python/examples/integrations/Fugue_Profiling.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fugue (Spark, Ray, Dask) Integration\n",
    "\n",
    "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/whylabs/whylogs/blob/mainline/python/examples/integrations/Fugue_Profiling.ipynb)\n",
    "\n",
    "\n",
    "Hi! Perhaps you're already feeling confident with our library, but you really wish there was an easy way to plug our profiling into your existing **Spark, Dask or Ray** clusters or existing **Databricks, Coiled or Anyscale** platforms. Well, glad you've made it here, because this is what we are going to cover in this example notebook 😃\n",
    "\n",
    "If you wish to have other insights on how to use whylogs, feel free to check our [other existing examples](https://github.com/whylabs/whylogs/tree/mainline/python/examples), as they might be extremely useful!\n",
    "\n",
    "For detailed questions regarding [Fugue](https://github.com/fugue-project/fugue), please join Fugue's Slack channel: [![Slack Status](https://img.shields.io/badge/slack-join_chat-white.svg?logo=slack&style=social)](http://slack.fugue.ai)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installing the extra dependency\n",
    "\n",
    "As we want to enable users to have exactly what they need to use from whylogs, the `pyspark` integration comes as an extra dependency. In order to have it available, install according to the following table:\n",
    "\n",
    "| Run Whylogs on ... | Installation Command |\n",
    "|:---|:---|\n",
    "| Any Spark cluster (including Databricks Notebooks) | `pip install 'whylogs[fugue]' 'fugue[spark]'` |\n",
    "| Databricks (remote access) | `pip install 'whylogs[fugue]' 'fugue-cloudprovider[databricks]'` |\n",
    "| Any Ray cluster (including Anyscale Notebooks) | `pip install 'whylogs[fugue]' 'fugue[ray]'` |\n",
    "| Anyscale (remote access) | `pip install 'whylogs[fugue]' 'fugue-cloudprovider[anyscale]'` |\n",
    "| Any Dask cluster | `pip install 'whylogs[fugue]' 'fugue[dask]'` |\n",
    "| Coiled  | `pip install 'whylogs[fugue]' 'fugue-cloudprovider[coiled]'` |\n",
    "\n",
    "For example, in this notebook we are using a local Spark cluster, so we should:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Note: you may need to restart the kernel to use updated packages.\n",
    "%pip install 'whylogs[fugue]' 'fugue[spark]'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following environment variable should NOT need to be set in your own environment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ[\"PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION\"] = \"python\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Constructing a dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "    }\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>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>a</td>\n",
       "      <td>0.533206</td>\n",
       "      <td>xy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>b</td>\n",
       "      <td>0.230533</td>\n",
       "      <td>z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>a</td>\n",
       "      <td>0.394869</td>\n",
       "      <td>z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>b</td>\n",
       "      <td>0.618809</td>\n",
       "      <td>z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>b</td>\n",
       "      <td>0.474868</td>\n",
       "      <td>xy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1</td>\n",
       "      <td>b</td>\n",
       "      <td>0.904425</td>\n",
       "      <td>xy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>3</td>\n",
       "      <td>a</td>\n",
       "      <td>0.645785</td>\n",
       "      <td>z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1</td>\n",
       "      <td>a</td>\n",
       "      <td>0.324683</td>\n",
       "      <td>xy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2</td>\n",
       "      <td>b</td>\n",
       "      <td>0.519711</td>\n",
       "      <td>z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>3</td>\n",
       "      <td>a</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>z</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    a  b         c   d\n",
       "0   1  a  0.533206  xy\n",
       "1   2  b  0.230533   z\n",
       "2   1  a  0.394869   z\n",
       "3   2  b  0.618809   z\n",
       "4   2  b  0.474868  xy\n",
       ".. .. ..       ...  ..\n",
       "95  1  b  0.904425  xy\n",
       "96  3  a  0.645785   z\n",
       "97  1  a  0.324683  xy\n",
       "98  2  b  0.519711   z\n",
       "99  3  a  0.000055   z\n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "n = 100\n",
    "np.random.seed(0)\n",
    "tdf = pd.DataFrame(\n",
    "    dict(\n",
    "        a=np.random.choice([1, 2, 3], n),\n",
    "        b=np.random.choice([\"a\", \"b\"], n),\n",
    "        c=np.random.random(n),\n",
    "        d=np.random.choice([\"xy\", \"z\"], n),\n",
    "    )\n",
    ")\n",
    "tdf.to_parquet(\"/tmp/test.parquet\")\n",
    "tdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Profiling using Whylogs + Fugue\n",
    "\n",
    "The simplest way to use `profile` is equivalent to use `why.log(df).view()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cardinality/est</th>\n",
       "      <th>cardinality/lower_1</th>\n",
       "      <th>cardinality/upper_1</th>\n",
       "      <th>counts/inf</th>\n",
       "      <th>counts/n</th>\n",
       "      <th>counts/nan</th>\n",
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       "      <th>distribution/max</th>\n",
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       "      <th>distribution/median</th>\n",
       "      <th>...</th>\n",
       "      <th>distribution/stddev</th>\n",
       "      <th>frequent_items/frequent_strings</th>\n",
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       "      <th>ints/min</th>\n",
       "      <th>type</th>\n",
       "      <th>types/boolean</th>\n",
       "      <th>types/fractional</th>\n",
       "      <th>types/integral</th>\n",
       "      <th>types/object</th>\n",
       "      <th>types/string</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>column</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>a</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.000150</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.880000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.807540</td>\n",
       "      <td>[FrequentItem(value='1', est=39, upper=39, low...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SummaryType.COLUMN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.000100</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>[FrequentItem(value='a', est=57, upper=57, low...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SummaryType.COLUMN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c</th>\n",
       "      <td>100.000025</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.005018</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.992396</td>\n",
       "      <td>0.499929</td>\n",
       "      <td>0.487838</td>\n",
       "      <td>...</td>\n",
       "      <td>0.294085</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SummaryType.COLUMN</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.000100</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>[FrequentItem(value='xy', est=53, upper=53, lo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SummaryType.COLUMN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        cardinality/est  cardinality/lower_1  cardinality/upper_1  counts/inf  \\\n",
       "column                                                                          \n",
       "a              3.000000                  3.0             3.000150           0   \n",
       "b              2.000000                  2.0             2.000100           0   \n",
       "c            100.000025                100.0           100.005018           0   \n",
       "d              2.000000                  2.0             2.000100           0   \n",
       "\n",
       "        counts/n  counts/nan  counts/null  distribution/max  \\\n",
       "column                                                        \n",
       "a            100           0            0          3.000000   \n",
       "b            100           0            0               NaN   \n",
       "c            100           0            0          0.992396   \n",
       "d            100           0            0               NaN   \n",
       "\n",
       "        distribution/mean  distribution/median  ...  distribution/stddev  \\\n",
       "column                                          ...                        \n",
       "a                1.880000             2.000000  ...             0.807540   \n",
       "b                0.000000                  NaN  ...             0.000000   \n",
       "c                0.499929             0.487838  ...             0.294085   \n",
       "d                0.000000                  NaN  ...             0.000000   \n",
       "\n",
       "                          frequent_items/frequent_strings  ints/max  ints/min  \\\n",
       "column                                                                          \n",
       "a       [FrequentItem(value='1', est=39, upper=39, low...       3.0       1.0   \n",
       "b       [FrequentItem(value='a', est=57, upper=57, low...       NaN       NaN   \n",
       "c                                                     NaN       NaN       NaN   \n",
       "d       [FrequentItem(value='xy', est=53, upper=53, lo...       NaN       NaN   \n",
       "\n",
       "                      type  types/boolean  types/fractional  types/integral  \\\n",
       "column                                                                        \n",
       "a       SummaryType.COLUMN              0                 0             100   \n",
       "b       SummaryType.COLUMN              0                 0               0   \n",
       "c       SummaryType.COLUMN              0               100               0   \n",
       "d       SummaryType.COLUMN              0                 0               0   \n",
       "\n",
       "        types/object  types/string  \n",
       "column                              \n",
       "a                  0             0  \n",
       "b                  0           100  \n",
       "c                  0             0  \n",
       "d                  0           100  \n",
       "\n",
       "[4 rows x 30 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from whylogs.api.fugue import fugue_profile\n",
    "\n",
    "fugue_profile(tdf).to_pandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can select the columns for profiling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>cardinality/est</th>\n",
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       "      <th>types/object</th>\n",
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       "      <th>column</th>\n",
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       "      <th>c</th>\n",
       "      <td>100.000025</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.005018</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.992396</td>\n",
       "      <td>0.499929</td>\n",
       "      <td>0.487838</td>\n",
       "      <td>...</td>\n",
       "      <td>0.970237</td>\n",
       "      <td>0.992396</td>\n",
       "      <td>0.294085</td>\n",
       "      <td>SummaryType.COLUMN</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.000100</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>SummaryType.COLUMN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>[FrequentItem(value='xy', est=53, upper=53, lo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        cardinality/est  cardinality/lower_1  cardinality/upper_1  counts/inf  \\\n",
       "column                                                                          \n",
       "c            100.000025                100.0           100.005018           0   \n",
       "d              2.000000                  2.0             2.000100           0   \n",
       "\n",
       "        counts/n  counts/nan  counts/null  distribution/max  \\\n",
       "column                                                        \n",
       "c            100           0            0          0.992396   \n",
       "d            100           0            0               NaN   \n",
       "\n",
       "        distribution/mean  distribution/median  ...  distribution/q_95  \\\n",
       "column                                          ...                      \n",
       "c                0.499929             0.487838  ...           0.970237   \n",
       "d                0.000000                  NaN  ...                NaN   \n",
       "\n",
       "        distribution/q_99  distribution/stddev                type  \\\n",
       "column                                                               \n",
       "c                0.992396             0.294085  SummaryType.COLUMN   \n",
       "d                     NaN             0.000000  SummaryType.COLUMN   \n",
       "\n",
       "        types/boolean  types/fractional  types/integral  types/object  \\\n",
       "column                                                                  \n",
       "c                   0               100               0             0   \n",
       "d                   0                 0               0             0   \n",
       "\n",
       "        types/string                    frequent_items/frequent_strings  \n",
       "column                                                                   \n",
       "c                  0                                                NaN  \n",
       "d                100  [FrequentItem(value='xy', est=53, upper=53, lo...  \n",
       "\n",
       "[2 rows x 28 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fugue_profile(tdf, profile_cols=[\"c\",\"d\"]).to_pandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now assuming we want to use Spark to profile the dataset distributedly and assuming this is how we get a SparkSession:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "\n",
    "spark = SparkSession.builder.getOrCreate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to profile the pandas df on Spark:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<whylogs.core.view.dataset_profile_view.DatasetProfileView at 0x7effd21e5f90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fugue_profile(tdf, engine=spark)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to profile a SparkDataFrame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<whylogs.core.view.dataset_profile_view.DatasetProfileView at 0x7effd1ee4910>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spark_df = spark.createDataFrame(tdf)\n",
    "fugue_profile(spark_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also directly profile a parquet file or a folder of parquet files locally or on the cloud (the file will be loaded distributedly):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<whylogs.core.view.dataset_profile_view.DatasetProfileView at 0x7effd1ef9240>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fugue_profile(\"/tmp/test.parquet\", engine=spark)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is very similar to profile datasets or files using other backends, there will be detailed guides in the later sections.\n",
    "\n",
    "## Profiling on logical partitions\n",
    "\n",
    "If we want to profile `tdf` grouped by columns `a` and `b`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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      ],
      "text/plain": [
       "   a  b                          __whylogs_df_profile_view\n",
       "0  1  a  b'WHY1\\x00\\xf6\\x02\\n\\x0e \\xb3\\x93\\x93\\x80\\xda0...\n",
       "1  1  b  b'WHY1\\x00\\xf6\\x02\\n\\x0e \\xc6\\x93\\x93\\x80\\xda0...\n",
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       "5  3  b  b'WHY1\\x00\\xf6\\x02\\n\\x0e \\x82\\x94\\x93\\x80\\xda0..."
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fugue_profile(tdf, partition={\"by\":[\"a\",\"b\"]})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also control the output profile field:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "   a  b                                                  x\n",
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       "3  2  b  b'WHY1\\x00\\xf6\\x02\\n\\x0e \\xa8\\xb2\\x93\\x80\\xda0...\n",
       "4  3  a  b'WHY1\\x00\\xf6\\x02\\n\\x0e \\xb7\\xb2\\x93\\x80\\xda0...\n",
       "5  3  b  b'WHY1\\x00\\xf6\\x02\\n\\x0e \\xc5\\xb2\\x93\\x80\\xda0..."
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = fugue_profile(tdf, partition={\"by\":[\"a\",\"b\"]}, profile_field=\"x\")\n",
    "res"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is how to retrieve the views:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    <whylogs.core.view.dataset_profile_view.Datase...\n",
       "1    <whylogs.core.view.dataset_profile_view.Datase...\n",
       "2    <whylogs.core.view.dataset_profile_view.Datase...\n",
       "3    <whylogs.core.view.dataset_profile_view.Datase...\n",
       "4    <whylogs.core.view.dataset_profile_view.Datase...\n",
       "5    <whylogs.core.view.dataset_profile_view.Datase...\n",
       "Name: x, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from whylogs import DatasetProfileView\n",
    "\n",
    "res.x.apply(DatasetProfileView.deserialize)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we profile a large number of partitions using a distributed backend and don't want to collect them on a local machine, we can keep the output as the native distributed dataframe, for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[a: bigint, b: string, __whylogs_df_profile_view: binary]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fugue_profile(tdf, partition={\"by\":[\"a\",\"b\"]}, engine=spark, as_local=False) # returns a native pyspark dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We may also directly save the output to a file distributedly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/tmp/output2.parquet'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fugue_profile(tdf, partition={\"by\":[\"a\",\"b\"]}, save_path=\"/tmp/output1.parquet\", engine=spark)\n",
    "fugue_profile(\"/tmp/test.parquet\", partition={\"by\":[\"a\",\"b\"]}, save_path=\"/tmp/output2.parquet\", engine=spark)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/output1.parquet:\n",
      "_SUCCESS  part-00000-ed074f68-68ff-42a8-a003-57e4a0275767-c000.snappy.parquet\n",
      "\n",
      "/tmp/output2.parquet:\n",
      "_SUCCESS\n",
      "part-00000-83c8a2dc-0948-4ccc-bc06-e0fe14c89abb-c000.snappy.parquet\n",
      "part-00001-83c8a2dc-0948-4ccc-bc06-e0fe14c89abb-c000.snappy.parquet\n",
      "part-00002-83c8a2dc-0948-4ccc-bc06-e0fe14c89abb-c000.snappy.parquet\n",
      "part-00003-83c8a2dc-0948-4ccc-bc06-e0fe14c89abb-c000.snappy.parquet\n"
     ]
    }
   ],
   "source": [
    "!ls /tmp/output*.parquet"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using `fugue_profile` in the Fugue API way\n",
    "\n",
    "[Fugue API](https://fugue.readthedocs.io/en/latest/top_api.html) is a collection of standalone platform agnostic functions for common big data operations. `fugue_profile` is following the same style and can be used like one of them. In the previous example we do data profiling from file to file with one function. While it is compact, it overloads the function, making it hard to read and maintain. Instead, if we follow the best practice, we can do this alternatively:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "import fugue.api as fa\n",
    "\n",
    "with fa.engine_context(spark):\n",
    "    df = fa.load(\"/tmp/test.parquet\")\n",
    "    res = fugue_profile(df, partition={\"by\":[\"a\",\"b\"]})\n",
    "    fa.save(res, \"/tmp/output2.parquet\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Execution wise, it is the same as the previous example. But this makes one line of code do one thing, which is a better coding style\n",
    "\n",
    "## Visualization in FugueSQL\n",
    "\n",
    "Whylogs profile visualization is a auto-registered extension in Fugue. The namespace is `why` and the extension name is `viz`.\n",
    "\n",
    "Here is how you use the extension:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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       "        --brandSecondary400: #b3bdbf;\n",
       "        --brandSecondary300: #c7d1d3;\n",
       "        --brandSecondary200: #dbe5e7;\n",
       "        --brandSecondary100: #ebf2f3;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        --brandRed4: #b30000;\n",
       "        --brandRed3: #d72424;\n",
       "        --brandRed2: #eb5656;\n",
       "        --brandRed1: #ff8282;\n",
       "        --night1: #021826;\n",
       "        /** Purpose colors */\n",
       "        --textColor: #4f595b;\n",
       "        --linkColor: #369bac;\n",
       "        --infoColor: #2683c9;\n",
       "        --warningColor: #faaf40;\n",
       "        --tealBackground: #eaf2f3;\n",
       "        --pageBackground: #e5e5e5;\n",
       "        --contrastTableRow: #fafafa;\n",
       "        --whiteBackground: #ffffff;\n",
       "        --primaryBackground: #e5e5e5;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        font-family: &quot;Asap&quot;, Arial, Helvetica, sans-serif;\n",
       "      }\n",
       "\n",
       "      /*\n",
       "      * Main content\n",
       "      */\n",
       "      .main {\n",
       "        position: relative;\n",
       "        background: #FFFFFF;\n",
       "        border: 1px solid #DBE5E7;\n",
       "        box-sizing: border-box;\n",
       "        border-radius: 4px;\n",
       "      }\n",
       "      .main .page-header {\n",
       "        margin-top: 0;\n",
       "      }\n",
       "\n",
       "      /* CSS DIV TABLE BASIC STYLE */\n",
       "\n",
       "      .wl-table-row .wl-table-head:first-child {\n",
       "        min-width: 360px;\n",
       "        z-index: 2;\n",
       "      }\n",
       "\n",
       "      .wl-table-wrap {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .wl-table {\n",
       "        display: table;\n",
       "        width: 100%;\n",
       "      }\n",
       "\n",
       "      .row&gt;* {\n",
       "        padding-right: 0 !important;\n",
       "        padding-left: 0 !important;\n",
       "      }\n",
       "\n",
       "      .wl-table-row {\n",
       "        display: table-row;\n",
       "      }\n",
       "\n",
       "      .wl-table-row:hover,\n",
       "      .wl-table-row:hover .wl-table-cell:first-child {\n",
       "        background-color: var(--brandSecondary100);\n",
       "      }\n",
       "      .wl-table-row--clickable:hover .wl-table-cell__title-button {\n",
       "        visibility: visible;\n",
       "      }\n",
       "\n",
       "      .wl-table-heading {\n",
       "        position: sticky;\n",
       "        top: 0;\n",
       "        z-index: 900;\n",
       "        display: table-header-group;\n",
       "        font-weight: 700;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell,\n",
       "      .wl-table-head {\n",
       "        border-bottom: 1px solid var(--brandSecondary200);\n",
       "        display: table-cell;\n",
       "        padding: 12px 18px;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell {\n",
       "        font-size: 14px;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell--top-spacing {\n",
       "        padding-top: 35px; /* cell-top-padding + cell-title-height */\n",
       "      }\n",
       "\n",
       "      .wl-table-head-wraper {\n",
       "        background-color: var(--white);\n",
       "      }\n",
       "\n",
       "      .wl-table-head {\n",
       "        position: sticky;\n",
       "        left: 0;\n",
       "        min-width: 100px;\n",
       "        border-bottom: 2px solid var(--brandSecondary100);\n",
       "        font-size: 12px;\n",
       "        line-height: 1.67;\n",
       "        white-space: nowrap;\n",
       "      }\n",
       "\n",
       "      .wl-sub-table-head {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .wl-table-body {\n",
       "        display: table-row-group;\n",
       "      }\n",
       "\n",
       "      .wl-table-row .wl-table-cell:first-child{\n",
       "        position: sticky;\n",
       "        left: 0;\n",
       "        background-color: var(--white);\n",
       "        border-right-width: 2px;\n",
       "      }\n",
       "\n",
       "      /* Table custom style */\n",
       "\n",
       "      .wl-table-cell__title-wrap {\n",
       "        display: flex;\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__title {\n",
       "        height: 25px;\n",
       "        margin: 0;\n",
       "        font-size: 14px;\n",
       "        font-weight: 700;\n",
       "        overflow: hidden;\n",
       "        white-space: nowrap;\n",
       "        text-overflow: ellipsis;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__bedge-wrap {\n",
       "        padding: 2px 0;\n",
       "        white-space: nowrap;\n",
       "        overflow: hidden;\n",
       "        font-style: italic;\n",
       "        text-align: center;\n",
       "        color: var(--brandSecondary400);\n",
       "      }\n",
       "      .wl-table-cell__bedge {\n",
       "        height: 24px;\n",
       "        margin: 1px;\n",
       "        padding: 2px 8px;\n",
       "        border: 1px solid var(--brandSecondary400);\n",
       "        font-style: normal;\n",
       "        color: var(--brandSecondary900);\n",
       "        border-radius: 20px;\n",
       "        white-space: nowrap;\n",
       "      }\n",
       "\n",
       "      /* Property side panel */\n",
       "\n",
       "      .wl-compare-profile {\n",
       "        z-index: 999;\n",
       "        position: absolute;\n",
       "        right: 0;\n",
       "        background: var(--white);;\n",
       "        border-bottom: 1px solid var(--brandSecondary200);\n",
       "      }\n",
       "\n",
       "      /* Screen on smaller screens */\n",
       "      .no-responsive {\n",
       "        display: none;\n",
       "        position: fixed;\n",
       "        top: 0;\n",
       "        left: 0;\n",
       "        z-index: 1031;\n",
       "        width: 100vw;\n",
       "        height: 100vh;\n",
       "        background-color: var(--tealBackground);\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .no-responsive__content {\n",
       "        max-width: 600px;\n",
       "        width: 100%;\n",
       "        padding: 0 24px;\n",
       "      }\n",
       "\n",
       "      .no-responsive__title {\n",
       "        font-size: 96px;\n",
       "        font-weight: 300;\n",
       "        color: var(--brandSecondary900);\n",
       "        line-height: 1.167;\n",
       "      }\n",
       "\n",
       "      .no-responsive__text {\n",
       "        margin: 0;\n",
       "        font-size: 16px;\n",
       "        font-weight: 400;\n",
       "        color: var(--brandSecondary900);\n",
       "        line-height: 1.5;\n",
       "      }\n",
       "\n",
       "      .space-between {\n",
       "        display: flex;\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .align-items {\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .display-flex{\n",
       "        display: flex;\n",
       "      }\n",
       "\n",
       "      .table-border-none {\n",
       "        padding: 0;\n",
       "        border: none;\n",
       "      }\n",
       "\n",
       "      .flex-direction-colum {\n",
       "        display: flex;\n",
       "        flex-direction: column;\n",
       "      }\n",
       "\n",
       "      .align-items {\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .search-input{\n",
       "        padding-top: 0 !important;\n",
       "        padding-bottom: 0 !important;\n",
       "      }\n",
       "\n",
       "      .search-input input{\n",
       "        border: none;\n",
       "        background: none;\n",
       "        outline: none;\n",
       "        height: 40px;\n",
       "        width: 100%;\n",
       "        font-size: 14px;\n",
       "      }\n",
       "\n",
       "      .search-input img{\n",
       "        height: 19px;\n",
       "        pointer-events: none;\n",
       "      }\n",
       "\n",
       "      input::placeholder {\n",
       "        color: var(--secondaryLight1000);\n",
       "      }\n",
       "\n",
       "      .text-align-center {\n",
       "        text-align: center;\n",
       "      }\n",
       "\n",
       "      .text-align-end {\n",
       "        text-align: end;\n",
       "      }\n",
       "\n",
       "      .drift-detection {\n",
       "        justify-content: space-between;\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "     .drift-detection-info-circle {\n",
       "       width: 15px;\n",
       "       height: 15px;\n",
       "       border-radius: 50px;\n",
       "       display: inline-block;\n",
       "       margin-right: 8px;\n",
       "     }\n",
       "\n",
       "     .severe-drift-circle-color {\n",
       "         background: #D40D00;\n",
       "     }\n",
       "\n",
       "     .moderate-drift-circle-color {\n",
       "         background: #F5843C;\n",
       "     }\n",
       "\n",
       "     .mild-drift-circle-color {\n",
       "         background: #F2C142;\n",
       "     }\n",
       "\n",
       "     .minimal-drift-circle-color {\n",
       "         background: #ABCA52;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item {\n",
       "         padding-right: 20px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-title {\n",
       "       font-family: Arial;\n",
       "       font-weight: bold;\n",
       "       font-size: 16px;\n",
       "       line-height: 130%;\n",
       "       color: #313B3D;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item-count {\n",
       "       font-family: Arial;\n",
       "       font-weight: bold;\n",
       "       font-size: 14px;\n",
       "       line-height: 16px;\n",
       "       color: #000000;\n",
       "       padding-right: 8px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item-name {\n",
       "       font-family: Arial;\n",
       "       font-style: normal;\n",
       "       font-weight: normal;\n",
       "       font-size: 12px;\n",
       "       line-height: 14px;\n",
       "       color: #000000;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item-range {\n",
       "       font-family: Arial;\n",
       "       font-style: normal;\n",
       "       font-weight: normal;\n",
       "       font-size: 11px;\n",
       "       line-height: 13px;\n",
       "       color: #6C757D;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input {\n",
       "       display: flex;\n",
       "       align-items: center;\n",
       "       background: rgba(255, 255, 255, 0.7);\n",
       "       border: 1px solid #DBE5E7;\n",
       "       box-sizing: border-box;\n",
       "       border-radius: 4px;\n",
       "       width: 170px;\n",
       "       padding-left: 10px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input img{\n",
       "       margin-right: 5px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input input::placeholder {\n",
       "       font-family: Arial;\n",
       "       font-weight: normal;\n",
       "       font-size: 13px;\n",
       "       line-height: 16px;\n",
       "       color: #313B3D;\n",
       "     }\n",
       "\n",
       "     .close-filter-button {\n",
       "       display: flex;\n",
       "       justify-content: center;\n",
       "       align-items: center;\n",
       "       background: rgba(255, 255, 255, 0.7);\n",
       "       border: 1px solid #369BAC;\n",
       "       box-sizing: border-box;\n",
       "       border-radius: 4px;\n",
       "       width: 40px;\n",
       "       height: 40px;\n",
       "       cursor: pointer;\n",
       "       margin-left: 10px;\n",
       "     }\n",
       "\n",
       "     .filter-options-title {\n",
       "       width: 240px;\n",
       "     }\n",
       "\n",
       "     .filter-options-title p {\n",
       "       margin: 0;\n",
       "     }\n",
       "\n",
       "     .dropdown-container {\n",
       "       position: absolute;\n",
       "       right: 18px;\n",
       "       z-index: 999;\n",
       "       background: #FFFFFF;\n",
       "       border: 1px solid #DBE5E7;\n",
       "       box-sizing: border-box;\n",
       "       box-shadow: 0px 2px 8px rgba(0, 0, 0, 0.05);\n",
       "       border-radius: 4px;\n",
       "       padding: 10px !important;\n",
       "       border: none !important;\n",
       "     }\n",
       "\n",
       "     .form-check-input:checked {\n",
       "       background-color: #0E7384;\n",
       "       border-color: #0E7384;\n",
       "     }\n",
       "\n",
       "     .form-check-input[type=checkbox] {\n",
       "       border-radius: 2px;\n",
       "     }\n",
       "\n",
       "      .justify-content-center {\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__graph-wrap {\n",
       "        width: 0;\n",
       "      }\n",
       "\n",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 85%;\n",
       "        padding-bottom: 17%;\n",
       "        vertical-align: top;\n",
       "        overflow: hidden;\n",
       "      }\n",
       "\n",
       "      .svg-content-responsive {\n",
       "        display: inline-block;\n",
       "        position: absolute;\n",
       "        left: 0;\n",
       "      }\n",
       "\n",
       "      .reference-table-head {\n",
       "        min-width: 250px;\n",
       "      }\n",
       "\n",
       "      .wl__dropdown_arrow-icon {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: -4px;\n",
       "        right: -4px;\n",
       "        padding: 5.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: white;\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .notif-circle {\n",
       "        position: absolute;\n",
       "        top: 2px;\n",
       "        right: 2px;\n",
       "        padding: 3.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: #F2994A;\n",
       "      }\n",
       "\n",
       "\n",
       "      .header-title {\n",
       "        font-size: 26px;\n",
       "        font-weight: 700;\n",
       "        color: #444444;\n",
       "      }\n",
       "\n",
       "      .statistic-number-title {\n",
       "        font-family: Arial;\n",
       "        font-weight: normal;\n",
       "        font-size: 14px;\n",
       "        line-height: 20px;\n",
       "        color: #6C757D;\n",
