;Rooms&lt;td&gt;0.592&lt;td&gt;0.963&lt;td&gt;0.777&lt;td&gt;0.482&lt;td&gt;0.148&lt;td&gt;0.347&lt;td&gt;0.485&lt;td&gt;0.042&lt;td&gt;0.129&lt;td&gt;0.056&lt;td&gt;0.039&lt;td&gt;0.546&lt;td&gt;-0.088&lt;td&gt;0.094&lt;td&gt;1.000&lt;td&gt;0.437&lt;td&gt;0.072&lt;td&gt;-0.065&lt;tr&gt;&lt;th&gt;Type&lt;td&gt;0.226&lt;td&gt;0.423&lt;td&gt;0.000&lt;td&gt;0.279&lt;td&gt;0.245&lt;td&gt;0.197&lt;td&gt;0.000&lt;td&gt;0.152&lt;td&gt;0.143&lt;td&gt;0.072&lt;td&gt;0.097&lt;td&gt;0.297&lt;td&gt;0.147&lt;td&gt;0.149&lt;td&gt;0.437&lt;td&gt;1.000&lt;td&gt;0.081&lt;td&gt;0.220&lt;tr&gt;&lt;th&gt;Unnamed: 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class=&quot;caption text-center text-body-secondary&quot;&gt;The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=section-header id=sample&gt;&lt;h1 class=section-name&gt;Sample&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row item&quot;&gt;&lt;ul class=&quot;nav nav-tabs tab-nav&quot; role=tablist&gt;&lt;li class=nav-item role=presentation&gt;&lt;button class=&quot;nav-link active&quot; aria-controls=tab-pane-sample-head aria-selected=true data-bs-target=#tab-pane-sample-head data-bs-toggle=tab id=tab-sample-head role=tab type=button&gt;First rows&lt;/button&gt;&lt;li class=nav-item role=presentation&gt;&lt;button aria-controls=tab-pane-sample-tail aria-selected=false class=nav-link data-bs-target=#tab-pane-sample-tail data-bs-toggle=tab id=tab-sample-tail role=tab type=button&gt;Last 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St&lt;td&gt;2&lt;td&gt;h&lt;td&gt;1480000.0&lt;td&gt;S&lt;td&gt;Biggin&lt;td&gt;3/12/2016&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;2.0&lt;td&gt;1.0&lt;td&gt;1.0&lt;td&gt;202.0&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;Yarra&lt;td&gt;-37.7996&lt;td&gt;144.9984&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;tr&gt;&lt;th&gt;1&lt;td&gt;2&lt;td&gt;Abbotsford&lt;td&gt;25 Bloomburg St&lt;td&gt;2&lt;td&gt;h&lt;td&gt;1035000.0&lt;td&gt;S&lt;td&gt;Biggin&lt;td&gt;4/02/2016&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;2.0&lt;td&gt;1.0&lt;td&gt;0.0&lt;td&gt;156.0&lt;td&gt;79.0&lt;td&gt;1900.0&lt;td&gt;Yarra&lt;td&gt;-37.8079&lt;td&gt;144.9934&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;tr&gt;&lt;th&gt;2&lt;td&gt;4&lt;td&gt;Abbotsford&lt;td&gt;5 Charles St&lt;td&gt;3&lt;td&gt;h&lt;td&gt;1465000.0&lt;td&gt;SP&lt;td&gt;Biggin&lt;td&gt;4/03/2017&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;3.0&lt;td&gt;2.0&lt;td&gt;0.0&lt;td&gt;134.0&lt;td&gt;150.0&lt;td&gt;1900.0&lt;td&gt;Yarra&lt;td&gt;-37.8093&lt;td&gt;144.9944&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;tr&gt;&lt;th&gt;3&lt;td&gt;5&lt;td&gt;Abbotsford&lt;td&gt;40 Federation La&lt;td&gt;3&lt;td&gt;h&lt;td&gt;850000.0&lt;td&gt;PI&lt;td&gt;Biggin&lt;td&gt;4/03/2017&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;3.0&lt;td&gt;2.0&lt;td&gt;1.0&lt;td&gt;94.0&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;Yarra&lt;td&gt;-37.7969&lt;td&gt;144.9969&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;tr&gt;&lt;th&gt;4&lt;td&gt;6&lt;td&gt;Abbotsford&lt;td&gt;55a Park St&lt;td&gt;4&lt;td&gt;h&lt;td&gt;1600000.0&lt;td&gt;VB&lt;td&gt;Nelson&lt;td&gt;4/06/2016&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;3.0&lt;td&gt;1.0&lt;td&gt;2.0&lt;td&gt;120.0&lt;td&gt;142.0&lt;td&gt;2014.0&lt;td&gt;Yarra&lt;td&gt;-37.8072&lt;td&gt;144.9941&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;tr&gt;&lt;th&gt;5&lt;td&gt;10&lt;td&gt;Abbotsford&lt;td&gt;129 Charles St&lt;td&gt;2&lt;td&gt;h&lt;td&gt;941000.0&lt;td&gt;S&lt;td&gt;Jellis&lt;td&gt;7/05/2016&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;2.0&lt;td&gt;1.0&lt;td&gt;0.0&lt;td&gt;181.0&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;Yarra&lt;td&gt;-37.8041&lt;td&gt;144.9953&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;tr&gt;&lt;th&gt;6&lt;td&gt;11&lt;td&gt;Abbotsford&lt;td&gt;124 Yarra St&lt;td&gt;3&lt;td&gt;h&lt;td&gt;1876000.0&lt;td&gt;S&lt;td&gt;Nelson&lt;td&gt;7/05/2016&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;4.0&lt;td&gt;2.0&lt;td&gt;0.0&lt;td&gt;245.0&lt;td&gt;210.0&lt;td&gt;1910.0&lt;td&gt;Yarra&lt;td&gt;-37.8024&lt;td&gt;144.9993&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;tr&gt;&lt;th&gt;7&lt;td&gt;14&lt;td&gt;Abbotsford&lt;td&gt;98 Charles St&lt;td&gt;2&lt;td&gt;h&lt;td&gt;1636000.0&lt;td&gt;S&lt;td&gt;Nelson&lt;td&gt;8/10/2016&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;2.0&lt;td&gt;1.0&lt;td&gt;2.0&lt;td&gt;256.0&lt;td&gt;107.0&lt;td&gt;1890.0&lt;td&gt;Yarra&lt;td&gt;-37.8060&lt;td&gt;144.9954&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;tr&gt;&lt;th&gt;8&lt;td&gt;15&lt;td&gt;Abbotsford&lt;td&gt;217 Langridge St&lt;td&gt;3&lt;td&gt;h&lt;td&gt;1000000.0&lt;td&gt;S&lt;td&gt;Jellis&lt;td&gt;8/10/2016&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;tr&gt;&lt;th&gt;9&lt;td&gt;16&lt;td&gt;Abbotsford&lt;td&gt;18a Mollison St&lt;td&gt;2&lt;td&gt;t&lt;td&gt;745000.0&lt;td&gt;S&lt;td&gt;Jellis&lt;td&gt;8/10/2016&lt;td&gt;2.5&lt;td&gt;3067.0&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;Northern Metropolitan&lt;td&gt;4019.0&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;tab-pane fade&quot; aria-labelledby=tab-pane-sample-tail id=tab-pane-sample-tail role=tabpanel&gt;&lt;div class=&quot;row item&quot;&gt;&lt;div class=col-sm-12 id=sample-container&gt;&lt;div class=table-responsive&gt;&lt;table class=&quot;dataframe sample table table-striped&quot; border=1&gt;&lt;thead&gt;&lt;tr style=&quot;text-align: right;&quot;&gt;&lt;th&gt;&lt;th&gt;Unnamed: 0&lt;th&gt;Suburb&lt;th&gt;Address&lt;th&gt;Rooms&lt;th&gt;Type&lt;th&gt;Price&lt;th&gt;Method&lt;th&gt;SellerG&lt;th&gt;Date&lt;th&gt;Distance&lt;th&gt;Postcode&lt;th&gt;Bedroom2&lt;th&gt;Bathroom&lt;th&gt;Car&lt;th&gt;Landsize&lt;th&gt;BuildingArea&lt;th&gt;YearBuilt&lt;th&gt;CouncilArea&lt;th&gt;Lattitude&lt;th&gt;Longtitude&lt;th&gt;Regionname&lt;th&gt;Propertycount&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;18386&lt;td&gt;23535&lt;td&gt;Westmeadows&lt;td&gt;9 Black St&lt;td&gt;3&lt;td&gt;h&lt;td&gt;582000.0&lt;td&gt;S&lt;td&gt;Red&lt;td&gt;26/08/2017&lt;td&gt;16.5&lt;td&gt;3049.0&lt;td&gt;3.0&lt;td&gt;2.0&lt;td&gt;2.0&lt;td&gt;256.0&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;-37.67917&lt;td&gt;144.89390&lt;td&gt;Northern Metropolitan&lt;td&gt;2474.0&lt;tr&gt;&lt;th&gt;18387&lt;td&gt;23536&lt;td&gt;Westmeadows&lt;td&gt;81 Hillcrest Dr&lt;td&gt;4&lt;td&gt;h&lt;td&gt;720000.0&lt;td&gt;VB&lt;td&gt;Barry&lt;td&gt;26/08/2017&lt;td&gt;16.5&lt;td&gt;3049.0&lt;td&gt;4.0&lt;td&gt;2.0&lt;td&gt;0.0&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;-37.68006&lt;td&gt;144.87550&lt;td&gt;Northern Metropolitan&lt;td&gt;2474.0&lt;tr&gt;&lt;th&gt;18388&lt;td&gt;23537&lt;td&gt;Wheelers Hill&lt;td&gt;12 Strada Cr&lt;td&gt;4&lt;td&gt;h&lt;td&gt;1245000.0&lt;td&gt;S&lt;td&gt;Barry&lt;td&gt;26/08/2017&lt;td&gt;16.7&lt;td&gt;3150.0&lt;td&gt;4.0&lt;td&gt;2.0&lt;td&gt;2.0&lt;td&gt;652.0&lt;td&gt;NaN&lt;td&gt;1981.0&lt;td&gt;NaN&lt;td&gt;-37.90562&lt;td&gt;145.16761&lt;td&gt;South-Eastern Metropolitan&lt;td&gt;7392.0&lt;tr&gt;&lt;th&gt;18389&lt;td&gt;23538&lt;td&gt;Williamstown&lt;td&gt;77 Merrett Dr&lt;td&gt;3&lt;td&gt;h&lt;td&gt;1031000.0&lt;td&gt;SP&lt;td&gt;Williams&lt;td&gt;26/08/2017&lt;td&gt;6.8&lt;td&gt;3016.0&lt;td&gt;3.0&lt;td&gt;2.0&lt;td&gt;2.0&lt;td&gt;333.0&lt;td&gt;133.0&lt;td&gt;1995.0&lt;td&gt;NaN&lt;td&gt;-37.85927&lt;td&gt;144.87904&lt;td&gt;Western Metropolitan&lt;td&gt;6380.0&lt;tr&gt;&lt;th&gt;18390&lt;td&gt;23539&lt;td&gt;Williamstown&lt;td&gt;83 Power St&lt;td&gt;3&lt;td&gt;h&lt;td&gt;1170000.0&lt;td&gt;S&lt;td&gt;Raine&lt;td&gt;26/08/2017&lt;td&gt;6.8&lt;td&gt;3016.0&lt;td&gt;3.0&lt;td&gt;2.0&lt;td&gt;4.0&lt;td&gt;436.0&lt;td&gt;NaN&lt;td&gt;1997.0&lt;td&gt;NaN&lt;td&gt;-37.85274&lt;td&gt;144.88738&lt;td&gt;Western Metropolitan&lt;td&gt;6380.0&lt;tr&gt;&lt;th&gt;18391&lt;td&gt;23540&lt;td&gt;Williamstown&lt;td&gt;8/2 Thompson St&lt;td&gt;2&lt;td&gt;t&lt;td&gt;622500.0&lt;td&gt;SP&lt;td&gt;Greg&lt;td&gt;26/08/2017&lt;td&gt;6.8&lt;td&gt;3016.0&lt;td&gt;2.0&lt;td&gt;2.0&lt;td&gt;1.0&lt;td&gt;NaN&lt;td&gt;89.0&lt;td&gt;2010.0&lt;td&gt;NaN&lt;td&gt;-37.86393&lt;td&gt;144.90484&lt;td&gt;Western Metropolitan&lt;td&gt;6380.0&lt;tr&gt;&lt;th&gt;18392&lt;td&gt;23541&lt;td&gt;Williamstown&lt;td&gt;96 Verdon St&lt;td&gt;4&lt;td&gt;h&lt;td&gt;2500000.0&lt;td&gt;PI&lt;td&gt;Sweeney&lt;td&gt;26/08/2017&lt;td&gt;6.8&lt;td&gt;3016.0&lt;td&gt;4.0&lt;td&gt;1.0&lt;td&gt;5.0&lt;td&gt;866.0&lt;td&gt;157.0&lt;td&gt;1920.0&lt;td&gt;NaN&lt;td&gt;-37.85908&lt;td&gt;144.89299&lt;td&gt;Western