Notebook_Profile_Visualizer_drift_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Drift Analysis with Profile Visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These examples are run in `whylogs v1`. \n",
    "\n",
    "In this notebook, you'll see how you can use whylog's __Notebook Profile Visualizer__ to compare two different sets of the same data. This includes:\n",
    "\n",
    "- __Data Drift__: Detecting feature drift between two datasets' distributions\n",
    "- __Data Visualization__: Comparing features' histograms and bar charts\n",
    "- __Summary Statistics__: Visualizing Summary Statistics of individual features\n",
    "\n",
    "Two groups of examples are included in this notebook.\n",
    "\n",
    "- First, using profile visualizer on merged data profile views, such as to inspect data in different time granularities\n",
    "- Then, a wine quality machine learning example demonstrating how profile visualizer is useful to spot biases like selection bias\n",
    "\n",
    "*Huge thanks to [Felipe Adachi](https://github.com/FelipeAdachi)*, a Data Scientist with WhyLabs and a core maintainer of the opensource whylogs library profile visualizer is part of, for helping develop these examples to understand and demonstrate how this new tool can be used! \n",
    "\n",
    "The wine quality portion of these examples is based on a basic example notebook which can also be opened in Colab from the whylogs GitHub repository. https://github.com/whylabs/whylogs/blob/mainline/python/examples/basic/Notebook_Profile_Visualizer.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install Dependencies\n",
    "\n",
    "To use the Profile Visualizer, install whylogs with the extra package `viz`.\n",
    "\n",
    "Note that if you are using zsh (default on most newer Mac Terminals), escape the `[viz]` package to avoid zsh interpreting what's contained in hard brackets as a pattern. Without escaping, an error will be returned `zsh:1: no matches found: whylogs[viz]`.\n",
    "\n",
    "Otherwise in a shell or Terminal running e.g. running bash, the command `pip install whylogs[viz]` or `pip install --upgrade whylogs[viz]` if you have a previous version of `whylogs` already installed. The `[viz]` package is not available in previous versions of whylogs.\n",
    "\n",
    "In the notebook prepend the command with `!` exclamation point.\n",
    "\n",
    "The added option of `q` quietly installs the packages to avoid returning the output in the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if you are using zsh, excape command in hard brackets\n",
    "!pip install -q --upgrade whylogs\\[viz\\]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspect Merged whylogs Data Profile Views\n",
    "\n",
    "A common scenario profile visualizer is useful for is visualizing streaming data, where you might want to inspect your data in different time granularities. This is made easier by storing profiles generated with whylogs and then merging profile views of them according to the time period you want to inspect.\n",
    "\n",
    "In this example, merge two profile views of different time windows and then visualize the resulting merged profile view. To understand this functionality, build a simple dataframe manually. Imagine however that you could slice your streaming data by hourly, daily, monthly or year end intervals or or other time-based patterns you want to inspect and compare. \n",
    "\n",
    "For example, it's possible to inspect a whylogs profile view that is the result of merging multiple streamed weekend datasets over a month's period. You can compare that view to one merged from data streamed on weekdays in that same month using some of the comparative charts available with profile visualizer to visually assess time patterns' impact on data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>animal</th>\n",
       "      <th>legs</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cat</td>\n",
       "      <td>4</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>hawk</td>\n",
       "      <td>2</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>snake</td>\n",
       "      <td>0</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cat</td>\n",
       "      <td>4</td>\n",
       "      <td>4.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  animal  legs  weight\n",
       "0    cat     4     4.3\n",
       "1   hawk     2     1.8\n",
       "2  snake     0     1.3\n",
       "3    cat     4     4.1"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "data = {\n",
    "    \"animal\": [\"cat\", \"hawk\", \"snake\", \"cat\"],\n",
    "    \"legs\": [4, 2, 0, 4],  # number of legs each animal has!\n",
    "    \"weight\": [4.3, 1.8, 1.3, 4.1],\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Profile the dataframe with whylogs. The `NotebookProfileVisualizer` accepts profile_views as arguments. Profile views are obtained from the profiles and are used for visualization and merging purposes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import whylogs as why\n",
    "\n",
    "results = why.log(df)\n",
    "profile = results.profile()\n",
    "prof_view = profile.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now to emulate merging profiled data, add some more data, and create a second profile view for it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "more_data = {\n",
    "    \"animal\": [\"snake\", \"mosquito\", \"shark\", \"cat\"],\n",
    "    \"legs\": [0, 6, 0, 4],\n",
    "    \"weight\": [4.3, 0.01, 1.3, 4.1],\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(more_data)\n",
    "\n",
    "second_prof_view = why.log(df).profile().view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge the two profile views now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_profile_view = prof_view.merge(second_prof_view)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View Metrics of the Merged Data Views\n",
    "\n",
    "See the metrics that are generated for a profile view as a pandas dataframe by using the `.to_pandas()` method, `prof_view.merge().to_pandas()`. Here, run it on the `merged_profile` variable you created to see what that looks like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>counts/n</th>\n",
       "      <th>counts/null</th>\n",
       "      <th>cardinality/est</th>\n",
       "      <th>cardinality/upper_1</th>\n",
       "      <th>cardinality/lower_1</th>\n",
       "      <th>types/integral</th>\n",
       "      <th>types/fractional</th>\n",
       "      <th>types/boolean</th>\n",