       "      }\n",
       "\n",
       "      .statistic-number {\n",
       "        font-family: Arial;\n",
       "        font-weight: bold;\n",
       "        font-size: 20px;\n",
       "        line-height: 140%;\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "        color: #0E7384;\n",
       "      }\n",
       "\n",
       "      .statistic-measurement {\n",
       "        font-size: 15px !important;\n",
       "        margin-left: 3px;\n",
       "      }\n",
       "\n",
       "      .statistic-measurement-percent {\n",
       "        font-size: 15px !important;\n",
       "      }\n",
       "\n",
       "      .question-mark {\n",
       "        font-size: 10px;\n",
       "        font-weight: 900;\n",
       "        color: #0E7384;\n",
       "        border-radius: 50px;\n",
       "        border: 2px solid #0E7384;\n",
       "        padding: 0px 4px;\n",
       "        transition: 0.5s;\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .question-mark:hover {\n",
       "        color: white;\n",
       "        background: #0E7384;\n",
       "        border: 2px solid none;\n",
       "        transition: 0.5s;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number {\n",
       "        position: relative;\n",
       "        display: inline-block;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number .tooltiptext {\n",
       "        visibility: hidden;\n",
       "        background: black;\n",
       "        color: white;\n",
       "        border: 1px solid black;\n",
       "        text-align: start;\n",
       "        padding: 3px;\n",
       "        position: absolute;\n",
       "        z-index: 1002;\n",
       "        top: 0;\n",
       "        left: 100%;\n",
       "        margin-left: 5px;\n",
       "        opacity: 0;\n",
       "        transition: opacity 0.5s;\n",
       "        font-size: 13px;\n",
       "        font-weight: normal;\n",
       "        line-height: 100%;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number:hover .tooltiptext {\n",
       "        visibility: visible;\n",
       "        opacity: 1;\n",
       "      }\n",
       "\n",
       "      .display-flex {\n",
       "        display: flex;\n",
       "      }\n",
       "\n",
       "      .flex-direction-column {\n",
       "        flex-direction: column;\n",
       "      }\n",
       "\n",
       "      .justify-content-space-between {\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .justify-content-center {\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .align-items-center {\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .padding-right-30 {\n",
       "        padding-right: 30px;\n",
       "      }\n",
       "\n",
       "      .padding-5 {\n",
       "        padding: 5px;\n",
       "      }\n",
       "\n",
       "      .text-color {\n",
       "        color: var(--secondaryLight1000);\n",
       "      }\n",
       "\n",
       "      .error-message {\n",
       "        display: flex;\n",
       "        justify-content: center;\n",
       "        align-items: center;\n",
       "        color: rgb(255, 114, 71);\n",
       "        font-size: 30px;\n",
       "        font-weight: 900;\n",
       "      }\n",
       "\n",
       "      @media screen and (min-width: 500px) {\n",
       "        .desktop-content {\n",
       "          display: block;\n",
       "        }\n",
       "        .no-responsive {\n",
       "          display: none;\n",
       "        }\n",
       "      }\n",
       "    &lt;/style&gt;\n",
       "  &lt;/head&gt;\n",
       "\n",
       "  &lt;body id=&quot;generated-html&quot;&gt;&lt;/body&gt;\n",
       "\n",
       "  &lt;script id=&quot;entry-template&quot; type=&quot;text/x-handlebars-template&quot;&gt;\n",
       "    \n",
       "      &lt;div class=&quot;desktop-content&quot;&gt;\n",
       "        &lt;div class=&quot;container-fluid&quot;&gt;\n",
       "          &lt;div class=&quot;feature-summary-statistics-wrap&quot;&gt;\n",
       "            &lt;div class=&quot;feature-summary-statistics&quot;&gt;\n",
       "              &lt;div class=&quot;mb-4&quot;&gt;\n",
       "                  &lt;strong class=&quot;header-title&quot;&gt;Profile Summary&lt;/strong&gt;\n",
       "              &lt;/div&gt;\n",
       "              &lt;div class=&quot;display-flex statistics&quot;&gt;\n",
       "                &lt;div class=&quot;padding-right-30&quot;&gt;\n",
       "                  &lt;div class=&quot;statistic-number-title&quot;&gt;Observations\n",
       "                    &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                      &lt;span class=&quot;question-mark&quot;&gt;?&lt;/span&gt;\n",
       "                    &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                     &lt;div class=&quot;mb-1&quot;&gt;The sum of counts for each feature. For a single dataframe, it is equal to the number of cells, i.e., rows * columns.&lt;/div&gt;\n",
       "                    &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-number&quot;&gt;{{{observations this}}}&lt;/div&gt;\n",
       "                &lt;/div&gt;\n",
       "                &lt;div class=&quot;padding-right-30&quot;&gt;\n",
       "                  &lt;div class=&quot;statistic-number-title&quot;&gt;Missing Cells&lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "                    {{{missingCells this}}}\n",
       "                    &lt;div&gt;{{{missingCellsPercentage this}}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                &lt;/div&gt;\n",
       "                &lt;div class=&quot;wl-compare-profile&quot; id=&quot;compare-profile&quot; style=&quot;display: flex; justify-content: space-around&quot;&gt;\n",
       "                  &lt;div class=&quot;drift-detection-wrap&quot;&gt;\n",
       "                    &lt;div class=&quot;drift-detection display-flex&quot;&gt;\n",
       "                      &lt;div class=&quot;drift-detection-search-input-wrap display-flex&quot;&gt;\n",
       "                        &lt;div class=&quot;drift-detection-search-input search-input &quot;&gt;\n",
       "                          &lt;input type=&quot;text&quot; id=&quot;wl__feature-search&quot; placeholder=&quot;Quick search...&quot;/&gt;\n",
       "                          &lt;img src=&quot;data:image/png;base64,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&quot;/&gt;\n",
       "                        &lt;/div&gt;\n",
       "                        &lt;div class=&quot;wl__dropdown_arrow-icon&quot; &gt;\n",
       "                          &lt;div onclick=&quot;openFilter()&quot; class=&quot;close-filter-button&quot;&gt;\n",
       "                            &lt;div class=&quot;display-flex close-filter-icon d-none&quot;&gt;\n",
       "                              &lt;img src=&quot;data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAsAAAALCAYAAACprHcmAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAADFSURBVHgBfY+xDcIwEEXvnLQBZQkYAEhDwwKpEEK0CCZgAEjJCEmgjYSAygxAHTZgFRSOsyUjY5mcZFnn/+78PwBXf3+MoKWUPuYjVBPFnTwpr9t/oNJfcTfXsAhRAlDqDhhQIPYgpAqNMDqcUqSAYZT1epr9gAHt6uXshvYme4DYHQJNDKh0dD0m5WXB10Y3Fqjtuh7fROn3oREDWxfeMLyRsMnc0OgDzdduaA0Pi3Plgr7Q2kaAePeBqh6rueSNBVt6fgCwBV1JLF3rlAAAAABJRU5ErkJggg==&quot;/&gt;\n",
       "                            &lt;/div&gt;\n",
       "                            &lt;div class=&quot;display-flex filter-icon&quot;&gt;\n",
       "                              &lt;img src=&quot;data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAPCAYAAADtc08vAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAACSSURBVHgBrZLBCYAwDEWTUjw7igcdwI1cxkNXUJzBEVzFAbSVKoKmaVrEB6GHJv/w+AACtRk7P9IONv1QOYUl96k0zv61m2tjARoLtSDI3EFsgIJ4uoXrMLazO72CRG2mzg/8BSdVlEjhpGZJjAWdAZJECpWalEhJSs1pHuUlMad5FFai1Lwg4Ckx1TxKIPFL8w55mEWd8VjPGAAAAABJRU5ErkJggg==&quot;/&gt;\n",
       "                            &lt;/div&gt;\n",
       "                          &lt;/div&gt;\n",
       "                          &lt;span class=&quot;notif-circle-container&quot;&gt;\n",
       "                            &lt;span class=&quot;notif-circle&quot;&gt;&lt;/span&gt;\n",
       "                          &lt;/span&gt;\n",
       "                        &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;dropdown-container flex-direction-colum mb-2 d-none&quot; id=&quot;dropdown-container&quot;&gt;\n",
       "                    &lt;div class=&quot;filter-options&quot;&gt;\n",
       "                      &lt;div class=&quot;filter-options-title space-between dropdown&quot;&gt;\n",
       "                        &lt;p&gt;Filter by type&lt;/p&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;form-check mb-1 mt-2&quot;&gt;\n",
       "                        &lt;input\n",
       "                          class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                          type=&quot;checkbox&quot;\n",
       "                          name=&quot;checkbox&quot;\n",
       "                          value=&quot;Discrete&quot;\n",
       "                          id=&quot;inferredDiscrete&quot;\n",
       "                          onclick=&quot;changeDiscreteValue()&quot;\n",
       "                          checked\n",
       "                        /&gt;\n",
       "                        &lt;label class=&quot;form-check-label&quot; for=&quot;inferredDiscrete&quot;&gt;\n",
       "                          Inferred discrete (&lt;span class=&quot;wl__feature-count--discrete&quot;&gt;{{getDiscreteTypeCount}}&lt;/span&gt;)\n",
       "                        &lt;/label&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                        &lt;input\n",
       "                          class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                          type=&quot;checkbox&quot;\n",
       "                          name=&quot;checkbox&quot;\n",
       "                          value=&quot;Non-discrete&quot;\n",
       "                          id=&quot;inferredNonDiscrete&quot;\n",
       "                          onclick=&quot;changeNonDiscreteValue()&quot;\n",
       "                          checked\n",
       "                        /&gt;\n",
       "                        &lt;label class=&quot;form-check-label&quot; for=&quot;inferredNonDiscrete&quot;&gt;\n",
       "                          Inferred non-discrete (&lt;span\n",
       "                            class=&quot;wl__feature-count--non-discrete&quot;\n",
       "                          &gt;{{getNonDiscreteTypeCount}}&lt;/span&gt;)\n",
       "                        &lt;/label&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                        &lt;input\n",
       "                          class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                          type=&quot;checkbox&quot;\n",
       "                          name=&quot;checkbox&quot;\n",
       "                          value=&quot;Unknown&quot;\n",
       "                          id=&quot;inferredUnknown&quot;\n",
       "                          onclick=&quot;changeUnknwonValue()&quot;\n",
       "                          checked\n",
       "                        /&gt;\n",
       "                        &lt;label class=&quot;form-check-label&quot; for=&quot;inferredUnknown&quot;&gt;\n",
       "                          Unknown (&lt;span class=&quot;wl__feature-count--unknown&quot;&gt;{{getUnknownTypeCount}}&lt;/span&gt;)\n",
       "                        &lt;/label&gt;\n",
       "                      &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "          &lt;div class=&quot;row&quot;&gt;\n",
       "            &lt;div class=&quot;main&quot;&gt;\n",
       "              &lt;div class=&quot;wl-table-wrap&quot; id=&quot;table-content&quot;&gt;\n",
       "                &lt;div class=&quot;wl-table&quot;&gt;\n",
       "                  &lt;div class=&quot;wl-table-heading&quot;&gt;\n",
       "                    &lt;div class=&quot;wl-table-row wl-table-row--bottom-shadow&quot;&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper&quot;&gt;\n",
       "                        &lt;div class=&quot;wl-table-head table-border-none graph-table-head&quot;&gt;Target&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Total count&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Missing&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Mean&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Min&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Max&lt;/div&gt;\n",
       "\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;ul class=&quot;wl-table-body wl__table-body&quot; id=&quot;table-body&quot;&gt;\n",
       "{{#each this.columns}}                    &lt;li\n",
       "                    {{#if this.numberSummary}} class=&quot;wl-table-row wl-table-row--clickable&quot; {{else}} class=&quot;wl-table-row&quot; {{/if}}\n",
       "                    data-feature-name={{@key}}\n",
       "                    data-inferred-type={{inferredType this}}\n",
       "                    data-scroll-to-feature-name={{@key}}\n",
       "                  &gt;\n",
       "                      &lt;div class=&quot;wl-table-cell wl-table-cell__graph-wrap&quot;&gt;\n",
       "                        &lt;div class=&quot;wl-table-cell__title-wrap&quot;&gt;\n",
       "                          &lt;h4 class=&quot;wl-table-cell__title&quot;&gt;{{@key}}&lt;/h4&gt;\n",
       "                          &lt;div&gt;&lt;/div&gt;\n",
       "                        &lt;/div&gt;\n",
       "                          &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                              {{{getGraphHtml this}}}\n",
       "                          &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{totalCount this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{missing this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{mean this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{minimumValue this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{maximumValue this}}&lt;/div&gt;&lt;/div&gt;\n",
       "\n",
       "                    &lt;/li&gt;\n",
       "{{/each}}                  &lt;/ul&gt;\n",
       "                &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "        &lt;/div&gt;\n",
       "      &lt;/div&gt;\n",
       "      &lt;div class=&quot;no-responsive&quot;&gt;\n",
       "        &lt;div class=&quot;no-responsive__content&quot;&gt;\n",
       "          &lt;h1 class=&quot;no-responsive__title&quot;&gt;Hold on! :)&lt;/h1&gt;\n",
       "          &lt;p class=&quot;no-responsive__text&quot;&gt;\n",
       "            It looks like your current screen size or device is not yet supported by the WhyLabs Sandbox. The Sandbox is\n",
       "            best experienced on a desktop computer. Please try maximizing this window or switching to another device. We\n",
       "            are working on adding support for a larger variety of devices.\n",
       "          &lt;/p&gt;\n",
       "        &lt;/div&gt;\n",
       "      &lt;/div&gt;\n",
       "    \n",
       "  &lt;/script&gt;\n",
       "\n",
       "  &lt;script src=&quot;https://code.jquery.com/jquery-3.6.0.min.js&quot; integrity=&quot;sha256-/xUj+3OJU5yExlq6GSYGSHk7tPXikynS7ogEvDej/m4=&quot; crossorigin=&quot;anonymous&quot;&gt;&lt;/script&gt;\n",
       "\n",
       "  &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/6.7.0/d3.min.js&quot; integrity=&quot;sha512-cd6CHE+XWDQ33ElJqsi0MdNte3S+bQY819f7p3NUHgwQQLXSKjE4cPZTeGNI+vaxZynk1wVU3hoHmow3m089wA==&quot; crossorigin=&quot;anonymous&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/script&gt;\n",
       "\n",
       "  &lt;script&gt;\n",
       "    const getTargetProfile = () =&gt; { return {&quot;columns&quot;: {&quot;a&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.0, &quot;end&quot;: 3.0000003, &quot;width&quot;: 0, &quot;counts&quot;: [39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27], &quot;max&quot;: 3.0, &quot;min&quot;: 1.0, &quot;bins&quot;: [1.0, 1.080000012, 1.160000024, 1.240000036, 1.320000048, 1.40000006, 1.480000072, 1.560000084, 1.640000096, 1.7200001079999998, 1.80000012, 1.880000132, 1.9600001439999999, 2.0400001559999996, 2.120000168, 2.20000018, 2.280000192, 2.360000204, 2.4400002159999996, 2.520000228, 2.60000024, 2.680000252, 2.760000264, 2.8400002759999996, 2.9200002879999998, 3.0000003], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 3.000000014901161, &quot;min&quot;: 1.0, &quot;max&quot;: 3.0, &quot;range&quot;: 2.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 1.0, &quot;iqr&quot;: 2.0, &quot;q1&quot;: 1.0, &quot;median&quot;: 2.0, &quot;q3&quot;: 3.0, &quot;ninety_fifth_percentile&quot;: 3.0}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.8075402232218604, &quot;coefficient_of_variation&quot;: 0.4295426719265215, &quot;sum&quot;: 188.0, &quot;variance&quot;: 0.6521212121212121, &quot;mean&quot;: 1.88}}}, &quot;b&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;a&quot;, &quot;estimate&quot;: 57}, {&quot;value&quot;: &quot;b&quot;, &quot;estimate&quot;: 43}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}, &quot;c&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 5.535686500857118e-05, &quot;end&quot;: 0.9923964981282725, &quot;width&quot;: 0, &quot;counts&quot;: [5, 3, 5, 3, 3, 7, 2, 1, 6, 4, 2, 8, 5, 6, 1, 5, 1, 4, 6, 3, 0, 4, 7, 2, 7], &quot;max&quot;: 0.9923963988886326, &quot;min&quot;: 5.535686500857118e-05, &quot;bins&quot;: [5.535686500857118e-05, 0.039749002515539124, 0.07944264816606968, 0.11913629381660024, 0.15882993946713078, 0.19852358511766133, 0.2382172307681919, 0.2779108764187224, 0.317604522069253, 0.35729816771978357, 0.3969918133703141, 0.43668545902084466, 0.47637910467137523, 0.5160727503219058, 0.5557663959724363, 0.5954600416229668, 0.6351536872734974, 0.674847332924028, 0.7145409785745586, 0.754234624225089, 0.7939282698756196, 0.8336219155261502, 0.8733155611766807, 0.9130092068272113, 0.9527028524777419, 0.9923964981282724], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 100.00002458692299, &quot;min&quot;: 5.535686500857118e-05, &quot;max&quot;: 0.9923963988886326, &quot;range&quot;: 0.992341042023624, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.0503700567575438, &quot;iqr&quot;: 0.5192569133633047, &quot;q1&quot;: 0.23074233540679567, &quot;median&quot;: 0.48783770435896423, &quot;q3&quot;: 0.7499992487701004, &quot;ninety_fifth_percentile&quot;: 0.9702366830961006}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.2940846278174506, &quot;coefficient_of_variation&quot;: 0.5882530845652189, &quot;sum&quot;: 49.992874756417166, &quot;variance&quot;: 0.08648576831852844, &quot;mean&quot;: 0.49992874756417166}}}, &quot;d&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;xy&quot;, &quot;estimate&quot;: 53}, {&quot;value&quot;: &quot;z&quot;, &quot;estimate&quot;: 47}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}}, &quot;properties&quot;: {&quot;observations&quot;: 400, &quot;missing_cells&quot;: 0, &quot;missing_percentage&quot;: 0.0}} }\n",
       "    const targetProfile = getTargetProfile()\n",
       "\n",
       "    function fixNumberTo(number, decimals = 3) {\n",
       "      const fractionalDigits = String(number % 1).split(&#x27;&#x27;).slice(2, 2 + decimals).join(&#x27;&#x27;)\n",
       "      return `${Math.trunc(number)}.${fractionalDigits}`\n",
       "    }\n",
       "\n",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, data, bottomMargin=20, topMargin=5) {\n",
       "          this.MARGIN = {\n",
       "            TOP: topMargin,\n",
       "            RIGHT: 5,\n",
       "            BOTTOM: bottomMargin,\n",
       "            LEFT: 55,\n",
       "          };\n",
       "          this.SVG_WIDTH = width;\n",
       "          this.SVG_HEIGHT = height;\n",
       "          this.CHART_WIDTH = this.SVG_WIDTH - this.MARGIN.LEFT - this.MARGIN.RIGHT;\n",
       "          this.CHART_HEIGHT = this.SVG_HEIGHT - this.MARGIN.TOP - this.MARGIN.BOTTOM;\n",
       "          this.svgEl = d3.create(&quot;svg&quot;)\n",
       "             .attr(&quot;preserveAspectRatio&quot;, &quot;xMinYMin meet&quot;)\n",
       "             .attr(&quot;viewBox&quot;, &quot;30 0 240 400&quot;)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max(data, (d) =&gt; Math.abs(d.axisY));\n",
       "          this.xScale = d3\n",
       "            .scaleBand()\n",
       "            .domain(data.map((d) =&gt; d.axisX))\n",
       "            .range([this.MARGIN.LEFT, this.MARGIN.LEFT + this.CHART_WIDTH]);\n",
       "          this.yScale = d3\n",
       "            .scaleLinear()\n",
       "            .domain([0, this.maxYValue * 1.02])\n",
       "            .range([this.CHART_HEIGHT, 0]);\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function generateChart(data, height = 70, width = 250, index = 0, referenceProfileExist = false) {\n",
       "        const sizes = new GenerateChartParams(height, width, data, 5)\n",
       "        const {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          maxYValue,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "\n",
       "        // Add the y Axis\n",
       "        if (!referenceProfileExist) {\n",
       "          svgEl\n",
       "            .append(&quot;g&quot;)\n",
       "            .attr(&quot;transform&quot;, &quot;translate(&quot; + MARGIN.LEFT + &quot;, &quot; + MARGIN.TOP + &quot;)&quot;)\n",
       "            .call(d3.axisLeft(yScale).tickValues([0, maxYValue/2, maxYValue]))\n",
       "            .selectAll(&quot;text&quot;)\n",
       "            .style(&quot;font-size&quot;, &quot;8&quot;)\n",
       "        }\n",
       "\n",
       "        const gChart = svgEl.append(&quot;g&quot;);\n",
       "        gChart\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot; + 20 + &quot;, &quot; + 0 + &quot;)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(data)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, xScale.bandwidth() - 1)\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, (d) =&gt; xScale(d.axisX))\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP)\n",
       "          .attr(&quot;fill&quot;, rectColors[index]);\n",
       "\n",
       "        return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "        if (column.histogram) {\n",
       "          column.histogram.counts.slice(0, 30).forEach((count, index) =&gt; {\n",
       "            data.push({\n",
       "              axisY: count,\n",
       "              axisX: index,\n",
       "            });\n",
       "          });\n",
       "        } else if (column.frequentItems) {\n",
       "          Object.entries(column.frequentItems).forEach(([key, {value, estimate}], index) =&gt; {\n",
       "              data.push({\n",
       "                axisY: estimate,\n",
       "                axisX: value,\n",
       "              });\n",
       "            });\n",
       "        }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function graph(column, key, referenceColumn) {\n",
       "        let data = [];\n",
       "        const columnKey = key.data.key\n",
       "        let chartValue = false\n",
       "        let chartColor = undefined\n",
       "        if(!!referenceColumn){\n",
       "          column = referenceColumn.columns[columnKey]\n",
       "          chartValue = true\n",
       "          chartColor = 1\n",
       "        } else if (referenceColumn === undefined) {\n",
       "          column = &quot;&quot;\n",
       "        }\n",
       "\n",
       "        if (column.histogram || column.frequentItems) {\n",
       "          data = chartData(column)\n",
       "        } else if (referenceColumn === null ) {\n",
       "            $(&quot;.svg-container&quot;).css(&quot;padding-bottom&quot;, &quot;0&quot;)\n",
       "            return &#x27;&lt;span class=&quot;wl-table-cell__bedge-wrap&quot;&gt;No data to show the chart&lt;/span&gt;&#x27;;\n",
       "        } else if (referenceColumn === undefined) {\n",
       "            $(document).ready(function() {\n",
       "              $(&quot;.reference-table-head&quot;).addClass(&quot;d-none&quot;)\n",
       "            });\n",
       "            return &#x27;&#x27;\n",
       "        } else if (referenceColumn.frequentItems === undefined){\n",
       "            return &#x27;&#x27;;\n",
       "        }\n",
       "        return `\n",
       "          &lt;div class=&quot;svg-container&quot;&gt;\n",
       "            ${generateChart(data, ...[,,], chartColor, chartValue)}\n",
       "          &lt;/div&gt;\n",
       "        `;\n",
       "      }\n",
       "\n",
       "      function formatLabelDate(timestamp) {\n",
       "        const date = new Date(timestamp);\n",
       "        const format = d3.timeFormat(&quot;%Y-%m-%d %I:%M:%S %p %Z&quot;);\n",
       "        return format(date);\n",
       "      }\n",
       "\n",
       "    abbreviate_number = function(value, fixed = 0) {\n",
       "      value = +value\n",
       "      if (value === null) { return null; } // terminate early\n",
       "      if (value === 0) { return &#x27;0&#x27;; } // terminate early\n",
       "      fixed = (!fixed || fixed &lt; 0) ? 0 : fixed; // number of decimal places to show\n",
       "      var b = (value).toPrecision(2).split(&quot;e&quot;), // get power\n",
       "          k = b.length === 1 ? 0 : Math.floor(Math.min(b[1].slice(1), 14) / 3), // floor at decimals, ceiling at trillions\n",
       "          c = k &lt; 1 ? value.toFixed(0 + fixed) : (value / Math.pow(10, k * 3) ).toFixed(1 + fixed), // divide by power\n",
       "          d = c &lt; 0 ? c : Math.abs(c), // enforce -0 is 0\n",
       "          newValue = d,\n",
       "          suffixe = [&#x27;&#x27;, &#x27;K&#x27;, &#x27;M&#x27;, &#x27;B&#x27;, &#x27;T&#x27;][k]; // append power\n",
       "      return {value, newValue, suffixe};\n",
       "    }\n",
       "\n",
       "     function formatBytes(bytes, decimals = 2) {\n",
       "       let newValue,\n",
       "       suffixe = &quot;&quot;\n",
       "       if (bytes === 0) return &#x27;0 Bytes&#x27;;\n",
       "\n",
       "       const k = 1024;\n",
       "       const dm = decimals &lt; 0 ? 0 : decimals;\n",
       "       const sizes = [&#x27;Bytes&#x27;, &#x27;KiB&#x27;, &#x27;MB&#x27;, &#x27;GB&#x27;, &#x27;TB&#x27;, &#x27;PB&#x27;, &#x27;EB&#x27;, &#x27;ZB&#x27;, &#x27;YB&#x27;];\n",
       "\n",
       "       const i = Math.floor(Math.log(bytes) / Math.log(k));\n",
       "       newValue = parseFloat((bytes / Math.pow(k, i)).toFixed(dm));\n",
       "       suffixe = sizes[i]\n",
       "       return {bytes, newValue, suffixe};\n",
       "     }\n",
       "\n",
       "     const valueSuffixe = (newNumber) =&gt; `\n",
       "       &lt;div class=&quot;statistic-measurement&quot;&gt;\n",
       "        ${newNumber}\n",
       "       &lt;/div&gt;`\n",
       "     const valueNumber = (newNumber) =&gt; `\n",
       "       &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "        ${newNumber}\n",
       "       &lt;/div&gt;`\n",
       "\n",
       "     const numberWithSuffixe = (number, newNumber, suffixe) =&gt;\n",
       "       `&lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "          &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "             ${newNumber}\n",
       "            &lt;div class=&quot;statistic-measurement&quot;&gt;${suffixe}&lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "          &lt;span class=&quot;tooltiptext&quot;&gt;${number}&lt;/span&gt;\n",
       "        &lt;/div&gt;`\n",
       "\n",
       "     Handlebars.registerHelper(&quot;observations&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(targetProfile.properties.observations)\n",
       "       return numberWithSuffixe(value, valueNumber(newValue), valueNumber(suffixe));\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;missingCells&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(targetProfile.properties.missing_cells)\n",
       "       if (typeof value !== &#x27;undefined&#x27; &amp;&amp; typeof newValue !== &#x27;undefined&#x27;  &amp;&amp; typeof suffixe !== &#x27;undefined&#x27; ) {\n",
       "        return numberWithSuffixe(value, valueSuffixe(`${newValue}`), suffixe);\n",
       "       }\n",
       "       return numberWithSuffixe(0, valueNumber(0), valueNumber(&#x27;&#x27;));\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;missingCellsPercentage&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(targetProfile.properties.missing_percentage)\n",
       "       if (typeof value !== &#x27;undefined&#x27; &amp;&amp; typeof newValue !== &#x27;undefined&#x27;  &amp;&amp; typeof suffixe !== &#x27;undefined&#x27; ) {\n",
       "        return numberWithSuffixe(value, valueSuffixe(`(${newValue}%)`), suffixe);\n",
       "       }\n",
       "       return numberWithSuffixe(0, valueSuffixe(`(${0}%)`), &#x27;&#x27;);\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;getProfileTimeStamp&quot;, function (properties) {\n",
       "       return formatLabelDate(+properties.properties.dataTimestamp)\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;getProfileName&quot;, function (properties) {\n",
       "       return properties.properties.tags.name\n",
       "     });\n",
       "\n",
       "       const cheqValueTypeNumber = (profile, profileValue) =&gt; {\n",
       "         let validValue;\n",
       "         if (profile &amp;&amp; profileValue !== undefined &amp;&amp; typeof profileValue === &quot;number&quot;) {\n",
       "           return true\n",
       "         } else if (profileValue !== undefined &amp;&amp; typeof profileValue !== &quot;number&quot;) {\n",
       "           return false\n",
       "         }\n",
       "       }\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;inferredType&quot;, function (column) {\n",
       "        let infferedType = &quot;&quot;;\n",
       "\n",
       "        if (column.isDiscrete) {\n",
       "          infferedType = &quot;Discrete&quot;;\n",
       "        } else {\n",
       "          infferedType = &quot;Non-discrete&quot;;\n",
       "        }\n",
       "        return infferedType;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;frequentItems&quot;, function (column) {\n",
       "        frequentItemsElemString = &quot;&quot;;\n",
       "        if (column.isDiscrete) {\n",
       "          const slicedFrequentItems = column.frequentItems.items.slice(0, 5);\n",
       "          for (let fi = 0; fi &lt; slicedFrequentItems.length; fi++) {\n",
       "            frequentItemsElemString +=\n",
       "              &#x27;&lt;span class=&quot;wl-table-cell__bedge&quot;&gt;&#x27; + slicedFrequentItems[fi].jsonValue + &quot;&lt;/span&gt;&quot;;\n",
       "          }\n",
       "        } else {\n",
       "          frequentItemsElemString += &quot;No data to show&quot;;\n",
       "        }\n",
       "        return frequentItemsElemString;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;totalCount&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          return column.featureStats.total_count;\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;missing&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          return column.featureStats.missing;\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;minimumValue&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          if (isNaN(column.featureStats.min)){return &quot;-&quot;}\n",
       "          return fixNumberTo(column.featureStats.min);\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;maximumValue&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          if (isNaN(column.featureStats.max)){return &quot;-&quot;}\n",
       "          return fixNumberTo(column.featureStats.max);\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;mean&quot;, function (column) {\n",
       "        if (column.featureStats?.descriptive_statistics) {\n",
       "          if (isNaN(column.featureStats.descriptive_statistics.mean)){return &quot;-&quot;}\n",
       "          if (column.featureStats.descriptive_statistics.mean==null){return &quot;-&quot;}\n",
       "          return fixNumberTo(column.featureStats.descriptive_statistics.mean);\n",
       "        }\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getGraphHtml&quot;,(column,key) =&gt; graph(column, key, null));\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDiscreteTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].isDiscrete === true) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count.toString();\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getNonDiscreteTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].isDiscrete === false) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getUnknownTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "        return count;\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (!feature[1].isDiscrete) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;columns&quot;: {&quot;a&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.0, &quot;end&quot;: 3.0000003, &quot;width&quot;: 0, &quot;counts&quot;: [39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27], &quot;max&quot;: 3.0, &quot;min&quot;: 1.0, &quot;bins&quot;: [1.0, 1.080000012, 1.160000024, 1.240000036, 1.320000048, 1.40000006, 1.480000072, 1.560000084, 1.640000096, 1.7200001079999998, 1.80000012, 1.880000132, 1.9600001439999999, 2.0400001559999996, 2.120000168, 2.20000018, 2.280000192, 2.360000204, 2.4400002159999996, 2.520000228, 2.60000024, 2.680000252, 2.760000264, 2.8400002759999996, 2.9200002879999998, 3.0000003], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 3.000000014901161, &quot;min&quot;: 1.0, &quot;max&quot;: 3.0, &quot;range&quot;: 2.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 1.0, &quot;iqr&quot;: 2.0, &quot;q1&quot;: 1.0, &quot;median&quot;: 2.0, &quot;q3&quot;: 3.0, &quot;ninety_fifth_percentile&quot;: 3.0}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.8075402232218604, &quot;coefficient_of_variation&quot;: 0.4295426719265215, &quot;sum&quot;: 188.0, &quot;variance&quot;: 0.6521212121212121, &quot;mean&quot;: 1.88}}}, &quot;b&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;a&quot;, &quot;estimate&quot;: 57}, {&quot;value&quot;: &quot;b&quot;, &quot;estimate&quot;: 43}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}, &quot;c&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 5.535686500857118e-05, &quot;end&quot;: 0.9923964981282725, &quot;width&quot;: 0, &quot;counts&quot;: [5, 3, 5, 3, 3, 7, 2, 1, 6, 4, 2, 8, 5, 6, 1, 5, 1, 4, 6, 3, 0, 4, 7, 2, 7], &quot;max&quot;: 0.9923963988886326, &quot;min&quot;: 5.535686500857118e-05, &quot;bins&quot;: [5.535686500857118e-05, 0.039749002515539124, 0.07944264816606968, 0.11913629381660024, 0.15882993946713078, 0.19852358511766133, 0.2382172307681919, 0.2779108764187224, 0.317604522069253, 0.35729816771978357, 0.3969918133703141, 0.43668545902084466, 0.47637910467137523, 0.5160727503219058, 0.5557663959724363, 0.5954600416229668, 0.6351536872734974, 0.674847332924028, 0.7145409785745586, 0.754234624225089, 0.7939282698756196, 0.8336219155261502, 0.8733155611766807, 0.9130092068272113, 0.9527028524777419, 0.9923964981282724], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 100.00002458692299, &quot;min&quot;: 5.535686500857118e-05, &quot;max&quot;: 0.9923963988886326, &quot;range&quot;: 0.992341042023624, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.0503700567575438, &quot;iqr&quot;: 0.5192569133633047, &quot;q1&quot;: 0.23074233540679567, &quot;median&quot;: 0.48783770435896423, &quot;q3&quot;: 0.7499992487701004, &quot;ninety_fifth_percentile&quot;: 0.9702366830961006}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.2940846278174506, &quot;coefficient_of_variation&quot;: 0.5882530845652189, &quot;sum&quot;: 49.992874756417166, &quot;variance&quot;: 0.08648576831852844, &quot;mean&quot;: 0.49992874756417166}}}, &quot;d&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;xy&quot;, &quot;estimate&quot;: 53}, {&quot;value&quot;: &quot;z&quot;, &quot;estimate&quot;: 47}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}}, &quot;properties&quot;: {&quot;observations&quot;: 400, &quot;missing_cells&quot;: 0, &quot;missing_percentage&quot;: 0.0}};\n",