Metropolitan&lt;td&gt;6380.0&lt;tr&gt;&lt;th&gt;18393&lt;td&gt;23544&lt;td&gt;Yallambie&lt;td&gt;17 Amaroo Wy&lt;td&gt;4&lt;td&gt;h&lt;td&gt;1100000.0&lt;td&gt;S&lt;td&gt;Buckingham&lt;td&gt;26/08/2017&lt;td&gt;12.7&lt;td&gt;3085.0&lt;td&gt;4.0&lt;td&gt;3.0&lt;td&gt;2.0&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;NaN&lt;td&gt;-37.72006&lt;td&gt;145.10547&lt;td&gt;Northern Metropolitan&lt;td&gt;1369.0&lt;tr&gt;&lt;th&gt;18394&lt;td&gt;23545&lt;td&gt;Yarraville&lt;td&gt;6 Agnes St&lt;td&gt;4&lt;td&gt;h&lt;td&gt;1285000.0&lt;td&gt;SP&lt;td&gt;Village&lt;td&gt;26/08/2017&lt;td&gt;6.3&lt;td&gt;3013.0&lt;td&gt;4.0&lt;td&gt;1.0&lt;td&gt;1.0&lt;td&gt;362.0&lt;td&gt;112.0&lt;td&gt;1920.0&lt;td&gt;NaN&lt;td&gt;-37.81188&lt;td&gt;144.88449&lt;td&gt;Western Metropolitan&lt;td&gt;6543.0&lt;tr&gt;&lt;th&gt;18395&lt;td&gt;23546&lt;td&gt;Yarraville&lt;td&gt;33 Freeman St&lt;td&gt;4&lt;td&gt;h&lt;td&gt;1050000.0&lt;td&gt;VB&lt;td&gt;Village&lt;td&gt;26/08/2017&lt;td&gt;6.3&lt;td&gt;3013.0&lt;td&gt;4.0&lt;td&gt;2.0&lt;td&gt;2.0&lt;td&gt;NaN&lt;td&gt;139.0&lt;td&gt;1950.0&lt;td&gt;NaN&lt;td&gt;-37.81829&lt;td&gt;144.87404&lt;td&gt;Western Metropolitan&lt;td&gt;6543.0&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;footer&gt;&lt;div class=container-fluid&gt;&lt;div class=row&gt;&lt;p class=&quot;text-body-secondary text-center&quot;&gt;Report generated by &lt;a href=&quot;https://ydata.ai/?utm_source=opensource&amp;utm_medium=pandasprofiling&amp;utm_campaign=report&quot;&gt;YData&lt;/a&gt;.&lt;/div&gt;&lt;/div&gt;&lt;/footer&gt;&lt;script&gt;/*!\n",
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ai={name:&quot;hide&quot;,enabled:!0,phase:&quot;main&quot;,requiresIfExists:[&quot;preventOverflow&quot;],fn:function(t){var e=t.state,i=t.name,n=e.rects.reference,s=e.rects.popper,o=e.modifiersData.preventOverflow,r=ii(e,{elementContext:&quot;reference&quot;}),a=ii(e,{altBoundary:!0}),l=oi(r,n),c=oi(a,s,o),h=ri(l),d=ri(c);e.modifiersData[i]={referenceClippingOffsets:l,popperEscapeOffsets:c,isReferenceHidden:h,hasPopperEscaped:d},e.attributes.popper=Object.assign({},e.attributes.popper,{&quot;data-popper-reference-hidden&quot;:h,&quot;data-popper-escaped&quot;:d})}},li={name:&quot;offset&quot;,enabled:!0,phase:&quot;main&quot;,requires:[&quot;popperOffsets&quot;],fn:function(t){var e=t.state,i=t.options,n=t.name,s=i.offset,o=void 0===s?[0,0]:s,r=ee.reduce((function(t,i){return t[i]=function(t,e,i){var n=be(t),s=[Vt,zt].indexOf(n)&gt;=0?-1:1,o=&quot;function&quot;==typeof i?i(Object.assign({},e,{placement:t})):i,r=o[0],a=o[1];return r=r||0,a=(a||0)*s,[Vt,qt].indexOf(n)&gt;=0?{x:a,y:r}:{x:r,y:a}}(i,e.rects,o),t}),{}),a=r[e.placement],l=a.x,c=a.y;null!=e.modifiersData.popperOffsets&amp;&amp;(e.modifiersData.popperOffsets.x+=l,e.modifiersData.popperOffsets.y+=c),e.modifiersData[n]=r}},ci={name:&quot;popperOffsets&quot;,enabled:!0,phase:&quot;read&quot;,fn:function(t){var e=t.state,i=t.name;e.modifiersData[i]=ei({reference:e.rects.reference,element:e.rects.popper,strategy:&quot;absolute&quot;,placement:e.placement})},data:{}},hi={name:&quot;preventOverflow&quot;,enabled:!0,phase:&quot;main&quot;,fn:function(t){var e=t.state,i=t.options,n=t.name,s=i.mainAxis,o=void 0===s||s,r=i.altAxis,a=void 0!==r&amp;&amp;r,l=i.boundary,c=i.rootBoundary,h=i.altBoundary,d=i.padding,u=i.tether,f=void 0===u||u,p=i.tetherOffset,m=void 0===p?0:p,g=ii(e,{boundary:l,rootBoundary:c,padding:d,altBoundary:h}),_=be(e.placement),b=Fe(e.placement),v=!b,y=Ie(_),w=&quot;x&quot;===y?&quot;y&quot;:&quot;x&quot;,A=e.modifiersData.popperOffsets,E=e.rects.reference,T=e.rects.popper,C=&quot;function&quot;==typeof m?m(Object.assign({},e.rects,{placement:e.placement})):m,O=&quot;number&quot;==typeof C?{mainAxis:C,altAxis:C}:Object.assign({mainAxis:0,altAxis:0},C),x=e.modifiersData.offset?e.modifiersData.offset[e.placement]:null,k={x:0,y:0};if(A){if(o){var L,S=&quot;y&quot;===y?zt:Vt,D=&quot;y&quot;===y?Rt:qt,$=&quot;y&quot;===y?&quot;height&quot;:&quot;width&quot;,I=A[y],N=I+g[S],P=I-g[D],j=f?-T[$]/2:0,M=b===Xt?E[$]:T[$],F=b===Xt?-T[$]:-E[$],H=e.elements.arrow,W=f&amp;&amp;H?Ce(H):{width:0,height:0},B=e.modifiersData[&quot;arrow#persistent&quot;]?e.modifiersData[&quot;arrow#persistent&quot;].padding:{top:0,right:0,bottom:0,left:0},z=B[S],R=B[D],q=Ne(0,E[$],W[$]),V=v?E[$]/2-j-q-z-O.mainAxis:M-q-z-O.mainAxis,K=v?-E[$]/2+j+q+R+O.mainAxis:F+q+R+O.mainAxis,Q=e.elements.arrow&amp;&amp;$e(e.elements.arrow),X=Q?&quot;y&quot;===y?Q.clientTop||0:Q.clientLeft||0:0,Y=null!=(L=null==x?void 0:x[y])?L:0,U=I+K-Y,G=Ne(f?ye(N,I+V-Y-X):N,I,f?ve(P,U):P);A[y]=G,k[y]=G-I}if(a){var J,Z=&quot;x&quot;===y?zt:Vt,tt=&quot;x&quot;===y?Rt:qt,et=A[w],it=&quot;y&quot;===w?&quot;height&quot;:&quot;width&quot;,nt=et+g[Z],st=et-g[tt],ot=-1!==[zt,Vt].indexOf(_),rt=null!=(J=null==x?void 0:x[w])?J:0,at=ot?nt:et-E[it]-T[it]-rt+O.altAxis,lt=ot?et+E[it]+T[it]-rt-O.altAxis:st,ct=f&amp;&amp;ot?function(t,e,i){var n=Ne(t,e,i);return n&gt;i?i:n}(at,et,lt):Ne(f?at:nt,et,f?lt:st);A[w]=ct,k[w]=ct-et}e.modifiersData[n]=k}},requiresIfExists:[&quot;offset&quot;]};function di(t,e,i){void 0===i&amp;&amp;(i=!1);var n,s,o=me(e),r=me(e)&amp;&amp;function(t){var e=t.getBoundingClientRect(),i=we(e.width)/t.offsetWidth||1,n=we(e.height)/t.offsetHeight||1;return 1!==i||1!==n}(e),a=Le(e),l=Te(t,r,i),c={scrollLeft:0,scrollTop:0},h={x:0,y:0};return(o||!o&amp;&amp;!i)&amp;&amp;((&quot;body&quot;!==ue(e)||Ue(a))&amp;&amp;(c=(n=e)!==fe(n)&amp;&amp;me(n)?{scrollLeft:(s=n).scrollLeft,scrollTop:s.scrollTop}:Xe(n)),me(e)?((h=Te(e,!0)).x+=e.clientLeft,h.y+=e.clientTop):a&amp;&amp;(h.x=Ye(a))),{x:l.left+c.scrollLeft-h.x,y:l.top+c.scrollTop-h.y,width:l.width,height:l.height}}function ui(t){var e=new Map,i=new Set,n=[];function s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&amp;&amp;s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var fi={placement:&quot;bottom&quot;,modifiers:[],strategy:&quot;absolute&quot;};function pi(){for(var t=arguments.length,e=new Array(t),i=0;i&lt;t;i++)e[i]=arguments[i];return!e.some((function(t){return!(t&amp;&amp;&quot;function&quot;==typeof t.getBoundingClientRect)}))}function mi(t){void 0===t&amp;&amp;(t={});var e=t,i=e.defaultModifiers,n=void 0===i?[]:i,s=e.defaultOptions,o=void 0===s?fi:s;return function(t,e,i){void 0===i&amp;&amp;(i=o);var s,r,a={placement:&quot;bottom&quot;,orderedModifiers:[],options:Object.assign({},fi,o),modifiersData:{},elements:{reference:t,popper:e},attributes:{},styles:{}},l=[],c=!1,h={state:a,setOptions:function(i){var s=&quot;function&quot;==typeof i?i(a.options):i;d(),a.options=Object.assign({},o,a.options,s),a.scrollParents={reference:pe(t)?Je(t):t.contextElement?Je(t.contextElement):[],popper:Je(e)};var r,c,u=function(t){var e=ui(t);return de.reduce((function(t,i){return t.concat(e.filter((function(t){return t.phase===i})))}),[])}((r=[].concat(n,a.options.modifiers),c=r.reduce((function(t,e){var i=t[e.name];return t[e.name]=i?Object.assign({},i,e,{options:Object.assign({},i.options,e.options),data:Object.assign({},i.data,e.data)}):e,t}),{}),Object.keys(c).map((function(t){return c[t]}))));return a.orderedModifiers=u.filter((function(t){return t.enabled})),a.orderedModifiers.forEach((function(t){var e=t.name,i=t.options,n=void 0===i?{}:i,s=t.effect;if(&quot;function&quot;==typeof s){var o=s({state:a,name:e,instance:h,options:n});l.push(o||function(){})}})),h.update()},forceUpdate:function(){if(!c){var t=a.elements,e=t.reference,i=t.popper;if(pi(e,i)){a.rects={reference:di(e,$e(i),&quot;fixed&quot;===a.options.strategy),popper:Ce(i)},a.reset=!1,a.placement=a.options.placement,a.orderedModifiers.forEach((function(t){return a.modifiersData[t.name]=Object.assign({},t.data)}));for(var n=0;n&lt;a.orderedModifiers.length;n++)if(!0!==a.reset){var s=a.orderedModifiers[n],o=s.fn,r=s.options,l=void 0===r?{}:r,d=s.name;&quot;function&quot;==typeof o&amp;&amp;(a=o({state:a,options:l,name:d,instance:h})||a)}else a.reset=!1,n=-1}}},update:(s=function(){return new Promise((function(t){h.forceUpdate(),t(a)}))},function(){return r||(r=new Promise((function(t){Promise.resolve().then((function(){r=void 0,t(s())}))}))),r}),destroy:function(){d(),c=!0}};if(!pi(t,e))return h;function d(){l.forEach((function(t){return t()})),l=[]}return h.setOptions(i).then((function(t){!c&amp;&amp;i.onFirstUpdate&amp;&amp;i.onFirstUpdate(t)})),h}}var gi=mi(),_i=mi({defaultModifiers:[Re,ci,Be,_e]}),bi=mi({defaultModifiers:[Re,ci,Be,_e,li,si,hi,Me,ai]});const vi=Object.freeze(Object.defineProperty({__proto__:null,afterMain:ae,afterRead:se,afterWrite:he,applyStyles:_e,arrow:Me,auto:Kt,basePlacements:Qt,beforeMain:oe,beforeRead:ie,beforeWrite:le,bottom:Rt,clippingParents:Ut,computeStyles:Be,createPopper:bi,createPopperBase:gi,createPopperLite:_i,detectOverflow:ii,end:Yt,eventListeners:Re,flip:si,hide:ai,left:Vt,main:re,modifierPhases:de,offset:li,placements:ee,popper:Jt,popperGenerator:mi,popperOffsets:ci,preventOverflow:hi,read:ne,reference:Zt,right:qt,start:Xt,top:zt,variationPlacements:te,viewport:Gt,write:ce},Symbol.toStringTag,{value:&quot;Module&quot;})),yi=&quot;dropdown&quot;,wi=&quot;.bs.dropdown&quot;,Ai=&quot;.data-api&quot;,Ei=&quot;ArrowUp&quot;,Ti=&quot;ArrowDown&quot;,Ci=`hide${wi}`,Oi=`hidden${wi}`,xi=`show${wi}`,ki=`shown${wi}`,Li=`click${wi}${Ai}`,Si=`keydown${wi}${Ai}`,Di=`keyup${wi}${Ai}`,$i=&quot;show&quot;,Ii=&#x27;[data-bs-toggle=&quot;dropdown&quot;]:not(.disabled):not(:disabled)&#x27;,Ni=`${Ii}.