       "      <th>types/string</th>\n",
       "      <th>types/object</th>\n",
       "      <th>...</th>\n",
       "      <th>distribution/q_05</th>\n",
       "      <th>distribution/q_10</th>\n",
       "      <th>distribution/q_25</th>\n",
       "      <th>distribution/median</th>\n",
       "      <th>distribution/q_75</th>\n",
       "      <th>distribution/q_90</th>\n",
       "      <th>distribution/q_95</th>\n",
       "      <th>distribution/q_99</th>\n",
       "      <th>ints/max</th>\n",
       "      <th>ints/min</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",
       "      <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",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>animal</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00025</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>legs</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.00020</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weight</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00025</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1.3</td>\n",
       "      <td>4.1</td>\n",
       "      <td>4.3</td>\n",
       "      <td>4.3</td>\n",
       "      <td>4.3</td>\n",
       "      <td>4.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        counts/n  counts/null  cardinality/est  cardinality/upper_1  \\\n",
       "column                                                                \n",
       "animal         8            0              5.0              5.00025   \n",
       "legs           8            0              4.0              4.00020   \n",
       "weight         8            0              5.0              5.00025   \n",
       "\n",
       "        cardinality/lower_1  types/integral  types/fractional  types/boolean  \\\n",
       "column                                                                         \n",
       "animal                  5.0               0                 0              0   \n",
       "legs                    4.0               8                 0              0   \n",
       "weight                  5.0               0                 8              0   \n",
       "\n",
       "        types/string  types/object  ... distribution/q_05 distribution/q_10  \\\n",
       "column                              ...                                       \n",
       "animal             8             0  ...               NaN               NaN   \n",
       "legs               0             0  ...              0.00              0.00   \n",
       "weight             0             0  ...              0.01              0.01   \n",
       "\n",
       "        distribution/q_25  distribution/median  distribution/q_75  \\\n",
       "column                                                              \n",
       "animal                NaN                  NaN                NaN   \n",
       "legs                  0.0                  4.0                4.0   \n",
       "weight                1.3                  4.1                4.3   \n",
       "\n",
       "        distribution/q_90  distribution/q_95  distribution/q_99  ints/max  \\\n",
       "column                                                                      \n",
       "animal                NaN                NaN                NaN       NaN   \n",
       "legs                  6.0                6.0                6.0      10.0   \n",
       "weight                4.3                4.3                4.3       NaN   \n",
       "\n",
       "        ints/min  \n",
       "column            \n",
       "animal       NaN  \n",
       "legs         0.0  \n",
       "weight       NaN  \n",
       "\n",
       "[3 rows x 28 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_profile_view.to_pandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's great to the a quick glimpse of cardinality and other metrics. You can expand `frequent_items/frequent_strings` by calling just that feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "column\n",
       "animal    [FrequentItem(value='cat', est=3, upper=3, low...\n",
       "legs      [FrequentItem(value='4.000000', est=3, upper=3...\n",
       "weight                                                  NaN\n",
       "Name: frequent_items/frequent_strings, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_profile_view.to_pandas()['frequent_items/frequent_strings']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To see all of the truncated (...) content, use `options.display.max_colwidth` to specify you want to see more in the default representation. You may want to reset to the original default afterwards."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50\n"
     ]
    }
   ],
   "source": [
    "# check current max width and print the result\n",
    "print(pd.options.display.max_colwidth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# update the max column width to see more\n",
    "pd.options.display.max_colwidth = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "column\n",
       "animal    [FrequentItem(value='cat', est=3, upper=3, lower=3), FrequentItem(value='snake', est=2, upper=2, lower=2), FrequentItem(value='hawk', est=1, upper=1, lower=1), FrequentItem(value='mosquito', est=1, upper=1, lower=1), FrequentItem(value='shark', est=1, upper=1, lower=1)]\n",
       "legs                                                [FrequentItem(value='4.000000', est=3, upper=3, lower=3), FrequentItem(value='0.000000', est=3, upper=3, lower=3), FrequentItem(value='2.000000', est=1, upper=1, lower=1), FrequentItem(value='6.000000', est=1, upper=1, lower=1)]\n",
       "weight                                                                                                                                                                                                                                                                               NaN\n",
       "Name: frequent_items/frequent_strings, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_profile_view.to_pandas()['frequent_items/frequent_strings']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reset the max column width to the default 50\n",
    "pd.options.display.max_colwidth = 50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize the Merged Profile Views as a Histogram\n",
    "\n",