       "      // Config handlebars and pass data to HBS template\n",
       "      const source = document.getElementById(&quot;entry-template&quot;).innerHTML;\n",
       "      const template = Handlebars.compile(source);\n",
       "      const html = template(context);\n",
       "      const target = document.getElementById(&quot;generated-html&quot;);\n",
       "      target.innerHTML = html;\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      const $featureSearch = document.getElementById(&quot;wl__feature-search&quot;);\n",
       "      const $tableBody = document.getElementById(&quot;table-body&quot;);\n",
       "      const $discrete = document.getElementById(&quot;inferredDiscrete&quot;);\n",
       "      const $nonDiscrete = document.getElementById(&quot;inferredNonDiscrete&quot;);\n",
       "      const $unknown = document.getElementById(&quot;inferredUnknown&quot;);\n",
       "\n",
       "      const activeTypes = {\n",
       "        discrete: true,\n",
       "        &quot;non-discrete&quot;: true,\n",
       "        unknown: true,\n",
       "      };\n",
       "\n",
       "      let searchString = &quot;&quot;;\n",
       "\n",
       "      function debounce(func, wait, immediate) {\n",
       "        let timeout;\n",
       "\n",
       "        return function () {\n",
       "          const context = this;\n",
       "          const args = arguments;\n",
       "          const later = function () {\n",
       "            timeout = null;\n",
       "            if (!immediate) func.apply(context, args);\n",
       "          };\n",
       "\n",
       "          const callNow = immediate &amp;&amp; !timeout;\n",
       "          clearTimeout(timeout);\n",
       "          timeout = setTimeout(later, wait);\n",
       "          if (callNow) func.apply(context, args);\n",
       "        };\n",
       "      }\n",
       "\n",
       "      function filterNotification() {\n",
       "        const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "        const $boxes = $(&#x27;.wl_filter-options&gt;.form-check&gt;input[name=checkbox]:checked&#x27;);\n",
       "        const item = Object.values($boxes).find(function(value) { return $(value)[0] === undefined});\n",
       "        if (item === undefined) {\n",
       "          $notifCircleContainer.removeClass(&quot;d-none&quot;)\n",
       "        } else {\n",
       "          $notifCircleContainer.addClass(&quot;d-none&quot;)\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function handleSearch() {\n",
       "        const tableBodyChildren = $tableBody.children;\n",
       "\n",
       "        for (let i = 0; i &lt; tableBodyChildren.length; i++) {\n",
       "          const type = tableBodyChildren[i].dataset.inferredType.toLowerCase();\n",
       "          const name = tableBodyChildren[i].dataset.featureName.toLowerCase();\n",
       "\n",
       "          if (activeTypes[type] &amp;&amp; name.startsWith(searchString)) {\n",
       "            tableBodyChildren[i].style.display = &quot;&quot;;\n",
       "          } else {\n",
       "            tableBodyChildren[i].style.display = &quot;none&quot;;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      $featureSearch.addEventListener(\n",
       "        &quot;keyup&quot;,\n",
       "        debounce((event) =&gt; {\n",
       "          searchString = event.target.value.toLowerCase();\n",
       "          handleSearch();\n",
       "        }, 100),\n",
       "      );\n",
       "\n",
       "      $discrete.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;discrete&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;discrete&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $nonDiscrete.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;non-discrete&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;non-discrete&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $unknown.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;unknown&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;unknown&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "\n",
       "      $(&quot;.svg-container&quot;).css(&quot;padding-bottom&quot;, &quot;27%&quot;)\n",
       "    }\n",
       "\n",
       "    function checkedBoxes() {\n",
       "      const $boxes = $(&#x27;input[name=checkbox]:checked&#x27;);\n",
       "      const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "\n",
       "      if ($boxes.length) {\n",
       "        $notifCircleContainer.removeClass(&quot;d-none&quot;)\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function openFilter() {\n",
       "      const $filterOptions = $(&quot;.dropdown-container&quot;);\n",
       "      const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "      const filterClass = $filterOptions.attr(&quot;class&quot;);\n",
       "\n",
       "      if (filterClass.indexOf(&quot;d-none&quot;) &gt; 0) {\n",
       "        $notifCircleContainer.addClass(&quot;d-none&quot;)\n",
       "        $filterOptions.removeClass(&quot;d-none&quot;);\n",
       "        $(&quot;.filter-icon&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.close-filter-icon&quot;).removeClass(&quot;d-none&quot;)\n",
       "      } else {\n",
       "        $filterOptions.addClass(&quot;d-none&quot;);\n",
       "        $(&quot;.close-filter-icon&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.filter-icon&quot;).removeClass(&quot;d-none&quot;)\n",
       "        checkedBoxes()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    // Invoke functions -- keep in mind invokation order\n",
       "    registerHandlebarHelperFunctions();\n",
       "    initHandlebarsTemplate();\n",
       "    initWebsiteScripts();\n",
       "  &lt;/script&gt;\n",
       "&lt;/html&gt;\n",
       "\" width=100% height=1000px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
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       "<div></div><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html lang=&quot;en&quot;&gt;\n",
       "  &lt;head&gt;\n",
       "    &lt;meta charset=&quot;UTF-8&quot; /&gt;\n",
       "    &lt;meta http-equiv=&quot;X-UA-Compatible&quot; content=&quot;IE=edge&quot; /&gt;\n",
       "    &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width, initial-scale=1.0&quot; /&gt;\n",
       "    &lt;meta name=&quot;description&quot; content=&quot;&quot; /&gt;\n",
       "    &lt;meta name=&quot;author&quot; content=&quot;&quot; /&gt;\n",
       "\n",
       "    &lt;title&gt;Profile Visualizer | whylogs&lt;/title&gt;\n",
       "\n",
       "    &lt;link rel=&quot;icon&quot; href=&quot;images/whylabs-favicon.png&quot; type=&quot;image/png&quot; sizes=&quot;16x16&quot; /&gt;\n",
       "    &lt;link rel=&quot;preconnect&quot; href=&quot;https://fonts.googleapis.com&quot; /&gt;\n",
       "    &lt;link rel=&quot;preconnect&quot; href=&quot;https://fonts.gstatic.com&quot; crossorigin /&gt;\n",
       "    &lt;link href=&quot;https://fonts.googleapis.com/css2?family=Asap:wght@400;500;600;700&amp;display=swap&quot; rel=&quot;stylesheet&quot; /&gt;\n",
       "    &lt;link rel=&quot;preconnect&quot; href=&quot;https://fonts.gstatic.com&quot; /&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.1.0/dist/css/bootstrap.min.css&quot; /&gt;\n",
       "\n",
       "    &lt;script\n",
       "      src=&quot;https://cdnjs.cloudflare.com/ajax/libs/handlebars.js/4.7.7/handlebars.min.js&quot;\n",
       "      integrity=&quot;sha512-RNLkV3d+aLtfcpEyFG8jRbnWHxUqVZozacROI4J2F1sTaDqo1dPQYs01OMi1t1w9Y2FdbSCDSQ2ZVdAC8bzgAg==&quot;\n",
       "      crossorigin=&quot;anonymous&quot;\n",
       "      referrerpolicy=&quot;no-referrer&quot;\n",
       "    &gt;&lt;/script&gt;\n",
       "\n",
       "    &lt;style type=&quot;text/css&quot;&gt;\n",
       "      :root {\n",
       "        /* CONSTANTS */\n",
       "        --SIDE-PANEL-WIDTH: 320px;\n",
       "        --PROPERTY-PANEL-WIDTH: 420px;\n",
       "\n",
       "        /* COLOR VARIABLES */\n",
       "        /** Standard colors */\n",
       "        --red: #d11010;\n",
       "        --orange: #f07028;\n",
       "        --yellow: #faaf40;\n",
       "        --olive: #b5cc18;\n",
       "        --green: #1dbb42;\n",
       "        --teal: #00b5ad;\n",
       "        --blue: #2683c9;\n",
       "        --violet: #6435c9;\n",
       "        --purple: #a333c8;\n",
       "        --pink: #ed45a4;\n",
       "        --brown: #ac724d;\n",
       "        --grey: #778183;\n",
       "        --black: #1b1c1d;\n",
       "        --white: #ffffff;\n",
       "\n",
       "        /** Branded colors */\n",
       "        --brandPrimary900: #0e7384;\n",
       "        --brandPrimary800: #228798;\n",
       "        --brandPrimary700: #369bac;\n",
       "        --brandPrimary600: #4aafc0;\n",
       "        --brandPrimary500: #5ec3d4;\n",
       "        --brandPrimary400: #72d7e8;\n",
       "        --brandPrimary300: #86ebfc;\n",
       "        --brandPrimary200: #a6f2ff;\n",
       "        --brandPrimary100: #cdf8ff;\n",
       "        --brandSecondary900: #4f595b;\n",
       "        --brandSecondary800: #636d6f;\n",
       "        --brandSecondary700: #778183;\n",
       "        --brandSecondary600: #8b9597;\n",
       "        --brandSecondary500: #9fa9ab;\n",
       "        --brandSecondary400: #b3bdbf;\n",
       "        --brandSecondary300: #c7d1d3;\n",
       "        --brandSecondary200: #dbe5e7;\n",
       "        --brandSecondary100: #ebf2f3;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        --brandRed4: #b30000;\n",
       "        --brandRed3: #d72424;\n",
       "        --brandRed2: #eb5656;\n",
       "        --brandRed1: #ff8282;\n",
       "        --night1: #021826;\n",
       "        /** Purpose colors */\n",
       "        --textColor: #4f595b;\n",
       "        --linkColor: #369bac;\n",
       "        --infoColor: #2683c9;\n",
       "        --warningColor: #faaf40;\n",
       "        --tealBackground: #eaf2f3;\n",
       "        --pageBackground: #e5e5e5;\n",
       "        --contrastTableRow: #fafafa;\n",
       "        --whiteBackground: #ffffff;\n",
       "        --primaryBackground: #e5e5e5;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        font-family: &quot;Asap&quot;, Arial, Helvetica, sans-serif;\n",
       "      }\n",
       "\n",
       "      /*\n",
       "      * Main content\n",
       "      */\n",
       "      .main {\n",
       "        position: relative;\n",
       "        background: #FFFFFF;\n",
       "        border: 1px solid #DBE5E7;\n",
       "        box-sizing: border-box;\n",
       "        border-radius: 4px;\n",
       "      }\n",
       "      .main .page-header {\n",
       "        margin-top: 0;\n",
       "      }\n",
       "\n",
       "      /* CSS DIV TABLE BASIC STYLE */\n",
       "\n",
       "      .wl-table-row .wl-table-head:first-child {\n",
       "        min-width: 360px;\n",
       "        z-index: 2;\n",
       "      }\n",
       "\n",
       "      .wl-table-wrap {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .wl-table {\n",
       "        display: table;\n",
       "        width: 100%;\n",
       "      }\n",
       "\n",
       "      .row&gt;* {\n",
       "        padding-right: 0 !important;\n",
       "        padding-left: 0 !important;\n",
       "      }\n",
       "\n",
       "      .wl-table-row {\n",
       "        display: table-row;\n",
       "      }\n",
       "\n",
       "      .wl-table-row:hover,\n",
       "      .wl-table-row:hover .wl-table-cell:first-child {\n",
       "        background-color: var(--brandSecondary100);\n",
       "      }\n",
       "      .wl-table-row--clickable:hover .wl-table-cell__title-button {\n",
       "        visibility: visible;\n",
       "      }\n",
       "\n",
       "      .wl-table-heading {\n",
       "        position: sticky;\n",
       "        top: 0;\n",
       "        z-index: 900;\n",
       "        display: table-header-group;\n",
       "        font-weight: 700;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell,\n",
       "      .wl-table-head {\n",
       "        border-bottom: 1px solid var(--brandSecondary200);\n",
       "        display: table-cell;\n",
       "        padding: 12px 18px;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell {\n",
       "        font-size: 14px;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell--top-spacing {\n",
       "        padding-top: 35px; /* cell-top-padding + cell-title-height */\n",
       "      }\n",
       "\n",
       "      .wl-table-head-wraper {\n",
       "        background-color: var(--white);\n",
       "      }\n",
       "\n",
       "      .wl-table-head {\n",
       "        position: relative;\n",
       "        left: 0;\n",
       "        min-width: 100px;\n",
       "        border-bottom: 2px solid var(--brandSecondary100);\n",
       "        font-size: 12px;\n",
       "        line-height: 1.67;\n",
       "        white-space: nowrap;\n",
       "      }\n",
       "\n",
       "      .wl-sub-table-head {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .wl-table-body {\n",
       "        display: table-row-group;\n",
       "      }\n",
       "\n",
       "      .wl-table-row .wl-table-cell:first-child{\n",
       "        position: relative;\n",
       "        left: 0;\n",
       "        background-color: var(--white);\n",
       "        border-right-width: 2px;\n",
       "      }\n",
       "\n",
       "      /* Table custom style */\n",
       "\n",
       "      .wl-table-cell__title-wrap {\n",
       "        display: flex;\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__title {\n",
       "        height: 25px;\n",
       "        margin: 0;\n",
       "        font-size: 14px;\n",
       "        font-weight: 700;\n",
       "        overflow: hidden;\n",
       "        white-space: nowrap;\n",
       "        text-overflow: ellipsis;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__bedge-wrap {\n",
       "        padding: 2px 0;\n",
       "        white-space: nowrap;\n",
       "        overflow: hidden;\n",
       "        font-style: italic;\n",
       "        text-align: center;\n",
       "        color: var(--brandSecondary400);\n",
       "      }\n",
       "      .wl-table-cell__bedge {\n",
       "        height: 24px;\n",
       "        margin: 1px;\n",
       "        padding: 2px 8px;\n",
       "        border: 1px solid var(--brandSecondary400);\n",
       "        font-style: normal;\n",
       "        color: var(--brandSecondary900);\n",
       "        border-radius: 20px;\n",
       "        white-space: nowrap;\n",
       "      }\n",
       "\n",
       "      /* Property side panel */\n",
       "\n",
       "      .wl-compare-profile {\n",
       "        position: relative;\n",
       "        left: 0;\n",
       "        padding: 18px;\n",
       "        background: var(--white);;\n",
       "        border-bottom: 1px solid var(--brandSecondary200);\n",
       "      }\n",
       "\n",
       "      /* Screen on smaller screens */\n",
       "      .no-responsive {\n",
       "        display: none;\n",
       "        position: fixed;\n",
       "        top: 0;\n",
       "        left: 0;\n",
       "        z-index: 1031;\n",
       "        width: 100vw;\n",
       "        height: 100vh;\n",
       "        background-color: var(--tealBackground);\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .no-responsive__content {\n",
       "        max-width: 600px;\n",
       "        width: 100%;\n",
       "        padding: 0 24px;\n",
       "      }\n",
       "\n",
       "      .no-responsive__title {\n",
       "        font-size: 96px;\n",
       "        font-weight: 300;\n",
       "        color: var(--brandSecondary900);\n",
       "        line-height: 1.167;\n",
       "      }\n",
       "\n",
       "      .no-responsive__text {\n",
       "        margin: 0;\n",
       "        font-size: 16px;\n",
       "        font-weight: 400;\n",
       "        color: var(--brandSecondary900);\n",
       "        line-height: 1.5;\n",
       "      }\n",
       "\n",
       "      .space-between {\n",
       "        display: flex;\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .align-items {\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .display-flex{\n",
       "        display: flex;\n",
       "      }\n",
       "\n",
       "      .table-border-none {\n",
       "        padding: 0;\n",
       "        border: none;\n",
       "      }\n",
       "\n",
       "      .flex-direction-colum {\n",
       "        display: flex;\n",
       "        flex-direction: column;\n",
       "      }\n",
       "\n",
       "      .align-items {\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .search-input{\n",
       "        padding-top: 0 !important;\n",
       "        padding-bottom: 0 !important;\n",
       "      }\n",
       "\n",
       "      .search-input input{\n",
       "        border: none;\n",
       "        background: none;\n",
       "        outline: none;\n",
       "        height: 40px;\n",
       "        width: 100%;\n",
       "        font-size: 14px;\n",
       "      }\n",
       "\n",
       "      .search-input img{\n",
       "        height: 19px;\n",
       "        pointer-events: none;\n",
       "      }\n",
       "\n",
       "      input::placeholder {\n",
       "        color: var(--secondaryLight1000);\n",
       "      }\n",
       "\n",
       "      .text-align-center {\n",
       "        text-align: center;\n",
       "      }\n",
       "\n",
       "      .text-align-end {\n",
       "        text-align: end;\n",
       "      }\n",
       "\n",
       "      .drift-detection {\n",
       "        justify-content: space-between;\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "     .drift-detection-info-circle {\n",
       "       width: 15px;\n",
       "       height: 15px;\n",
       "       border-radius: 50px;\n",
       "       display: inline-block;\n",
       "       margin-right: 8px;\n",
       "     }\n",
       "\n",
       "     .severe-drift-circle-color {\n",
       "         background: #D40D00;\n",
       "     }\n",
       "\n",
       "     .moderate-drift-circle-color {\n",
       "         background: #F5843C;\n",
       "     }\n",
       "\n",
       "     .mild-drift-circle-color {\n",
       "         background: #F2C142;\n",
       "     }\n",
       "\n",
       "     .minimal-drift-circle-color {\n",
       "         background: #ABCA52;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item {\n",
       "         padding-right: 20px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-title {\n",
       "       font-family: Arial;\n",
       "       font-weight: bold;\n",
       "       font-size: 16px;\n",
       "       line-height: 130%;\n",
       "       color: #313B3D;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item-count {\n",
       "       font-family: Arial;\n",
       "       font-weight: bold;\n",
       "       font-size: 14px;\n",
       "       line-height: 16px;\n",
       "       color: #000000;\n",
       "       padding-right: 8px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item-name {\n",
       "       font-family: Arial;\n",
       "       font-style: normal;\n",
       "       font-weight: normal;\n",
       "       font-size: 12px;\n",
       "       line-height: 14px;\n",
       "       color: #000000;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item-range {\n",
       "       font-family: Arial;\n",
       "       font-style: normal;\n",
       "       font-weight: normal;\n",
       "       font-size: 11px;\n",
       "       line-height: 13px;\n",
       "       color: #6C757D;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input {\n",
       "       display: flex;\n",
       "       align-items: center;\n",
       "       background: rgba(255, 255, 255, 0.7);\n",
       "       border: 1px solid #DBE5E7;\n",
       "       box-sizing: border-box;\n",
       "       border-radius: 4px;\n",
       "       width: 170px;\n",
       "       padding-left: 10px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input img{\n",
       "       margin-right: 5px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input input::placeholder {\n",
       "       font-family: Arial;\n",
       "       font-weight: normal;\n",
       "       font-size: 13px;\n",
       "       line-height: 16px;\n",
       "       color: #313B3D;\n",
       "     }\n",
       "\n",
       "     .close-filter-button {\n",
       "       display: flex;\n",
       "       justify-content: center;\n",
       "       align-items: center;\n",
       "       background: rgba(255, 255, 255, 0.7);\n",
       "       border: 1px solid #369BAC;\n",
       "       box-sizing: border-box;\n",
       "       border-radius: 4px;\n",
       "       width: 40px;\n",
       "       height: 40px;\n",
       "       cursor: pointer;\n",
       "       margin-left: 10px;\n",
       "     }\n",
       "\n",
       "     .filter-options-title {\n",
       "       width: 240px;\n",
       "     }\n",
       "\n",
       "     .filter-options-title p {\n",
       "       margin: 0;\n",
       "     }\n",
       "\n",
       "     .dropdown-container {\n",
       "       position: absolute;\n",
       "       right: 18px;\n",
       "       z-index: 999;\n",
       "       background: #FFFFFF;\n",
       "       border: 1px solid #DBE5E7;\n",
       "       box-sizing: border-box;\n",
       "       box-shadow: 0px 2px 8px rgba(0, 0, 0, 0.05);\n",
       "       border-radius: 4px;\n",
       "       padding: 10px !important;\n",
       "       border: none !important;\n",
       "     }\n",
       "\n",
       "     .form-check-input:checked {\n",
       "       background-color: #0E7384;\n",
       "       border-color: #0E7384;\n",
       "     }\n",
       "\n",
       "     .form-check-input[type=checkbox] {\n",
       "       border-radius: 2px;\n",
       "     }\n",
       "\n",
       "      .justify-content-center {\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__graph-wrap {\n",
       "        width: 0;\n",
       "      }\n",
       "\n",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 85%;\n",
       "        padding-bottom: 17%;\n",
       "        vertical-align: top;\n",
       "        overflow: hidden;\n",
       "      }\n",
       "\n",
       "      .svg-content-responsive {\n",
       "        display: inline-block;\n",
       "        position: absolute;\n",
       "        left: 0;\n",
       "      }\n",
       "\n",
       "      .reference-table-head {\n",
       "        min-width: 250px;\n",
       "      }\n",
       "\n",
       "      .wl__dropdown_arrow-icon {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: -4px;\n",
       "        right: -4px;\n",
       "        padding: 5.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: white;\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .notif-circle {\n",
       "        position: absolute;\n",
       "        top: 2px;\n",
       "        right: 2px;\n",
       "        padding: 3.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: #F2994A;\n",
       "      }\n",
       "\n",
       "\n",
       "      .header-title {\n",
       "        font-size: 26px;\n",
       "        font-weight: 700;\n",
       "        color: #444444;\n",
       "      }\n",
       "\n",
       "      .statistic-number-title {\n",
       "        font-family: Arial;\n",
       "        font-weight: normal;\n",
       "        font-size: 14px;\n",
       "        line-height: 20px;\n",
       "        color: #6C757D;\n",
       "      }\n",
       "\n",
       "      .statistic-number {\n",
       "        font-family: Arial;\n",
       "        font-weight: bold;\n",
       "        font-size: 20px;\n",
       "        line-height: 140%;\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "        color: #0E7384;\n",
       "      }\n",
       "\n",
       "      .statistic-measurement {\n",
       "        font-size: 15px !important;\n",
       "        margin-left: 3px;\n",
       "      }\n",
       "\n",
       "      .statistic-measurement-percent {\n",
       "        font-size: 15px !important;\n",
       "      }\n",
       "\n",
       "      .question-mark {\n",
       "        font-size: 10px;\n",
       "        font-weight: 900;\n",
       "        color: #0E7384;\n",
       "        border-radius: 50px;\n",
       "        border: 2px solid #0E7384;\n",
       "        padding: 0px 4px;\n",
       "        transition: 0.5s;\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .question-mark:hover {\n",
       "        color: white;\n",
       "        background: #0E7384;\n",
       "        border: 2px solid none;\n",
       "        transition: 0.5s;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number {\n",
       "        position: relative;\n",
       "        display: inline-block;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number .tooltiptext {\n",
       "        visibility: hidden;\n",
       "        background: black;\n",
       "        color: white;\n",
       "        border: 1px solid black;\n",
       "        text-align: start;\n",
       "        padding: 3px;\n",
       "        position: absolute;\n",
       "        z-index: 1002;\n",
       "        top: 0;\n",
       "        left: 100%;\n",
       "        margin-left: 5px;\n",
       "        opacity: 0;\n",
       "        transition: opacity 0.5s;\n",
       "        font-size: 13px;\n",
       "        font-weight: normal;\n",
       "        line-height: 100%;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number:hover .tooltiptext {\n",
       "        visibility: visible;\n",
       "        opacity: 1;\n",
       "      }\n",
       "\n",
       "      .display-flex {\n",
       "        display: flex;\n",
       "      }\n",
       "\n",
       "      .flex-direction-column {\n",
       "        flex-direction: column;\n",
       "      }\n",
       "\n",
       "      .justify-content-space-between {\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .justify-content-center {\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .align-items-center {\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .padding-right-30 {\n",
       "        padding-right: 30px;\n",
       "      }\n",
       "\n",
       "      .padding-5 {\n",
       "        padding: 5px;\n",
       "      }\n",
       "\n",
       "      .text-color {\n",
       "        color: var(--secondaryLight1000);\n",
       "      }\n",
       "\n",
       "      .error-message {\n",
       "        display: flex;\n",
       "        justify-content: center;\n",
       "        align-items: center;\n",
       "        color: rgb(255, 114, 71);\n",
       "        font-size: 30px;\n",
       "        font-weight: 900;\n",
       "      }\n",
       "\n",
       "      @media screen and (min-width: 500px) {\n",
       "        .desktop-content {\n",
       "          display: block;\n",
       "        }\n",
       "        .no-responsive {\n",
       "          display: none;\n",
       "        }\n",
       "      }\n",
       "    &lt;/style&gt;\n",
       "  &lt;/head&gt;\n",
       "\n",
       "  &lt;body id=&quot;generated-html&quot;&gt;&lt;/body&gt;\n",
       "\n",
       "  &lt;script id=&quot;entry-template&quot; type=&quot;text/x-handlebars-template&quot;&gt;\n",
       "    \n",
       "      &lt;div class=&quot;desktop-content&quot;&gt;\n",
       "        &lt;div class=&quot;container-fluid&quot;&gt;\n",
       "          &lt;div class=&quot;feature-summary-statistics-wrap&quot;&gt;\n",
       "            &lt;div class=&quot;feature-summary-statistics&quot;&gt;\n",
       "              &lt;div class=&quot;mb-4&quot;&gt;\n",
       "                  &lt;strong class=&quot;header-title&quot;&gt;Profile Summary&lt;/strong&gt;\n",
       "              &lt;/div&gt;\n",
       "              &lt;div class=&quot;display-flex statistics&quot;&gt;\n",
       "                  &lt;div class=&quot;padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Observations\n",
       "                    &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                      &lt;span class=&quot;question-mark&quot;&gt;?&lt;/span&gt;\n",
       "                    &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                     &lt;div class=&quot;mb-1&quot;&gt;The sum of counts for each feature. For a single dataframe, it is equal to the number of cells, i.e., rows * columns.&lt;/div&gt;\n",
       "                    &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{{observations this}}}&lt;/div&gt;\n",
       "\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Missing Cells&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "                      {{{missingCells this}}}\n",
       "                      &lt;div&gt;{{{missingCellsPercentage this}}}&lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "          &lt;div class=&quot;row&quot;&gt;\n",
       "            &lt;div class=&quot;main&quot;&gt;\n",
       "              &lt;div class=&quot;wl-compare-profile&quot; id=&quot;compare-profile&quot;&gt;\n",
       "               &lt;div class=&quot;drift-detection-wrap&quot;&gt;\n",
       "                 &lt;div class=&quot;drift-detection display-flex&quot;&gt;\n",
       "                   &lt;div class=&quot;drift-detection-info flex-direction-colum&quot;&gt;\n",
       "                     &lt;div class=&quot;drift-detection-info-title-wrap display-flex&quot;&gt;\n",
       "                       &lt;p class=&quot;drift-detection-info-title&quot;&gt;\n",
       "                         Drift detected in\n",
       "                         &lt;span class=&quot;drift-count&quot;&gt;&lt;/span&gt;\n",
       "                         of\n",
       "                         &lt;span class=&quot;all-features&quot;&gt;&lt;/span&gt;\n",
       "                         features\n",
       "                       &lt;/p&gt;\n",
       "                     &lt;/div&gt;\n",
       "                     &lt;div class=&quot;drift-detection-info-drifts display-flex&quot; id=&quot;drift-detection-info-drifts&quot;&gt;\n",
       "                     &lt;/div&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;drift-detection-search-input-wrap display-flex&quot;&gt;\n",
       "                     &lt;div class=&quot;drift-detection-search-input search-input&quot;&gt;\n",
       "                       &lt;input type=&quot;text&quot; id=&quot;wl__feature-search&quot; placeholder=&quot;Quick search...&quot;/&gt;\n",
       "                       &lt;img src=&quot;data:image/png;base64,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&quot;/&gt;\n",
       "                     &lt;/div&gt;\n",
       "                     &lt;div class=&quot;wl__dropdown_arrow-icon&quot;&gt;\n",
       "                       &lt;div onclick=&quot;openFilter()&quot; class=&quot;close-filter-button&quot;&gt;\n",
       "                         &lt;div class=&quot;display-flex close-filter-icon d-none&quot;&gt;\n",
       "                           &lt;img src=&quot;data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAsAAAALCAYAAACprHcmAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAADFSURBVHgBfY+xDcIwEEXvnLQBZQkYAEhDwwKpEEK0CCZgAEjJCEmgjYSAygxAHTZgFRSOsyUjY5mcZFnn/+78PwBXf3+MoKWUPuYjVBPFnTwpr9t/oNJfcTfXsAhRAlDqDhhQIPYgpAqNMDqcUqSAYZT1epr9gAHt6uXshvYme4DYHQJNDKh0dD0m5WXB10Y3Fqjtuh7fROn3oREDWxfeMLyRsMnc0OgDzdduaA0Pi3Plgr7Q2kaAePeBqh6rueSNBVt6fgCwBV1JLF3rlAAAAABJRU5ErkJggg==&quot;/&gt;\n",
       "                         &lt;/div&gt;\n",
       "                         &lt;div class=&quot;display-flex filter-icon&quot;&gt;\n",
       "                           &lt;img src=&quot;data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAPCAYAAADtc08vAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAACSSURBVHgBrZLBCYAwDEWTUjw7igcdwI1cxkNXUJzBEVzFAbSVKoKmaVrEB6GHJv/w+AACtRk7P9IONv1QOYUl96k0zv61m2tjARoLtSDI3EFsgIJ4uoXrMLazO72CRG2mzg/8BSdVlEjhpGZJjAWdAZJECpWalEhJSs1pHuUlMad5FFai1Lwg4Ckx1TxKIPFL8w55mEWd8VjPGAAAAABJRU5ErkJggg==&quot;/&gt;\n",
       "                         &lt;/div&gt;\n",
       "                       &lt;/div&gt;\n",
       "                       &lt;span class=&quot;notif-circle-container&quot;&gt;\n",
       "                         &lt;span class=&quot;notif-circle&quot;&gt;&lt;/span&gt;\n",
       "                       &lt;/span&gt;\n",
       "                     &lt;/div&gt;\n",
       "                   &lt;/div&gt;\n",
       "                 &lt;/div&gt;\n",
       "               &lt;/div&gt;\n",
       "               &lt;div class=&quot;dropdown-container flex-direction-colum mb-2 d-none&quot; id=&quot;dropdown-container&quot;&gt;\n",
       "                 &lt;div class=&quot;filter-options&quot;&gt;\n",
       "                   &lt;div class=&quot;filter-options-title space-between dropdown&quot;&gt;\n",
       "                     &lt;p&gt;Filter by type&lt;/p&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;form-check mb-1 mt-2&quot;&gt;\n",
       "                     &lt;input\n",
       "                       class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                       type=&quot;checkbox&quot;\n",
       "                       name=&quot;checkbox&quot;\n",
       "                       value=&quot;Nodrift&quot;\n",