${$i}`,Pi=&quot;.dropdown-menu&quot;,ji=p()?&quot;top-end&quot;:&quot;top-start&quot;,Mi=p()?&quot;top-start&quot;:&quot;top-end&quot;,Fi=p()?&quot;bottom-end&quot;:&quot;bottom-start&quot;,Hi=p()?&quot;bottom-start&quot;:&quot;bottom-end&quot;,Wi=p()?&quot;left-start&quot;:&quot;right-start&quot;,Bi=p()?&quot;right-start&quot;:&quot;left-start&quot;,zi={autoClose:!0,boundary:&quot;clippingParents&quot;,display:&quot;dynamic&quot;,offset:[0,2],popperConfig:null,reference:&quot;toggle&quot;},Ri={autoClose:&quot;(boolean|string)&quot;,boundary:&quot;(string|element)&quot;,display:&quot;string&quot;,offset:&quot;(array|string|function)&quot;,popperConfig:&quot;(null|object|function)&quot;,reference:&quot;(string|element|object)&quot;};class qi extends W{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=z.next(this._element,Pi)[0]||z.prev(this._element,Pi)[0]||z.findOne(Pi,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return zi}static get DefaultType(){return Ri}static get NAME(){return yi}toggle(){return this._isShown()?this.hide():this.show()}show(){if(l(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!N.trigger(this._element,xi,t).defaultPrevented){if(this._createPopper(),&quot;ontouchstart&quot;in document.documentElement&amp;&amp;!this._parent.closest(&quot;.navbar-nav&quot;))for(const t of[].concat(...document.body.children))N.on(t,&quot;mouseover&quot;,h);this._element.focus(),this._element.setAttribute(&quot;aria-expanded&quot;,!0),this._menu.classList.add($i),this._element.classList.add($i),N.trigger(this._element,ki,t)}}hide(){if(l(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&amp;&amp;this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&amp;&amp;this._popper.update()}_completeHide(t){if(!N.trigger(this._element,Ci,t).defaultPrevented){if(&quot;ontouchstart&quot;in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,&quot;mouseover&quot;,h);this._popper&amp;&amp;this._popper.destroy(),this._menu.classList.remove($i),this._element.classList.remove($i),this._element.setAttribute(&quot;aria-expanded&quot;,&quot;false&quot;),F.removeDataAttribute(this._menu,&quot;popper&quot;),N.trigger(this._element,Oi,t)}}_getConfig(t){if(&quot;object&quot;==typeof(t=super._getConfig(t)).reference&amp;&amp;!o(t.reference)&amp;&amp;&quot;function&quot;!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${yi.toUpperCase()}: Option &quot;reference&quot; provided type &quot;object&quot; without a required &quot;getBoundingClientRect&quot; method.`);return t}_createPopper(){if(void 0===vi)throw new TypeError(&quot;Bootstrap&#x27;s dropdowns require Popper (https://popper.js.org)&quot;);let t=this._element;&quot;parent&quot;===this._config.reference?t=this._parent:o(this._config.reference)?t=r(this._config.reference):&quot;object&quot;==typeof this._config.reference&amp;&amp;(t=this._config.reference);const e=this._getPopperConfig();this._popper=bi(t,this._menu,e)}_isShown(){return this._menu.classList.contains($i)}_getPlacement(){const t=this._parent;if(t.classList.contains(&quot;dropend&quot;))return Wi;if(t.classList.contains(&quot;dropstart&quot;))return Bi;if(t.classList.contains(&quot;dropup-center&quot;))return&quot;top&quot;;if(t.classList.contains(&quot;dropdown-center&quot;))return&quot;bottom&quot;;const e=&quot;end&quot;===getComputedStyle(this._menu).getPropertyValue(&quot;--bs-position&quot;).trim();return t.classList.contains(&quot;dropup&quot;)?e?Mi:ji:e?Hi:Fi}_detectNavbar(){return null!==this._element.closest(&quot;.navbar&quot;)}_getOffset(){const{offset:t}=this._config;return&quot;string&quot;==typeof t?t.split(&quot;,&quot;).map((t=&gt;Number.parseInt(t,10))):&quot;function&quot;==typeof t?e=&gt;t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:&quot;preventOverflow&quot;,options:{boundary:this._config.boundary}},{name:&quot;offset&quot;,options:{offset:this._getOffset()}}]};return(this._inNavbar||&quot;static&quot;===this._config.display)&amp;&amp;(F.setDataAttribute(this._menu,&quot;popper&quot;,&quot;static&quot;),t.modifiers=[{name:&quot;applyStyles&quot;,enabled:!1}]),{...t,...g(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=z.find(&quot;.dropdown-menu .dropdown-item:not(.disabled):not(:disabled)&quot;,this._menu).filter((t=&gt;a(t)));i.length&amp;&amp;b(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=qi.getOrCreateInstance(this,t);if(&quot;string&quot;==typeof t){if(void 0===e[t])throw new TypeError(`No method named &quot;${t}&quot;`);e[t]()}}))}static clearMenus(t){if(2===t.button||&quot;keyup&quot;===t.type&amp;&amp;&quot;Tab&quot;!==t.key)return;const e=z.find(Ni);for(const i of e){const e=qi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||&quot;inside&quot;===e._config.autoClose&amp;&amp;!s||&quot;outside&quot;===e._config.autoClose&amp;&amp;s)continue;if(e._menu.contains(t.target)&amp;&amp;(&quot;keyup&quot;===t.type&amp;&amp;&quot;Tab&quot;===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};&quot;click&quot;===t.type&amp;&amp;(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i=&quot;Escape&quot;===t.key,n=[Ei,Ti].includes(t.key);if(!n&amp;&amp;!i)return;if(e&amp;&amp;!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&amp;&amp;(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi=&quot;backdrop&quot;,Ki=&quot;show&quot;,Qi=`mousedown.bs.${Vi}`,Xi={className:&quot;modal-backdrop&quot;,clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:&quot;body&quot;},Yi={className:&quot;string&quot;,clickCallback:&quot;(function|null)&quot;,isAnimated:&quot;boolean&quot;,isVisible:&quot;boolean&quot;,rootElement:&quot;(element|string)&quot;};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&amp;&amp;d(e),e.classList.add(Ki),this._emulateAnimation((()=&gt;{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=&gt;{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&amp;&amp;(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement(&quot;div&quot;);t.className=this._config.className,this._config.isAnimated&amp;&amp;t.classList.add(&quot;fade&quot;),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=&gt;{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=&quot;.bs.focustrap&quot;,Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn=&quot;backward&quot;,en={autofocus:!0,trapElement:null},nn={autofocus:&quot;boolean&quot;,trapElement:&quot;element&quot;};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return&quot;focustrap&quot;}activate(){this._isActive||(this._config.autofocus&amp;&amp;this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=&gt;this._handleFocusin(t))),N.on(document,Zi,(t=&gt;this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&amp;&amp;(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){&quot;Tab&quot;===t.key&amp;&amp;(this._lastTabNavDirection=t.shiftKey?tn:&quot;forward&quot;)}}const on=&quot;.fixed-top, .fixed-bottom, .is-fixed, .sticky-top&quot;,rn=&quot;.sticky-top&quot;,an=&quot;padding-right&quot;,ln=&quot;margin-right&quot;;class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=&gt;e+t)),this._setElementAttributes(on,an,(e=&gt;e+t)),this._setElementAttributes(rn,ln,(e=&gt;e-t))}reset(){this._resetElementAttributes(this._element,&quot;overflow&quot;),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()&gt;0}_disableOverFlow(){this._saveInitialAttribute(this._element,&quot;overflow&quot;),this._element.style.overflow=&quot;hidden&quot;}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=&gt;{if(t!