    "Any of the chart types available in profile visualizer can be run on a single profile view, such as this merged profile view. The one exception, of course, is the `summary_drift_report` which is designed specifically to compare two profile views (you'll look at that in a later wine quality example)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, import `NotebookProfileViewer`, instantiate it (use the variable `visualization`), and set the merged profile views as the target profile view."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from whylogs.viz import NotebookProfileVisualizer\n",
    "\n",
    "visualization = NotebookProfileVisualizer()\n",
    "visualization.set_profiles(target_profile_view=merged_profile_view)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that in this example, there is no second reference profile view to set. If you had merged a second set of profile views to compare, such as from weekday streamed data to compare to weekends, then your code would include setting the additional reference view, like the following code (for this example, it's commented out and does not need to be run)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # set a target and a reference profile view (example)\n",
    "# visualization.set_profiles(\n",
    "#     target_profile_view=merged_profile_view, \n",
    "#     reference_profile_view=second_merged_profile_view\n",
    "# )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run the Double Histogram on the Single Merged Profile View\n",
    "\n",
    "Use the same `visualization.double_histogram()` although in this example you have only identified a target profile view to visualize. The profile visualizer will give a subtle acknowledgement as a reference, and plot the feature you have called, in this case `weight`, from the target view that has been set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reference profile not detected. Plotting only for target feature.\n"
     ]
    },
    {
     "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",
       "\n",
       "      :root {\n",
       "        /** Branded colors */\n",
       "        --brandSecondary900: #4f595b;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        /** Purpose colors */\n",
       "        --tealBackground: #eaf2f3;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        overflow-y: hidden;\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",
       "      .desktop-content {\n",
       "        display: flex;\n",
       "        flex-direction: column;\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",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 100%;\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",
       "      .circle-color {\n",
       "       display: inline-block;\n",
       "       padding: 5px;\n",
       "       border-radius: 50px;\n",
       "     }\n",
       "\n",
       "     .colors-for-distingushing-charts {\n",
       "       padding-right: 10px;\n",
       "     }\n",
       "\n",
       "     .display-flex{\n",
       "       display: flex;\n",
       "     }\n",
       "\n",
       "     .align-items-flex-end {\n",
       "       align-items: flex-end;\n",
       "     }\n",
       "\n",
       "     .chart-box-title {\n",
       "       width: 88%;\n",
       "       justify-content: space-between;\n",
       "       margin: 10px;\n",
       "       margin-top: 15px;\n",
       "       bottom: 0;\n",
       "     }\n",
       "\n",
       "     .chart-box-title p{\n",
       "       margin-bottom: 0;\n",
       "       font-family: Asap;\n",
       "       font-weight: bold;\n",
       "       font-size: 18px;\n",
       "       line-height: 16px;\n",
       "       color: #4F595B;\n",
       "     }\n",
       "\n",
       "    .bar {\n",
       "      font: 10px sans-serif;\n",
       "    }\n",
       "\n",
       "    .bar path,\n",
       "    .bar line {\n",
       "      fill: none;\n",
       "      stroke: #000;\n",
       "      shape-rendering: crispEdges;\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",
       "  &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",
       "{{#each this}}              &lt;div class=&quot;chart-box&quot; id=&quot;chart-box&quot;&gt;\n",
       "                &lt;div class=&quot;chart-box-title display-flex&quot;&gt;\n",
       "                  &lt;p&gt;{{@key}}&lt;/p&gt;\n",
       "                  &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #44C0E7;&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Target&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #F5843C&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Reference&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;&lt;/div&gt;\n",
       "                &lt;div class=&quot;svg-container&quot;&gt;{{{getDoubleHistogramChart this}}}&lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "{{/each}}      &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",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, targetData, referenceData, bottomMargin=30, 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;, `0 0 ${$(window).width()+100} ${$(window).height()-30}`)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          this.minYValue = d3.min(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          const mergedReferenceData = referenceData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "          const mergedTargetedData = targetData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "\n",
       "          this.charts2 = mergedReferenceData.concat(mergedTargetedData)\n",
       "          this.charts2 = this.charts2.sort(function(a, b) { return a - b; });\n",
       "\n",
       "          this.targetBinWidth = targetData[1]?.axisX - targetData[0]?.axisX\n",
       "          this.referenceBinWidth = referenceData[1]?.axisX - referenceData[0]?.axisX\n",
       "          this.maxTargetXValue = d3.max(targetData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.maxReferenceXValue = d3.max(referenceData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.xScale = d3\n",
       "              .scaleLinear()\n",
       "         .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisX); }),(this.maxTargetXValue+this.targetBinWidth &gt;= this.maxReferenceXValue+this.referenceBinWidth) ? this.maxTargetXValue+this.targetBinWidth:this.maxReferenceXValue+this.referenceBinWidth])\n",
       "         .range([0, this.CHART_WIDTH ]);\n",
       "\n",
       "         this.svgEl.append(&quot;g&quot;)\n",
       "             .attr(&quot;transform&quot;, &quot;translate(&quot;+ this.MARGIN.LEFT +&quot;,&quot; + this.SVG_HEIGHT + &quot;)&quot;)\n",
       "             .call(d3.axisBottom(this.xScale));\n",
       "          this.yScale = d3.scaleLinear()\n",