       "                       id=&quot;nodrift&quot;\n",
       "                       checked\n",
       "                     /&gt;\n",
       "                     &lt;label class=&quot;form-check-label&quot; for=&quot;nodrift&quot;&gt;\n",
       "                       No evidence of drift (&lt;span class=&quot;wl__feature-count--nodrift&quot;&gt;{{getNoDriftCount}}&lt;/span&gt;)\n",
       "                     &lt;/label&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                     &lt;input\n",
       "                       class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                       type=&quot;checkbox&quot;\n",
       "                       name=&quot;checkbox&quot;\n",
       "                       value=&quot;Possibledrift&quot;\n",
       "                       id=&quot;possibledrift&quot;\n",
       "                       checked\n",
       "                     /&gt;\n",
       "                     &lt;label class=&quot;form-check-label&quot; for=&quot;possibledrift&quot;&gt;\n",
       "                       Possible drift (&lt;span\n",
       "                         class=&quot;wl__feature-count--possibledrift&quot;\n",
       "                       &gt;{{getPossibleDriftCount}}&lt;/span&gt;)\n",
       "                     &lt;/label&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                     &lt;input\n",
       "                       class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                       type=&quot;checkbox&quot;\n",
       "                       name=&quot;checkbox&quot;\n",
       "                       value=&quot;Detecteddrift&quot;\n",
       "                       id=&quot;detecteddrift&quot;\n",
       "                       checked\n",
       "                     /&gt;\n",
       "                     &lt;label class=&quot;form-check-label&quot; for=&quot;detecteddrift&quot;&gt;\n",
       "                       Detected drift (&lt;span class=&quot;wl__feature-count--drift&quot;&gt;{{getDriftCount}}&lt;/span&gt;)\n",
       "                     &lt;/label&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                    &lt;input\n",
       "                      class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                      type=&quot;checkbox&quot;\n",
       "                      name=&quot;checkbox&quot;\n",
       "                      value=&quot;Unknowndrift&quot;\n",
       "                      id=&quot;unknowndrift&quot;\n",
       "                      checked\n",
       "                    /&gt;\n",
       "                    &lt;label class=&quot;form-check-label&quot; for=&quot;unknowndrift&quot;&gt;\n",
       "                      Unknown (&lt;span\n",
       "                        class=&quot;wl__feature-count--unknown&quot;\n",
       "                      &gt;{{getUnknownDriftCount}}&lt;/span&gt;)\n",
       "                    &lt;/label&gt;\n",
       "                  &lt;/div&gt;\n",
       "\n",
       "                 &lt;/div&gt;\n",
       "               &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "              &lt;div class=&quot;wl-table-wrap&quot; id=&quot;table-content&quot;&gt;\n",
       "                &lt;div class=&quot;wl-table&quot;&gt;\n",
       "                  &lt;div class=&quot;wl-table-heading&quot;&gt;\n",
       "                    &lt;div class=&quot;wl-table-row wl-table-row--bottom-shadow&quot;&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper&quot;&gt;\n",
       "                        &lt;div class=&quot;wl-table-head table-border-none graph-table-head&quot;&gt;Target&lt;/div&gt;\n",
       "                        &lt;div class=&quot;wl-table-head table-border-none reference-table-head&quot;&gt;Reference&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-center&quot; style=&quot;cursor: pointer;&quot; id=&quot;diff-from-ref&quot;&gt;\n",
       "                        &lt;div class=&quot;pvalue&quot;&gt;Drift Score\n",
       "                          &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                            &lt;span class=&quot;question-mark&quot;&gt;?&lt;/span&gt;\n",
       "                          &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                           &lt;div class=&quot;mb-1&quot;&gt;Drift is evaluated against pvalue, if present, and against statistic otherwise.&lt;/div&gt;\n",
       "                          &lt;/span&gt;\n",
       "                        &lt;/div&gt;\n",
       "                        &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Data Drift&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Total count&lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;ul class=&quot;wl-table-body wl__table-body&quot; id=&quot;table-body&quot;&gt;\n",
       "{{#each this.columns}}                    &lt;li\n",
       "                    {{#if this.numberSummary}} class=&quot;wl-table-row wl-table-row--clickable&quot; {{else}} class=&quot;wl-table-row&quot; {{/if}}\n",
       "                    data-feature-name={{@key}}\n",
       "                    data-drift-category={{driftCategory this}}\n",
       "                    data-scroll-to-feature-name={{@key}}\n",
       "                    data-p-value={{getpvalue this}}\n",
       "                  &gt;\n",
       "                      &lt;div class=&quot;wl-table-cell wl-table-cell__graph-wrap&quot;&gt;\n",
       "                        &lt;div class=&quot;wl-table-cell__title-wrap&quot;&gt;\n",
       "                          &lt;h4 class=&quot;wl-table-cell__title&quot;&gt;{{@key}}&lt;/h4&gt;\n",
       "                          &lt;div&gt;&lt;/div&gt;\n",
       "                        &lt;/div&gt;\n",
       "                          &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                              {{{getGraphHtml this}}}\n",
       "                              {{{getReferenceGraphHtml this}}}\n",
       "                          &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;diff-from-ref-table-cell wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                        style=&quot;max-width: 270px; padding-right: 18px&quot;\n",
       "                      &gt;&lt;div class=&quot;wl-table-cell__bedge-wrap text-align-end&quot;&gt;\n",
       "                           {{{getDiffFromRef this}}}\n",
       "                        &lt;/div&gt;&lt;/div&gt;&lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{getDriftCategory this}}\n",
       "                        &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                          &lt;span class=&quot;question-mark&quot;&gt;?&lt;/span&gt;\n",
       "                        &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                        &lt;div class=&quot;mb-1&quot;&gt;&lt;pre class=&quot;mb-1&quot;&gt;{{getThresholds this}}&lt;/pre&gt;&lt;/div&gt;\n",
       "                        &lt;/span&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{totalCount this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                    &lt;/li&gt;\n",
       "{{/each}}                  &lt;/ul&gt;\n",
       "                &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "        &lt;/div&gt;\n",
       "      &lt;/div&gt;\n",
       "      &lt;div class=&quot;no-responsive&quot;&gt;\n",
       "        &lt;div class=&quot;no-responsive__content&quot;&gt;\n",
       "          &lt;h1 class=&quot;no-responsive__title&quot;&gt;Hold on! :)&lt;/h1&gt;\n",
       "          &lt;p class=&quot;no-responsive__text&quot;&gt;\n",
       "            It looks like your current screen size or device is not yet supported by the WhyLabs Sandbox. The Sandbox is\n",
       "            best experienced on a desktop computer. Please try maximizing this window or switching to another device. We\n",
       "            are working on adding support for a larger variety of devices.\n",
       "          &lt;/p&gt;\n",
       "        &lt;/div&gt;\n",
       "      &lt;/div&gt;\n",
       "    \n",
       "  &lt;/script&gt;\n",
       "\n",
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       "\n",
       "  &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/6.7.0/d3.min.js&quot; integrity=&quot;sha512-cd6CHE+XWDQ33ElJqsi0MdNte3S+bQY819f7p3NUHgwQQLXSKjE4cPZTeGNI+vaxZynk1wVU3hoHmow3m089wA==&quot; crossorigin=&quot;anonymous&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/script&gt;\n",
       "\n",
       "  &lt;script&gt;\n",
       "    const getReferenceProfile = () =&gt; { return {&quot;columns&quot;: {&quot;a&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.0, &quot;end&quot;: 3.0000003, &quot;width&quot;: 0, &quot;counts&quot;: [39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27], &quot;max&quot;: 3.0, &quot;min&quot;: 1.0, &quot;bins&quot;: [1.0, 1.080000012, 1.160000024, 1.240000036, 1.320000048, 1.40000006, 1.480000072, 1.560000084, 1.640000096, 1.7200001079999998, 1.80000012, 1.880000132, 1.9600001439999999, 2.0400001559999996, 2.120000168, 2.20000018, 2.280000192, 2.360000204, 2.4400002159999996, 2.520000228, 2.60000024, 2.680000252, 2.760000264, 2.8400002759999996, 2.9200002879999998, 3.0000003], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: {&quot;algorithm&quot;: &quot;ks&quot;, &quot;pvalue&quot;: 1.0, &quot;statistic&quot;: 0, &quot;thresholds&quot;: {&quot;NO_DRIFT&quot;: [0.15, 1], &quot;POSSIBLE_DRIFT&quot;: [0.05, 0.15], &quot;DRIFT&quot;: [0, 0.05]}, &quot;drift_category&quot;: &quot;NO_DRIFT&quot;, &quot;primary_value&quot;: 1.0}, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;b&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;a&quot;, &quot;estimate&quot;: 57}, {&quot;value&quot;: &quot;b&quot;, &quot;estimate&quot;: 43}], &quot;drift_from_ref&quot;: {&quot;algorithm&quot;: &quot;chi-square&quot;, &quot;pvalue&quot;: 0.8936946693232326, &quot;statistic&quot;: 0.017857142857142856, &quot;thresholds&quot;: {&quot;NO_DRIFT&quot;: [0.15, 1], &quot;POSSIBLE_DRIFT&quot;: [0.05, 0.15], &quot;DRIFT&quot;: [0, 0.05]}, &quot;drift_category&quot;: &quot;NO_DRIFT&quot;, &quot;primary_value&quot;: 0.8936946693232326}, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: null}, &quot;c&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 5.535686500857118e-05, &quot;end&quot;: 0.9923964981282725, &quot;width&quot;: 0, &quot;counts&quot;: [5, 3, 5, 3, 3, 7, 2, 1, 6, 4, 2, 8, 5, 6, 1, 5, 1, 4, 6, 3, 0, 4, 7, 2, 7], &quot;max&quot;: 0.9923963988886326, &quot;min&quot;: 5.535686500857118e-05, &quot;bins&quot;: [5.535686500857118e-05, 0.039749002515539124, 0.07944264816606968, 0.11913629381660024, 0.15882993946713078, 0.19852358511766133, 0.2382172307681919, 0.2779108764187224, 0.317604522069253, 0.35729816771978357, 0.3969918133703141, 0.43668545902084466, 0.47637910467137523, 0.5160727503219058, 0.5557663959724363, 0.5954600416229668, 0.6351536872734974, 0.674847332924028, 0.7145409785745586, 0.754234624225089, 0.7939282698756196, 0.8336219155261502, 0.8733155611766807, 0.9130092068272113, 0.9527028524777419, 0.9923964981282724], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: {&quot;algorithm&quot;: &quot;ks&quot;, &quot;pvalue&quot;: 1.0, &quot;statistic&quot;: 0, &quot;thresholds&quot;: {&quot;NO_DRIFT&quot;: [0.15, 1], &quot;POSSIBLE_DRIFT&quot;: [0.05, 0.15], &quot;DRIFT&quot;: [0, 0.05]}, &quot;drift_category&quot;: &quot;NO_DRIFT&quot;, &quot;primary_value&quot;: 1.0}, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;d&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;xy&quot;, &quot;estimate&quot;: 53}, {&quot;value&quot;: &quot;z&quot;, &quot;estimate&quot;: 47}], &quot;drift_from_ref&quot;: {&quot;algorithm&quot;: &quot;chi-square&quot;, &quot;pvalue&quot;: 1.0, &quot;statistic&quot;: 0.0, &quot;thresholds&quot;: {&quot;NO_DRIFT&quot;: [0.15, 1], &quot;POSSIBLE_DRIFT&quot;: [0.05, 0.15], &quot;DRIFT&quot;: [0, 0.05]}, &quot;drift_category&quot;: &quot;NO_DRIFT&quot;, &quot;primary_value&quot;: 1.0}, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: null}}, &quot;properties&quot;: {&quot;observations&quot;: 400, &quot;missing_cells&quot;: 0, &quot;missing_percentage&quot;: 0.0}} }\n",
       "    const referenceProfile = getReferenceProfile()\n",
       "\n",
       "    function fixNumberTo(number, decimals = 3) {\n",
       "      const fractionalDigits = String(number % 1).split(&#x27;&#x27;).slice(2, 2 + decimals).join(&#x27;&#x27;)\n",
       "      return `${Math.trunc(number)}.${fractionalDigits}`\n",
       "    }\n",
       "\n",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, data, bottomMargin=20, topMargin=5) {\n",
       "          this.MARGIN = {\n",
       "            TOP: topMargin,\n",
       "            RIGHT: 5,\n",
       "            BOTTOM: bottomMargin,\n",
       "            LEFT: 55,\n",
       "          };\n",
       "          this.SVG_WIDTH = width;\n",
       "          this.SVG_HEIGHT = height;\n",
       "          this.CHART_WIDTH = this.SVG_WIDTH - this.MARGIN.LEFT - this.MARGIN.RIGHT;\n",
       "          this.CHART_HEIGHT = this.SVG_HEIGHT - this.MARGIN.TOP - this.MARGIN.BOTTOM;\n",
       "          this.svgEl = d3.create(&quot;svg&quot;)\n",
       "             .attr(&quot;preserveAspectRatio&quot;, &quot;xMinYMin meet&quot;)\n",
       "             .attr(&quot;viewBox&quot;, &quot;30 0 240 400&quot;)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max(data, (d) =&gt; Math.abs(d.axisY));\n",
       "          this.xScale = d3\n",
       "            .scaleBand()\n",
       "            .domain(data.map((d) =&gt; d.axisX))\n",
       "            .range([this.MARGIN.LEFT, this.MARGIN.LEFT + this.CHART_WIDTH]);\n",
       "          this.yScale = d3\n",
       "            .scaleLinear()\n",
       "            .domain([0, this.maxYValue * 1.02])\n",
       "            .range([this.CHART_HEIGHT, 0]);\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function generateChart(data, height = 70, width = 250, index = 0, referenceProfileExist = false) {\n",
       "        const sizes = new GenerateChartParams(height, width, data, 5)\n",
       "        const {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          maxYValue,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "\n",
       "        // Add the y Axis\n",
       "        if (!referenceProfileExist) {\n",
       "          svgEl\n",
       "            .append(&quot;g&quot;)\n",
       "            .attr(&quot;transform&quot;, &quot;translate(&quot; + MARGIN.LEFT + &quot;, &quot; + MARGIN.TOP + &quot;)&quot;)\n",
       "            .call(d3.axisLeft(yScale).tickValues([0, maxYValue/2, maxYValue]))\n",
       "            .selectAll(&quot;text&quot;)\n",
       "            .style(&quot;font-size&quot;, &quot;8&quot;)\n",
       "        }\n",
       "\n",
       "        const gChart = svgEl.append(&quot;g&quot;);\n",
       "        gChart\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot; + 20 + &quot;, &quot; + 0 + &quot;)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(data)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, xScale.bandwidth() - 1)\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, (d) =&gt; xScale(d.axisX))\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP)\n",
       "          .attr(&quot;fill&quot;, rectColors[index]);\n",
       "\n",
       "        return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "        if (column.histogram) {\n",
       "          column.histogram.counts.slice(0, 30).forEach((count, index) =&gt; {\n",
       "            data.push({\n",
       "              axisY: count,\n",
       "              axisX: index,\n",
       "            });\n",
       "          });\n",
       "        } else if (column.frequentItems) {\n",
       "          Object.entries(column.frequentItems).forEach(([key, {value, estimate}], index) =&gt; {\n",
       "              data.push({\n",
       "                axisY: estimate,\n",
       "                axisX: value,\n",
       "              });\n",
       "            });\n",
       "        }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function graph(column, key, referenceColumn) {\n",
       "        let data = [];\n",
       "        const columnKey = key.data.key\n",
       "        let chartValue = false\n",
       "        let chartColor = undefined\n",
       "        if(!!referenceColumn){\n",
       "          column = referenceColumn.columns[columnKey]\n",
       "          chartValue = true\n",
       "          chartColor = 1\n",
       "        } else if (referenceColumn === undefined) {\n",
       "          column = &quot;&quot;\n",
       "        }\n",
       "\n",
       "        if (column.histogram || column.frequentItems) {\n",
       "          data = chartData(column)\n",
       "        } else if (referenceColumn === null ) {\n",
       "            $(&quot;.svg-container&quot;).css(&quot;padding-bottom&quot;, &quot;0&quot;)\n",
       "            return &#x27;&lt;span class=&quot;wl-table-cell__bedge-wrap&quot;&gt;No data to show the chart&lt;/span&gt;&#x27;;\n",
       "        } else if (referenceColumn === undefined) {\n",
       "            $(document).ready(function() {\n",
       "              $(&quot;.reference-table-head&quot;).addClass(&quot;d-none&quot;)\n",
       "            });\n",
       "            return &#x27;&#x27;\n",
       "        } else if (referenceColumn.frequentItems === undefined){\n",
       "            return &#x27;&#x27;;\n",
       "        }\n",
       "        return `\n",
       "          &lt;div class=&quot;svg-container&quot;&gt;\n",
       "            ${generateChart(data, ...[,,], chartColor, chartValue)}\n",
       "          &lt;/div&gt;\n",
       "        `;\n",
       "      }\n",
       "\n",
       "      function formatLabelDate(timestamp) {\n",
       "        const date = new Date(timestamp);\n",
       "        const format = d3.timeFormat(&quot;%Y-%m-%d %I:%M:%S %p %Z&quot;);\n",
       "        return format(date);\n",
       "      }\n",
       "\n",
       "      const driftCountElement = (driftCount, driftColor, driftName, driftRange) =&gt; `\n",
       "      &lt;div class=&quot;display-flex flex-direction-column&quot;&gt;\n",
       "        &lt;div class=&quot;drift-detection-info-drifts-item display-flex align-items&quot;&gt;\n",
       "          &lt;div class=&quot;drift-detection-info-drifts-item-text display-flex align-items&quot;&gt;\n",
       "            &lt;p class=&quot;drift-detection-info-drifts-item-count mb-0&quot;&gt;${driftCount}&lt;/p&gt;\n",
       "            &lt;p class=&quot;drift-detection-info-drifts-item-range display-flex justify-content-center mb-0&quot;&gt;${driftRange}&lt;/p&gt;\n",
       "          &lt;/div&gt;\n",
       "        &lt;/div&gt;\n",
       "      &lt;/div&gt;\n",
       "      `\n",
       "\n",
       "      const drifts = {\n",
       "        severe: {\n",
       "          count: 0,\n",
       "          range: &quot;with detected drift&quot;,\n",
       "        },\n",
       "        moderate: {\n",
       "          count: 0,\n",
       "          range: &quot;with possible drift&quot;,\n",
       "        },\n",
       "        mild: {\n",
       "          count: 0,\n",
       "          range: &quot;with no evidence of drift&quot;,\n",
       "        }\n",
       "      };\n",
       "\n",
       "      const countOfDrifts = (drift_from_ref, increment = true) =&gt; {\n",
       "        drift_class = drift_from_ref.drift_category\n",
       "        if (drift_class==&quot;NO_DRIFT&quot;) {\n",
       "          if (increment){Object.values(drifts)[2].count++}\n",
       "          return 0\n",
       "        }\n",
       "        if (drift_class==&quot;POSSIBLE_DRIFT&quot;) {\n",
       "          if (increment){Object.values(drifts)[1].count++}\n",
       "          return 1\n",
       "        }\n",
       "        if (drift_class==&quot;DRIFT&quot;) {\n",
       "          if (increment){Object.values(drifts)[0].count++}\n",
       "          return 2\n",
       "        }\n",
       "      }\n",
       "\n",
       "    abbreviate_number = function(value, fixed = 0) {\n",
       "      value = +value\n",
       "      if (value === null) { return null; } // terminate early\n",
       "      if (value === 0) { return &#x27;0&#x27;; } // terminate early\n",
       "      fixed = (!fixed || fixed &lt; 0) ? 0 : fixed; // number of decimal places to show\n",
       "      var b = (value).toPrecision(2).split(&quot;e&quot;), // get power\n",
       "          k = b.length === 1 ? 0 : Math.floor(Math.min(b[1].slice(1), 14) / 3), // floor at decimals, ceiling at trillions\n",
       "          c = k &lt; 1 ? value.toFixed(0 + fixed) : (value / Math.pow(10, k * 3) ).toFixed(1 + fixed), // divide by power\n",
       "          d = c &lt; 0 ? c : Math.abs(c), // enforce -0 is 0\n",
       "          newValue = d,\n",
       "          suffixe = [&#x27;&#x27;, &#x27;K&#x27;, &#x27;M&#x27;, &#x27;B&#x27;, &#x27;T&#x27;][k]; // append power\n",
       "      return {value, newValue, suffixe};\n",
       "    }\n",
       "\n",
       "     function formatBytes(bytes, decimals = 2) {\n",
       "       let newValue,\n",
       "       suffixe = &quot;&quot;\n",
       "       if (bytes === 0) return &#x27;0 Bytes&#x27;;\n",
       "\n",
       "       const k = 1024;\n",
       "       const dm = decimals &lt; 0 ? 0 : decimals;\n",
       "       const sizes = [&#x27;Bytes&#x27;, &#x27;KiB&#x27;, &#x27;MB&#x27;, &#x27;GB&#x27;, &#x27;TB&#x27;, &#x27;PB&#x27;, &#x27;EB&#x27;, &#x27;ZB&#x27;, &#x27;YB&#x27;];\n",
       "\n",
       "       const i = Math.floor(Math.log(bytes) / Math.log(k));\n",
       "       newValue = parseFloat((bytes / Math.pow(k, i)).toFixed(dm));\n",
       "       suffixe = sizes[i]\n",
       "       return {bytes, newValue, suffixe};\n",
       "     }\n",
       "\n",
       "     const valueSuffixe = (newNumber) =&gt; `\n",
       "       &lt;div class=&quot;statistic-measurement&quot;&gt;\n",
       "        ${newNumber}\n",
       "       &lt;/div&gt;`\n",
       "     const valueNumber = (newNumber) =&gt; `\n",
       "       &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "        ${newNumber}\n",
       "       &lt;/div&gt;`\n",
       "\n",
       "     const numberWithSuffixe = (number, newNumber, suffixe) =&gt;\n",
       "       `&lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "          &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "             ${newNumber}\n",
       "            &lt;div class=&quot;statistic-measurement&quot;&gt;${suffixe}&lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "          &lt;span class=&quot;tooltiptext&quot;&gt;${number}&lt;/span&gt;\n",
       "        &lt;/div&gt;`\n",
       "\n",
       "     Handlebars.registerHelper(&quot;observations&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(referenceProfile.properties.observations)\n",
       "       return numberWithSuffixe(value, valueNumber(newValue), valueNumber(suffixe));\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;missingCells&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(referenceProfile.properties.missing_cells)\n",
       "       if (typeof value !== &#x27;undefined&#x27; &amp;&amp; typeof newValue !== &#x27;undefined&#x27;  &amp;&amp; typeof suffixe !== &#x27;undefined&#x27; ) {\n",
       "        return numberWithSuffixe(value, valueSuffixe(`${newValue}`), suffixe);\n",
       "       }\n",
       "       return numberWithSuffixe(0, valueNumber(0), valueNumber(&#x27;&#x27;));\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;missingCellsPercentage&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(referenceProfile.properties.missing_percentage)\n",
       "       if (typeof value !== &#x27;undefined&#x27; &amp;&amp; typeof newValue !== &#x27;undefined&#x27;  &amp;&amp; typeof suffixe !== &#x27;undefined&#x27; ) {\n",
       "        return numberWithSuffixe(value, valueSuffixe(`(${newValue}%)`), suffixe);\n",
       "       }\n",
       "       return numberWithSuffixe(0, valueSuffixe(`(${0}%)`), &#x27;&#x27;);\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;getProfileTimeStamp&quot;, function (properties) {\n",
       "       return formatLabelDate(+properties.properties.dataTimestamp)\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;getProfileName&quot;, function (properties) {\n",
       "       return properties.properties.tags.name\n",
       "     });\n",
       "\n",
       "      let driftCount = 0;\n",
       "      const diffFromRefTableElement = (driftFromRefNumber, circleColor) =&gt; `\n",
       "         &lt;div class=&quot;text-color padding-5 text-align-center justify-content-center&quot;&gt;\n",
       "          &lt;pre class=&quot;mb-1&quot;&gt; ${driftFromRefNumber} &lt;/pre&gt;\n",
       "         &lt;/div&gt;\n",
       "       `\n",
       "\n",
       "       const cheqValueTypeNumber = (profile, profileValue) =&gt; {\n",
       "         let validValue;\n",
       "         if (profile &amp;&amp; profileValue !== undefined &amp;&amp; typeof profileValue === &quot;number&quot;) {\n",
       "           return true\n",
       "         } else if (profileValue !== undefined &amp;&amp; typeof profileValue !== &quot;number&quot;) {\n",
       "           return false\n",
       "         }\n",
       "       }\n",
       "\n",
       "       const cheqDriftFromRef = (profile, driftFromRef) =&gt; {\n",
       "        if (profile &amp;&amp; driftFromRef){\n",
       "          console.log(&quot;drift from ref true&quot;)\n",
       "          return true\n",
       "        }\n",
       "        else {\n",
       "          console.log(&quot;drift from ref false&quot;)\n",
       "          return false\n",
       "        }\n",
       "       }\n",
       "\n",
       "       Handlebars.registerHelper(&quot;getpvalue&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        if (cheqDriftFromRef(referenceProfile, drift_from_ref)){\n",
       "          if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "          const driftFromRefNumber = drift_from_ref.primary_value.toPrecision(2)\n",
       "          return Number(driftFromRefNumber)\n",
       "\n",
       "        }\n",
       "        }\n",
       "        else {\n",
       "          return &quot;-&quot;\n",
       "        }\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDriftCategory&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        const categories = {\n",
       "          0: &quot;No evidence of drift&quot;,\n",
       "          1: &quot;Possible drift&quot;,\n",
       "          2: &quot;Detected drift&quot;\n",
       "        }\n",
       "        if (cheqDriftFromRef(referenceProfile, drift_from_ref)){\n",
       "          if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "            const driftFromRefNumber = drift_from_ref.primary_value.toPrecision(2)\n",
       "            const driftCategory = countOfDrifts(drift_from_ref, increment=false)\n",
       "            const circleColor = Object.values(drifts)[driftCategory].colorClass\n",
       "            return categories[driftCategory]\n",
       "\n",
       "          } else if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value) !== undefined) {\n",
       "            Object.values(drifts)[0].count++\n",
       "            return diffFromRefTableElement(&quot;undefined&quot;, &quot;severe-drift-circle-color&quot;)\n",
       "          }\n",
       "        }\n",
       "        else {\n",
       "          return &quot;Unknown&quot;\n",
       "        }\n",
       "\n",
       "        return &#x27;&lt;p style=&quot;color: black&quot;&gt;-&lt;/p&gt;&#x27;;\n",
       "      });\n",
       "\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDiffFromRef&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        if (drift_from_ref==null){\n",
       "          return diffFromRefTableElement(&quot;-&quot;, &quot;&quot;)\n",
       "        }\n",
       "        if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "          const driftFromRefNumber = drift_from_ref.primary_value.toPrecision(2)\n",
       "          const driftCategory = countOfDrifts(drift_from_ref)\n",
       "          const circleColor = Object.values(drifts)[driftCategory].colorClass\n",
       "          if (cheqValueTypeNumber(referenceProfile, drift_from_ref.pvalue)){\n",
       "            stats_string = `using algorithm: ${drift_from_ref.algorithm}\\npvalue is: ${drift_from_ref.pvalue.toPrecision(3)}`\n",
       "          }\n",
       "          else {\n",
       "            stats_string = `using algorithm: ${drift_from_ref.algorithm}\\nstatistic is: ${drift_from_ref.statistic.toPrecision(3)}`\n",
       "          }\n",
       "          if (driftCategory==1 || driftCategory == 2){\n",
       "            driftCount++\n",
       "          }\n",
       "          $(document).ready(() =&gt; {\n",
       "             $(&quot;.drift-count&quot;).html(driftCount)\n",
       "             $(&quot;.all-features&quot;).html(Object.keys(referenceProfile.columns).length)\n",
       "           })\n",
       "\n",
       "          return diffFromRefTableElement(stats_string, circleColor)\n",
       "\n",
       "        }\n",
       "        return &#x27;&lt;p style=&quot;color: black&quot;&gt;-&lt;/p&gt;&#x27;;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getThresholds&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        if (drift_from_ref==null) {\n",
       "          return &quot;-&quot;\n",
       "        }\n",
       "        if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "          thresholds_map = Object.entries(drift_from_ref.thresholds)\n",
       "          let thresholds_string = thresholds_map.map(([key, value]) =&gt; `${key}: ${value}`).join(&#x27;\\n&#x27;)\n",
       "          return &quot;thresholds:\\n&quot;+thresholds_string\n",
       "\n",
       "        }\n",
       "        return &#x27;&lt;p style=&quot;color: black&quot;&gt;-&lt;/p&gt;&#x27;;\n",
       "      });\n",
       "\n",
       "      $(document).ready(() =&gt;\n",
       "        Object.values(drifts).map(({count, name, colorClass, range}) =&gt;{\n",
       "          $(&quot;#drift-detection-info-drifts&quot;)\n",
       "          .append(driftCountElement(count, colorClass, name, range))\n",
       "        })\n",
       "      )\n",
       "\n",
       "      Handlebars.registerHelper(&quot;inferredType&quot;, function (column) {\n",
       "        let infferedType = &quot;&quot;;\n",
       "        console.log(column)\n",
       "        if (column.isDiscrete) {\n",
       "          infferedType = &quot;Discrete&quot;;\n",
       "        } else {\n",
       "          infferedType = &quot;Non-discrete&quot;;\n",
       "        }\n",
       "        return infferedType;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;driftCategory&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        if (drift_from_ref == null){\n",
       "          return &quot;unknowndrift&quot;\n",
       "        }\n",
       "        if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "          console.log(drift_from_ref.drift_category)\n",
       "          console.log(Number(drift_from_ref.drift_category)==0)\n",
       "\n",
       "          if (drift_from_ref.drift_category==&quot;NO_DRIFT&quot;){\n",
       "            console.log(&quot;discrete&quot;)\n",
       "            return &quot;nodrift&quot;\n",
       "          }\n",
       "          if (drift_from_ref.drift_category==&quot;POSSIBLE_DRIFT&quot;){\n",
       "            console.log(&quot;non-discrete&quot;)\n",
       "            return &quot;possibledrift&quot;\n",
       "          }\n",
       "          if (drift_from_ref.drift_category==&quot;DRIFT&quot;){\n",
       "            console.log(&quot;unknown&quot;)\n",
       "            return &quot;drift&quot;\n",
       "          }\n",
       "\n",
       "          return Number(drift_from_ref.drift_category)\n",
       "\n",
       "        }\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;frequentItems&quot;, function (column) {\n",
       "        frequentItemsElemString = &quot;&quot;;\n",
       "        if (column.isDiscrete) {\n",
       "          const slicedFrequentItems = column.frequentItems.items.slice(0, 5);\n",
       "          for (let fi = 0; fi &lt; slicedFrequentItems.length; fi++) {\n",
       "            frequentItemsElemString +=\n",
       "              &#x27;&lt;span class=&quot;wl-table-cell__bedge&quot;&gt;&#x27; + slicedFrequentItems[fi].jsonValue + &quot;&lt;/span&gt;&quot;;\n",
       "          }\n",
       "        } else {\n",
       "          frequentItemsElemString += &quot;No data to show&quot;;\n",
       "        }\n",
       "        return frequentItemsElemString;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;totalCount&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          return column.featureStats.total_count;\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;mean&quot;, function (column) {\n",
       "        if (column.featureStats?.descriptive_statistics) {\n",
       "          if (isNaN(column.featureStats.descriptive_statistics.mean)){return &quot;-&quot;}\n",
       "          if (column.featureStats.descriptive_statistics.mean==null){return &quot;-&quot;}\n",
       "          return fixNumberTo(column.featureStats.descriptive_statistics.mean);\n",
       "        }\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getGraphHtml&quot;,(column,key) =&gt; graph(column, key, null));\n",
       "      Handlebars.registerHelper(&quot;getReferenceGraphHtml&quot;,(column,key) =&gt; graph(column, key, referenceProfile));\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDiscreteTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].isDiscrete === true) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count.toString();\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getNonDiscreteTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].isDiscrete === false) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDriftCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].drift_from_ref != null){\n",
       "            console.log(&quot;drif ref not null&quot;)\n",
       "            if (feature[1].drift_from_ref.drift_category == &quot;DRIFT&quot;) {\n",
       "              count++;\n",
       "            }\n",
       "          }\n",
       "          else{\n",
       "            console.log(&quot;drift ref null&quot;)\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getPossibleDriftCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].drift_from_ref != null){\n",
       "            console.log(&quot;drif ref not null&quot;)\n",
       "            if (feature[1].drift_from_ref.drift_category == &quot;POSSIBLE_DRIFT&quot;) {\n",
       "              count++;\n",
       "            }\n",