==this._element&amp;&amp;window.innerWidth&gt;t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&amp;&amp;F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=&gt;{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=&quot;.bs.modal&quot;,dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn=&quot;modal-open&quot;,An=&quot;show&quot;,En=&quot;modal-static&quot;,Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:&quot;(boolean|string)&quot;,focus:&quot;boolean&quot;,keyboard:&quot;boolean&quot;};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(&quot;.modal-dialog&quot;,this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return&quot;modal&quot;}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=&gt;this._showElement(t))))}hide(){this._isShown&amp;&amp;!this._isTransitioning&amp;&amp;(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=&gt;this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display=&quot;block&quot;,this._element.removeAttribute(&quot;aria-hidden&quot;),this._element.setAttribute(&quot;aria-modal&quot;,!0),this._element.setAttribute(&quot;role&quot;,&quot;dialog&quot;),this._element.scrollTop=0;const e=z.findOne(&quot;.modal-body&quot;,this._dialog);e&amp;&amp;(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=&gt;{this._config.focus&amp;&amp;this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=&gt;{&quot;Escape&quot;===t.key&amp;&amp;(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=&gt;{this._isShown&amp;&amp;!this._isTransitioning&amp;&amp;this._adjustDialog()})),N.on(this._element,bn,(t=&gt;{N.one(this._element,_n,(e=&gt;{this._element===t.target&amp;&amp;this._element===e.target&amp;&amp;(&quot;static&quot;!==this._config.backdrop?this._config.backdrop&amp;&amp;this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display=&quot;none&quot;,this._element.setAttribute(&quot;aria-hidden&quot;,!0),this._element.removeAttribute(&quot;aria-modal&quot;),this._element.removeAttribute(&quot;role&quot;),this._isTransitioning=!1,this._backdrop.hide((()=&gt;{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains(&quot;fade&quot;)}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight&gt;document.documentElement.clientHeight,e=this._element.style.overflowY;&quot;hidden&quot;===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY=&quot;hidden&quot;),this._element.classList.add(En),this._queueCallback((()=&gt;{this._element.classList.remove(En),this._queueCallback((()=&gt;{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight&gt;document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e&gt;0;if(i&amp;&amp;!t){const t=p()?&quot;paddingLeft&quot;:&quot;paddingRight&quot;;this._element.style[t]=`${e}px`}if(!i&amp;&amp;t){const t=p()?&quot;paddingRight&quot;:&quot;paddingLeft&quot;;this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft=&quot;&quot;,this._element.style.paddingRight=&quot;&quot;}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if(&quot;string&quot;==typeof t){if(void 0===i[t])throw new TypeError(`No method named &quot;${t}&quot;`);i[t](e)}}))}}N.on(document,yn,&#x27;[data-bs-toggle=&quot;modal&quot;]&#x27;,(function(t){const e=z.getElementFromSelector(this);[&quot;A&quot;,&quot;AREA&quot;].includes(this.tagName)&amp;&amp;t.preventDefault(),N.one(e,pn,(t=&gt;{t.defaultPrevented||N.one(e,fn,(()=&gt;{a(this)&amp;&amp;this.focus()}))}));const i=z.findOne(&quot;.modal.show&quot;);i&amp;&amp;On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=&quot;.bs.offcanvas&quot;,kn=&quot;.data-api&quot;,Ln=`load${xn}${kn}`,Sn=&quot;show&quot;,Dn=&quot;showing&quot;,$n=&quot;hiding&quot;,In=&quot;.offcanvas.show&quot;,Nn=`show${xn}`,Pn=`shown${xn}`,jn=`hide${xn}`,Mn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:&quot;(boolean|string)&quot;,keyboard:&quot;boolean&quot;,scroll:&quot;boolean&quot;};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return&quot;offcanvas&quot;}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute(&quot;aria-modal&quot;,!0),this._element.setAttribute(&quot;role&quot;,&quot;dialog&quot;),this._element.classList.add(Dn),this._queueCallback((()=&gt;{this._config.scroll&amp;&amp;!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&amp;&amp;(N.trigger(this._element,jn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=&gt;{this._element.classList.remove(Sn,$n),this._element.removeAttribute(&quot;aria-modal&quot;),this._element.removeAttribute(&quot;role&quot;),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:&quot;offcanvas-backdrop&quot;,isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=&gt;{&quot;static&quot;!==this._config.backdrop?this.hide():N.trigger(this._element,Mn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=&gt;{&quot;Escape&quot;===t.key&amp;&amp;(this._config.keyboard?this.hide():N.trigger(this._element,Mn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if(&quot;string&quot;==typeof t){if(void 0===e[t]||t.startsWith(&quot;_&quot;)||&quot;constructor&quot;===t)throw new TypeError(`No method named &quot;${t}&quot;`);e[t](this)}}))}}N.on(document,Wn,&#x27;[data-bs-toggle=&quot;offcanvas&quot;]&#x27;,(function(t){const e=z.getElementFromSelector(this);if([&quot;A&quot;,&quot;AREA&quot;].includes(this.tagName)&amp;&amp;t.preventDefault(),l(this))return;N.one(e,Fn,(()=&gt;{a(this)&amp;&amp;this.focus()}));const i=z.findOne(In);i&amp;&amp;i!==e&amp;&amp;qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=&gt;{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=&gt;{for(const t of z.find(&quot;[aria-modal][class*=show][class*=offcanvas-]&quot;))&quot;fixed&quot;!==getComputedStyle(t).position&amp;&amp;qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={&quot;*&quot;:[&quot;class&quot;,&quot;dir&quot;,&quot;id&quot;,&quot;lang&quot;,&quot;role&quot;,/^aria-[\\w-]*$/i],a:[&quot;target&quot;,&quot;href&quot;,&quot;title&quot;,&quot;rel&quot;],area:[],b:[],br:[],col:[],code:[],dd:[],div:[],dl:[],dt:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:[&quot;src&quot;,&quot;srcset&quot;,&quot;alt&quot;,&quot;title&quot;,&quot;width&quot;,&quot;height&quot;],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set([&quot;background&quot;,&quot;cite&quot;,&quot;href&quot;,&quot;itemtype&quot;,&quot;longdesc&quot;,&quot;poster&quot;,&quot;src&quot;,&quot;xlink:href&quot;]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&amp;:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=&gt;{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=&gt;t instanceof RegExp)).some((t=&gt;t.test(i)))},Yn={allowList:Vn,content:{},extraClass:&quot;&quot;,html:!1,sanitize:!0,sanitizeFn:null,template:&quot;&lt;div&gt;&lt;/div&gt;&quot;},Un={allowList:&quot;object&quot;,content:&quot;object&quot;,extraClass:&quot;(string|function)&quot;,html:&quot;boolean&quot;,sanitize:&quot;boolean&quot;,sanitizeFn:&quot;(null|function)&quot;,template:&quot;string&quot;},Gn={entry:&quot;(string|element|function|null)&quot;,selector:&quot;(string|element)&quot;};class Jn extends H{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Yn}static get DefaultType(){return Un}static get NAME(){return&quot;TemplateFactory&quot;}getContent(){return Object.values(this._config.content).map((t=&gt;this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length&gt;0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement(&quot;div&quot;);t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&amp;&amp;e.classList.add(...i.split(&quot; &quot;)),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&amp;&amp;((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&amp;&amp;&quot;function&quot;==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,&quot;text/html&quot;),s=[].concat(...n.body.querySelectorAll(&quot;*&quot;));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e[&quot;*&quot;]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML=&quot;&quot;,void e.append(t);e.textContent=t.textContent}}const Zn=new Set([&quot;sanitize&quot;,&quot;allowList&quot;,&quot;sanitizeFn&quot;]),ts=&quot;fade&quot;,es=&quot;show&quot;,is=&quot;.modal&quot;,ns=&quot;hide.bs.modal&quot;,ss=&quot;hover&quot;,os=&quot;focus&quot;,rs={AUTO:&quot;auto&quot;,TOP:&quot;top&quot;,RIGHT:p()?&quot;left&quot;:&quot;right&quot;,BOTTOM:&quot;bottom&quot;,LEFT:p()?