       "              .range([this.CHART_HEIGHT , 0])\n",
       "              .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisY); }), d3.max(this.charts2, function(d) { return parseFloat(d.axisY); })*1.2])\n",
       "              .nice();\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "        if (column?.histogram) {\n",
       "          for (let i = 0; i&lt;column.histogram.bins.length; i++) {\n",
       "            data.push({\n",
       "              axisY: column.histogram.counts[i] || 0,\n",
       "              axisX: column.histogram.bins[i] || 0,\n",
       "            });\n",
       "          }\n",
       "        } else {\n",
       "            $(document).ready(() =&gt;\n",
       "              $(&quot;.desktop-content&quot;).html(`\n",
       "                &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                  Something went wrong. Please try again.\n",
       "                &lt;/p&gt;\n",
       "              `)\n",
       "            )\n",
       "          }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function generateDoubleHistogramChart(targetData, referenceData) {\n",
       "        let histogramData = [],\n",
       "            overlappedHistogramData = [];\n",
       "        let yFormat;\n",
       "\n",
       "        histogramData = chartData(targetData)\n",
       "        overlappedHistogramData = chartData(referenceData)\n",
       "\n",
       "        const sizes = new GenerateChartParams($(window).height()-80, $(window).width(), histogramData, overlappedHistogramData)\n",
       "        const {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          maxYValue,\n",
       "          minYValue,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "        const yAxis = d3.axisLeft(yScale).ticks(SVG_HEIGHT / 40);\n",
       "\n",
       "        svgEl.append(&quot;g&quot;)\n",
       "          .attr(&quot;transform&quot;, `translate(${MARGIN.LEFT}, ${MARGIN.BOTTOM})`)\n",
       "          .call(yAxis)\n",
       "          .call(g =&gt; g.select(&quot;.domain&quot;).remove())\n",
       "          .call(g =&gt; g.selectAll(&quot;.tick line&quot;)\n",
       "              .attr(&quot;x2&quot;, CHART_WIDTH)\n",
       "              .attr(&quot;stroke-opacity&quot;, 0.1))\n",
       "          .call(g =&gt; g.append(&quot;text&quot;)\n",
       "              .attr(&quot;x&quot;, -MARGIN.LEFT)\n",
       "              .attr(&quot;y&quot;, 10)\n",
       "              .attr(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "              .attr(&quot;text-anchor&quot;, &quot;start&quot;))\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;,\n",
       "                &quot;translate(&quot; + (CHART_WIDTH/2) + &quot; ,&quot; +\n",
       "                               (CHART_HEIGHT + MARGIN.TOP + 75) + &quot;)&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Values&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;, &quot;rotate(-90)&quot;)\n",
       "          .attr(&quot;y&quot;, 0)\n",
       "          .attr(&quot;x&quot;, 0 - (SVG_HEIGHT / 2))\n",
       "          .attr(&quot;dy&quot;, &quot;1em&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Counts&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "          const gChart = svgEl.append(&quot;g&quot;);\n",
       "          gChart\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(histogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(histogramData[1]?.axisX)-xScale(histogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[0])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "          const gChart1 = svgEl.append(&quot;g&quot;);\n",
       "          gChart1\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(overlappedHistogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(overlappedHistogramData[1]?.axisX)-xScale(overlappedHistogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[1])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "        return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      const profileFromCSVfile = {&quot;weight&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.01, &quot;end&quot;: 4.30000043, &quot;width&quot;: 0, &quot;counts&quot;: [0, 0], &quot;max&quot;: 4.3, &quot;min&quot;: 0.01, &quot;bins&quot;: [0.01, 2.155000215, 4.30000043], &quot;n&quot;: 8}}}\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDoubleHistogramChart&quot;,(column,key) =&gt; {\n",
       "          const columnKey = key.data.key\n",
       "        try {\n",
       "          if (profileFromCSVfile) {\n",
       "          return  generateDoubleHistogramChart (\n",
       "              column,\n",
       "              profileFromCSVfile[columnKey]\n",
       "            )\n",
       "          }\n",
       "        } catch (err) {\n",
       "          $(document).ready(() =&gt;\n",
       "            $(&quot;.desktop-content&quot;).html(`\n",
       "              &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                Something went wrong. Please try again.\n",
       "              &lt;/p&gt;\n",
       "            `)\n",
       "          )\n",
       "        }\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      $(&quot;.svg-container&quot;).css(&quot;height&quot;, $(window).height() - 32)\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;weight&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.01, &quot;end&quot;: 4.30000043, &quot;width&quot;: 0, &quot;counts&quot;: [4, 4], &quot;max&quot;: 4.3, &quot;min&quot;: 0.01, &quot;bins&quot;: [0.01, 2.155000215, 4.30000043], &quot;n&quot;: 8}}};\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",
       "    // 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=300px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.double_histogram(feature_name=\"weight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download the Rendered Histogram of Animal Weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reference profile not detected. Plotting only for target feature.\n"
     ]
    }
   ],
   "source": [
    "# write the target profile feature statistics to file\n",
    "import os\n",
    "os.getcwd()\n",
    "visualization.write(\n",
    "    rendered_html=visualization.double_histogram(\n",
    "        feature_name=\"weight\"\n",
    "    ),\n",
    "    html_file_name=os.getcwd() + \"/histogram_chart_merged_profile_view_animal_weight\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, notice the quiet reminder that you have only set a target profile view, but the chart can still be rendered and written to a file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Statistics on Merged Data Profiles\n",