       "          }\n",
       "          else{\n",
       "            console.log(&quot;drift ref null&quot;)\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getNoDriftCount&quot;, function () {\n",
       "        let count = 0;\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].drift_from_ref != null){\n",
       "            console.log(&quot;drif ref not null&quot;)\n",
       "            if (feature[1].drift_from_ref.drift_category == &quot;NO_DRIFT&quot;) {\n",
       "              count++;\n",
       "            }\n",
       "          }\n",
       "          else{\n",
       "            console.log(&quot;drift ref null&quot;)\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getUnknownDriftCount&quot;, function () {\n",
       "        let count = 0;\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].drift_from_ref == null){\n",
       "            console.log(&quot;drif ref unknown&quot;)\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getUnknownTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "        return count;\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (!feature[1].isDiscrete) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;columns&quot;: {&quot;a&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.0, &quot;end&quot;: 3.0000003, &quot;width&quot;: 0, &quot;counts&quot;: [39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27], &quot;max&quot;: 3.0, &quot;min&quot;: 1.0, &quot;bins&quot;: [1.0, 1.080000012, 1.160000024, 1.240000036, 1.320000048, 1.40000006, 1.480000072, 1.560000084, 1.640000096, 1.7200001079999998, 1.80000012, 1.880000132, 1.9600001439999999, 2.0400001559999996, 2.120000168, 2.20000018, 2.280000192, 2.360000204, 2.4400002159999996, 2.520000228, 2.60000024, 2.680000252, 2.760000264, 2.8400002759999996, 2.9200002879999998, 3.0000003], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 3.000000014901161, &quot;min&quot;: 1.0, &quot;max&quot;: 3.0, &quot;range&quot;: 2.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 1.0, &quot;iqr&quot;: 2.0, &quot;q1&quot;: 1.0, &quot;median&quot;: 2.0, &quot;q3&quot;: 3.0, &quot;ninety_fifth_percentile&quot;: 3.0}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.8075402232218604, &quot;coefficient_of_variation&quot;: 0.4295426719265215, &quot;sum&quot;: 188.0, &quot;variance&quot;: 0.6521212121212121, &quot;mean&quot;: 1.88}}}, &quot;b&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;a&quot;, &quot;estimate&quot;: 57}, {&quot;value&quot;: &quot;b&quot;, &quot;estimate&quot;: 43}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}, &quot;c&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 5.535686500857118e-05, &quot;end&quot;: 0.9923964981282725, &quot;width&quot;: 0, &quot;counts&quot;: [5, 3, 5, 3, 3, 7, 2, 1, 6, 4, 2, 8, 5, 6, 1, 5, 1, 4, 6, 3, 0, 4, 7, 2, 7], &quot;max&quot;: 0.9923963988886326, &quot;min&quot;: 5.535686500857118e-05, &quot;bins&quot;: [5.535686500857118e-05, 0.039749002515539124, 0.07944264816606968, 0.11913629381660024, 0.15882993946713078, 0.19852358511766133, 0.2382172307681919, 0.2779108764187224, 0.317604522069253, 0.35729816771978357, 0.3969918133703141, 0.43668545902084466, 0.47637910467137523, 0.5160727503219058, 0.5557663959724363, 0.5954600416229668, 0.6351536872734974, 0.674847332924028, 0.7145409785745586, 0.754234624225089, 0.7939282698756196, 0.8336219155261502, 0.8733155611766807, 0.9130092068272113, 0.9527028524777419, 0.9923964981282724], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 100.00002458692299, &quot;min&quot;: 5.535686500857118e-05, &quot;max&quot;: 0.9923963988886326, &quot;range&quot;: 0.992341042023624, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.0503700567575438, &quot;iqr&quot;: 0.5192569133633047, &quot;q1&quot;: 0.23074233540679567, &quot;median&quot;: 0.48783770435896423, &quot;q3&quot;: 0.7499992487701004, &quot;ninety_fifth_percentile&quot;: 0.9702366830961006}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.2940846278174506, &quot;coefficient_of_variation&quot;: 0.5882530845652189, &quot;sum&quot;: 49.992874756417166, &quot;variance&quot;: 0.08648576831852844, &quot;mean&quot;: 0.49992874756417166}}}, &quot;d&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;xy&quot;, &quot;estimate&quot;: 53}, {&quot;value&quot;: &quot;z&quot;, &quot;estimate&quot;: 47}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}}, &quot;properties&quot;: null};\n",
       "      // Config handlebars and pass data to HBS template\n",
       "      const source = document.getElementById(&quot;entry-template&quot;).innerHTML;\n",
       "      const template = Handlebars.compile(source);\n",
       "      const html = template(context);\n",
       "      const target = document.getElementById(&quot;generated-html&quot;);\n",
       "      target.innerHTML = html;\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      const $featureSearch = document.getElementById(&quot;wl__feature-search&quot;);\n",
       "      const $tableBody = document.getElementById(&quot;table-body&quot;);\n",
       "      const $noDrift = document.getElementById(&quot;nodrift&quot;);\n",
       "      const $possibleDrift = document.getElementById(&quot;possibledrift&quot;);\n",
       "      const $drift = document.getElementById(&quot;detecteddrift&quot;);\n",
       "      const $diffFromRef = document.getElementById(&quot;diff-from-ref&quot;);\n",
       "      const $unknownDrift = document.getElementById(&quot;unknowndrift&quot;);\n",
       "\n",
       "      const activeTypes = {\n",
       "        nodrift: true,\n",
       "        possibledrift: true,\n",
       "        drift: true,\n",
       "        unknowndrift: true,\n",
       "      };\n",
       "\n",
       "      var driftOrder = {\n",
       "        original: true,\n",
       "        descending: false,\n",
       "        ascending: false,\n",
       "      };\n",
       "      var originalColumnOrder;\n",
       "\n",
       "      let searchString = &quot;&quot;;\n",
       "\n",
       "      function debounce(func, wait, immediate) {\n",
       "        let timeout;\n",
       "\n",
       "        return function () {\n",
       "          const context = this;\n",
       "          const args = arguments;\n",
       "          const later = function () {\n",
       "            timeout = null;\n",
       "            if (!immediate) func.apply(context, args);\n",
       "          };\n",
       "\n",
       "          const callNow = immediate &amp;&amp; !timeout;\n",
       "          clearTimeout(timeout);\n",
       "          timeout = setTimeout(later, wait);\n",
       "          if (callNow) func.apply(context, args);\n",
       "        };\n",
       "      }\n",
       "\n",
       "      function filterNotification() {\n",
       "        const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "        const $boxes = $(&#x27;.wl_filter-options&gt;.form-check&gt;input[name=checkbox]:checked&#x27;);\n",
       "        const item = Object.values($boxes).find(function(value) { return $(value)[0] === undefined});\n",
       "        if (item === undefined) {\n",
       "          $notifCircleContainer.removeClass(&quot;d-none&quot;)\n",
       "        } else {\n",
       "          $notifCircleContainer.addClass(&quot;d-none&quot;)\n",
       "        }\n",
       "      }\n",
       "\n",
       "\n",
       "      function handleSearch() {\n",
       "        const tableBodyChildren = $tableBody.children;\n",
       "\n",
       "        for (let i = 0; i &lt; tableBodyChildren.length; i++) {\n",
       "          const type = tableBodyChildren[i].dataset.driftCategory.toLowerCase();\n",
       "          const name = tableBodyChildren[i].dataset.featureName.toLowerCase();\n",
       "          if (activeTypes[type] &amp;&amp; name.startsWith(searchString)) {\n",
       "            tableBodyChildren[i].style.display = &quot;&quot;;\n",
       "          } else {\n",
       "            tableBodyChildren[i].style.display = &quot;none&quot;;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      $featureSearch.addEventListener(\n",
       "        &quot;keyup&quot;,\n",
       "        debounce((event) =&gt; {\n",
       "          searchString = event.target.value.toLowerCase();\n",
       "          handleSearch();\n",
       "        }, 100),\n",
       "      );\n",
       "\n",
       "      $noDrift.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;nodrift&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;nodrift&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $possibleDrift.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;possibledrift&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;possibledrift&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $unknownDrift.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;unknowndrift&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;unknowndrift&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $drift.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;drift&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;drift&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      function checkCurrentProfile(item, referenceItem) {\n",
       "        if (referenceProfile &amp;&amp; Object.values(referenceProfile)) {\n",
       "          return referenceItem\n",
       "        } else {\n",
       "          return item\n",
       "        }\n",
       "      }\n",
       "\n",
       "      if(checkCurrentProfile(true, false)) {\n",
       "        $(&quot;.svg-container&quot;).css(&quot;padding-bottom&quot;, &quot;27%&quot;)\n",
       "        $(&quot;#diff-from-ref&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.diff-from-ref-table-cell&quot;).addClass(&quot;d-none&quot;)\n",
       "      } else {\n",
       "        $(&quot;#diff-from-ref&quot;).removeClass(&quot;d-none&quot;)\n",
       "        $(&quot;.diff-from-ref-table-cell&quot;).removeClass(&quot;d-none&quot;)\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function checkedBoxes() {\n",
       "      const $boxes = $(&#x27;input[name=checkbox]:checked&#x27;);\n",
       "      const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "\n",
       "      if ($boxes.length) {\n",
       "        $notifCircleContainer.removeClass(&quot;d-none&quot;)\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function openFilter() {\n",
       "      const $filterOptions = $(&quot;.dropdown-container&quot;);\n",
       "      const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "      const filterClass = $filterOptions.attr(&quot;class&quot;);\n",
       "\n",
       "      if (filterClass.indexOf(&quot;d-none&quot;) &gt; 0) {\n",
       "        $notifCircleContainer.addClass(&quot;d-none&quot;)\n",
       "        $filterOptions.removeClass(&quot;d-none&quot;);\n",
       "        $(&quot;.filter-icon&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.close-filter-icon&quot;).removeClass(&quot;d-none&quot;)\n",
       "      } else {\n",
       "        $filterOptions.addClass(&quot;d-none&quot;);\n",
       "        $(&quot;.close-filter-icon&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.filter-icon&quot;).removeClass(&quot;d-none&quot;)\n",
       "        checkedBoxes()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    // Invoke functions -- keep in mind invokation order\n",
       "    registerHandlebarHelperFunctions();\n",
       "    initHandlebarsTemplate();\n",
       "    initWebsiteScripts();\n",
       "  &lt;/script&gt;\n",
       "&lt;/html&gt;\n",
       "\" width=100% height=1000px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import whylogs.api.fugue.registry  # you don't really need to import this explicitly, the registration is automatic\n",
    "import fugue.api as fa\n",
    "\n",
    "fa.fugue_sql_flow(\"\"\"\n",
    "-- visualize a single dataframe's profile\n",
    "OUTPUT df USING why:viz\n",
    "-- compare profiles, must set reference and target\n",
    "OUTPUT target=df, reference=df USING why:viz\n",
    "\"\"\", df = tdf).run();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If running using a distributed backend, the profling will be done by `fugue_profile`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
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       "    &lt;meta name=&quot;description&quot; content=&quot;&quot; /&gt;\n",
       "    &lt;meta name=&quot;author&quot; content=&quot;&quot; /&gt;\n",
       "\n",
       "    &lt;title&gt;Profile Visualizer | whylogs&lt;/title&gt;\n",
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       "      }\n",
       "\n",
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       "      .wl-table-head-wraper {\n",
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       "      .wl-table-head {\n",
       "        position: sticky;\n",
       "        left: 0;\n",
       "        min-width: 100px;\n",
       "        border-bottom: 2px solid var(--brandSecondary100);\n",
       "        font-size: 12px;\n",
       "        line-height: 1.67;\n",
       "        white-space: nowrap;\n",
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       "        border: 1px solid var(--brandSecondary400);\n",
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       "        white-space: nowrap;\n",
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       "\n",
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       "        background-color: var(--tealBackground);\n",
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       "        justify-content: center;\n",
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       "        max-width: 600px;\n",
       "        width: 100%;\n",
       "        padding: 0 24px;\n",
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       "\n",
       "      .no-responsive__title {\n",
       "        font-size: 96px;\n",
       "        font-weight: 300;\n",
       "        color: var(--brandSecondary900);\n",
       "        line-height: 1.167;\n",
       "      }\n",
       "\n",
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       "        font-size: 16px;\n",
       "        font-weight: 400;\n",
       "        color: var(--brandSecondary900);\n",
       "        line-height: 1.5;\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "       font-size: 12px;\n",
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       "\n",
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       "       font-size: 11px;\n",
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       "\n",
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       "       align-items: center;\n",
       "       background: rgba(255, 255, 255, 0.7);\n",
       "       border: 1px solid #DBE5E7;\n",
       "       box-sizing: border-box;\n",
       "       border-radius: 4px;\n",
       "       width: 170px;\n",
       "       padding-left: 10px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input img{\n",
       "       margin-right: 5px;\n",
       "     }\n",
       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "       margin: 0;\n",
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       "\n",
       "     .dropdown-container {\n",
       "       position: absolute;\n",
       "       right: 18px;\n",
       "       z-index: 999;\n",
       "       background: #FFFFFF;\n",
       "       border: 1px solid #DBE5E7;\n",
       "       box-sizing: border-box;\n",
       "       box-shadow: 0px 2px 8px rgba(0, 0, 0, 0.05);\n",
       "       border-radius: 4px;\n",
       "       padding: 10px !important;\n",
       "       border: none !important;\n",
       "     }\n",
       "\n",
       "     .form-check-input:checked {\n",
       "       background-color: #0E7384;\n",
       "       border-color: #0E7384;\n",
       "     }\n",
       "\n",
       "     .form-check-input[type=checkbox] {\n",
       "       border-radius: 2px;\n",
       "     }\n",
       "\n",
       "      .justify-content-center {\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__graph-wrap {\n",
       "        width: 0;\n",
       "      }\n",
       "\n",
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       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 85%;\n",
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       "        vertical-align: top;\n",
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       "      }\n",
       "\n",
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       "        display: inline-block;\n",
       "        position: absolute;\n",
       "        left: 0;\n",
       "      }\n",
       "\n",
       "      .reference-table-head {\n",
       "        min-width: 250px;\n",
       "      }\n",
       "\n",
       "      .wl__dropdown_arrow-icon {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: -4px;\n",
       "        right: -4px;\n",
       "        padding: 5.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: white;\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .notif-circle {\n",
       "        position: absolute;\n",
       "        top: 2px;\n",
       "        right: 2px;\n",
       "        padding: 3.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: #F2994A;\n",
       "      }\n",
       "\n",
       "\n",
       "      .header-title {\n",
       "        font-size: 26px;\n",
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       "\n",
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       "        font-size: 14px;\n",
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       "\n",
       "      .statistic-number {\n",
       "        font-family: Arial;\n",
       "        font-weight: bold;\n",
       "        font-size: 20px;\n",
       "        line-height: 140%;\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "        color: #0E7384;\n",
       "      }\n",
       "\n",
       "      .statistic-measurement {\n",
       "        font-size: 15px !important;\n",
       "        margin-left: 3px;\n",
       "      }\n",
       "\n",
       "      .statistic-measurement-percent {\n",
       "        font-size: 15px !important;\n",
       "      }\n",
       "\n",
       "      .question-mark {\n",
       "        font-size: 10px;\n",
       "        font-weight: 900;\n",
       "        color: #0E7384;\n",
       "        border-radius: 50px;\n",
       "        border: 2px solid #0E7384;\n",
       "        padding: 0px 4px;\n",
       "        transition: 0.5s;\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .question-mark:hover {\n",
       "        color: white;\n",
       "        background: #0E7384;\n",
       "        border: 2px solid none;\n",
       "        transition: 0.5s;\n",
       "      }\n",
       "\n",
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       "\n",
       "      .tooltip-full-number .tooltiptext {\n",
       "        visibility: hidden;\n",
       "        background: black;\n",
       "        color: white;\n",
       "        border: 1px solid black;\n",
       "        text-align: start;\n",
       "        padding: 3px;\n",
       "        position: absolute;\n",
       "        z-index: 1002;\n",
       "        top: 0;\n",
       "        left: 100%;\n",
       "        margin-left: 5px;\n",
       "        opacity: 0;\n",
       "        transition: opacity 0.5s;\n",
       "        font-size: 13px;\n",
       "        font-weight: normal;\n",
       "        line-height: 100%;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number:hover .tooltiptext {\n",
       "        visibility: visible;\n",
       "        opacity: 1;\n",
       "      }\n",
       "\n",
       "      .display-flex {\n",
       "        display: flex;\n",
       "      }\n",
       "\n",
       "      .flex-direction-column {\n",
       "        flex-direction: column;\n",
       "      }\n",
       "\n",
       "      .justify-content-space-between {\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .justify-content-center {\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .align-items-center {\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .padding-right-30 {\n",
       "        padding-right: 30px;\n",
       "      }\n",
       "\n",
       "      .padding-5 {\n",
       "        padding: 5px;\n",
       "      }\n",
       "\n",
       "      .text-color {\n",
       "        color: var(--secondaryLight1000);\n",
       "      }\n",
       "\n",
       "      .error-message {\n",
       "        display: flex;\n",
       "        justify-content: center;\n",
       "        align-items: center;\n",
       "        color: rgb(255, 114, 71);\n",
       "        font-size: 30px;\n",
       "        font-weight: 900;\n",
       "      }\n",
       "\n",
       "      @media screen and (min-width: 500px) {\n",
       "        .desktop-content {\n",
       "          display: block;\n",
       "        }\n",
       "        .no-responsive {\n",
       "          display: none;\n",
       "        }\n",
       "      }\n",
       "    &lt;/style&gt;\n",
       "  &lt;/head&gt;\n",
       "\n",
       "  &lt;body id=&quot;generated-html&quot;&gt;&lt;/body&gt;\n",
       "\n",
       "  &lt;script id=&quot;entry-template&quot; type=&quot;text/x-handlebars-template&quot;&gt;\n",
       "    \n",
       "      &lt;div class=&quot;desktop-content&quot;&gt;\n",
       "        &lt;div class=&quot;container-fluid&quot;&gt;\n",
       "          &lt;div class=&quot;feature-summary-statistics-wrap&quot;&gt;\n",
       "            &lt;div class=&quot;feature-summary-statistics&quot;&gt;\n",
       "              &lt;div class=&quot;mb-4&quot;&gt;\n",
       "                  &lt;strong class=&quot;header-title&quot;&gt;Profile Summary&lt;/strong&gt;\n",
       "              &lt;/div&gt;\n",
       "              &lt;div class=&quot;display-flex statistics&quot;&gt;\n",
       "                &lt;div class=&quot;padding-right-30&quot;&gt;\n",
       "                  &lt;div class=&quot;statistic-number-title&quot;&gt;Observations\n",
       "                    &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                      &lt;span class=&quot;question-mark&quot;&gt;?&lt;/span&gt;\n",
       "                    &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                     &lt;div class=&quot;mb-1&quot;&gt;The sum of counts for each feature. For a single dataframe, it is equal to the number of cells, i.e., rows * columns.&lt;/div&gt;\n",
       "                    &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-number&quot;&gt;{{{observations this}}}&lt;/div&gt;\n",
       "                &lt;/div&gt;\n",
       "                &lt;div class=&quot;padding-right-30&quot;&gt;\n",
       "                  &lt;div class=&quot;statistic-number-title&quot;&gt;Missing Cells&lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "                    {{{missingCells this}}}\n",
       "                    &lt;div&gt;{{{missingCellsPercentage this}}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                &lt;/div&gt;\n",
       "                &lt;div class=&quot;wl-compare-profile&quot; id=&quot;compare-profile&quot; style=&quot;display: flex; justify-content: space-around&quot;&gt;\n",
       "                  &lt;div class=&quot;drift-detection-wrap&quot;&gt;\n",
       "                    &lt;div class=&quot;drift-detection display-flex&quot;&gt;\n",
       "                      &lt;div class=&quot;drift-detection-search-input-wrap display-flex&quot;&gt;\n",
       "                        &lt;div class=&quot;drift-detection-search-input search-input &quot;&gt;\n",
       "                          &lt;input type=&quot;text&quot; id=&quot;wl__feature-search&quot; placeholder=&quot;Quick search...&quot;/&gt;\n",
       "                          &lt;img src=&quot;data:image/png;base64,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&quot;/&gt;\n",
       "                        &lt;/div&gt;\n",
       "                        &lt;div class=&quot;wl__dropdown_arrow-icon&quot; &gt;\n",
       "                          &lt;div onclick=&quot;openFilter()&quot; class=&quot;close-filter-button&quot;&gt;\n",
       "                            &lt;div class=&quot;display-flex close-filter-icon d-none&quot;&gt;\n",
       "                              &lt;img src=&quot;data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAsAAAALCAYAAACprHcmAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAADFSURBVHgBfY+xDcIwEEXvnLQBZQkYAEhDwwKpEEK0CCZgAEjJCEmgjYSAygxAHTZgFRSOsyUjY5mcZFnn/+78PwBXf3+MoKWUPuYjVBPFnTwpr9t/oNJfcTfXsAhRAlDqDhhQIPYgpAqNMDqcUqSAYZT1epr9gAHt6uXshvYme4DYHQJNDKh0dD0m5WXB10Y3Fqjtuh7fROn3oREDWxfeMLyRsMnc0OgDzdduaA0Pi3Plgr7Q2kaAePeBqh6rueSNBVt6fgCwBV1JLF3rlAAAAABJRU5ErkJggg==&quot;/&gt;\n",
       "                            &lt;/div&gt;\n",
       "                            &lt;div class=&quot;display-flex filter-icon&quot;&gt;\n",
       "                              &lt;img src=&quot;data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAPCAYAAADtc08vAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAACSSURBVHgBrZLBCYAwDEWTUjw7igcdwI1cxkNXUJzBEVzFAbSVKoKmaVrEB6GHJv/w+AACtRk7P9IONv1QOYUl96k0zv61m2tjARoLtSDI3EFsgIJ4uoXrMLazO72CRG2mzg/8BSdVlEjhpGZJjAWdAZJECpWalEhJSs1pHuUlMad5FFai1Lwg4Ckx1TxKIPFL8w55mEWd8VjPGAAAAABJRU5ErkJggg==&quot;/&gt;\n",
       "                            &lt;/div&gt;\n",
       "                          &lt;/div&gt;\n",
       "                          &lt;span class=&quot;notif-circle-container&quot;&gt;\n",
       "                            &lt;span class=&quot;notif-circle&quot;&gt;&lt;/span&gt;\n",
       "                          &lt;/span&gt;\n",
       "                        &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;dropdown-container flex-direction-colum mb-2 d-none&quot; id=&quot;dropdown-container&quot;&gt;\n",
       "                    &lt;div class=&quot;filter-options&quot;&gt;\n",
       "                      &lt;div class=&quot;filter-options-title space-between dropdown&quot;&gt;\n",
       "                        &lt;p&gt;Filter by type&lt;/p&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;form-check mb-1 mt-2&quot;&gt;\n",
       "                        &lt;input\n",
       "                          class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                          type=&quot;checkbox&quot;\n",
       "                          name=&quot;checkbox&quot;\n",
       "                          value=&quot;Discrete&quot;\n",
       "                          id=&quot;inferredDiscrete&quot;\n",
       "                          onclick=&quot;changeDiscreteValue()&quot;\n",
       "                          checked\n",
       "                        /&gt;\n",
       "                        &lt;label class=&quot;form-check-label&quot; for=&quot;inferredDiscrete&quot;&gt;\n",
       "                          Inferred discrete (&lt;span class=&quot;wl__feature-count--discrete&quot;&gt;{{getDiscreteTypeCount}}&lt;/span&gt;)\n",
       "                        &lt;/label&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                        &lt;input\n",
       "                          class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                          type=&quot;checkbox&quot;\n",
       "                          name=&quot;checkbox&quot;\n",
       "                          value=&quot;Non-discrete&quot;\n",
       "                          id=&quot;inferredNonDiscrete&quot;\n",
       "                          onclick=&quot;changeNonDiscreteValue()&quot;\n",
       "                          checked\n",
       "                        /&gt;\n",
       "                        &lt;label class=&quot;form-check-label&quot; for=&quot;inferredNonDiscrete&quot;&gt;\n",
       "                          Inferred non-discrete (&lt;span\n",
       "                            class=&quot;wl__feature-count--non-discrete&quot;\n",
       "                          &gt;{{getNonDiscreteTypeCount}}&lt;/span&gt;)\n",
       "                        &lt;/label&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                        &lt;input\n",
       "                          class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                          type=&quot;checkbox&quot;\n",
       "                          name=&quot;checkbox&quot;\n",
       "                          value=&quot;Unknown&quot;\n",
       "                          id=&quot;inferredUnknown&quot;\n",
       "                          onclick=&quot;changeUnknwonValue()&quot;\n",
       "                          checked\n",
       "                        /&gt;\n",
       "                        &lt;label class=&quot;form-check-label&quot; for=&quot;inferredUnknown&quot;&gt;\n",
       "                          Unknown (&lt;span class=&quot;wl__feature-count--unknown&quot;&gt;{{getUnknownTypeCount}}&lt;/span&gt;)\n",
       "                        &lt;/label&gt;\n",
       "                      &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "          &lt;div class=&quot;row&quot;&gt;\n",
       "            &lt;div class=&quot;main&quot;&gt;\n",
       "              &lt;div class=&quot;wl-table-wrap&quot; id=&quot;table-content&quot;&gt;\n",
       "                &lt;div class=&quot;wl-table&quot;&gt;\n",
       "                  &lt;div class=&quot;wl-table-heading&quot;&gt;\n",
       "                    &lt;div class=&quot;wl-table-row wl-table-row--bottom-shadow&quot;&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper&quot;&gt;\n",
       "                        &lt;div class=&quot;wl-table-head table-border-none graph-table-head&quot;&gt;Target&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Total count&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Missing&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Mean&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Min&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Max&lt;/div&gt;\n",
       "\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;ul class=&quot;wl-table-body wl__table-body&quot; id=&quot;table-body&quot;&gt;\n",
       "{{#each this.columns}}                    &lt;li\n",
       "                    {{#if this.numberSummary}} class=&quot;wl-table-row wl-table-row--clickable&quot; {{else}} class=&quot;wl-table-row&quot; {{/if}}\n",
       "                    data-feature-name={{@key}}\n",
       "                    data-inferred-type={{inferredType this}}\n",
       "                    data-scroll-to-feature-name={{@key}}\n",
       "                  &gt;\n",
       "                      &lt;div class=&quot;wl-table-cell wl-table-cell__graph-wrap&quot;&gt;\n",
       "                        &lt;div class=&quot;wl-table-cell__title-wrap&quot;&gt;\n",
       "                          &lt;h4 class=&quot;wl-table-cell__title&quot;&gt;{{@key}}&lt;/h4&gt;\n",
       "                          &lt;div&gt;&lt;/div&gt;\n",
       "                        &lt;/div&gt;\n",
       "                          &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                              {{{getGraphHtml this}}}\n",
       "                          &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{totalCount this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{missing this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{mean this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{minimumValue this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{maximumValue this}}&lt;/div&gt;&lt;/div&gt;\n",
       "\n",
       "                    &lt;/li&gt;\n",
       "{{/each}}                  &lt;/ul&gt;\n",
       "                &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "        &lt;/div&gt;\n",
       "      &lt;/div&gt;\n",
       "      &lt;div class=&quot;no-responsive&quot;&gt;\n",
       "        &lt;div class=&quot;no-responsive__content&quot;&gt;\n",
       "          &lt;h1 class=&quot;no-responsive__title&quot;&gt;Hold on! :)&lt;/h1&gt;\n",
       "          &lt;p class=&quot;no-responsive__text&quot;&gt;\n",
       "            It looks like your current screen size or device is not yet supported by the WhyLabs Sandbox. The Sandbox is\n",
       "            best experienced on a desktop computer. Please try maximizing this window or switching to another device. We\n",
       "            are working on adding support for a larger variety of devices.\n",
       "          &lt;/p&gt;\n",
       "        &lt;/div&gt;\n",
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       "  &lt;/script&gt;\n",
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       "\n",
       "  &lt;script&gt;\n",
       "    const getTargetProfile = () =&gt; { return {&quot;columns&quot;: {&quot;a&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.0, &quot;end&quot;: 3.0000003, &quot;width&quot;: 0, &quot;counts&quot;: [39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27], &quot;max&quot;: 3.0, &quot;min&quot;: 1.0, &quot;bins&quot;: [1.0, 1.080000012, 1.160000024, 1.240000036, 1.320000048, 1.40000006, 1.480000072, 1.560000084, 1.640000096, 1.7200001079999998, 1.80000012, 1.880000132, 1.9600001439999999, 2.0400001559999996, 2.120000168, 2.20000018, 2.280000192, 2.360000204, 2.4400002159999996, 2.520000228, 2.60000024, 2.680000252, 2.760000264, 2.8400002759999996, 2.9200002879999998, 3.0000003], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 3.000000014901161, &quot;min&quot;: 1.0, &quot;max&quot;: 3.0, &quot;range&quot;: 2.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 1.0, &quot;iqr&quot;: 2.0, &quot;q1&quot;: 1.0, &quot;median&quot;: 2.0, &quot;q3&quot;: 3.0, &quot;ninety_fifth_percentile&quot;: 3.0}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.8075402232218604, &quot;coefficient_of_variation&quot;: 0.4295426719265215, &quot;sum&quot;: 188.0, &quot;variance&quot;: 0.6521212121212121, &quot;mean&quot;: 1.88}}}, &quot;b&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;a&quot;, &quot;estimate&quot;: 57}, {&quot;value&quot;: &quot;b&quot;, &quot;estimate&quot;: 43}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}, &quot;c&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 5.535686500857118e-05, &quot;end&quot;: 0.9923964981282725, &quot;width&quot;: 0, &quot;counts&quot;: [5, 3, 5, 3, 3, 7, 2, 1, 6, 4, 2, 8, 5, 6, 1, 5, 1, 4, 6, 3, 0, 4, 7, 2, 7], &quot;max&quot;: 0.9923963988886326, &quot;min&quot;: 5.535686500857118e-05, &quot;bins&quot;: [5.535686500857118e-05, 0.039749002515539124, 0.07944264816606968, 0.11913629381660024, 0.15882993946713078, 0.19852358511766133, 0.2382172307681919, 0.2779108764187224, 0.317604522069253, 0.35729816771978357, 0.3969918133703141, 0.43668545902084466, 0.47637910467137523, 0.5160727503219058, 0.5557663959724363, 0.5954600416229668, 0.6351536872734974, 0.674847332924028, 0.7145409785745586, 0.754234624225089, 0.7939282698756196, 0.8336219155261502, 0.8733155611766807, 0.9130092068272113, 0.9527028524777419, 0.9923964981282724], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 100.00002458692299, &quot;min&quot;: 5.535686500857118e-05, &quot;max&quot;: 0.9923963988886326, &quot;range&quot;: 0.992341042023624, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.0503700567575438, &quot;iqr&quot;: 0.5192569133633047, &quot;q1&quot;: 0.23074233540679567, &quot;median&quot;: 0.48783770435896423, &quot;q3&quot;: 0.7499992487701004, &quot;ninety_fifth_percentile&quot;: 0.9702366830961006}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.2940846278174506, &quot;coefficient_of_variation&quot;: 0.5882530845652189, &quot;sum&quot;: 49.992874756417166, &quot;variance&quot;: 0.08648576831852844, &quot;mean&quot;: 0.49992874756417166}}}, &quot;d&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;xy&quot;, &quot;estimate&quot;: 53}, {&quot;value&quot;: &quot;z&quot;, &quot;estimate&quot;: 47}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}}, &quot;properties&quot;: {&quot;observations&quot;: 400, &quot;missing_cells&quot;: 0, &quot;missing_percentage&quot;: 0.0}} }\n",