&quot;right&quot;:&quot;left&quot;},as={allowList:Vn,animation:!0,boundary:&quot;clippingParents&quot;,container:!1,customClass:&quot;&quot;,delay:0,fallbackPlacements:[&quot;top&quot;,&quot;right&quot;,&quot;bottom&quot;,&quot;left&quot;],html:!1,offset:[0,6],placement:&quot;top&quot;,popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:&#x27;&lt;div class=&quot;tooltip&quot; role=&quot;tooltip&quot;&gt;&lt;div class=&quot;tooltip-arrow&quot;&gt;&lt;/div&gt;&lt;div class=&quot;tooltip-inner&quot;&gt;&lt;/div&gt;&lt;/div&gt;&#x27;,title:&quot;&quot;,trigger:&quot;hover focus&quot;},ls={allowList:&quot;object&quot;,animation:&quot;boolean&quot;,boundary:&quot;(string|element)&quot;,container:&quot;(string|element|boolean)&quot;,customClass:&quot;(string|function)&quot;,delay:&quot;(number|object)&quot;,fallbackPlacements:&quot;array&quot;,html:&quot;boolean&quot;,offset:&quot;(array|string|function)&quot;,placement:&quot;(string|function)&quot;,popperConfig:&quot;(null|object|function)&quot;,sanitize:&quot;boolean&quot;,sanitizeFn:&quot;(null|function)&quot;,selector:&quot;(string|boolean)&quot;,template:&quot;string&quot;,title:&quot;(string|element|function)&quot;,trigger:&quot;string&quot;};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError(&quot;Bootstrap&#x27;s tooltips require Popper (https://popper.js.org)&quot;);super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return&quot;tooltip&quot;}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&amp;&amp;(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute(&quot;data-bs-original-title&quot;)&amp;&amp;this._element.setAttribute(&quot;title&quot;,this._element.getAttribute(&quot;data-bs-original-title&quot;)),this._disposePopper(),super.dispose()}show(){if(&quot;none&quot;===this._element.style.display)throw new Error(&quot;Please use show on visible elements&quot;);if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName(&quot;show&quot;)),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute(&quot;aria-describedby&quot;,i.getAttribute(&quot;id&quot;));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName(&quot;inserted&quot;))),this._popper=this._createPopper(i),i.classList.add(es),&quot;ontouchstart&quot;in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,&quot;mouseover&quot;,h);this._queueCallback((()=&gt;{N.trigger(this._element,this.constructor.eventName(&quot;shown&quot;)),!1===this._isHovered&amp;&amp;this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&amp;&amp;!N.trigger(this._element,this.constructor.eventName(&quot;hide&quot;)).defaultPrevented){if(this._getTipElement().classList.remove(es),&quot;ontouchstart&quot;in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,&quot;mouseover&quot;,h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=&gt;{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute(&quot;aria-describedby&quot;),N.trigger(this._element,this.constructor.eventName(&quot;hidden&quot;)))}),this.tip,this._isAnimated())}}update(){this._popper&amp;&amp;this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=&gt;{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute(&quot;id&quot;,i),this._isAnimated()&amp;&amp;e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&amp;&amp;(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{&quot;.tooltip-inner&quot;:this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute(&quot;data-bs-original-title&quot;)}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&amp;&amp;this.tip.classList.contains(ts)}_isShown(){return this.tip&amp;&amp;this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return bi(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return&quot;string&quot;==typeof t?t.split(&quot;,&quot;).map((t=&gt;Number.parseInt(t,10))):&quot;function&quot;==typeof t?e=&gt;t(e,this._element):t}_resolvePossibleFunction(t){return g(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:&quot;flip&quot;,options:{fallbackPlacements:this._config.fallbackPlacements}},{name:&quot;offset&quot;,options:{offset:this._getOffset()}},{name:&quot;preventOverflow&quot;,options:{boundary:this._config.boundary}},{name:&quot;arrow&quot;,options:{element:`.${this.constructor.NAME}-arrow`}},{name:&quot;preSetPlacement&quot;,enabled:!0,phase:&quot;beforeMain&quot;,fn:t=&gt;{this._getTipElement().setAttribute(&quot;data-popper-placement&quot;,t.state.placement)}}]};return{...e,...g(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(&quot; &quot;);for(const e of t)if(&quot;click&quot;===e)N.on(this._element,this.constructor.eventName(&quot;click&quot;),this._config.selector,(t=&gt;{this._initializeOnDelegatedTarget(t).toggle()}));else if(&quot;manual&quot;!==e){const t=e===ss?this.constructor.eventName(&quot;mouseenter&quot;):this.constructor.eventName(&quot;focusin&quot;),i=e===ss?this.constructor.eventName(&quot;mouseleave&quot;):this.constructor.eventName(&quot;focusout&quot;);N.on(this._element,t,this._config.selector,(t=&gt;{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger[&quot;focusin&quot;===t.type?os:ss]=!0,e._enter()})),N.on(this._element,i,this._config.selector,(t=&gt;{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger[&quot;focusout&quot;===t.type?os:ss]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=&gt;{this._element&amp;&amp;this.hide()},N.on(this._element.closest(is),ns,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute(&quot;title&quot;);t&amp;&amp;(this._element.getAttribute(&quot;aria-label&quot;)||this._element.textContent.trim()||this._element.setAttribute(&quot;aria-label&quot;,t),this._element.setAttribute(&quot;data-bs-original-title&quot;,t),this._element.removeAttribute(&quot;title&quot;))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=&gt;{this._isHovered&amp;&amp;this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=&gt;{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&amp;&amp;delete e[t];return t={...e,...&quot;object&quot;==typeof t&amp;&amp;t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),&quot;number&quot;==typeof t.delay&amp;&amp;(t.delay={show:t.delay,hide:t.delay}),&quot;number&quot;==typeof t.title&amp;&amp;(t.title=t.title.toString()),&quot;number&quot;==typeof t.content&amp;&amp;(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&amp;&amp;(t[e]=i);return t.selector=!1,t.trigger=&quot;manual&quot;,t}_disposePopper(){this._popper&amp;&amp;(this._popper.destroy(),this._popper=null),this.tip&amp;&amp;(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=cs.getOrCreateInstance(this,t);if(&quot;string&quot;==typeof t){if(void 0===e[t])throw new TypeError(`No method named &quot;${t}&quot;`);e[t]()}}))}}m(cs);const hs={...cs.Default,content:&quot;&quot;,offset:[0,8],placement:&quot;right&quot;,template:&#x27;&lt;div class=&quot;popover&quot; role=&quot;tooltip&quot;&gt;&lt;div class=&quot;popover-arrow&quot;&gt;&lt;/div&gt;&lt;h3 class=&quot;popover-header&quot;&gt;&lt;/h3&gt;&lt;div class=&quot;popover-body&quot;&gt;&lt;/div&gt;&lt;/div&gt;&#x27;,trigger:&quot;click&quot;},ds={...cs.DefaultType,content:&quot;(null|string|element|function)&quot;};class us extends cs{static get Default(){return hs}static get DefaultType(){return ds}static get NAME(){return&quot;popover&quot;}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{&quot;.popover-header&quot;:this._getTitle(),&quot;.popover-body&quot;:this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=us.getOrCreateInstance(this,t);if(&quot;string&quot;==typeof t){if(void 0===e[t])throw new TypeError(`No method named &quot;${t}&quot;`);e[t]()}}))}}m(us);const fs=&quot;.bs.scrollspy&quot;,ps=`activate${fs}`,ms=`click${fs}`,gs=`load${fs}.data-api`,_s=&quot;active&quot;,bs=&quot;[href]&quot;,vs=&quot;.nav-link&quot;,ys=`${vs}, .nav-item &gt; ${vs}, .list-group-item`,ws={offset:null,rootMargin:&quot;0px 0px -25%&quot;,smoothScroll:!1,target:null,threshold:[.1,.5,1]},As={offset:&quot;(number|null)&quot;,rootMargin:&quot;string&quot;,smoothScroll:&quot;boolean&quot;,target:&quot;element&quot;,threshold:&quot;array&quot;};class Es extends W{constructor(t,e){super(t,e),this._targetLinks=new Map,this._observableSections=new Map,this._rootElement=&quot;visible&quot;===getComputedStyle(this._element).overflowY?null:this._element,this._activeTarget=null,this._observer=null,this._previousScrollData={visibleEntryTop:0,parentScrollTop:0},this.refresh()}static get Default(){return ws}static get DefaultType(){return As}static get NAME(){return&quot;scrollspy&quot;}refresh(){this._initializeTargetsAndObservables(),this._maybeEnableSmoothScroll(),this._observer?this._observer.disconnect():this._observer=this._getNewObserver();for(const t of this._observableSections.values())this._observer.observe(t)}dispose(){this._observer.disconnect(),super.dispose()}_configAfterMerge(t){return t.target=r(t.target)||document.body,t.rootMargin=t.offset?