    "\n",
    "With `feature_statistics`, you have access to very useful statistics for features of a single profile one at a time by passing the feature and profile view name. Running these on merged profiles can give you a very high level description of a key data feature, or example over a time interval or segment group you have merged.\n",
    "\n",
    "Here, explore univariate statistics of the animal example `weight` feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "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",
       "\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",
       "      @media screen and (min-width: 1000px) {\n",
       "        .desktop-content {\n",
       "          display: block;\n",
       "        }\n",
       "        .no-responsive {\n",
       "          display: none;\n",
       "        }\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",
       "      .header-title {\n",
       "        font-size: 26px;\n",
       "        font-weight: 700;\n",
       "        color: #444444;\n",
       "      }\n",
       "\n",
       "      .statistics-header-title {\n",
       "        font-size: 20px;\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: #4F595B;\n",
       "      }\n",
       "\n",
       "      .full-summary-statistics-wrap {\n",
       "        padding: 20px;\n",
       "      }\n",
       "\n",
       "      .statistics {\n",
       "        width: 100%;\n",
       "      }\n",
       "\n",
       "      .statistics-list {\n",
       "        width: 49% ;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: -8px;\n",
       "        right: -8px;\n",
       "        padding: 5.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: var(--brandSecondary100);\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .notif-circle {\n",
       "        position: absolute;\n",
       "        top: 2px;\n",
       "        right: 2px;\n",
       "        height: 16px;\n",
       "        width: 16px;\n",
       "        border-radius: 50%;\n",
       "        font-size: 10px;\n",
       "        color: #fff;\n",
       "        background-color: #ECB100;\n",
       "      }\n",
       "\n",
       "      .border-solid-gray {\n",
       "        border: 1px solid #CED4DA;\n",
       "        border-radius: 4px;\n",
       "        padding: 10px;\n",
       "      }\n",
       "\n",
       "      .display-flex {\n",
       "        display: flex;\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",
       "      @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;full-summary-statistics-wrap&quot;&gt;\n",
       "          &lt;div class=&quot;full-summary-statistics&quot;&gt;\n",
       "            &lt;div class=&quot;mb-4&quot;&gt;\n",
       "                &lt;strong class=&quot;header-title&quot;&gt;{{featureName this}}: Summary Statistics&lt;/strong&gt;\n",
       "            &lt;/div&gt;\n",
       "            &lt;div class=&quot;statistics-wrap border-solid-gray display-flex justify-content-center mb-5&quot;&gt;\n",
       "              &lt;div class=&quot;statistics display-flex justify-content-space-between&quot;&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Distinct (%)&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{distinct this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Missing&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{missing this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Mean&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{mean this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Minimum&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{minimum this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Maximum&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{maximum this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "            &lt;div&gt;\n",
       "              &lt;div class=&quot;display-flex justify-content-space-between&quot;&gt;\n",
       "                &lt;div class=&quot;statistics-list border-solid-gray&quot;&gt;\n",
       "                  &lt;div&gt;\n",
       "                    &lt;div class=&quot;mb-3&quot;&gt;\n",
       "                      &lt;strong class=&quot;statistics-header-title&quot;&gt;Quantile statistics&lt;/strong&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;5-th percentile&lt;/div&gt;\n",
       "                        &lt;div&gt;{{fifthPercentile this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Q1&lt;/div&gt;\n",
       "                        &lt;div&gt;{{q1 this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;median&lt;/div&gt;\n",
       "                        &lt;div&gt;{{median this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Q3&lt;/div&gt;\n",
       "                        &lt;div&gt;{{q3 this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;95-th percentile&lt;/div&gt;\n",
       "                        &lt;div&gt;{{ninetyFifthPercentile this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Range&lt;/div&gt;\n",
       "                        &lt;div&gt;{{range this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Interquartile range (IQR)&lt;/div&gt;\n",
       "                        &lt;div&gt;{{iqr this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                &lt;/div&gt;\n",
       "                &lt;div class=&quot;statistics-list border-solid-gray&quot;&gt;\n",
       "                  &lt;div&gt;\n",
       "                    &lt;div class=&quot;mb-3&quot;&gt;\n",
       "                      &lt;strong class=&quot;statistics-header-title&quot;&gt;Descriptive statistics&lt;/strong&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Standard deviation&lt;/div&gt;\n",
       "                        &lt;div&gt;{{stddev this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Coefficient of variation (CV)&lt;/div&gt;\n",
       "                        &lt;div&gt;{{coefficientOfVariation this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Sum&lt;/div&gt;\n",
       "                        &lt;div&gt;{{getSum this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Variance&lt;/div&gt;\n",
       "                        &lt;div&gt;{{variance 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&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",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\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",