       "    const targetProfile = getTargetProfile()\n",
       "\n",
       "    function fixNumberTo(number, decimals = 3) {\n",
       "      const fractionalDigits = String(number % 1).split(&#x27;&#x27;).slice(2, 2 + decimals).join(&#x27;&#x27;)\n",
       "      return `${Math.trunc(number)}.${fractionalDigits}`\n",
       "    }\n",
       "\n",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, data, bottomMargin=20, topMargin=5) {\n",
       "          this.MARGIN = {\n",
       "            TOP: topMargin,\n",
       "            RIGHT: 5,\n",
       "            BOTTOM: bottomMargin,\n",
       "            LEFT: 55,\n",
       "          };\n",
       "          this.SVG_WIDTH = width;\n",
       "          this.SVG_HEIGHT = height;\n",
       "          this.CHART_WIDTH = this.SVG_WIDTH - this.MARGIN.LEFT - this.MARGIN.RIGHT;\n",
       "          this.CHART_HEIGHT = this.SVG_HEIGHT - this.MARGIN.TOP - this.MARGIN.BOTTOM;\n",
       "          this.svgEl = d3.create(&quot;svg&quot;)\n",
       "             .attr(&quot;preserveAspectRatio&quot;, &quot;xMinYMin meet&quot;)\n",
       "             .attr(&quot;viewBox&quot;, &quot;30 0 240 400&quot;)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max(data, (d) =&gt; Math.abs(d.axisY));\n",
       "          this.xScale = d3\n",
       "            .scaleBand()\n",
       "            .domain(data.map((d) =&gt; d.axisX))\n",
       "            .range([this.MARGIN.LEFT, this.MARGIN.LEFT + this.CHART_WIDTH]);\n",
       "          this.yScale = d3\n",
       "            .scaleLinear()\n",
       "            .domain([0, this.maxYValue * 1.02])\n",
       "            .range([this.CHART_HEIGHT, 0]);\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function generateChart(data, height = 70, width = 250, index = 0, referenceProfileExist = false) {\n",
       "        const sizes = new GenerateChartParams(height, width, data, 5)\n",
       "        const {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          maxYValue,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "\n",
       "        // Add the y Axis\n",
       "        if (!referenceProfileExist) {\n",
       "          svgEl\n",
       "            .append(&quot;g&quot;)\n",
       "            .attr(&quot;transform&quot;, &quot;translate(&quot; + MARGIN.LEFT + &quot;, &quot; + MARGIN.TOP + &quot;)&quot;)\n",
       "            .call(d3.axisLeft(yScale).tickValues([0, maxYValue/2, maxYValue]))\n",
       "            .selectAll(&quot;text&quot;)\n",
       "            .style(&quot;font-size&quot;, &quot;8&quot;)\n",
       "        }\n",
       "\n",
       "        const gChart = svgEl.append(&quot;g&quot;);\n",
       "        gChart\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot; + 20 + &quot;, &quot; + 0 + &quot;)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(data)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, xScale.bandwidth() - 1)\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, (d) =&gt; xScale(d.axisX))\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP)\n",
       "          .attr(&quot;fill&quot;, rectColors[index]);\n",
       "\n",
       "        return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "        if (column.histogram) {\n",
       "          column.histogram.counts.slice(0, 30).forEach((count, index) =&gt; {\n",
       "            data.push({\n",
       "              axisY: count,\n",
       "              axisX: index,\n",
       "            });\n",
       "          });\n",
       "        } else if (column.frequentItems) {\n",
       "          Object.entries(column.frequentItems).forEach(([key, {value, estimate}], index) =&gt; {\n",
       "              data.push({\n",
       "                axisY: estimate,\n",
       "                axisX: value,\n",
       "              });\n",
       "            });\n",
       "        }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function graph(column, key, referenceColumn) {\n",
       "        let data = [];\n",
       "        const columnKey = key.data.key\n",
       "        let chartValue = false\n",
       "        let chartColor = undefined\n",
       "        if(!!referenceColumn){\n",
       "          column = referenceColumn.columns[columnKey]\n",
       "          chartValue = true\n",
       "          chartColor = 1\n",
       "        } else if (referenceColumn === undefined) {\n",
       "          column = &quot;&quot;\n",
       "        }\n",
       "\n",
       "        if (column.histogram || column.frequentItems) {\n",
       "          data = chartData(column)\n",
       "        } else if (referenceColumn === null ) {\n",
       "            $(&quot;.svg-container&quot;).css(&quot;padding-bottom&quot;, &quot;0&quot;)\n",
       "            return &#x27;&lt;span class=&quot;wl-table-cell__bedge-wrap&quot;&gt;No data to show the chart&lt;/span&gt;&#x27;;\n",
       "        } else if (referenceColumn === undefined) {\n",
       "            $(document).ready(function() {\n",
       "              $(&quot;.reference-table-head&quot;).addClass(&quot;d-none&quot;)\n",
       "            });\n",
       "            return &#x27;&#x27;\n",
       "        } else if (referenceColumn.frequentItems === undefined){\n",
       "            return &#x27;&#x27;;\n",
       "        }\n",
       "        return `\n",
       "          &lt;div class=&quot;svg-container&quot;&gt;\n",
       "            ${generateChart(data, ...[,,], chartColor, chartValue)}\n",
       "          &lt;/div&gt;\n",
       "        `;\n",
       "      }\n",
       "\n",
       "      function formatLabelDate(timestamp) {\n",
       "        const date = new Date(timestamp);\n",
       "        const format = d3.timeFormat(&quot;%Y-%m-%d %I:%M:%S %p %Z&quot;);\n",
       "        return format(date);\n",
       "      }\n",
       "\n",
       "    abbreviate_number = function(value, fixed = 0) {\n",
       "      value = +value\n",
       "      if (value === null) { return null; } // terminate early\n",
       "      if (value === 0) { return &#x27;0&#x27;; } // terminate early\n",
       "      fixed = (!fixed || fixed &lt; 0) ? 0 : fixed; // number of decimal places to show\n",
       "      var b = (value).toPrecision(2).split(&quot;e&quot;), // get power\n",
       "          k = b.length === 1 ? 0 : Math.floor(Math.min(b[1].slice(1), 14) / 3), // floor at decimals, ceiling at trillions\n",
       "          c = k &lt; 1 ? value.toFixed(0 + fixed) : (value / Math.pow(10, k * 3) ).toFixed(1 + fixed), // divide by power\n",
       "          d = c &lt; 0 ? c : Math.abs(c), // enforce -0 is 0\n",
       "          newValue = d,\n",
       "          suffixe = [&#x27;&#x27;, &#x27;K&#x27;, &#x27;M&#x27;, &#x27;B&#x27;, &#x27;T&#x27;][k]; // append power\n",
       "      return {value, newValue, suffixe};\n",
       "    }\n",
       "\n",
       "     function formatBytes(bytes, decimals = 2) {\n",
       "       let newValue,\n",
       "       suffixe = &quot;&quot;\n",
       "       if (bytes === 0) return &#x27;0 Bytes&#x27;;\n",
       "\n",
       "       const k = 1024;\n",
       "       const dm = decimals &lt; 0 ? 0 : decimals;\n",
       "       const sizes = [&#x27;Bytes&#x27;, &#x27;KiB&#x27;, &#x27;MB&#x27;, &#x27;GB&#x27;, &#x27;TB&#x27;, &#x27;PB&#x27;, &#x27;EB&#x27;, &#x27;ZB&#x27;, &#x27;YB&#x27;];\n",
       "\n",
       "       const i = Math.floor(Math.log(bytes) / Math.log(k));\n",
       "       newValue = parseFloat((bytes / Math.pow(k, i)).toFixed(dm));\n",
       "       suffixe = sizes[i]\n",
       "       return {bytes, newValue, suffixe};\n",
       "     }\n",
       "\n",
       "     const valueSuffixe = (newNumber) =&gt; `\n",
       "       &lt;div class=&quot;statistic-measurement&quot;&gt;\n",
       "        ${newNumber}\n",
       "       &lt;/div&gt;`\n",
       "     const valueNumber = (newNumber) =&gt; `\n",
       "       &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "        ${newNumber}\n",
       "       &lt;/div&gt;`\n",
       "\n",
       "     const numberWithSuffixe = (number, newNumber, suffixe) =&gt;\n",
       "       `&lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "          &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "             ${newNumber}\n",
       "            &lt;div class=&quot;statistic-measurement&quot;&gt;${suffixe}&lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "          &lt;span class=&quot;tooltiptext&quot;&gt;${number}&lt;/span&gt;\n",
       "        &lt;/div&gt;`\n",
       "\n",
       "     Handlebars.registerHelper(&quot;observations&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(targetProfile.properties.observations)\n",
       "       return numberWithSuffixe(value, valueNumber(newValue), valueNumber(suffixe));\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;missingCells&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(targetProfile.properties.missing_cells)\n",
       "       if (typeof value !== &#x27;undefined&#x27; &amp;&amp; typeof newValue !== &#x27;undefined&#x27;  &amp;&amp; typeof suffixe !== &#x27;undefined&#x27; ) {\n",
       "        return numberWithSuffixe(value, valueSuffixe(`${newValue}`), suffixe);\n",
       "       }\n",
       "       return numberWithSuffixe(0, valueNumber(0), valueNumber(&#x27;&#x27;));\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;missingCellsPercentage&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(targetProfile.properties.missing_percentage)\n",
       "       if (typeof value !== &#x27;undefined&#x27; &amp;&amp; typeof newValue !== &#x27;undefined&#x27;  &amp;&amp; typeof suffixe !== &#x27;undefined&#x27; ) {\n",
       "        return numberWithSuffixe(value, valueSuffixe(`(${newValue}%)`), suffixe);\n",
       "       }\n",
       "       return numberWithSuffixe(0, valueSuffixe(`(${0}%)`), &#x27;&#x27;);\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;getProfileTimeStamp&quot;, function (properties) {\n",
       "       return formatLabelDate(+properties.properties.dataTimestamp)\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;getProfileName&quot;, function (properties) {\n",
       "       return properties.properties.tags.name\n",
       "     });\n",
       "\n",
       "       const cheqValueTypeNumber = (profile, profileValue) =&gt; {\n",
       "         let validValue;\n",
       "         if (profile &amp;&amp; profileValue !== undefined &amp;&amp; typeof profileValue === &quot;number&quot;) {\n",
       "           return true\n",
       "         } else if (profileValue !== undefined &amp;&amp; typeof profileValue !== &quot;number&quot;) {\n",
       "           return false\n",
       "         }\n",
       "       }\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;inferredType&quot;, function (column) {\n",
       "        let infferedType = &quot;&quot;;\n",
       "\n",
       "        if (column.isDiscrete) {\n",
       "          infferedType = &quot;Discrete&quot;;\n",
       "        } else {\n",
       "          infferedType = &quot;Non-discrete&quot;;\n",
       "        }\n",
       "        return infferedType;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;frequentItems&quot;, function (column) {\n",
       "        frequentItemsElemString = &quot;&quot;;\n",
       "        if (column.isDiscrete) {\n",
       "          const slicedFrequentItems = column.frequentItems.items.slice(0, 5);\n",
       "          for (let fi = 0; fi &lt; slicedFrequentItems.length; fi++) {\n",
       "            frequentItemsElemString +=\n",
       "              &#x27;&lt;span class=&quot;wl-table-cell__bedge&quot;&gt;&#x27; + slicedFrequentItems[fi].jsonValue + &quot;&lt;/span&gt;&quot;;\n",
       "          }\n",
       "        } else {\n",
       "          frequentItemsElemString += &quot;No data to show&quot;;\n",
       "        }\n",
       "        return frequentItemsElemString;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;totalCount&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          return column.featureStats.total_count;\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;missing&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          return column.featureStats.missing;\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;minimumValue&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          if (isNaN(column.featureStats.min)){return &quot;-&quot;}\n",
       "          return fixNumberTo(column.featureStats.min);\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;maximumValue&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          if (isNaN(column.featureStats.max)){return &quot;-&quot;}\n",
       "          return fixNumberTo(column.featureStats.max);\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;mean&quot;, function (column) {\n",
       "        if (column.featureStats?.descriptive_statistics) {\n",
       "          if (isNaN(column.featureStats.descriptive_statistics.mean)){return &quot;-&quot;}\n",
       "          if (column.featureStats.descriptive_statistics.mean==null){return &quot;-&quot;}\n",
       "          return fixNumberTo(column.featureStats.descriptive_statistics.mean);\n",
       "        }\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getGraphHtml&quot;,(column,key) =&gt; graph(column, key, null));\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDiscreteTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].isDiscrete === true) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count.toString();\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getNonDiscreteTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].isDiscrete === false) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getUnknownTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "        return count;\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (!feature[1].isDiscrete) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;columns&quot;: {&quot;a&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.0, &quot;end&quot;: 3.0000003, &quot;width&quot;: 0, &quot;counts&quot;: [39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27], &quot;max&quot;: 3.0, &quot;min&quot;: 1.0, &quot;bins&quot;: [1.0, 1.080000012, 1.160000024, 1.240000036, 1.320000048, 1.40000006, 1.480000072, 1.560000084, 1.640000096, 1.7200001079999998, 1.80000012, 1.880000132, 1.9600001439999999, 2.0400001559999996, 2.120000168, 2.20000018, 2.280000192, 2.360000204, 2.4400002159999996, 2.520000228, 2.60000024, 2.680000252, 2.760000264, 2.8400002759999996, 2.9200002879999998, 3.0000003], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 3.000000014901161, &quot;min&quot;: 1.0, &quot;max&quot;: 3.0, &quot;range&quot;: 2.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 1.0, &quot;iqr&quot;: 2.0, &quot;q1&quot;: 1.0, &quot;median&quot;: 2.0, &quot;q3&quot;: 3.0, &quot;ninety_fifth_percentile&quot;: 3.0}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.8075402232218604, &quot;coefficient_of_variation&quot;: 0.4295426719265215, &quot;sum&quot;: 188.0, &quot;variance&quot;: 0.6521212121212121, &quot;mean&quot;: 1.88}}}, &quot;b&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;a&quot;, &quot;estimate&quot;: 57}, {&quot;value&quot;: &quot;b&quot;, &quot;estimate&quot;: 43}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}, &quot;c&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 5.535686500857118e-05, &quot;end&quot;: 0.9923964981282725, &quot;width&quot;: 0, &quot;counts&quot;: [5, 3, 5, 3, 3, 7, 2, 1, 6, 4, 2, 8, 5, 6, 1, 5, 1, 4, 6, 3, 0, 4, 7, 2, 7], &quot;max&quot;: 0.9923963988886326, &quot;min&quot;: 5.535686500857118e-05, &quot;bins&quot;: [5.535686500857118e-05, 0.039749002515539124, 0.07944264816606968, 0.11913629381660024, 0.15882993946713078, 0.19852358511766133, 0.2382172307681919, 0.2779108764187224, 0.317604522069253, 0.35729816771978357, 0.3969918133703141, 0.43668545902084466, 0.47637910467137523, 0.5160727503219058, 0.5557663959724363, 0.5954600416229668, 0.6351536872734974, 0.674847332924028, 0.7145409785745586, 0.754234624225089, 0.7939282698756196, 0.8336219155261502, 0.8733155611766807, 0.9130092068272113, 0.9527028524777419, 0.9923964981282724], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 100.00002458692299, &quot;min&quot;: 5.535686500857118e-05, &quot;max&quot;: 0.9923963988886326, &quot;range&quot;: 0.992341042023624, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.0503700567575438, &quot;iqr&quot;: 0.5192569133633047, &quot;q1&quot;: 0.23074233540679567, &quot;median&quot;: 0.48783770435896423, &quot;q3&quot;: 0.7499992487701004, &quot;ninety_fifth_percentile&quot;: 0.9702366830961006}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.2940846278174506, &quot;coefficient_of_variation&quot;: 0.5882530845652189, &quot;sum&quot;: 49.992874756417166, &quot;variance&quot;: 0.08648576831852844, &quot;mean&quot;: 0.49992874756417166}}}, &quot;d&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;xy&quot;, &quot;estimate&quot;: 53}, {&quot;value&quot;: &quot;z&quot;, &quot;estimate&quot;: 47}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}}, &quot;properties&quot;: {&quot;observations&quot;: 400, &quot;missing_cells&quot;: 0, &quot;missing_percentage&quot;: 0.0}};\n",
       "      // Config handlebars and pass data to HBS template\n",
       "      const source = document.getElementById(&quot;entry-template&quot;).innerHTML;\n",
       "      const template = Handlebars.compile(source);\n",
       "      const html = template(context);\n",
       "      const target = document.getElementById(&quot;generated-html&quot;);\n",
       "      target.innerHTML = html;\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      const $featureSearch = document.getElementById(&quot;wl__feature-search&quot;);\n",
       "      const $tableBody = document.getElementById(&quot;table-body&quot;);\n",
       "      const $discrete = document.getElementById(&quot;inferredDiscrete&quot;);\n",
       "      const $nonDiscrete = document.getElementById(&quot;inferredNonDiscrete&quot;);\n",
       "      const $unknown = document.getElementById(&quot;inferredUnknown&quot;);\n",
       "\n",
       "      const activeTypes = {\n",
       "        discrete: true,\n",
       "        &quot;non-discrete&quot;: true,\n",
       "        unknown: true,\n",
       "      };\n",
       "\n",
       "      let searchString = &quot;&quot;;\n",
       "\n",
       "      function debounce(func, wait, immediate) {\n",
       "        let timeout;\n",
       "\n",
       "        return function () {\n",
       "          const context = this;\n",
       "          const args = arguments;\n",
       "          const later = function () {\n",
       "            timeout = null;\n",
       "            if (!immediate) func.apply(context, args);\n",
       "          };\n",
       "\n",
       "          const callNow = immediate &amp;&amp; !timeout;\n",
       "          clearTimeout(timeout);\n",
       "          timeout = setTimeout(later, wait);\n",
       "          if (callNow) func.apply(context, args);\n",
       "        };\n",
       "      }\n",
       "\n",
       "      function filterNotification() {\n",
       "        const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "        const $boxes = $(&#x27;.wl_filter-options&gt;.form-check&gt;input[name=checkbox]:checked&#x27;);\n",
       "        const item = Object.values($boxes).find(function(value) { return $(value)[0] === undefined});\n",
       "        if (item === undefined) {\n",
       "          $notifCircleContainer.removeClass(&quot;d-none&quot;)\n",
       "        } else {\n",
       "          $notifCircleContainer.addClass(&quot;d-none&quot;)\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function handleSearch() {\n",
       "        const tableBodyChildren = $tableBody.children;\n",
       "\n",
       "        for (let i = 0; i &lt; tableBodyChildren.length; i++) {\n",
       "          const type = tableBodyChildren[i].dataset.inferredType.toLowerCase();\n",
       "          const name = tableBodyChildren[i].dataset.featureName.toLowerCase();\n",
       "\n",
       "          if (activeTypes[type] &amp;&amp; name.startsWith(searchString)) {\n",
       "            tableBodyChildren[i].style.display = &quot;&quot;;\n",
       "          } else {\n",
       "            tableBodyChildren[i].style.display = &quot;none&quot;;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      $featureSearch.addEventListener(\n",
       "        &quot;keyup&quot;,\n",
       "        debounce((event) =&gt; {\n",
       "          searchString = event.target.value.toLowerCase();\n",
       "          handleSearch();\n",
       "        }, 100),\n",
       "      );\n",
       "\n",
       "      $discrete.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;discrete&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;discrete&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $nonDiscrete.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;non-discrete&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;non-discrete&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $unknown.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;unknown&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;unknown&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "\n",
       "      $(&quot;.svg-container&quot;).css(&quot;padding-bottom&quot;, &quot;27%&quot;)\n",
       "    }\n",
       "\n",
       "    function checkedBoxes() {\n",
       "      const $boxes = $(&#x27;input[name=checkbox]:checked&#x27;);\n",
       "      const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "\n",
       "      if ($boxes.length) {\n",
       "        $notifCircleContainer.removeClass(&quot;d-none&quot;)\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function openFilter() {\n",
       "      const $filterOptions = $(&quot;.dropdown-container&quot;);\n",
       "      const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "      const filterClass = $filterOptions.attr(&quot;class&quot;);\n",
       "\n",
       "      if (filterClass.indexOf(&quot;d-none&quot;) &gt; 0) {\n",
       "        $notifCircleContainer.addClass(&quot;d-none&quot;)\n",
       "        $filterOptions.removeClass(&quot;d-none&quot;);\n",
       "        $(&quot;.filter-icon&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.close-filter-icon&quot;).removeClass(&quot;d-none&quot;)\n",
       "      } else {\n",
       "        $filterOptions.addClass(&quot;d-none&quot;);\n",
       "        $(&quot;.close-filter-icon&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.filter-icon&quot;).removeClass(&quot;d-none&quot;)\n",
       "        checkedBoxes()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    // Invoke functions -- keep in mind invokation order\n",
       "    registerHandlebarHelperFunctions();\n",
       "    initHandlebarsTemplate();\n",
       "    initWebsiteScripts();\n",
       "  &lt;/script&gt;\n",
       "&lt;/html&gt;\n",
       "\" width=100% height=1000px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div></div><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html lang=&quot;en&quot;&gt;\n",
       "  &lt;head&gt;\n",
       "    &lt;meta charset=&quot;UTF-8&quot; /&gt;\n",
       "    &lt;meta http-equiv=&quot;X-UA-Compatible&quot; content=&quot;IE=edge&quot; /&gt;\n",
       "    &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width, initial-scale=1.0&quot; /&gt;\n",
       "    &lt;meta name=&quot;description&quot; content=&quot;&quot; /&gt;\n",
       "    &lt;meta name=&quot;author&quot; content=&quot;&quot; /&gt;\n",
       "\n",
       "    &lt;title&gt;Profile Visualizer | whylogs&lt;/title&gt;\n",
       "\n",
       "    &lt;link rel=&quot;icon&quot; href=&quot;images/whylabs-favicon.png&quot; type=&quot;image/png&quot; sizes=&quot;16x16&quot; /&gt;\n",
       "    &lt;link rel=&quot;preconnect&quot; href=&quot;https://fonts.googleapis.com&quot; /&gt;\n",
       "    &lt;link rel=&quot;preconnect&quot; href=&quot;https://fonts.gstatic.com&quot; crossorigin /&gt;\n",
       "    &lt;link href=&quot;https://fonts.googleapis.com/css2?family=Asap:wght@400;500;600;700&amp;display=swap&quot; rel=&quot;stylesheet&quot; /&gt;\n",
       "    &lt;link rel=&quot;preconnect&quot; href=&quot;https://fonts.gstatic.com&quot; /&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.1.0/dist/css/bootstrap.min.css&quot; /&gt;\n",
       "\n",
       "    &lt;script\n",
       "      src=&quot;https://cdnjs.cloudflare.com/ajax/libs/handlebars.js/4.7.7/handlebars.min.js&quot;\n",
       "      integrity=&quot;sha512-RNLkV3d+aLtfcpEyFG8jRbnWHxUqVZozacROI4J2F1sTaDqo1dPQYs01OMi1t1w9Y2FdbSCDSQ2ZVdAC8bzgAg==&quot;\n",
       "      crossorigin=&quot;anonymous&quot;\n",
       "      referrerpolicy=&quot;no-referrer&quot;\n",
       "    &gt;&lt;/script&gt;\n",
       "\n",
       "    &lt;style type=&quot;text/css&quot;&gt;\n",
       "      :root {\n",
       "        /* CONSTANTS */\n",
       "        --SIDE-PANEL-WIDTH: 320px;\n",
       "        --PROPERTY-PANEL-WIDTH: 420px;\n",
       "\n",
       "        /* COLOR VARIABLES */\n",
       "        /** Standard colors */\n",
       "        --red: #d11010;\n",
       "        --orange: #f07028;\n",
       "        --yellow: #faaf40;\n",
       "        --olive: #b5cc18;\n",
       "        --green: #1dbb42;\n",
       "        --teal: #00b5ad;\n",
       "        --blue: #2683c9;\n",
       "        --violet: #6435c9;\n",
       "        --purple: #a333c8;\n",
       "        --pink: #ed45a4;\n",
       "        --brown: #ac724d;\n",
       "        --grey: #778183;\n",
       "        --black: #1b1c1d;\n",
       "        --white: #ffffff;\n",
       "\n",
       "        /** Branded colors */\n",
       "        --brandPrimary900: #0e7384;\n",
       "        --brandPrimary800: #228798;\n",
       "        --brandPrimary700: #369bac;\n",
       "        --brandPrimary600: #4aafc0;\n",
       "        --brandPrimary500: #5ec3d4;\n",
       "        --brandPrimary400: #72d7e8;\n",
       "        --brandPrimary300: #86ebfc;\n",
       "        --brandPrimary200: #a6f2ff;\n",
       "        --brandPrimary100: #cdf8ff;\n",
       "        --brandSecondary900: #4f595b;\n",
       "        --brandSecondary800: #636d6f;\n",
       "        --brandSecondary700: #778183;\n",
       "        --brandSecondary600: #8b9597;\n",
       "        --brandSecondary500: #9fa9ab;\n",
       "        --brandSecondary400: #b3bdbf;\n",
       "        --brandSecondary300: #c7d1d3;\n",
       "        --brandSecondary200: #dbe5e7;\n",
       "        --brandSecondary100: #ebf2f3;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        --brandRed4: #b30000;\n",
       "        --brandRed3: #d72424;\n",
       "        --brandRed2: #eb5656;\n",
       "        --brandRed1: #ff8282;\n",
       "        --night1: #021826;\n",
       "        /** Purpose colors */\n",
       "        --textColor: #4f595b;\n",
       "        --linkColor: #369bac;\n",
       "        --infoColor: #2683c9;\n",
       "        --warningColor: #faaf40;\n",
       "        --tealBackground: #eaf2f3;\n",
       "        --pageBackground: #e5e5e5;\n",
       "        --contrastTableRow: #fafafa;\n",
       "        --whiteBackground: #ffffff;\n",
       "        --primaryBackground: #e5e5e5;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        font-family: &quot;Asap&quot;, Arial, Helvetica, sans-serif;\n",
       "      }\n",
       "\n",
       "      /*\n",
       "      * Main content\n",
       "      */\n",
       "      .main {\n",
       "        position: relative;\n",
       "        background: #FFFFFF;\n",
       "        border: 1px solid #DBE5E7;\n",
       "        box-sizing: border-box;\n",
       "        border-radius: 4px;\n",
       "      }\n",
       "      .main .page-header {\n",
       "        margin-top: 0;\n",
       "      }\n",
       "\n",
       "      /* CSS DIV TABLE BASIC STYLE */\n",
       "\n",
       "      .wl-table-row .wl-table-head:first-child {\n",
       "        min-width: 360px;\n",
       "        z-index: 2;\n",
       "      }\n",
       "\n",
       "      .wl-table-wrap {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .wl-table {\n",
       "        display: table;\n",
       "        width: 100%;\n",
       "      }\n",
       "\n",
       "      .row&gt;* {\n",
       "        padding-right: 0 !important;\n",
       "        padding-left: 0 !important;\n",
       "      }\n",
       "\n",
       "      .wl-table-row {\n",
       "        display: table-row;\n",
       "      }\n",
       "\n",
       "      .wl-table-row:hover,\n",
       "      .wl-table-row:hover .wl-table-cell:first-child {\n",
       "        background-color: var(--brandSecondary100);\n",
       "      }\n",
       "      .wl-table-row--clickable:hover .wl-table-cell__title-button {\n",
       "        visibility: visible;\n",
       "      }\n",
       "\n",
       "      .wl-table-heading {\n",
       "        position: sticky;\n",
       "        top: 0;\n",
       "        z-index: 900;\n",
       "        display: table-header-group;\n",
       "        font-weight: 700;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell,\n",
       "      .wl-table-head {\n",
       "        border-bottom: 1px solid var(--brandSecondary200);\n",
       "        display: table-cell;\n",
       "        padding: 12px 18px;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell {\n",
       "        font-size: 14px;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell--top-spacing {\n",
       "        padding-top: 35px; /* cell-top-padding + cell-title-height */\n",
       "      }\n",
       "\n",
       "      .wl-table-head-wraper {\n",
       "        background-color: var(--white);\n",
       "      }\n",
       "\n",
       "      .wl-table-head {\n",
       "        position: relative;\n",
       "        left: 0;\n",
       "        min-width: 100px;\n",
       "        border-bottom: 2px solid var(--brandSecondary100);\n",
       "        font-size: 12px;\n",
       "        line-height: 1.67;\n",
       "        white-space: nowrap;\n",
       "      }\n",
       "\n",
       "      .wl-sub-table-head {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .wl-table-body {\n",
       "        display: table-row-group;\n",
       "      }\n",
       "\n",
       "      .wl-table-row .wl-table-cell:first-child{\n",
       "        position: relative;\n",
       "        left: 0;\n",
       "        background-color: var(--white);\n",
       "        border-right-width: 2px;\n",
       "      }\n",
       "\n",
       "      /* Table custom style */\n",
       "\n",
       "      .wl-table-cell__title-wrap {\n",
       "        display: flex;\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__title {\n",
       "        height: 25px;\n",
       "        margin: 0;\n",
       "        font-size: 14px;\n",
       "        font-weight: 700;\n",
       "        overflow: hidden;\n",
       "        white-space: nowrap;\n",
       "        text-overflow: ellipsis;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__bedge-wrap {\n",
       "        padding: 2px 0;\n",
       "        white-space: nowrap;\n",
       "        overflow: hidden;\n",
       "        font-style: italic;\n",
       "        text-align: center;\n",
       "        color: var(--brandSecondary400);\n",
       "      }\n",
       "      .wl-table-cell__bedge {\n",
       "        height: 24px;\n",
       "        margin: 1px;\n",
       "        padding: 2px 8px;\n",
       "        border: 1px solid var(--brandSecondary400);\n",
       "        font-style: normal;\n",
       "        color: var(--brandSecondary900);\n",
       "        border-radius: 20px;\n",
       "        white-space: nowrap;\n",
       "      }\n",
       "\n",
       "      /* Property side panel */\n",
       "\n",
       "      .wl-compare-profile {\n",
       "        position: relative;\n",
       "        left: 0;\n",
       "        padding: 18px;\n",
       "        background: var(--white);;\n",
       "        border-bottom: 1px solid var(--brandSecondary200);\n",
       "      }\n",
       "\n",
       "      /* Screen on smaller screens */\n",
       "      .no-responsive {\n",
       "        display: none;\n",
       "        position: fixed;\n",
       "        top: 0;\n",
       "        left: 0;\n",
       "        z-index: 1031;\n",
       "        width: 100vw;\n",
       "        height: 100vh;\n",
       "        background-color: var(--tealBackground);\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .no-responsive__content {\n",
       "        max-width: 600px;\n",
       "        width: 100%;\n",
       "        padding: 0 24px;\n",
       "      }\n",
       "\n",
       "      .no-responsive__title {\n",
       "        font-size: 96px;\n",
       "        font-weight: 300;\n",
       "        color: var(--brandSecondary900);\n",
       "        line-height: 1.167;\n",
       "      }\n",
       "\n",
       "      .no-responsive__text {\n",
       "        margin: 0;\n",
       "        font-size: 16px;\n",
       "        font-weight: 400;\n",
       "        color: var(--brandSecondary900);\n",
       "        line-height: 1.5;\n",
       "      }\n",
       "\n",
       "      .space-between {\n",
       "        display: flex;\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .align-items {\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .display-flex{\n",
       "        display: flex;\n",
       "      }\n",
       "\n",
       "      .table-border-none {\n",
       "        padding: 0;\n",
       "        border: none;\n",
       "      }\n",
       "\n",
       "      .flex-direction-colum {\n",