`${t.offset}px 0px -30%`:t.rootMargin,&quot;string&quot;==typeof t.threshold&amp;&amp;(t.threshold=t.threshold.split(&quot;,&quot;).map((t=&gt;Number.parseFloat(t)))),t}_maybeEnableSmoothScroll(){this._config.smoothScroll&amp;&amp;(N.off(this._config.target,ms),N.on(this._config.target,ms,bs,(t=&gt;{const e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:&quot;smooth&quot;});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=&gt;this._observerCallback(t)),t)}_observerCallback(t){const e=t=&gt;this._targetLinks.get(`#${t.target.id}`),i=t=&gt;{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n&gt;=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop&gt;=this._previousScrollData.visibleEntryTop;if(s&amp;&amp;t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=z.find(bs,this._config.target);for(const e of t){if(!e.hash||l(e))continue;const t=z.findOne(decodeURI(e.hash),this._element);a(t)&amp;&amp;(this._targetLinks.set(decodeURI(e.hash),e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&amp;&amp;(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(_s),this._activateParents(t),N.trigger(this._element,ps,{relatedTarget:t}))}_activateParents(t){if(t.classList.contains(&quot;dropdown-item&quot;))z.findOne(&quot;.dropdown-toggle&quot;,t.closest(&quot;.dropdown&quot;)).classList.add(_s);else for(const e of z.parents(t,&quot;.nav, .list-group&quot;))for(const t of z.prev(e,ys))t.classList.add(_s)}_clearActiveClass(t){t.classList.remove(_s);const e=z.find(`${bs}.${_s}`,t);for(const t of e)t.classList.remove(_s)}static jQueryInterface(t){return this.each((function(){const e=Es.getOrCreateInstance(this,t);if(&quot;string&quot;==typeof t){if(void 0===e[t]||t.startsWith(&quot;_&quot;)||&quot;constructor&quot;===t)throw new TypeError(`No method named &quot;${t}&quot;`);e[t]()}}))}}N.on(window,gs,(()=&gt;{for(const t of z.find(&#x27;[data-bs-spy=&quot;scroll&quot;]&#x27;))Es.getOrCreateInstance(t)})),m(Es);const Ts=&quot;.bs.tab&quot;,Cs=`hide${Ts}`,Os=`hidden${Ts}`,xs=`show${Ts}`,ks=`shown${Ts}`,Ls=`click${Ts}`,Ss=`keydown${Ts}`,Ds=`load${Ts}`,$s=&quot;ArrowLeft&quot;,Is=&quot;ArrowRight&quot;,Ns=&quot;ArrowUp&quot;,Ps=&quot;ArrowDown&quot;,js=&quot;Home&quot;,Ms=&quot;End&quot;,Fs=&quot;active&quot;,Hs=&quot;fade&quot;,Ws=&quot;show&quot;,Bs=&quot;.dropdown-toggle&quot;,zs=`:not(${Bs})`,Rs=&#x27;[data-bs-toggle=&quot;tab&quot;], [data-bs-toggle=&quot;pill&quot;], [data-bs-toggle=&quot;list&quot;]&#x27;,qs=`.nav-link${zs}, .list-group-item${zs}, [role=&quot;tab&quot;]${zs}, ${Rs}`,Vs=`.${Fs}[data-bs-toggle=&quot;tab&quot;], .${Fs}[data-bs-toggle=&quot;pill&quot;], .${Fs}[data-bs-toggle=&quot;list&quot;]`;class Ks extends W{constructor(t){super(t),this._parent=this._element.closest(&#x27;.list-group, .nav, [role=&quot;tablist&quot;]&#x27;),this._parent&amp;&amp;(this._setInitialAttributes(this._parent,this._getChildren()),N.on(this._element,Ss,(t=&gt;this._keydown(t))))}static get NAME(){return&quot;tab&quot;}show(){const t=this._element;if(this._elemIsActive(t))return;const e=this._getActiveElem(),i=e?N.trigger(e,Cs,{relatedTarget:t}):null;N.trigger(t,xs,{relatedTarget:e}).defaultPrevented||i&amp;&amp;i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&amp;&amp;(t.classList.add(Fs),this._activate(z.getElementFromSelector(t)),this._queueCallback((()=&gt;{&quot;tab&quot;===t.getAttribute(&quot;role&quot;)?(t.removeAttribute(&quot;tabindex&quot;),t.setAttribute(&quot;aria-selected&quot;,!0),this._toggleDropDown(t,!0),N.trigger(t,ks,{relatedTarget:e})):t.classList.add(Ws)}),t,t.classList.contains(Hs)))}_deactivate(t,e){t&amp;&amp;(t.classList.remove(Fs),t.blur(),this._deactivate(z.getElementFromSelector(t)),this._queueCallback((()=&gt;{&quot;tab&quot;===t.getAttribute(&quot;role&quot;)?(t.setAttribute(&quot;aria-selected&quot;,!1),t.setAttribute(&quot;tabindex&quot;,&quot;-1&quot;),this._toggleDropDown(t,!1),N.trigger(t,Os,{relatedTarget:e})):t.classList.remove(Ws)}),t,t.classList.contains(Hs)))}_keydown(t){if(![$s,Is,Ns,Ps,js,Ms].includes(t.key))return;t.stopPropagation(),t.preventDefault();const e=this._getChildren().filter((t=&gt;!l(t)));let i;if([js,Ms].includes(t.key))i=e[t.key===js?0:e.length-1];else{const n=[Is,Ps].includes(t.key);i=b(e,t.target,n,!0)}i&amp;&amp;(i.focus({preventScroll:!0}),Ks.getOrCreateInstance(i).show())}_getChildren(){return z.find(qs,this._parent)}_getActiveElem(){return this._getChildren().find((t=&gt;this._elemIsActive(t)))||null}_setInitialAttributes(t,e){this._setAttributeIfNotExists(t,&quot;role&quot;,&quot;tablist&quot;);for(const t of e)this._setInitialAttributesOnChild(t)}_setInitialAttributesOnChild(t){t=this._getInnerElement(t);const e=this._elemIsActive(t),i=this._getOuterElement(t);t.setAttribute(&quot;aria-selected&quot;,e),i!==t&amp;&amp;this._setAttributeIfNotExists(i,&quot;role&quot;,&quot;presentation&quot;),e||t.setAttribute(&quot;tabindex&quot;,&quot;-1&quot;),this._setAttributeIfNotExists(t,&quot;role&quot;,&quot;tab&quot;),this._setInitialAttributesOnTargetPanel(t)}_setInitialAttributesOnTargetPanel(t){const e=z.getElementFromSelector(t);e&amp;&amp;(this._setAttributeIfNotExists(e,&quot;role&quot;,&quot;tabpanel&quot;),t.id&amp;&amp;this._setAttributeIfNotExists(e,&quot;aria-labelledby&quot;,`${t.id}`))}_toggleDropDown(t,e){const i=this._getOuterElement(t);if(!i.classList.contains(&quot;dropdown&quot;))return;const n=(t,n)=&gt;{const s=z.findOne(t,i);s&amp;&amp;s.classList.toggle(n,e)};n(Bs,Fs),n(&quot;.dropdown-menu&quot;,Ws),i.setAttribute(&quot;aria-expanded&quot;,e)}_setAttributeIfNotExists(t,e,i){t.hasAttribute(e)||t.setAttribute(e,i)}_elemIsActive(t){return t.classList.contains(Fs)}_getInnerElement(t){return t.matches(qs)?t:z.findOne(qs,t)}_getOuterElement(t){return t.closest(&quot;.nav-item, .list-group-item&quot;)||t}static jQueryInterface(t){return this.each((function(){const e=Ks.getOrCreateInstance(this);if(&quot;string&quot;==typeof t){if(void 0===e[t]||t.startsWith(&quot;_&quot;)||&quot;constructor&quot;===t)throw new TypeError(`No method named &quot;${t}&quot;`);e[t]()}}))}}N.on(document,Ls,Rs,(function(t){[&quot;A&quot;,&quot;AREA&quot;].includes(this.tagName)&amp;&amp;t.preventDefault(),l(this)||Ks.getOrCreateInstance(this).show()})),N.on(window,Ds,(()=&gt;{for(const t of z.find(Vs))Ks.getOrCreateInstance(t)})),m(Ks);const Qs=&quot;.bs.toast&quot;,Xs=`mouseover${Qs}`,Ys=`mouseout${Qs}`,Us=`focusin${Qs}`,Gs=`focusout${Qs}`,Js=`hide${Qs}`,Zs=`hidden${Qs}`,to=`show${Qs}`,eo=`shown${Qs}`,io=&quot;hide&quot;,no=&quot;show&quot;,so=&quot;showing&quot;,oo={animation:&quot;boolean&quot;,autohide:&quot;boolean&quot;,delay:&quot;number&quot;},ro={animation:!0,autohide:!0,delay:5e3};class ao extends W{constructor(t,e){super(t,e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get Default(){return ro}static get DefaultType(){return oo}static get NAME(){return&quot;toast&quot;}show(){N.trigger(this._element,to).defaultPrevented||(this._clearTimeout(),this._config.animation&amp;&amp;this._element.classList.add(&quot;fade&quot;),this._element.classList.remove(io),d(this._element),this._element.classList.add(no,so),this._queueCallback((()=&gt;{this._element.classList.remove(so),N.trigger(this._element,eo),this._maybeScheduleHide()}),this._element,this._config.animation))}hide(){this.isShown()&amp;&amp;(N.trigger(this._element,Js).defaultPrevented||(this._element.classList.add(so),this._queueCallback((()=&gt;{this._element.classList.add(io),this._element.classList.remove(so,no),N.trigger(this._element,Zs)}),this._element,this._config.animation)))}dispose(){this._clearTimeout(),this.isShown()&amp;&amp;this._element.classList.remove(no),super.dispose()}isShown(){return this._element.classList.contains(no)}_maybeScheduleHide(){this._config.autohide&amp;&amp;(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=&gt;{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case&quot;mouseover&quot;:case&quot;mouseout&quot;:this._hasMouseInteraction=e;break;case&quot;focusin&quot;:case&quot;focusout&quot;:this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){N.on(this._element,Xs,(t=&gt;this._onInteraction(t,!0))),N.on(this._element,Ys,(t=&gt;this._onInteraction(t,!1))),N.on(this._element,Us,(t=&gt;this._onInteraction(t,!0))),N.on(this._element,Gs,(t=&gt;this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=ao.getOrCreateInstance(this,t);if(&quot;string&quot;==typeof t){if(void 0===e[t])throw new TypeError(`No method named &quot;${t}&quot;`);e[t](this)}}))}}return R(ao),m(ao),{Alert:Q,Button:Y,Carousel:xt,Collapse:Bt,Dropdown:qi,Modal:On,Offcanvas:qn,Popover:us,ScrollSpy:Es,Tab:Ks,Toast:ao,Tooltip:cs}}));\n",
-       "//# sourceMappingURL=bootstrap.bundle.min.js.map&lt;/script&gt;&lt;script&gt;document.addEventListener(&quot;DOMContentLoaded&quot;, () =&gt; {\n",
-       "    /* Tooltip */\n",
-       "    document.querySelectorAll(&#x27;[data-bs-toggle=&quot;tooltip&quot;]&#x27;).forEach(el =&gt; new bootstrap.Tooltip(el));\n",
-       "\n",
-       "    /* Link */\n",
-       "    document.querySelectorAll(&quot;a:not([href^=&#x27;#&#x27;])&quot;).forEach(el =&gt; el.setAttribute(&quot;target&quot;, &quot;_blank&quot;));\n",
-       "\n",