       "      function fixNumberTo(number, decimals = 3) {\n",
       "        return parseFloat(number).toFixed(decimals);\n",
       "      }\n",
       "\n",
       "      Handlebars.registerHelper(&quot;variance&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.variance) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.variance,2);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;coefficientOfVariation&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.coefficient_of_variation) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.coefficient_of_variation,2);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;median&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.median) {\n",
       "          return fixNumberTo(feature.quantile_statistics.median);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;fifthPercentile&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.fifth_percentile) {\n",
       "          return fixNumberTo(feature.quantile_statistics.fifth_percentile);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;ninetyFifthPercentile&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.ninety_fifth_percentile) {\n",
       "          return fixNumberTo(feature.quantile_statistics.ninety_fifth_percentile);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;range&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.range) {\n",
       "          return fixNumberTo(feature.range);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;q3&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.q3) {\n",
       "          return fixNumberTo(feature.quantile_statistics.q3);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;q1&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.q1) {\n",
       "          return fixNumberTo(feature.quantile_statistics.q1);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getSum&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.sum) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.sum,2);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;iqr&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.iqr) {\n",
       "          return fixNumberTo(feature.quantile_statistics.iqr);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;distinct&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "        const distinct_pct = feature.distinct\n",
       "\n",
       "        return fixNumberTo(distinct_pct,2);\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;missing&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "        if (feature.missing) {\n",
       "          return feature.missing;\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;mean&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.mean) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.mean);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;stddev&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.stddev) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.stddev);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;minimum&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.min) {\n",
       "          return fixNumberTo(feature.min);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;maximum&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.max) {\n",
       "          return fixNumberTo(feature.max);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      // Handlebars.registerHelper(&quot;getProfileTimeStamp&quot;, function (column) {\n",
       "      //   return formatLabelDate(+column.properties.dataTimestamp)\n",
       "      // });\n",
       "\n",
       "      // Handlebars.registerHelper(&quot;getProfileName&quot;, function (column) {\n",
       "      //   return column.properties.tags.name\n",
       "      // });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;featureName&quot;, function (column) {\n",
       "        const featureName = Object.keys(column)[0]\n",
       "        return featureName\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;weight&quot;: {&quot;total_count&quot;: 8, &quot;missing&quot;: 0, &quot;distinct&quot;: 62.50000062088172, &quot;min&quot;: 0.01, &quot;max&quot;: 4.3, &quot;range&quot;: 4.29, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.01, &quot;iqr&quot;: 3.0, &quot;q1&quot;: 1.3, &quot;median&quot;: 4.1, &quot;q3&quot;: 4.3, &quot;ninety_fifth_percentile&quot;: 4.3}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 1.7315182231622215, &quot;coefficient_of_variation&quot;: 0.6530950393822618, &quot;sum&quot;: 21.21, &quot;variance&quot;: 2.9981553571428567, &quot;mean&quot;: 2.65125}}};\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",
       "    // Invoke functions -- keep in mind invokation order\n",
       "    registerHandlebarHelperFunctions();\n",
       "    initHandlebarsTemplate();\n",
       "  &lt;/script&gt;\n",
       "&lt;/html&gt;\n",
       "\" width=100% height=650px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.feature_statistics(feature_name=\"weight\", profile=\"target\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write the target profile feature statistics to file\n",
    "import os\n",
    "os.getcwd()\n",
    "visualization.write(\n",
    "    rendered_html=visualization.feature_statistics(\n",
    "        feature_name=\"weight\",\n",
    "        profile=\"target\"\n",
    "    ),\n",
    "    html_file_name=os.getcwd() + \"/feature_statistics_merged_profile_view_animal_weight\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspect for Data Drift on Wine Quality\n",
    "\n",
    "Now, dive into an example comparing two profile views from a well known machine learning dataset where things get really interesting with profile visualizer!\n",
    "\n",
    "### Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.9968</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.092</td>\n",
       "      <td>15.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.9970</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.65</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.075</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.9980</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.58</td>\n",
       "      <td>9.8</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4              0.70         0.00             1.9      0.076   \n",
       "1            7.8              0.88         0.00             2.6      0.098   \n",
       "2            7.8              0.76         0.04             2.3      0.092   \n",
       "3           11.2              0.28         0.56             1.9      0.075   \n",