       "        display: flex;\n",
       "        flex-direction: column;\n",
       "      }\n",
       "\n",
       "      .align-items {\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .search-input{\n",
       "        padding-top: 0 !important;\n",
       "        padding-bottom: 0 !important;\n",
       "      }\n",
       "\n",
       "      .search-input input{\n",
       "        border: none;\n",
       "        background: none;\n",
       "        outline: none;\n",
       "        height: 40px;\n",
       "        width: 100%;\n",
       "        font-size: 14px;\n",
       "      }\n",
       "\n",
       "      .search-input img{\n",
       "        height: 19px;\n",
       "        pointer-events: none;\n",
       "      }\n",
       "\n",
       "      input::placeholder {\n",
       "        color: var(--secondaryLight1000);\n",
       "      }\n",
       "\n",
       "      .text-align-center {\n",
       "        text-align: center;\n",
       "      }\n",
       "\n",
       "      .text-align-end {\n",
       "        text-align: end;\n",
       "      }\n",
       "\n",
       "      .drift-detection {\n",
       "        justify-content: space-between;\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "     .drift-detection-info-circle {\n",
       "       width: 15px;\n",
       "       height: 15px;\n",
       "       border-radius: 50px;\n",
       "       display: inline-block;\n",
       "       margin-right: 8px;\n",
       "     }\n",
       "\n",
       "     .severe-drift-circle-color {\n",
       "         background: #D40D00;\n",
       "     }\n",
       "\n",
       "     .moderate-drift-circle-color {\n",
       "         background: #F5843C;\n",
       "     }\n",
       "\n",
       "     .mild-drift-circle-color {\n",
       "         background: #F2C142;\n",
       "     }\n",
       "\n",
       "     .minimal-drift-circle-color {\n",
       "         background: #ABCA52;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item {\n",
       "         padding-right: 20px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-title {\n",
       "       font-family: Arial;\n",
       "       font-weight: bold;\n",
       "       font-size: 16px;\n",
       "       line-height: 130%;\n",
       "       color: #313B3D;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item-count {\n",
       "       font-family: Arial;\n",
       "       font-weight: bold;\n",
       "       font-size: 14px;\n",
       "       line-height: 16px;\n",
       "       color: #000000;\n",
       "       padding-right: 8px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item-name {\n",
       "       font-family: Arial;\n",
       "       font-style: normal;\n",
       "       font-weight: normal;\n",
       "       font-size: 12px;\n",
       "       line-height: 14px;\n",
       "       color: #000000;\n",
       "     }\n",
       "\n",
       "     .drift-detection-info-drifts-item-range {\n",
       "       font-family: Arial;\n",
       "       font-style: normal;\n",
       "       font-weight: normal;\n",
       "       font-size: 11px;\n",
       "       line-height: 13px;\n",
       "       color: #6C757D;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input {\n",
       "       display: flex;\n",
       "       align-items: center;\n",
       "       background: rgba(255, 255, 255, 0.7);\n",
       "       border: 1px solid #DBE5E7;\n",
       "       box-sizing: border-box;\n",
       "       border-radius: 4px;\n",
       "       width: 170px;\n",
       "       padding-left: 10px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input img{\n",
       "       margin-right: 5px;\n",
       "     }\n",
       "\n",
       "     .drift-detection-search-input input::placeholder {\n",
       "       font-family: Arial;\n",
       "       font-weight: normal;\n",
       "       font-size: 13px;\n",
       "       line-height: 16px;\n",
       "       color: #313B3D;\n",
       "     }\n",
       "\n",
       "     .close-filter-button {\n",
       "       display: flex;\n",
       "       justify-content: center;\n",
       "       align-items: center;\n",
       "       background: rgba(255, 255, 255, 0.7);\n",
       "       border: 1px solid #369BAC;\n",
       "       box-sizing: border-box;\n",
       "       border-radius: 4px;\n",
       "       width: 40px;\n",
       "       height: 40px;\n",
       "       cursor: pointer;\n",
       "       margin-left: 10px;\n",
       "     }\n",
       "\n",
       "     .filter-options-title {\n",
       "       width: 240px;\n",
       "     }\n",
       "\n",
       "     .filter-options-title p {\n",
       "       margin: 0;\n",
       "     }\n",
       "\n",
       "     .dropdown-container {\n",
       "       position: absolute;\n",
       "       right: 18px;\n",
       "       z-index: 999;\n",
       "       background: #FFFFFF;\n",
       "       border: 1px solid #DBE5E7;\n",
       "       box-sizing: border-box;\n",
       "       box-shadow: 0px 2px 8px rgba(0, 0, 0, 0.05);\n",
       "       border-radius: 4px;\n",
       "       padding: 10px !important;\n",
       "       border: none !important;\n",
       "     }\n",
       "\n",
       "     .form-check-input:checked {\n",
       "       background-color: #0E7384;\n",
       "       border-color: #0E7384;\n",
       "     }\n",
       "\n",
       "     .form-check-input[type=checkbox] {\n",
       "       border-radius: 2px;\n",
       "     }\n",
       "\n",
       "      .justify-content-center {\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .wl-table-cell__graph-wrap {\n",
       "        width: 0;\n",
       "      }\n",
       "\n",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 85%;\n",
       "        padding-bottom: 17%;\n",
       "        vertical-align: top;\n",
       "        overflow: hidden;\n",
       "      }\n",
       "\n",
       "      .svg-content-responsive {\n",
       "        display: inline-block;\n",
       "        position: absolute;\n",
       "        left: 0;\n",
       "      }\n",
       "\n",
       "      .reference-table-head {\n",
       "        min-width: 250px;\n",
       "      }\n",
       "\n",
       "      .wl__dropdown_arrow-icon {\n",
       "        position: relative;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: -4px;\n",
       "        right: -4px;\n",
       "        padding: 5.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: white;\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .notif-circle {\n",
       "        position: absolute;\n",
       "        top: 2px;\n",
       "        right: 2px;\n",
       "        padding: 3.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: #F2994A;\n",
       "      }\n",
       "\n",
       "\n",
       "      .header-title {\n",
       "        font-size: 26px;\n",
       "        font-weight: 700;\n",
       "        color: #444444;\n",
       "      }\n",
       "\n",
       "      .statistic-number-title {\n",
       "        font-family: Arial;\n",
       "        font-weight: normal;\n",
       "        font-size: 14px;\n",
       "        line-height: 20px;\n",
       "        color: #6C757D;\n",
       "      }\n",
       "\n",
       "      .statistic-number {\n",
       "        font-family: Arial;\n",
       "        font-weight: bold;\n",
       "        font-size: 20px;\n",
       "        line-height: 140%;\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "        color: #0E7384;\n",
       "      }\n",
       "\n",
       "      .statistic-measurement {\n",
       "        font-size: 15px !important;\n",
       "        margin-left: 3px;\n",
       "      }\n",
       "\n",
       "      .statistic-measurement-percent {\n",
       "        font-size: 15px !important;\n",
       "      }\n",
       "\n",
       "      .question-mark {\n",
       "        font-size: 10px;\n",
       "        font-weight: 900;\n",
       "        color: #0E7384;\n",
       "        border-radius: 50px;\n",
       "        border: 2px solid #0E7384;\n",
       "        padding: 0px 4px;\n",
       "        transition: 0.5s;\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .question-mark:hover {\n",
       "        color: white;\n",
       "        background: #0E7384;\n",
       "        border: 2px solid none;\n",
       "        transition: 0.5s;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number {\n",
       "        position: relative;\n",
       "        display: inline-block;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number .tooltiptext {\n",
       "        visibility: hidden;\n",
       "        background: black;\n",
       "        color: white;\n",
       "        border: 1px solid black;\n",
       "        text-align: start;\n",
       "        padding: 3px;\n",
       "        position: absolute;\n",
       "        z-index: 1002;\n",
       "        top: 0;\n",
       "        left: 100%;\n",
       "        margin-left: 5px;\n",
       "        opacity: 0;\n",
       "        transition: opacity 0.5s;\n",
       "        font-size: 13px;\n",
       "        font-weight: normal;\n",
       "        line-height: 100%;\n",
       "      }\n",
       "\n",
       "      .tooltip-full-number:hover .tooltiptext {\n",
       "        visibility: visible;\n",
       "        opacity: 1;\n",
       "      }\n",
       "\n",
       "      .display-flex {\n",
       "        display: flex;\n",
       "      }\n",
       "\n",
       "      .flex-direction-column {\n",
       "        flex-direction: column;\n",
       "      }\n",
       "\n",
       "      .justify-content-space-between {\n",
       "        justify-content: space-between;\n",
       "      }\n",
       "\n",
       "      .justify-content-center {\n",
       "        justify-content: center;\n",
       "      }\n",
       "\n",
       "      .align-items-center {\n",
       "        align-items: center;\n",
       "      }\n",
       "\n",
       "      .padding-right-30 {\n",
       "        padding-right: 30px;\n",
       "      }\n",
       "\n",
       "      .padding-5 {\n",
       "        padding: 5px;\n",
       "      }\n",
       "\n",
       "      .text-color {\n",
       "        color: var(--secondaryLight1000);\n",
       "      }\n",
       "\n",
       "      .error-message {\n",
       "        display: flex;\n",
       "        justify-content: center;\n",
       "        align-items: center;\n",
       "        color: rgb(255, 114, 71);\n",
       "        font-size: 30px;\n",
       "        font-weight: 900;\n",
       "      }\n",
       "\n",
       "      @media screen and (min-width: 500px) {\n",
       "        .desktop-content {\n",
       "          display: block;\n",
       "        }\n",
       "        .no-responsive {\n",
       "          display: none;\n",
       "        }\n",
       "      }\n",
       "    &lt;/style&gt;\n",
       "  &lt;/head&gt;\n",
       "\n",
       "  &lt;body id=&quot;generated-html&quot;&gt;&lt;/body&gt;\n",
       "\n",
       "  &lt;script id=&quot;entry-template&quot; type=&quot;text/x-handlebars-template&quot;&gt;\n",
       "    \n",
       "      &lt;div class=&quot;desktop-content&quot;&gt;\n",
       "        &lt;div class=&quot;container-fluid&quot;&gt;\n",
       "          &lt;div class=&quot;feature-summary-statistics-wrap&quot;&gt;\n",
       "            &lt;div class=&quot;feature-summary-statistics&quot;&gt;\n",
       "              &lt;div class=&quot;mb-4&quot;&gt;\n",
       "                  &lt;strong class=&quot;header-title&quot;&gt;Profile Summary&lt;/strong&gt;\n",
       "              &lt;/div&gt;\n",
       "              &lt;div class=&quot;display-flex statistics&quot;&gt;\n",
       "                  &lt;div class=&quot;padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Observations\n",
       "                    &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                      &lt;span class=&quot;question-mark&quot;&gt;?&lt;/span&gt;\n",
       "                    &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                     &lt;div class=&quot;mb-1&quot;&gt;The sum of counts for each feature. For a single dataframe, it is equal to the number of cells, i.e., rows * columns.&lt;/div&gt;\n",
       "                    &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{{observations this}}}&lt;/div&gt;\n",
       "\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Missing Cells&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "                      {{{missingCells this}}}\n",
       "                      &lt;div&gt;{{{missingCellsPercentage this}}}&lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "          &lt;div class=&quot;row&quot;&gt;\n",
       "            &lt;div class=&quot;main&quot;&gt;\n",
       "              &lt;div class=&quot;wl-compare-profile&quot; id=&quot;compare-profile&quot;&gt;\n",
       "               &lt;div class=&quot;drift-detection-wrap&quot;&gt;\n",
       "                 &lt;div class=&quot;drift-detection display-flex&quot;&gt;\n",
       "                   &lt;div class=&quot;drift-detection-info flex-direction-colum&quot;&gt;\n",
       "                     &lt;div class=&quot;drift-detection-info-title-wrap display-flex&quot;&gt;\n",
       "                       &lt;p class=&quot;drift-detection-info-title&quot;&gt;\n",
       "                         Drift detected in\n",
       "                         &lt;span class=&quot;drift-count&quot;&gt;&lt;/span&gt;\n",
       "                         of\n",
       "                         &lt;span class=&quot;all-features&quot;&gt;&lt;/span&gt;\n",
       "                         features\n",
       "                       &lt;/p&gt;\n",
       "                     &lt;/div&gt;\n",
       "                     &lt;div class=&quot;drift-detection-info-drifts display-flex&quot; id=&quot;drift-detection-info-drifts&quot;&gt;\n",
       "                     &lt;/div&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;drift-detection-search-input-wrap display-flex&quot;&gt;\n",
       "                     &lt;div class=&quot;drift-detection-search-input search-input&quot;&gt;\n",
       "                       &lt;input type=&quot;text&quot; id=&quot;wl__feature-search&quot; placeholder=&quot;Quick search...&quot;/&gt;\n",
       "                       &lt;img src=&quot;data:image/png;base64,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&quot;/&gt;\n",
       "                     &lt;/div&gt;\n",
       "                     &lt;div class=&quot;wl__dropdown_arrow-icon&quot;&gt;\n",
       "                       &lt;div onclick=&quot;openFilter()&quot; class=&quot;close-filter-button&quot;&gt;\n",
       "                         &lt;div class=&quot;display-flex close-filter-icon d-none&quot;&gt;\n",
       "                           &lt;img src=&quot;data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAsAAAALCAYAAACprHcmAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAADFSURBVHgBfY+xDcIwEEXvnLQBZQkYAEhDwwKpEEK0CCZgAEjJCEmgjYSAygxAHTZgFRSOsyUjY5mcZFnn/+78PwBXf3+MoKWUPuYjVBPFnTwpr9t/oNJfcTfXsAhRAlDqDhhQIPYgpAqNMDqcUqSAYZT1epr9gAHt6uXshvYme4DYHQJNDKh0dD0m5WXB10Y3Fqjtuh7fROn3oREDWxfeMLyRsMnc0OgDzdduaA0Pi3Plgr7Q2kaAePeBqh6rueSNBVt6fgCwBV1JLF3rlAAAAABJRU5ErkJggg==&quot;/&gt;\n",
       "                         &lt;/div&gt;\n",
       "                         &lt;div class=&quot;display-flex filter-icon&quot;&gt;\n",
       "                           &lt;img src=&quot;data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAPCAYAAADtc08vAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAACSSURBVHgBrZLBCYAwDEWTUjw7igcdwI1cxkNXUJzBEVzFAbSVKoKmaVrEB6GHJv/w+AACtRk7P9IONv1QOYUl96k0zv61m2tjARoLtSDI3EFsgIJ4uoXrMLazO72CRG2mzg/8BSdVlEjhpGZJjAWdAZJECpWalEhJSs1pHuUlMad5FFai1Lwg4Ckx1TxKIPFL8w55mEWd8VjPGAAAAABJRU5ErkJggg==&quot;/&gt;\n",
       "                         &lt;/div&gt;\n",
       "                       &lt;/div&gt;\n",
       "                       &lt;span class=&quot;notif-circle-container&quot;&gt;\n",
       "                         &lt;span class=&quot;notif-circle&quot;&gt;&lt;/span&gt;\n",
       "                       &lt;/span&gt;\n",
       "                     &lt;/div&gt;\n",
       "                   &lt;/div&gt;\n",
       "                 &lt;/div&gt;\n",
       "               &lt;/div&gt;\n",
       "               &lt;div class=&quot;dropdown-container flex-direction-colum mb-2 d-none&quot; id=&quot;dropdown-container&quot;&gt;\n",
       "                 &lt;div class=&quot;filter-options&quot;&gt;\n",
       "                   &lt;div class=&quot;filter-options-title space-between dropdown&quot;&gt;\n",
       "                     &lt;p&gt;Filter by type&lt;/p&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;form-check mb-1 mt-2&quot;&gt;\n",
       "                     &lt;input\n",
       "                       class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                       type=&quot;checkbox&quot;\n",
       "                       name=&quot;checkbox&quot;\n",
       "                       value=&quot;Nodrift&quot;\n",
       "                       id=&quot;nodrift&quot;\n",
       "                       checked\n",
       "                     /&gt;\n",
       "                     &lt;label class=&quot;form-check-label&quot; for=&quot;nodrift&quot;&gt;\n",
       "                       No evidence of drift (&lt;span class=&quot;wl__feature-count--nodrift&quot;&gt;{{getNoDriftCount}}&lt;/span&gt;)\n",
       "                     &lt;/label&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                     &lt;input\n",
       "                       class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                       type=&quot;checkbox&quot;\n",
       "                       name=&quot;checkbox&quot;\n",
       "                       value=&quot;Possibledrift&quot;\n",
       "                       id=&quot;possibledrift&quot;\n",
       "                       checked\n",
       "                     /&gt;\n",
       "                     &lt;label class=&quot;form-check-label&quot; for=&quot;possibledrift&quot;&gt;\n",
       "                       Possible drift (&lt;span\n",
       "                         class=&quot;wl__feature-count--possibledrift&quot;\n",
       "                       &gt;{{getPossibleDriftCount}}&lt;/span&gt;)\n",
       "                     &lt;/label&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                     &lt;input\n",
       "                       class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                       type=&quot;checkbox&quot;\n",
       "                       name=&quot;checkbox&quot;\n",
       "                       value=&quot;Detecteddrift&quot;\n",
       "                       id=&quot;detecteddrift&quot;\n",
       "                       checked\n",
       "                     /&gt;\n",
       "                     &lt;label class=&quot;form-check-label&quot; for=&quot;detecteddrift&quot;&gt;\n",
       "                       Detected drift (&lt;span class=&quot;wl__feature-count--drift&quot;&gt;{{getDriftCount}}&lt;/span&gt;)\n",
       "                     &lt;/label&gt;\n",
       "                   &lt;/div&gt;\n",
       "                   &lt;div class=&quot;form-check mb-1&quot;&gt;\n",
       "                    &lt;input\n",
       "                      class=&quot;form-check-input wl__feature-filter-input&quot;\n",
       "                      type=&quot;checkbox&quot;\n",
       "                      name=&quot;checkbox&quot;\n",
       "                      value=&quot;Unknowndrift&quot;\n",
       "                      id=&quot;unknowndrift&quot;\n",
       "                      checked\n",
       "                    /&gt;\n",
       "                    &lt;label class=&quot;form-check-label&quot; for=&quot;unknowndrift&quot;&gt;\n",
       "                      Unknown (&lt;span\n",
       "                        class=&quot;wl__feature-count--unknown&quot;\n",
       "                      &gt;{{getUnknownDriftCount}}&lt;/span&gt;)\n",
       "                    &lt;/label&gt;\n",
       "                  &lt;/div&gt;\n",
       "\n",
       "                 &lt;/div&gt;\n",
       "               &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "              &lt;div class=&quot;wl-table-wrap&quot; id=&quot;table-content&quot;&gt;\n",
       "                &lt;div class=&quot;wl-table&quot;&gt;\n",
       "                  &lt;div class=&quot;wl-table-heading&quot;&gt;\n",
       "                    &lt;div class=&quot;wl-table-row wl-table-row--bottom-shadow&quot;&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper&quot;&gt;\n",
       "                        &lt;div class=&quot;wl-table-head table-border-none graph-table-head&quot;&gt;Target&lt;/div&gt;\n",
       "                        &lt;div class=&quot;wl-table-head table-border-none reference-table-head&quot;&gt;Reference&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-center&quot; style=&quot;cursor: pointer;&quot; id=&quot;diff-from-ref&quot;&gt;\n",
       "                        &lt;div class=&quot;pvalue&quot;&gt;Drift Score\n",
       "                          &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                            &lt;span class=&quot;question-mark&quot;&gt;?&lt;/span&gt;\n",
       "                          &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                           &lt;div class=&quot;mb-1&quot;&gt;Drift is evaluated against pvalue, if present, and against statistic otherwise.&lt;/div&gt;\n",
       "                          &lt;/span&gt;\n",
       "                        &lt;/div&gt;\n",
       "                        &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Data Drift&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-table-head-wraper text-align-end&quot;&gt;Total count&lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;ul class=&quot;wl-table-body wl__table-body&quot; id=&quot;table-body&quot;&gt;\n",
       "{{#each this.columns}}                    &lt;li\n",
       "                    {{#if this.numberSummary}} class=&quot;wl-table-row wl-table-row--clickable&quot; {{else}} class=&quot;wl-table-row&quot; {{/if}}\n",
       "                    data-feature-name={{@key}}\n",
       "                    data-drift-category={{driftCategory this}}\n",
       "                    data-scroll-to-feature-name={{@key}}\n",
       "                    data-p-value={{getpvalue this}}\n",
       "                  &gt;\n",
       "                      &lt;div class=&quot;wl-table-cell wl-table-cell__graph-wrap&quot;&gt;\n",
       "                        &lt;div class=&quot;wl-table-cell__title-wrap&quot;&gt;\n",
       "                          &lt;h4 class=&quot;wl-table-cell__title&quot;&gt;{{@key}}&lt;/h4&gt;\n",
       "                          &lt;div&gt;&lt;/div&gt;\n",
       "                        &lt;/div&gt;\n",
       "                          &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                              {{{getGraphHtml this}}}\n",
       "                              {{{getReferenceGraphHtml this}}}\n",
       "                          &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;diff-from-ref-table-cell wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                        style=&quot;max-width: 270px; padding-right: 18px&quot;\n",
       "                      &gt;&lt;div class=&quot;wl-table-cell__bedge-wrap text-align-end&quot;&gt;\n",
       "                           {{{getDiffFromRef this}}}\n",
       "                        &lt;/div&gt;&lt;/div&gt;&lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{getDriftCategory this}}\n",
       "                        &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                          &lt;span class=&quot;question-mark&quot;&gt;?&lt;/span&gt;\n",
       "                        &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                        &lt;div class=&quot;mb-1&quot;&gt;&lt;pre class=&quot;mb-1&quot;&gt;{{getThresholds this}}&lt;/pre&gt;&lt;/div&gt;\n",
       "                        &lt;/span&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div\n",
       "                        class=&quot;wl-table-cell wl-table-cell--top-spacing align-middle&quot;\n",
       "                      &gt;&lt;div class=&quot;text-align-end&quot;&gt;{{totalCount this}}&lt;/div&gt;&lt;/div&gt;\n",
       "                    &lt;/li&gt;\n",
       "{{/each}}                  &lt;/ul&gt;\n",
       "                &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "        &lt;/div&gt;\n",
       "      &lt;/div&gt;\n",
       "      &lt;div class=&quot;no-responsive&quot;&gt;\n",
       "        &lt;div class=&quot;no-responsive__content&quot;&gt;\n",
       "          &lt;h1 class=&quot;no-responsive__title&quot;&gt;Hold on! :)&lt;/h1&gt;\n",
       "          &lt;p class=&quot;no-responsive__text&quot;&gt;\n",
       "            It looks like your current screen size or device is not yet supported by the WhyLabs Sandbox. The Sandbox is\n",
       "            best experienced on a desktop computer. Please try maximizing this window or switching to another device. We\n",
       "            are working on adding support for a larger variety of devices.\n",
       "          &lt;/p&gt;\n",
       "        &lt;/div&gt;\n",
       "      &lt;/div&gt;\n",
       "    \n",
       "  &lt;/script&gt;\n",
       "\n",
       "  &lt;script src=&quot;https://code.jquery.com/jquery-3.6.0.min.js&quot; integrity=&quot;sha256-/xUj+3OJU5yExlq6GSYGSHk7tPXikynS7ogEvDej/m4=&quot; crossorigin=&quot;anonymous&quot;&gt;&lt;/script&gt;\n",
       "\n",
       "  &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/6.7.0/d3.min.js&quot; integrity=&quot;sha512-cd6CHE+XWDQ33ElJqsi0MdNte3S+bQY819f7p3NUHgwQQLXSKjE4cPZTeGNI+vaxZynk1wVU3hoHmow3m089wA==&quot; crossorigin=&quot;anonymous&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/script&gt;\n",
       "\n",
       "  &lt;script&gt;\n",
       "    const getReferenceProfile = () =&gt; { return {&quot;columns&quot;: {&quot;a&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.0, &quot;end&quot;: 3.0000003, &quot;width&quot;: 0, &quot;counts&quot;: [39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27], &quot;max&quot;: 3.0, &quot;min&quot;: 1.0, &quot;bins&quot;: [1.0, 1.080000012, 1.160000024, 1.240000036, 1.320000048, 1.40000006, 1.480000072, 1.560000084, 1.640000096, 1.7200001079999998, 1.80000012, 1.880000132, 1.9600001439999999, 2.0400001559999996, 2.120000168, 2.20000018, 2.280000192, 2.360000204, 2.4400002159999996, 2.520000228, 2.60000024, 2.680000252, 2.760000264, 2.8400002759999996, 2.9200002879999998, 3.0000003], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: {&quot;algorithm&quot;: &quot;ks&quot;, &quot;pvalue&quot;: 1.0, &quot;statistic&quot;: 0, &quot;thresholds&quot;: {&quot;NO_DRIFT&quot;: [0.15, 1], &quot;POSSIBLE_DRIFT&quot;: [0.05, 0.15], &quot;DRIFT&quot;: [0, 0.05]}, &quot;drift_category&quot;: &quot;NO_DRIFT&quot;, &quot;primary_value&quot;: 1.0}, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;b&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;a&quot;, &quot;estimate&quot;: 57}, {&quot;value&quot;: &quot;b&quot;, &quot;estimate&quot;: 43}], &quot;drift_from_ref&quot;: {&quot;algorithm&quot;: &quot;chi-square&quot;, &quot;pvalue&quot;: 0.8936946693232326, &quot;statistic&quot;: 0.017857142857142856, &quot;thresholds&quot;: {&quot;NO_DRIFT&quot;: [0.15, 1], &quot;POSSIBLE_DRIFT&quot;: [0.05, 0.15], &quot;DRIFT&quot;: [0, 0.05]}, &quot;drift_category&quot;: &quot;NO_DRIFT&quot;, &quot;primary_value&quot;: 0.8936946693232326}, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: null}, &quot;c&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 5.535686500857118e-05, &quot;end&quot;: 0.9923964981282725, &quot;width&quot;: 0, &quot;counts&quot;: [5, 3, 5, 3, 3, 7, 2, 1, 6, 4, 2, 8, 5, 6, 1, 5, 1, 4, 6, 3, 0, 4, 7, 2, 7], &quot;max&quot;: 0.9923963988886326, &quot;min&quot;: 5.535686500857118e-05, &quot;bins&quot;: [5.535686500857118e-05, 0.039749002515539124, 0.07944264816606968, 0.11913629381660024, 0.15882993946713078, 0.19852358511766133, 0.2382172307681919, 0.2779108764187224, 0.317604522069253, 0.35729816771978357, 0.3969918133703141, 0.43668545902084466, 0.47637910467137523, 0.5160727503219058, 0.5557663959724363, 0.5954600416229668, 0.6351536872734974, 0.674847332924028, 0.7145409785745586, 0.754234624225089, 0.7939282698756196, 0.8336219155261502, 0.8733155611766807, 0.9130092068272113, 0.9527028524777419, 0.9923964981282724], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: {&quot;algorithm&quot;: &quot;ks&quot;, &quot;pvalue&quot;: 1.0, &quot;statistic&quot;: 0, &quot;thresholds&quot;: {&quot;NO_DRIFT&quot;: [0.15, 1], &quot;POSSIBLE_DRIFT&quot;: [0.05, 0.15], &quot;DRIFT&quot;: [0, 0.05]}, &quot;drift_category&quot;: &quot;NO_DRIFT&quot;, &quot;primary_value&quot;: 1.0}, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;d&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;xy&quot;, &quot;estimate&quot;: 53}, {&quot;value&quot;: &quot;z&quot;, &quot;estimate&quot;: 47}], &quot;drift_from_ref&quot;: {&quot;algorithm&quot;: &quot;chi-square&quot;, &quot;pvalue&quot;: 1.0, &quot;statistic&quot;: 0.0, &quot;thresholds&quot;: {&quot;NO_DRIFT&quot;: [0.15, 1], &quot;POSSIBLE_DRIFT&quot;: [0.05, 0.15], &quot;DRIFT&quot;: [0, 0.05]}, &quot;drift_category&quot;: &quot;NO_DRIFT&quot;, &quot;primary_value&quot;: 1.0}, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: null}}, &quot;properties&quot;: {&quot;observations&quot;: 400, &quot;missing_cells&quot;: 0, &quot;missing_percentage&quot;: 0.0}} }\n",
       "    const referenceProfile = getReferenceProfile()\n",
       "\n",
       "    function fixNumberTo(number, decimals = 3) {\n",
       "      const fractionalDigits = String(number % 1).split(&#x27;&#x27;).slice(2, 2 + decimals).join(&#x27;&#x27;)\n",
       "      return `${Math.trunc(number)}.${fractionalDigits}`\n",
       "    }\n",
       "\n",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, data, bottomMargin=20, topMargin=5) {\n",
       "          this.MARGIN = {\n",
       "            TOP: topMargin,\n",
       "            RIGHT: 5,\n",
       "            BOTTOM: bottomMargin,\n",
       "            LEFT: 55,\n",
       "          };\n",
       "          this.SVG_WIDTH = width;\n",
       "          this.SVG_HEIGHT = height;\n",
       "          this.CHART_WIDTH = this.SVG_WIDTH - this.MARGIN.LEFT - this.MARGIN.RIGHT;\n",
       "          this.CHART_HEIGHT = this.SVG_HEIGHT - this.MARGIN.TOP - this.MARGIN.BOTTOM;\n",
       "          this.svgEl = d3.create(&quot;svg&quot;)\n",
       "             .attr(&quot;preserveAspectRatio&quot;, &quot;xMinYMin meet&quot;)\n",
       "             .attr(&quot;viewBox&quot;, &quot;30 0 240 400&quot;)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max(data, (d) =&gt; Math.abs(d.axisY));\n",
       "          this.xScale = d3\n",
       "            .scaleBand()\n",
       "            .domain(data.map((d) =&gt; d.axisX))\n",
       "            .range([this.MARGIN.LEFT, this.MARGIN.LEFT + this.CHART_WIDTH]);\n",
       "          this.yScale = d3\n",
       "            .scaleLinear()\n",
       "            .domain([0, this.maxYValue * 1.02])\n",
       "            .range([this.CHART_HEIGHT, 0]);\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function generateChart(data, height = 70, width = 250, index = 0, referenceProfileExist = false) {\n",
       "        const sizes = new GenerateChartParams(height, width, data, 5)\n",
       "        const {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          maxYValue,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "\n",
       "        // Add the y Axis\n",
       "        if (!referenceProfileExist) {\n",
       "          svgEl\n",
       "            .append(&quot;g&quot;)\n",
       "            .attr(&quot;transform&quot;, &quot;translate(&quot; + MARGIN.LEFT + &quot;, &quot; + MARGIN.TOP + &quot;)&quot;)\n",
       "            .call(d3.axisLeft(yScale).tickValues([0, maxYValue/2, maxYValue]))\n",
       "            .selectAll(&quot;text&quot;)\n",
       "            .style(&quot;font-size&quot;, &quot;8&quot;)\n",
       "        }\n",
       "\n",
       "        const gChart = svgEl.append(&quot;g&quot;);\n",
       "        gChart\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot; + 20 + &quot;, &quot; + 0 + &quot;)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(data)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, xScale.bandwidth() - 1)\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, (d) =&gt; xScale(d.axisX))\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP)\n",
       "          .attr(&quot;fill&quot;, rectColors[index]);\n",
       "\n",
       "        return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "        if (column.histogram) {\n",
       "          column.histogram.counts.slice(0, 30).forEach((count, index) =&gt; {\n",
       "            data.push({\n",
       "              axisY: count,\n",
       "              axisX: index,\n",
       "            });\n",
       "          });\n",
       "        } else if (column.frequentItems) {\n",
       "          Object.entries(column.frequentItems).forEach(([key, {value, estimate}], index) =&gt; {\n",
       "              data.push({\n",
       "                axisY: estimate,\n",
       "                axisX: value,\n",
       "              });\n",
       "            });\n",
       "        }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function graph(column, key, referenceColumn) {\n",
       "        let data = [];\n",
       "        const columnKey = key.data.key\n",
       "        let chartValue = false\n",
       "        let chartColor = undefined\n",
       "        if(!!referenceColumn){\n",
       "          column = referenceColumn.columns[columnKey]\n",
       "          chartValue = true\n",
       "          chartColor = 1\n",
       "        } else if (referenceColumn === undefined) {\n",
       "          column = &quot;&quot;\n",
       "        }\n",
       "\n",
       "        if (column.histogram || column.frequentItems) {\n",
       "          data = chartData(column)\n",
       "        } else if (referenceColumn === null ) {\n",
       "            $(&quot;.svg-container&quot;).css(&quot;padding-bottom&quot;, &quot;0&quot;)\n",
       "            return &#x27;&lt;span class=&quot;wl-table-cell__bedge-wrap&quot;&gt;No data to show the chart&lt;/span&gt;&#x27;;\n",
       "        } else if (referenceColumn === undefined) {\n",
       "            $(document).ready(function() {\n",
       "              $(&quot;.reference-table-head&quot;).addClass(&quot;d-none&quot;)\n",