-       "    /* Variables Dropdown */\n",
-       "    const variablesDropdown = document.querySelector(&quot;select#variables-dropdown&quot;);\n",
-       "    variablesDropdown.addEventListener(&quot;change&quot;, () =&gt; {\n",
-       "        const searchText = variablesDropdown.value.toLowerCase();\n",
-       "\n",
-       "        document.querySelectorAll(&quot;.variable&quot;).forEach(el =&gt; {\n",
-       "            const title = el.firstElementChild.firstElementChild.firstElementChild.getAttribute(&quot;title&quot;).toLowerCase();\n",
-       "            let isMatch = title === (searchText);\n",
-       "\n",
-       "            if (searchText === &quot;&quot;) {\n",
-       "                isMatch = true\n",
-       "            }\n",
-       "\n",
-       "            if (isMatch) {\n",
-       "                el.parentElement.classList.remove(&quot;d-none&quot;);\n",
-       "            } else {\n",
-       "                el.parentElement.classList.add(&quot;d-none&quot;);\n",
-       "            }\n",
-       "        });\n",
-       "    });\n",
-       "\n",
-       "    /* Correlation */\n",
-       "    document.querySelector(&quot;#toggle-correlation-description&quot;)?.click(() =&gt; {\n",
-       "        document.querySelectorAll(&quot;.correlation-description&quot;).forEach(el =&gt; el.classList.toggle(&quot;d-none&quot;));\n",
-       "\n",
-       "        document.querySelectorAll(&quot;.tab-pane[id^=correlations_tab-]&quot;).forEach(el =&gt; {\n",
-       "            const diagramLength = el.querySelectorAll(&quot;.tab-pane[id^=correlations_tab-]&quot;).length;\n",
-       "\n",
-       "            let classes = [];\n",
-       "            if (diagramLength === 1) {\n",
-       "                classes = [&quot;col-sm-6&quot;, &quot;col-sm-12&quot;];\n",
-       "            } else if (diagramLength === 2) {\n",
-       "                classes = [&quot;col-sm-4&quot;, &quot;col-sm-6&quot;];\n",
-       "            } else if (diagramLength === 3) {\n",
-       "                classes = [&quot;col-sm-3&quot;, &quot;col-sm-4&quot;];\n",
-       "            } else {\n",
-       "                console.log(&quot;unsupported number of reports&quot;);\n",
-       "            }\n",
-       "\n",
-       "            document.querySelectorAll(&quot;.correlation-diagram&quot;).forEach(el =&gt; {\n",
-       "                classes.forEach(clz =&gt; el.classList.toggle(clz));\n",
-       "            });\n",
-       "        });\n",
-       "    });\n",
-       "});&lt;/script&gt;\" frameborder=\"0\" allowfullscreen></iframe>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from ydata_profiling import ProfileReport\n",
-    "\n",
-    "profile = ProfileReport(df, title='Melbourne Housing – Profiling', minimal=False)\n",
-    "# Inline anzeigen:\n",
-    "profile.to_notebook_iframe()\n",
-    "# Alternativ als Datei speichern:\n",
-    "# profile.to_file('../reports/melb_profiling.html')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4f5b8d45",
-   "metadata": {},
-   "source": [
-    "## 4. Ungeeignete Variablen\n",
-    "\n",
-    "**Frage:** Welche Variablen sind von vornherein nicht für ML brauchbar?\n",
-    "\n",
-    "**Typische Kandidaten:**\n",
-    "- IDs / Index-Spalten (keine Information)\n",
-    "- Freitextfelder mit sehr hoher Kardinalität (≈ n unique)\n",
-    "- Spalten mit nur einem Wert (keine Varianz)\n",
-    "- Stark redundante Spalten (z.B. wenn `Bedroom2` ≈ `Rooms`)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "aab43134",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Suburb          unique:    330 / 18396 (1.8%)\n",
-      "Address         unique:  18134 / 18396 (98.6%)\n",
-      "Type            unique:      3 / 18396 (0.0%)\n",
-      "Method          unique:      5 / 18396 (0.0%)\n",
-      "SellerG         unique:    305 / 18396 (1.7%)\n",
-      "Date            unique:     58 / 18396 (0.3%)\n",
-      "CouncilArea     unique:     33 / 18396 (0.2%)\n",
-      "Regionname      unique:      8 / 18396 (0.0%)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Kardinalitäts-Check für object-Spalten\n",
-    "cat_cols = df.select_dtypes(include='object').columns\n",
-    "for col in cat_cols:\n",
-    "    print(f'{col:15s} unique: {df[col].nunique():6d} / {len(df)} ({df[col].nunique()/len(df)*100:.1f}%)')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "78315e42",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "np.float64(0.7742444009567298)"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Redundanz-Check: Rooms vs Bedroom2\n",
-    "(df['Rooms'] == df['Bedroom2']).mean()  # Anteil identischer Werte"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ea0fa2b9",
-   "metadata": {},
-   "source": [
-    "**Beobachtungen:**\n",
-    "\n",
-    "- Bedroom2 löschen, Rooms behalten (oder umgekehrt)\n",
-    "    - Begründung: Multikollinearität, identische Information"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c8497e33",
-   "metadata": {},
-   "source": [
-    "## 5. Missing Values\n",
-    "\n",
-    "**Strategien:**\n",
-    "\n",
-    "| Strategie | Wann |\n",
-    "|---|---|\n",
-    "| Zeile droppen | wenige Missings, MCAR |\n",
-    "| Spalte droppen | >50% fehlen, wenig Info |\n",
-    "| Mean/Median imputieren | numerisch |\n",
-    "| Mode imputieren | kategorial |\n",
-    "| Konstanter Wert | \"fehlt\" hat Bedeutung |\n",
-    "| KNN/Iterative | komplexere Muster |\n",
-    "| Indikator-Spalte | \"fehlt\" ist Information |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "37efa106",
-   "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>count</th>\n",
-       "      <th>pct</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>BuildingArea</th>\n",
-       "      <td>10634</td>\n",
-       "      <td>57.806045</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>YearBuilt</th>\n",
-       "      <td>9438</td>\n",
-       "      <td>51.304631</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CouncilArea</th>\n",
-       "      <td>6163</td>\n",
-       "      <td>33.501848</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Landsize</th>\n",
-       "      <td>4793</td>\n",
-       "      <td>26.054577</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Car</th>\n",
-       "      <td>3576</td>\n",
-       "      <td>19.439008</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Bathroom</th>\n",
-       "      <td>3471</td>\n",
-       "      <td>18.868232</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Bedroom2</th>\n",
-       "      <td>3469</td>\n",
-       "      <td>18.857360</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Lattitude</th>\n",
-       "      <td>3332</td>\n",
-       "      <td>18.112633</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Longtitude</th>\n",
-       "      <td>3332</td>\n",
-       "      <td>18.112633</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Distance</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.005436</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Propertycount</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.005436</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Postcode</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.005436</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Regionname</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.005436</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "               count        pct\n",
-       "BuildingArea   10634  57.806045\n",
-       "YearBuilt       9438  51.304631\n",
-       "CouncilArea     6163  33.501848\n",
-       "Landsize        4793  26.054577\n",
-       "Car             3576  19.439008\n",
-       "Bathroom        3471  18.868232\n",
-       "Bedroom2        3469  18.857360\n",
-       "Lattitude       3332  18.112633\n",
-       "Longtitude      3332  18.112633\n",
-       "Distance           1   0.005436\n",
-       "Propertycount      1   0.005436\n",
-       "Postcode           1   0.005436\n",
-       "Regionname         1   0.005436"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Missing Values – absolut und prozentual\n",
-    "missing = pd.DataFrame({\n",
-    "    'count': df.isna().sum(),\n",
-    "    'pct': df.isna().mean() * 100\n",
-    "}).sort_values('pct', ascending=False)\n",
-    "missing[missing['count'] > 0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "5fc4f4e3",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Visualisierung: Missing-Pattern\n",
-    "fig, ax = plt.subplots(figsize=(12, 4))\n",
-    "sns.heatmap(df.isna().T, cbar=False, cmap='viridis', ax=ax)\n",