       "4            7.4              0.70         0.00             1.9      0.076   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0   0.9978  3.51       0.56   \n",
       "1                 25.0                  67.0   0.9968  3.20       0.68   \n",
       "2                 15.0                  54.0   0.9970  3.26       0.65   \n",
       "3                 17.0                  60.0   0.9980  3.16       0.58   \n",
       "4                 11.0                  34.0   0.9978  3.51       0.56   \n",
       "\n",
       "   alcohol  quality  \n",
       "0      9.4        5  \n",
       "1      9.8        5  \n",
       "2      9.8        5  \n",
       "3      9.8        6  \n",
       "4      9.4        5  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.options.mode.chained_assignment = None  # Disabling false positive warning\n",
    "\n",
    "url = \"http://archive.ics.uci.edu/ml/machine-learning-databases/wine-quality/winequality-red.csv\"\n",
    "wine = pd.read_csv(url,sep=\";\")\n",
    "wine.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Print a concise summary of the dataframe using the `pandas.DataFrame.info` method on the `wine` variable by writing `wine.info()`. This shows you helpful overview information, such as data type which will help to plan which charts to use in your analysis on different features.\n",
    "\n",
    "- range index based on rows\n",
    "- number of columns\n",
    "- data types\n",
    "- number of non-null values\n",
    "- memory usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1599 entries, 0 to 1598\n",
      "Data columns (total 12 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   fixed acidity         1599 non-null   float64\n",
      " 1   volatile acidity      1599 non-null   float64\n",
      " 2   citric acid           1599 non-null   float64\n",
      " 3   residual sugar        1599 non-null   float64\n",
      " 4   chlorides             1599 non-null   float64\n",
      " 5   free sulfur dioxide   1599 non-null   float64\n",
      " 6   total sulfur dioxide  1599 non-null   float64\n",
      " 7   density               1599 non-null   float64\n",
      " 8   pH                    1599 non-null   float64\n",
      " 9   sulphates             1599 non-null   float64\n",
      " 10  alcohol               1599 non-null   float64\n",
      " 11  quality               1599 non-null   int64  \n",
      "dtypes: float64(11), int64(1)\n",
      "memory usage: 150.0 KB\n"
     ]
    }
   ],
   "source": [
    "wine.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Split the wines into two groups. Wines with alcohol below 11 will form the reference sample, and wines with alcohol above 11 will form the target dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "cond_reference = (wine['alcohol']<=11)\n",
    "wine_reference = wine.loc[cond_reference]\n",
    "\n",
    "cond_target = (wine['alcohol']>11)\n",
    "wine_target = wine.loc[cond_target]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add some missing values to `citric acid`, to see how this is reflected in profile visualizer later on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "ixs = wine.iloc[100:110].index\n",
    "wine.loc[ixs,'citric acid'] = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `quality` feature is a numerical one, representing the wine's quality. Tranform it to a categorical feature, where each wine is classified as Good or Bad. Anything above 6.5 is a good a wine. Otherwise, it's bad."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "bins = (2, 6.5, 8)\n",
    "group_names = ['bad', 'good']\n",
    "\n",
    "wine_reference['quality'] = pd.cut(wine_reference['quality'], bins = bins, labels = group_names)\n",
    "wine_target['quality'] = pd.cut(wine_target['quality'], bins = bins, labels = group_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, profile the dataframes with `whylogs`, and create `profile_views` as arguments to feed into the `NotebookProfileVisualizer`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import whylogs as why\n",
    "result = why.log(pandas=wine_target)\n",
    "prof_view = result.view()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_ref = why.log(pandas=wine_reference)\n",
    "prof_view_ref = result_ref.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instantiate `NotebookProfileViewer` and set the target profile:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from whylogs.viz import NotebookProfileVisualizer\n",
    "\n",
    "visualization = NotebookProfileVisualizer()\n",
    "visualization.set_profiles(target_profile_view=prof_view, reference_profile_view=prof_view_ref)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, you can make all sorts of plots and reports. Take a look at some of them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Drift Summary\n",
    "\n",
    "Run a `summary_drift_report`, to get overview statistics, such as number of observations and missing cells, as well as a comparison between both profiles' features, with regards to each feature's distribution, and drift calculations for numerical or categorical features.\n",
    "\n",
    "The report also displays alerts related to each of the feature's drift severity.\n",
    "\n",
    "You can also search for a specific feature, or filter by inferred type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "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",
       "        overflow: auto;\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: relative;\n",
       "        z-index: 1;\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",
       "        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: 1;\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&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&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;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 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-sub-table-head text-align-center&quot; id=&quot;diff-from-ref&quot;&gt;\n",
       "                        p-value\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;p-values are calculated with K-S test for numerical features and Chi-squared for categorical features.&lt;/div&gt;\n",
       "                          &lt;/span&gt;\n",
       "                        &lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-sub-table-head text-align-center&quot;&gt;Total count&lt;/div&gt;\n",