       "            });\n",
       "            return &#x27;&#x27;\n",
       "        } else if (referenceColumn.frequentItems === undefined){\n",
       "            return &#x27;&#x27;;\n",
       "        }\n",
       "        return `\n",
       "          &lt;div class=&quot;svg-container&quot;&gt;\n",
       "            ${generateChart(data, ...[,,], chartColor, chartValue)}\n",
       "          &lt;/div&gt;\n",
       "        `;\n",
       "      }\n",
       "\n",
       "      function formatLabelDate(timestamp) {\n",
       "        const date = new Date(timestamp);\n",
       "        const format = d3.timeFormat(&quot;%Y-%m-%d %I:%M:%S %p %Z&quot;);\n",
       "        return format(date);\n",
       "      }\n",
       "\n",
       "      const driftCountElement = (driftCount, driftColor, driftName, driftRange) =&gt; `\n",
       "      &lt;div class=&quot;display-flex flex-direction-column&quot;&gt;\n",
       "        &lt;div class=&quot;drift-detection-info-drifts-item display-flex align-items&quot;&gt;\n",
       "          &lt;div class=&quot;drift-detection-info-drifts-item-text display-flex align-items&quot;&gt;\n",
       "            &lt;p class=&quot;drift-detection-info-drifts-item-count mb-0&quot;&gt;${driftCount}&lt;/p&gt;\n",
       "            &lt;p class=&quot;drift-detection-info-drifts-item-range display-flex justify-content-center mb-0&quot;&gt;${driftRange}&lt;/p&gt;\n",
       "          &lt;/div&gt;\n",
       "        &lt;/div&gt;\n",
       "      &lt;/div&gt;\n",
       "      `\n",
       "\n",
       "      const drifts = {\n",
       "        severe: {\n",
       "          count: 0,\n",
       "          range: &quot;with detected drift&quot;,\n",
       "        },\n",
       "        moderate: {\n",
       "          count: 0,\n",
       "          range: &quot;with possible drift&quot;,\n",
       "        },\n",
       "        mild: {\n",
       "          count: 0,\n",
       "          range: &quot;with no evidence of drift&quot;,\n",
       "        }\n",
       "      };\n",
       "\n",
       "      const countOfDrifts = (drift_from_ref, increment = true) =&gt; {\n",
       "        drift_class = drift_from_ref.drift_category\n",
       "        if (drift_class==&quot;NO_DRIFT&quot;) {\n",
       "          if (increment){Object.values(drifts)[2].count++}\n",
       "          return 0\n",
       "        }\n",
       "        if (drift_class==&quot;POSSIBLE_DRIFT&quot;) {\n",
       "          if (increment){Object.values(drifts)[1].count++}\n",
       "          return 1\n",
       "        }\n",
       "        if (drift_class==&quot;DRIFT&quot;) {\n",
       "          if (increment){Object.values(drifts)[0].count++}\n",
       "          return 2\n",
       "        }\n",
       "      }\n",
       "\n",
       "    abbreviate_number = function(value, fixed = 0) {\n",
       "      value = +value\n",
       "      if (value === null) { return null; } // terminate early\n",
       "      if (value === 0) { return &#x27;0&#x27;; } // terminate early\n",
       "      fixed = (!fixed || fixed &lt; 0) ? 0 : fixed; // number of decimal places to show\n",
       "      var b = (value).toPrecision(2).split(&quot;e&quot;), // get power\n",
       "          k = b.length === 1 ? 0 : Math.floor(Math.min(b[1].slice(1), 14) / 3), // floor at decimals, ceiling at trillions\n",
       "          c = k &lt; 1 ? value.toFixed(0 + fixed) : (value / Math.pow(10, k * 3) ).toFixed(1 + fixed), // divide by power\n",
       "          d = c &lt; 0 ? c : Math.abs(c), // enforce -0 is 0\n",
       "          newValue = d,\n",
       "          suffixe = [&#x27;&#x27;, &#x27;K&#x27;, &#x27;M&#x27;, &#x27;B&#x27;, &#x27;T&#x27;][k]; // append power\n",
       "      return {value, newValue, suffixe};\n",
       "    }\n",
       "\n",
       "     function formatBytes(bytes, decimals = 2) {\n",
       "       let newValue,\n",
       "       suffixe = &quot;&quot;\n",
       "       if (bytes === 0) return &#x27;0 Bytes&#x27;;\n",
       "\n",
       "       const k = 1024;\n",
       "       const dm = decimals &lt; 0 ? 0 : decimals;\n",
       "       const sizes = [&#x27;Bytes&#x27;, &#x27;KiB&#x27;, &#x27;MB&#x27;, &#x27;GB&#x27;, &#x27;TB&#x27;, &#x27;PB&#x27;, &#x27;EB&#x27;, &#x27;ZB&#x27;, &#x27;YB&#x27;];\n",
       "\n",
       "       const i = Math.floor(Math.log(bytes) / Math.log(k));\n",
       "       newValue = parseFloat((bytes / Math.pow(k, i)).toFixed(dm));\n",
       "       suffixe = sizes[i]\n",
       "       return {bytes, newValue, suffixe};\n",
       "     }\n",
       "\n",
       "     const valueSuffixe = (newNumber) =&gt; `\n",
       "       &lt;div class=&quot;statistic-measurement&quot;&gt;\n",
       "        ${newNumber}\n",
       "       &lt;/div&gt;`\n",
       "     const valueNumber = (newNumber) =&gt; `\n",
       "       &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "        ${newNumber}\n",
       "       &lt;/div&gt;`\n",
       "\n",
       "     const numberWithSuffixe = (number, newNumber, suffixe) =&gt;\n",
       "       `&lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "          &lt;div class=&quot;statistic-number&quot;&gt;\n",
       "             ${newNumber}\n",
       "            &lt;div class=&quot;statistic-measurement&quot;&gt;${suffixe}&lt;/div&gt;\n",
       "          &lt;/div&gt;\n",
       "          &lt;span class=&quot;tooltiptext&quot;&gt;${number}&lt;/span&gt;\n",
       "        &lt;/div&gt;`\n",
       "\n",
       "     Handlebars.registerHelper(&quot;observations&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(referenceProfile.properties.observations)\n",
       "       return numberWithSuffixe(value, valueNumber(newValue), valueNumber(suffixe));\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;missingCells&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(referenceProfile.properties.missing_cells)\n",
       "       if (typeof value !== &#x27;undefined&#x27; &amp;&amp; typeof newValue !== &#x27;undefined&#x27;  &amp;&amp; typeof suffixe !== &#x27;undefined&#x27; ) {\n",
       "        return numberWithSuffixe(value, valueSuffixe(`${newValue}`), suffixe);\n",
       "       }\n",
       "       return numberWithSuffixe(0, valueNumber(0), valueNumber(&#x27;&#x27;));\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;missingCellsPercentage&quot;, function (properties) {\n",
       "       const {value, newValue, suffixe} = abbreviate_number(referenceProfile.properties.missing_percentage)\n",
       "       if (typeof value !== &#x27;undefined&#x27; &amp;&amp; typeof newValue !== &#x27;undefined&#x27;  &amp;&amp; typeof suffixe !== &#x27;undefined&#x27; ) {\n",
       "        return numberWithSuffixe(value, valueSuffixe(`(${newValue}%)`), suffixe);\n",
       "       }\n",
       "       return numberWithSuffixe(0, valueSuffixe(`(${0}%)`), &#x27;&#x27;);\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;getProfileTimeStamp&quot;, function (properties) {\n",
       "       return formatLabelDate(+properties.properties.dataTimestamp)\n",
       "     });\n",
       "\n",
       "     Handlebars.registerHelper(&quot;getProfileName&quot;, function (properties) {\n",
       "       return properties.properties.tags.name\n",
       "     });\n",
       "\n",
       "      let driftCount = 0;\n",
       "      const diffFromRefTableElement = (driftFromRefNumber, circleColor) =&gt; `\n",
       "         &lt;div class=&quot;text-color padding-5 text-align-center justify-content-center&quot;&gt;\n",
       "          &lt;pre class=&quot;mb-1&quot;&gt; ${driftFromRefNumber} &lt;/pre&gt;\n",
       "         &lt;/div&gt;\n",
       "       `\n",
       "\n",
       "       const cheqValueTypeNumber = (profile, profileValue) =&gt; {\n",
       "         let validValue;\n",
       "         if (profile &amp;&amp; profileValue !== undefined &amp;&amp; typeof profileValue === &quot;number&quot;) {\n",
       "           return true\n",
       "         } else if (profileValue !== undefined &amp;&amp; typeof profileValue !== &quot;number&quot;) {\n",
       "           return false\n",
       "         }\n",
       "       }\n",
       "\n",
       "       const cheqDriftFromRef = (profile, driftFromRef) =&gt; {\n",
       "        if (profile &amp;&amp; driftFromRef){\n",
       "          console.log(&quot;drift from ref true&quot;)\n",
       "          return true\n",
       "        }\n",
       "        else {\n",
       "          console.log(&quot;drift from ref false&quot;)\n",
       "          return false\n",
       "        }\n",
       "       }\n",
       "\n",
       "       Handlebars.registerHelper(&quot;getpvalue&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        if (cheqDriftFromRef(referenceProfile, drift_from_ref)){\n",
       "          if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "          const driftFromRefNumber = drift_from_ref.primary_value.toPrecision(2)\n",
       "          return Number(driftFromRefNumber)\n",
       "\n",
       "        }\n",
       "        }\n",
       "        else {\n",
       "          return &quot;-&quot;\n",
       "        }\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDriftCategory&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        const categories = {\n",
       "          0: &quot;No evidence of drift&quot;,\n",
       "          1: &quot;Possible drift&quot;,\n",
       "          2: &quot;Detected drift&quot;\n",
       "        }\n",
       "        if (cheqDriftFromRef(referenceProfile, drift_from_ref)){\n",
       "          if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "            const driftFromRefNumber = drift_from_ref.primary_value.toPrecision(2)\n",
       "            const driftCategory = countOfDrifts(drift_from_ref, increment=false)\n",
       "            const circleColor = Object.values(drifts)[driftCategory].colorClass\n",
       "            return categories[driftCategory]\n",
       "\n",
       "          } else if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value) !== undefined) {\n",
       "            Object.values(drifts)[0].count++\n",
       "            return diffFromRefTableElement(&quot;undefined&quot;, &quot;severe-drift-circle-color&quot;)\n",
       "          }\n",
       "        }\n",
       "        else {\n",
       "          return &quot;Unknown&quot;\n",
       "        }\n",
       "\n",
       "        return &#x27;&lt;p style=&quot;color: black&quot;&gt;-&lt;/p&gt;&#x27;;\n",
       "      });\n",
       "\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDiffFromRef&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        if (drift_from_ref==null){\n",
       "          return diffFromRefTableElement(&quot;-&quot;, &quot;&quot;)\n",
       "        }\n",
       "        if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "          const driftFromRefNumber = drift_from_ref.primary_value.toPrecision(2)\n",
       "          const driftCategory = countOfDrifts(drift_from_ref)\n",
       "          const circleColor = Object.values(drifts)[driftCategory].colorClass\n",
       "          if (cheqValueTypeNumber(referenceProfile, drift_from_ref.pvalue)){\n",
       "            stats_string = `using algorithm: ${drift_from_ref.algorithm}\\npvalue is: ${drift_from_ref.pvalue.toPrecision(3)}`\n",
       "          }\n",
       "          else {\n",
       "            stats_string = `using algorithm: ${drift_from_ref.algorithm}\\nstatistic is: ${drift_from_ref.statistic.toPrecision(3)}`\n",
       "          }\n",
       "          if (driftCategory==1 || driftCategory == 2){\n",
       "            driftCount++\n",
       "          }\n",
       "          $(document).ready(() =&gt; {\n",
       "             $(&quot;.drift-count&quot;).html(driftCount)\n",
       "             $(&quot;.all-features&quot;).html(Object.keys(referenceProfile.columns).length)\n",
       "           })\n",
       "\n",
       "          return diffFromRefTableElement(stats_string, circleColor)\n",
       "\n",
       "        }\n",
       "        return &#x27;&lt;p style=&quot;color: black&quot;&gt;-&lt;/p&gt;&#x27;;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getThresholds&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        if (drift_from_ref==null) {\n",
       "          return &quot;-&quot;\n",
       "        }\n",
       "        if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "          thresholds_map = Object.entries(drift_from_ref.thresholds)\n",
       "          let thresholds_string = thresholds_map.map(([key, value]) =&gt; `${key}: ${value}`).join(&#x27;\\n&#x27;)\n",
       "          return &quot;thresholds:\\n&quot;+thresholds_string\n",
       "\n",
       "        }\n",
       "        return &#x27;&lt;p style=&quot;color: black&quot;&gt;-&lt;/p&gt;&#x27;;\n",
       "      });\n",
       "\n",
       "      $(document).ready(() =&gt;\n",
       "        Object.values(drifts).map(({count, name, colorClass, range}) =&gt;{\n",
       "          $(&quot;#drift-detection-info-drifts&quot;)\n",
       "          .append(driftCountElement(count, colorClass, name, range))\n",
       "        })\n",
       "      )\n",
       "\n",
       "      Handlebars.registerHelper(&quot;inferredType&quot;, function (column) {\n",
       "        let infferedType = &quot;&quot;;\n",
       "        console.log(column)\n",
       "        if (column.isDiscrete) {\n",
       "          infferedType = &quot;Discrete&quot;;\n",
       "        } else {\n",
       "          infferedType = &quot;Non-discrete&quot;;\n",
       "        }\n",
       "        return infferedType;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;driftCategory&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "        if (drift_from_ref == null){\n",
       "          return &quot;unknowndrift&quot;\n",
       "        }\n",
       "        if (cheqValueTypeNumber(referenceProfile, drift_from_ref.primary_value)) {\n",
       "          console.log(drift_from_ref.drift_category)\n",
       "          console.log(Number(drift_from_ref.drift_category)==0)\n",
       "\n",
       "          if (drift_from_ref.drift_category==&quot;NO_DRIFT&quot;){\n",
       "            console.log(&quot;discrete&quot;)\n",
       "            return &quot;nodrift&quot;\n",
       "          }\n",
       "          if (drift_from_ref.drift_category==&quot;POSSIBLE_DRIFT&quot;){\n",
       "            console.log(&quot;non-discrete&quot;)\n",
       "            return &quot;possibledrift&quot;\n",
       "          }\n",
       "          if (drift_from_ref.drift_category==&quot;DRIFT&quot;){\n",
       "            console.log(&quot;unknown&quot;)\n",
       "            return &quot;drift&quot;\n",
       "          }\n",
       "\n",
       "          return Number(drift_from_ref.drift_category)\n",
       "\n",
       "        }\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;frequentItems&quot;, function (column) {\n",
       "        frequentItemsElemString = &quot;&quot;;\n",
       "        if (column.isDiscrete) {\n",
       "          const slicedFrequentItems = column.frequentItems.items.slice(0, 5);\n",
       "          for (let fi = 0; fi &lt; slicedFrequentItems.length; fi++) {\n",
       "            frequentItemsElemString +=\n",
       "              &#x27;&lt;span class=&quot;wl-table-cell__bedge&quot;&gt;&#x27; + slicedFrequentItems[fi].jsonValue + &quot;&lt;/span&gt;&quot;;\n",
       "          }\n",
       "        } else {\n",
       "          frequentItemsElemString += &quot;No data to show&quot;;\n",
       "        }\n",
       "        return frequentItemsElemString;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;totalCount&quot;, function (column) {\n",
       "        if (column.featureStats) {\n",
       "          return column.featureStats.total_count;\n",
       "        }\n",
       "\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;mean&quot;, function (column) {\n",
       "        if (column.featureStats?.descriptive_statistics) {\n",
       "          if (isNaN(column.featureStats.descriptive_statistics.mean)){return &quot;-&quot;}\n",
       "          if (column.featureStats.descriptive_statistics.mean==null){return &quot;-&quot;}\n",
       "          return fixNumberTo(column.featureStats.descriptive_statistics.mean);\n",
       "        }\n",
       "        return &quot;-&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getGraphHtml&quot;,(column,key) =&gt; graph(column, key, null));\n",
       "      Handlebars.registerHelper(&quot;getReferenceGraphHtml&quot;,(column,key) =&gt; graph(column, key, referenceProfile));\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDiscreteTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].isDiscrete === true) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count.toString();\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getNonDiscreteTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].isDiscrete === false) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDriftCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].drift_from_ref != null){\n",
       "            console.log(&quot;drif ref not null&quot;)\n",
       "            if (feature[1].drift_from_ref.drift_category == &quot;DRIFT&quot;) {\n",
       "              count++;\n",
       "            }\n",
       "          }\n",
       "          else{\n",
       "            console.log(&quot;drift ref null&quot;)\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getPossibleDriftCount&quot;, function () {\n",
       "        let count = 0;\n",
       "\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].drift_from_ref != null){\n",
       "            console.log(&quot;drif ref not null&quot;)\n",
       "            if (feature[1].drift_from_ref.drift_category == &quot;POSSIBLE_DRIFT&quot;) {\n",
       "              count++;\n",
       "            }\n",
       "          }\n",
       "          else{\n",
       "            console.log(&quot;drift ref null&quot;)\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getNoDriftCount&quot;, function () {\n",
       "        let count = 0;\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].drift_from_ref != null){\n",
       "            console.log(&quot;drif ref not null&quot;)\n",
       "            if (feature[1].drift_from_ref.drift_category == &quot;NO_DRIFT&quot;) {\n",
       "              count++;\n",
       "            }\n",
       "          }\n",
       "          else{\n",
       "            console.log(&quot;drift ref null&quot;)\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getUnknownDriftCount&quot;, function () {\n",
       "        let count = 0;\n",
       "        Object.entries(referenceProfile.columns).forEach((feature) =&gt; {\n",
       "          if (feature[1].drift_from_ref == null){\n",
       "            console.log(&quot;drif ref unknown&quot;)\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getUnknownTypeCount&quot;, function () {\n",
       "        let count = 0;\n",
       "        return count;\n",
       "        Object.entries(this.columns).forEach((feature) =&gt; {\n",
       "          if (!feature[1].isDiscrete) {\n",
       "            count++;\n",
       "          }\n",
       "        });\n",
       "        return count;\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;columns&quot;: {&quot;a&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.0, &quot;end&quot;: 3.0000003, &quot;width&quot;: 0, &quot;counts&quot;: [39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27], &quot;max&quot;: 3.0, &quot;min&quot;: 1.0, &quot;bins&quot;: [1.0, 1.080000012, 1.160000024, 1.240000036, 1.320000048, 1.40000006, 1.480000072, 1.560000084, 1.640000096, 1.7200001079999998, 1.80000012, 1.880000132, 1.9600001439999999, 2.0400001559999996, 2.120000168, 2.20000018, 2.280000192, 2.360000204, 2.4400002159999996, 2.520000228, 2.60000024, 2.680000252, 2.760000264, 2.8400002759999996, 2.9200002879999998, 3.0000003], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 3.000000014901161, &quot;min&quot;: 1.0, &quot;max&quot;: 3.0, &quot;range&quot;: 2.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 1.0, &quot;iqr&quot;: 2.0, &quot;q1&quot;: 1.0, &quot;median&quot;: 2.0, &quot;q3&quot;: 3.0, &quot;ninety_fifth_percentile&quot;: 3.0}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.8075402232218604, &quot;coefficient_of_variation&quot;: 0.4295426719265215, &quot;sum&quot;: 188.0, &quot;variance&quot;: 0.6521212121212121, &quot;mean&quot;: 1.88}}}, &quot;b&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;a&quot;, &quot;estimate&quot;: 57}, {&quot;value&quot;: &quot;b&quot;, &quot;estimate&quot;: 43}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}, &quot;c&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 5.535686500857118e-05, &quot;end&quot;: 0.9923964981282725, &quot;width&quot;: 0, &quot;counts&quot;: [5, 3, 5, 3, 3, 7, 2, 1, 6, 4, 2, 8, 5, 6, 1, 5, 1, 4, 6, 3, 0, 4, 7, 2, 7], &quot;max&quot;: 0.9923963988886326, &quot;min&quot;: 5.535686500857118e-05, &quot;bins&quot;: [5.535686500857118e-05, 0.039749002515539124, 0.07944264816606968, 0.11913629381660024, 0.15882993946713078, 0.19852358511766133, 0.2382172307681919, 0.2779108764187224, 0.317604522069253, 0.35729816771978357, 0.3969918133703141, 0.43668545902084466, 0.47637910467137523, 0.5160727503219058, 0.5557663959724363, 0.5954600416229668, 0.6351536872734974, 0.674847332924028, 0.7145409785745586, 0.754234624225089, 0.7939282698756196, 0.8336219155261502, 0.8733155611766807, 0.9130092068272113, 0.9527028524777419, 0.9923964981282724], &quot;n&quot;: 100}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 100.00002458692299, &quot;min&quot;: 5.535686500857118e-05, &quot;max&quot;: 0.9923963988886326, &quot;range&quot;: 0.992341042023624, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.0503700567575438, &quot;iqr&quot;: 0.5192569133633047, &quot;q1&quot;: 0.23074233540679567, &quot;median&quot;: 0.48783770435896423, &quot;q3&quot;: 0.7499992487701004, &quot;ninety_fifth_percentile&quot;: 0.9702366830961006}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.2940846278174506, &quot;coefficient_of_variation&quot;: 0.5882530845652189, &quot;sum&quot;: 49.992874756417166, &quot;variance&quot;: 0.08648576831852844, &quot;mean&quot;: 0.49992874756417166}}}, &quot;d&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;xy&quot;, &quot;estimate&quot;: 53}, {&quot;value&quot;: &quot;z&quot;, &quot;estimate&quot;: 47}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 100, &quot;missing&quot;: 0, &quot;distinct&quot;: 2.000000004967054, &quot;min&quot;: NaN, &quot;max&quot;: NaN, &quot;range&quot;: NaN, &quot;quantile_statistics&quot;: null, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: null, &quot;coefficient_of_variation&quot;: null, &quot;sum&quot;: null, &quot;variance&quot;: null, &quot;mean&quot;: null}}}}, &quot;properties&quot;: null};\n",
       "      // Config handlebars and pass data to HBS template\n",
       "      const source = document.getElementById(&quot;entry-template&quot;).innerHTML;\n",
       "      const template = Handlebars.compile(source);\n",
       "      const html = template(context);\n",
       "      const target = document.getElementById(&quot;generated-html&quot;);\n",
       "      target.innerHTML = html;\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      const $featureSearch = document.getElementById(&quot;wl__feature-search&quot;);\n",
       "      const $tableBody = document.getElementById(&quot;table-body&quot;);\n",
       "      const $noDrift = document.getElementById(&quot;nodrift&quot;);\n",
       "      const $possibleDrift = document.getElementById(&quot;possibledrift&quot;);\n",
       "      const $drift = document.getElementById(&quot;detecteddrift&quot;);\n",
       "      const $diffFromRef = document.getElementById(&quot;diff-from-ref&quot;);\n",
       "      const $unknownDrift = document.getElementById(&quot;unknowndrift&quot;);\n",
       "\n",
       "      const activeTypes = {\n",
       "        nodrift: true,\n",
       "        possibledrift: true,\n",
       "        drift: true,\n",
       "        unknowndrift: true,\n",
       "      };\n",
       "\n",
       "      var driftOrder = {\n",
       "        original: true,\n",
       "        descending: false,\n",
       "        ascending: false,\n",
       "      };\n",
       "      var originalColumnOrder;\n",
       "\n",
       "      let searchString = &quot;&quot;;\n",
       "\n",
       "      function debounce(func, wait, immediate) {\n",
       "        let timeout;\n",
       "\n",
       "        return function () {\n",
       "          const context = this;\n",
       "          const args = arguments;\n",
       "          const later = function () {\n",
       "            timeout = null;\n",
       "            if (!immediate) func.apply(context, args);\n",
       "          };\n",
       "\n",
       "          const callNow = immediate &amp;&amp; !timeout;\n",
       "          clearTimeout(timeout);\n",
       "          timeout = setTimeout(later, wait);\n",
       "          if (callNow) func.apply(context, args);\n",
       "        };\n",
       "      }\n",
       "\n",
       "      function filterNotification() {\n",
       "        const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "        const $boxes = $(&#x27;.wl_filter-options&gt;.form-check&gt;input[name=checkbox]:checked&#x27;);\n",
       "        const item = Object.values($boxes).find(function(value) { return $(value)[0] === undefined});\n",
       "        if (item === undefined) {\n",
       "          $notifCircleContainer.removeClass(&quot;d-none&quot;)\n",
       "        } else {\n",
       "          $notifCircleContainer.addClass(&quot;d-none&quot;)\n",
       "        }\n",
       "      }\n",
       "\n",
       "\n",
       "      function handleSearch() {\n",
       "        const tableBodyChildren = $tableBody.children;\n",
       "\n",
       "        for (let i = 0; i &lt; tableBodyChildren.length; i++) {\n",
       "          const type = tableBodyChildren[i].dataset.driftCategory.toLowerCase();\n",
       "          const name = tableBodyChildren[i].dataset.featureName.toLowerCase();\n",
       "          if (activeTypes[type] &amp;&amp; name.startsWith(searchString)) {\n",
       "            tableBodyChildren[i].style.display = &quot;&quot;;\n",
       "          } else {\n",
       "            tableBodyChildren[i].style.display = &quot;none&quot;;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      $featureSearch.addEventListener(\n",
       "        &quot;keyup&quot;,\n",
       "        debounce((event) =&gt; {\n",
       "          searchString = event.target.value.toLowerCase();\n",
       "          handleSearch();\n",
       "        }, 100),\n",
       "      );\n",
       "\n",
       "      $noDrift.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;nodrift&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;nodrift&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $possibleDrift.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;possibledrift&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;possibledrift&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $unknownDrift.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;unknowndrift&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;unknowndrift&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      $drift.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;drift&quot;] = true;\n",
       "        } else {\n",
       "          activeTypes[&quot;drift&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\n",
       "        filterNotification()\n",
       "      });\n",
       "\n",
       "      function checkCurrentProfile(item, referenceItem) {\n",
       "        if (referenceProfile &amp;&amp; Object.values(referenceProfile)) {\n",
       "          return referenceItem\n",
       "        } else {\n",
       "          return item\n",
       "        }\n",
       "      }\n",
       "\n",
       "      if(checkCurrentProfile(true, false)) {\n",
       "        $(&quot;.svg-container&quot;).css(&quot;padding-bottom&quot;, &quot;27%&quot;)\n",
       "        $(&quot;#diff-from-ref&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.diff-from-ref-table-cell&quot;).addClass(&quot;d-none&quot;)\n",
       "      } else {\n",
       "        $(&quot;#diff-from-ref&quot;).removeClass(&quot;d-none&quot;)\n",
       "        $(&quot;.diff-from-ref-table-cell&quot;).removeClass(&quot;d-none&quot;)\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function checkedBoxes() {\n",
       "      const $boxes = $(&#x27;input[name=checkbox]:checked&#x27;);\n",
       "      const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "\n",
       "      if ($boxes.length) {\n",
       "        $notifCircleContainer.removeClass(&quot;d-none&quot;)\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function openFilter() {\n",
       "      const $filterOptions = $(&quot;.dropdown-container&quot;);\n",
       "      const $notifCircleContainer = $(&quot;.notif-circle-container&quot;)\n",
       "      const filterClass = $filterOptions.attr(&quot;class&quot;);\n",
       "\n",
       "      if (filterClass.indexOf(&quot;d-none&quot;) &gt; 0) {\n",
       "        $notifCircleContainer.addClass(&quot;d-none&quot;)\n",
       "        $filterOptions.removeClass(&quot;d-none&quot;);\n",
       "        $(&quot;.filter-icon&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.close-filter-icon&quot;).removeClass(&quot;d-none&quot;)\n",
       "      } else {\n",
       "        $filterOptions.addClass(&quot;d-none&quot;);\n",
       "        $(&quot;.close-filter-icon&quot;).addClass(&quot;d-none&quot;)\n",
       "        $(&quot;.filter-icon&quot;).removeClass(&quot;d-none&quot;)\n",
       "        checkedBoxes()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    // Invoke functions -- keep in mind invokation order\n",
       "    registerHandlebarHelperFunctions();\n",
       "    initHandlebarsTemplate();\n",
       "    initWebsiteScripts();\n",
       "  &lt;/script&gt;\n",
       "&lt;/html&gt;\n",
       "\" width=100% height=1000px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fa.fugue_sql_flow(\"\"\"\n",
    "df = LOAD \"/tmp/test.parquet\"\n",
    "\n",
    "OUTPUT USING why:viz\n",
    "\n",
    "OUTPUT target=df, reference=df USING why:viz\n",
    "\"\"\").run(spark);"
   ]
  },
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   "source": [
    "\n",
    "\n",
    "## Performance Tips\n",
    "\n",
    "### Spark\n",
    "\n",
    "Please use `Fugue >= 0.8.0`, which enables Pandas UDF by default\n",
    "\n",
    "It is also beneficial to enabled pandas UDF on Spark to get better performance. We need to follow [this instruction](https://spark.apache.org/docs/3.0.0/sql-pyspark-pandas-with-arrow.html#enabling-for-conversion-tofrom-pandas) to enable `spark.sql.execution.arrow.pyspark.enabled`.\n",
    "\n",
    "When we profile a dataframe without logical partition, we may control the number of partitions in order to control the parallelism:\n",
    "\n",
    "```python\n",
    "fugue_profile(..., partition={\"num\": 200}, engine=spark)\n",
    "```\n",
    "\n",
    "If we don't specify `num` then the default partitioning of the input dataframe will be used. If the input dataframe is a local dataframe such as pandas dataframe, the default partitioning will be the number of CPUs of the Spark cluster.\n",
    "\n",
    "When we profile a dataframe with logical partitions, we can also be explicit on how many physical partitions to use:\n",
    "\n",
    "```python\n",
    "fugue_profile(..., partition={\"by\":[\"a\",\"b\"], \"num\": 200}, engine=spark)\n",
    "```\n",
    "\n",
    "But the convention in Spark is to set `spark.shuffle.partitions` when starting the Spark cluster. And an ideal number should be 2-4 times of the total CPUs.\n",
    "\n",
    "### Ray\n",
    "\n",
    "When we profile a dataframe without logical partition, we should control the number of partitions in order to control the parallelism:\n",
    "\n",
    "```python\n",
    "fugue_profile(..., partition={\"num\": 200}, engine=\"ray\")\n",
    "```\n",
    "\n",
    "If we don't specify `num` then the default partitioning of the input dataframe will be used. If the input dataframe is a local dataframe such as pandas dataframe, the default partitioning will be 1. **So in Ray, it is always a good idea to be explicit about `num`**\n",
    "\n",
    "When we profile a dataframe with logical partitions, we should also be explicit on how many physical partitions to use:\n",
    "\n",
    "```python\n",
    "fugue_profile(..., partition={\"by\":[\"a\",\"b\"], \"num\": 200}, engine=\"ray\")\n",
    "```\n",
    "\n",
    "### Dask\n",
    "\n",
    "When we profile a dataframe without logical partition, we should control the number of partitions in order to control the parallelism:\n",
    "\n",
    "```python\n",
    "fugue_profile(..., partition={\"num\": 200}, engine=dask_client)\n",
    "```\n",
    "\n",
    "If we don't specify `num` then the default partitioning of the input dataframe will be used. If the input dataframe is a local dataframe such as pandas dataframe, the default partitioning will be a small number representing the local CPUs. **So in Dask, it is always a good idea to be explicit about `num`**\n",
    "\n",
    "When we profile a dataframe with logical partitions, we should also be explicit on how many physical partitions to use:\n",
    "\n",
    "```python\n",
    "fugue_profile(..., partition={\"by\":[\"a\",\"b\"], \"num\": 200}, engine=dask_client)\n",
    "```\n",
    "\n",
    "**No matter in Spark, Ray or Dask, no matter which way to set `num`, setting it to 2 times of the total cluster CPUs will in general work very well.**\n",
    "\n",
    "## Accessing distributed platforms\n",
    "\n",
    "In Fugue, accessing distributed platforms can be very simple. For example with proper setups, to profile a large S3 folder using Databricks, Anyscale or Coiled will be as simple as:\n",
    "\n",
    "```python\n",
    "fugue_profile(\"s3://<path>\", engine=\"db:<databricks_cluster_id>\")\n",
    "fugue_profile(\"s3://<path>\", engine=\"<anyscale_cluster_uri>\")\n",
    "fugue_profile(\"s3://<path>\", engine=\"coiled:<coiled_cluster_id>\")\n",
    "```\n",
    "\n",
    "For details of each platform, please read the instructions for [Databricks](https://fugue-tutorials.readthedocs.io/tutorials/integrations/cloudproviders/databricks.html), [Anyscale](https://fugue-tutorials.readthedocs.io/tutorials/integrations/cloudproviders/anyscale.html) and [Coiled](https://fugue-tutorials.readthedocs.io/tutorials/integrations/cloudproviders/coiled.html)"
   ]
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