-    "ax.set_title('Missing Values Pattern')\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6c427b29",
-   "metadata": {},
-   "source": [
-    "**Empfehlungen pro Spalte:**\n",
-    "\n",
-    "| Spalte | Missing % | Strategie | Begründung |\n",
-    "|---|---|---|---|\n",
-    "| _BuildingArea_ | _?_ | _?_ | _?_ |\n",
-    "| _YearBuilt_ | _?_ | _?_ | _?_ |\n",
-    "| _..._ | | | |"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8882c19a",
-   "metadata": {},
-   "source": [
-    "## 6. Kategoriale Variablen – Encoding\n",
-    "\n",
-    "**Strategien:**\n",
-    "\n",
-    "| Strategie | Wann |\n",
-    "|---|---|\n",
-    "| Label-Encoding | ordinal mit Reihenfolge |\n",
-    "| One-Hot | nominal, wenige Kategorien (<~15) |\n",
-    "| Target-Encoding | hohe Kardinalität, Vorsicht Leakage |\n",
-    "| Frequency-Encoding | hohe Kardinalität, einfach |\n",
-    "| Drop | unbrauchbar (z.B. Address) |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "89e9b5a7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "=== Suburb (330 unique) – Top 5 ===\n",
-      "Suburb\n",
-      "Reservoir         541\n",
-      "Bentleigh East    368\n",
-      "Richmond          333\n",
-      "Preston           312\n",
-      "Brunswick         286\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "=== Address (18134 unique) – Top 5 ===\n",
-      "Address\n",
-      "16 Smith St         3\n",
-      "2 Bruce St          3\n",
-      "36 Aberfeldie St    3\n",
-      "5 Margaret St       3\n",
-      "14 Arthur St        3\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "=== Type (3 unique) ===\n",
-      "Type\n",
-      "h    12095\n",
-      "u     4296\n",
-      "t     2005\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "=== Method (5 unique) ===\n",
-      "Method\n",
-      "S     12034\n",
-      "SP     2349\n",
-      "PI     2189\n",
-      "VB     1696\n",
-      "SA      128\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "=== SellerG (305 unique) – Top 5 ===\n",
-      "SellerG\n",
-      "Nelson           2002\n",
-      "Jellis           1759\n",
-      "hockingstuart    1580\n",
-      "Barry            1390\n",
-      "Ray              1032\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "=== Date (58 unique) – Top 5 ===\n",
-      "Date\n",
-      "27/05/2017    610\n",
-      "23/09/2017    591\n",
-      "16/09/2017    546\n",
-      "3/06/2017     525\n",
-      "26/08/2017    523\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "=== CouncilArea (33 unique) – Top 5 ===\n",
-      "CouncilArea\n",
-      "Moreland         1163\n",
-      "Boroondara       1160\n",
-      "Moonee Valley     999\n",
-      "Darebin           934\n",
-      "Glen Eira         848\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "=== Regionname (8 unique) ===\n",
-      "Regionname\n",
-      "Southern Metropolitan         6343\n",
-      "Northern Metropolitan         5307\n",
-      "Western Metropolitan          3887\n",
-      "Eastern Metropolitan          1995\n",
-      "South-Eastern Metropolitan     680\n",
-      "Eastern Victoria                78\n",
-      "Northern Victoria               63\n",
-      "Western Victoria                42\n",
-      "Name: count, dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Kategorien-Verteilung der object-Spalten\n",
-    "for col in cat_cols:\n",
-    "    n = df[col].nunique()\n",
-    "    if n <= 15:\n",
-    "        print(f'\\n=== {col} ({n} unique) ===')\n",
-    "        print(df[col].value_counts())\n",
-    "    else:\n",
-    "        print(f'\\n=== {col} ({n} unique) – Top 5 ===')\n",
-    "        print(df[col].value_counts().head())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c4de543c",
-   "metadata": {},
-   "source": [
-    "**Empfehlungen pro Spalte:**\n",
-    "\n",
-    "| Spalte | Kardinalität | Strategie | Begründung |\n",
-    "|---|---|---|---|\n",
-    "| _Type_ | _3_ | _One-Hot_ | _wenige Kategorien_ |\n",
-    "| _..._ | | | |"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ee6cfe9a",
-   "metadata": {},
-   "source": [
-    "## 7. Anomalien & Outlier\n",
-    "\n",
-    "**Was suchen:**\n",
-    "- numerische Outlier (Boxplot, IQR, z-Score)\n",
-    "- inkonsistente Werte (z.B. `BuildingArea > Landsize`)\n",
-    "- unmögliche Werte (negativer Preis, Baujahr 1196)\n",
-    "- Duplikate"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "5eccb0f7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Vollständige Duplikate: 0\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Duplikate\n",
-    "print(f'Vollständige Duplikate: {df.duplicated().sum()}')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "a8e6b3d5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1500x2000 with 15 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Boxplots numerischer Variablen\n",
-    "num_cols = df.select_dtypes(include=[np.number]).columns.drop('Unnamed: 0', errors='ignore')\n",
-    "\n",
-    "n = len(num_cols)\n",
-    "nrows = (n + 2) // 3\n",
-    "fig, axes = plt.subplots(nrows=nrows, ncols=3, figsize=(15, 4*nrows))\n",
-    "for ax, col in zip(axes.flat, num_cols):\n",
-    "    sns.boxplot(x=df[col], ax=ax)\n",
-    "    ax.set_title(col)\n",
-    "for ax in axes.flat[n:]:\n",
-    "    ax.axis('off')\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "864d7618",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "BuildingArea > Landsize        1325\n",
-      "BuildingArea == 0              24\n",
-      "Landsize == 0                  1942\n",
-      "YearBuilt < 1800               1\n",
-      "YearBuilt > 2018               0\n",
-      "Koordinaten ausserhalb Melbourne: 0\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "BuildingArea\n",
-       "120.0    119\n",
-       "100.0     96\n",
-       "110.0     96\n",
-       "130.0     90\n",
-       "115.0     87\n",
-       "150.0     82\n",
-       "112.0     74\n",
-       "140.0     72\n",
-       "90.0      72\n",
-       "104.0     70\n",
-       "Name: count, dtype: int64"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Sanity-Checks\n",
-    "checks = {\n",
-    "    'BuildingArea > Landsize': ((df['BuildingArea'] > df['Landsize']) & df['Landsize'].notna()).sum(),\n",
-    "    'BuildingArea == 0':       (df['BuildingArea'] == 0).sum(),\n",
-    "    'Landsize == 0':           (df['Landsize'] == 0).sum(),\n",
-    "    'YearBuilt < 1800':        (df['YearBuilt'] < 1800).sum(),\n",
-    "    'YearBuilt > 2018':        (df['YearBuilt'] > 2018).sum(),\n",
-    "}\n",
-    "for name, count in checks.items():\n",
-    "    print(f'{name:30s} {count}')\n",
-    "    \n",
-    "# Gleiche Adresse mehrfach verkauft?\n",
-    "df[df.duplicated(subset=['Address'], keep=False)].sort_values('Address').head(20)\n",
-    "\n",
-    "# Melbourne liegt ca. bei Lat -37 bis -38, Lon 144 bis 146\n",
-    "df[['Lattitude', 'Longtitude']].describe()\n",
-    "weird = df[(df['Lattitude'] > -37) | (df['Lattitude'] < -39) |\n",
-    "           (df['Longtitude'] < 144) | (df['Longtitude'] > 146)]\n",
-    "print(f'Koordinaten ausserhalb Melbourne: {len(weird)}')\n",
-    "\n",
-    "# spikes\n",
-    "df['Landsize'].value_counts().head(10)\n",
-    "df['BuildingArea'].value_counts().head(10)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fa91da02",
-   "metadata": {},
-   "source": [
-    "**Gefundene Anomalien:**\n",
-    "\n",
-    "- BuildingArea > Landsize: 1325 Zeilen\n",
-    "  → erklärbar für Apartments/Mehrstöcker, bei Houses verdächtig\n",
-    "- BuildingArea == 0: 24 Zeilen → als NaN markieren\n",
-    "- Landsize == 0: 1942 Zeilen → plausibel für Units, sonst NaN\n",
-    "- YearBuilt < 1800: 1 Zeile → wahrscheinlich Tippfehler, droppen oder korrigieren\n",
-    "- Price stark right-skewed → Log-Transform empfohlen\n",
-    "- Keine vollständigen Duplikate, aber Adressen tauchen mehrfach auf\n",
-    "  (legitime Wiederverkäufe)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "54c5cd65",
-   "metadata": {},
-   "source": [
-    "## 8. Empfehlungen für Datenaufbereitung\n",
-    "\n",
-    "**Drop:**\n",
-    "- _Spalten, die wegfallen_\n",
-    "\n",
-    "**Imputation:**\n",
-    "- _Spalte → Strategie_\n",
-    "\n",
-    "**Encoding:**\n",
-    "- _Spalte → Strategie_\n",
-    "\n",
-    "**Outlier-Behandlung:**\n",
-    "- _Strategie (Cap, Drop, Log-Transform...)_\n",
-    "\n",
-    "**Weitere Hinweise:**\n",
-    "- _z.B. Date in datetime konvertieren_\n",
-    "- _Lat/Long als Paar verwenden_"
-   ]
-  }
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