       "                      &lt;div class=&quot;wl-table-head wl-sub-table-head text-align-center&quot;&gt;Mean&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-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",
       "                              {{{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;{{totalCount this}}&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;{{mean 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;sulphates&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.33, &quot;end&quot;: 2.0000002, &quot;width&quot;: 0, &quot;counts&quot;: [0, 34, 97, 221, 232, 213, 108, 87, 69, 34, 28, 14, 10, 12, 6, 6, 4, 2, 6, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 4], &quot;max&quot;: 2.0, &quot;min&quot;: 0.33, &quot;bins&quot;: [0.33, 0.3856666733333334, 0.4413333466666667, 0.49700002, 0.5526666933333333, 0.6083333666666666, 0.66400004, 0.7196667133333334, 0.7753333866666667, 0.83100006, 0.8866667333333333, 0.9423334066666667, 0.99800008, 1.0536667533333333, 1.1093334266666668, 1.1650001, 1.2206667733333334, 1.2763334466666667, 1.33200012, 1.3876667933333333, 1.4433334666666666, 1.4990001400000001, 1.5546668133333335, 1.6103334866666668, 1.66600016, 1.7216668333333334, 1.7773335066666667, 1.83300018, 1.8886668533333335, 1.9443335266666668, 2.0000002], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 2.041768324804123e-09, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;free sulfur dioxide&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.0, &quot;end&quot;: 72.0000072, &quot;width&quot;: 0, &quot;counts&quot;: [32, 104, 184, 108, 103, 134, 92, 62, 78, 49, 70, 35, 33, 35, 21, 4, 18, 2, 2, 6, 0, 10, 2, 2, 0, 0, 0, 1, 4, 0], &quot;max&quot;: 72.0, &quot;min&quot;: 1.0, &quot;bins&quot;: [1.0, 3.3666669066666666, 5.733333813333333, 8.10000072, 10.466667626666666, 12.833334533333332, 15.20000144, 17.566668346666667, 19.933335253333333, 22.30000216, 24.666669066666664, 27.033335973333333, 29.40000288, 31.766669786666665, 34.133336693333334, 36.5000036, 38.866670506666665, 41.23333741333333, 43.60000432, 45.96667122666666, 48.33333813333333, 50.70000504, 53.066671946666666, 55.43333885333333, 57.80000576, 60.16667266666666, 62.53333957333333, 64.90000648, 67.26667338666667, 69.63334029333333, 72.0000072], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 0.012151447733313878, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;total sulfur dioxide&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 6.0, &quot;end&quot;: 160.000016, &quot;width&quot;: 0, &quot;counts&quot;: [46, 96, 96, 103, 99, 68, 80, 99, 60, 54, 50, 54, 38, 24, 23, 36, 23, 25, 16, 13, 16, 7, 18, 10, 9, 6, 12, 6, 2, 2], &quot;max&quot;: 160.0, &quot;min&quot;: 6.0, &quot;bins&quot;: [6.0, 11.133333866666666, 16.266667733333332, 21.400001599999996, 26.533335466666664, 31.66666933333333, 36.80000319999999, 41.93333706666666, 47.06667093333333, 52.200004799999995, 57.33333866666666, 62.46667253333332, 67.60000639999998, 72.73334026666666, 77.86667413333332, 83.000008, 88.13334186666665, 93.26667573333332, 98.40000959999999, 103.53334346666665, 108.66667733333333, 113.80001119999999, 118.93334506666665, 124.06667893333332, 129.20001279999997, 134.33334666666664, 139.46668053333332, 144.6000144, 149.73334826666664, 154.8666821333333, 160.000016], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 7.291826352042941e-11, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;pH&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 2.74, &quot;end&quot;: 3.750000375, &quot;width&quot;: 0, &quot;counts&quot;: [0, 0, 0, 2, 2, 10, 0, 10, 24, 22, 47, 40, 82, 99, 65, 83, 149, 93, 106, 127, 55, 64, 26, 37, 16, 16, 2, 8, 2, 4], &quot;max&quot;: 3.75, &quot;min&quot;: 2.74, &quot;bins&quot;: [2.74, 2.773666679166667, 2.8073333583333335, 2.8410000375, 2.874666716666667, 2.9083333958333335, 2.942000075, 2.975666754166667, 3.0093334333333335, 3.0430001125, 3.076666791666667, 3.1103334708333334, 3.14400015, 3.1776668291666668, 3.2113335083333334, 3.2450001875, 3.2786668666666667, 3.3123335458333334, 3.346000225, 3.3796669041666667, 3.4133335833333334, 3.4470002625, 3.4806669416666667, 3.5143336208333333, 3.5480003, 3.5816669791666667, 3.6153336583333333, 3.6490003375, 3.6826670166666666, 3.7163336958333333, 3.750000375], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 0.002895139560181634, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;residual sugar&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.2, &quot;end&quot;: 15.50000155, &quot;width&quot;: 0, &quot;counts&quot;: [106, 476, 361, 106, 34, 25, 16, 6, 4, 16, 14, 1, 4, 1, 2, 2, 2, 0, 0, 4, 0, 0, 0, 0, 0, 2, 3, 0, 0, 6], &quot;max&quot;: 15.5, &quot;min&quot;: 1.2, &quot;bins&quot;: [1.2, 1.6766667183333333, 2.1533334366666668, 2.6300001550000003, 3.1066668733333334, 3.5833335916666664, 4.06000031, 4.5366670283333335, 5.0133337466666665, 5.4900004650000005, 5.966667183333334, 6.443333901666667, 6.920000620000001, 7.396667338333334, 7.873334056666667, 8.350000775, 8.826667493333334, 9.303334211666666, 9.78000093, 10.256667648333332, 10.733334366666666, 11.210001085, 11.686667803333332, 12.163334521666666, 12.64000124, 13.116667958333332, 13.593334676666666, 14.070001395, 14.546668113333332, 15.023334831666666, 15.50000155], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 0.027198367622626618, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;chlorides&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.038, &quot;end&quot;: 0.6110000610999999, &quot;width&quot;: 0, &quot;counts&quot;: [35, 375, 551, 131, 28, 12, 12, 6, 6, 6, 3, 0, 0, 0, 0, 8, 0, 2, 0, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4], &quot;max&quot;: 0.611, &quot;min&quot;: 0.038, &quot;bins&quot;: [0.038, 0.05710000203666667, 0.07620000407333333, 0.09530000611, 0.11440000814666665, 0.13350001018333332, 0.15260001222, 0.17170001425666664, 0.19080001629333332, 0.20990001833, 0.22900002036666664, 0.24810002240333331, 0.26720002443999996, 0.28630002647666664, 0.30540002851333325, 0.32450003054999993, 0.3436000325866666, 0.3627000346233333, 0.38180003665999995, 0.40090003869666657, 0.42000004073333325, 0.4391000427699999, 0.4582000448066666, 0.47730004684333327, 0.49640004887999994, 0.5155000509166666, 0.5346000529533332, 0.55370005499, 0.5728000570266666, 0.5919000590633333, 0.6110000610999999], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 2.221511536537264e-27, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;citric acid&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.0, &quot;end&quot;: 1.0000001, &quot;width&quot;: 0, &quot;counts&quot;: [180, 65, 90, 49, 40, 78, 70, 107, 66, 63, 42, 50, 35, 40, 96, 26, 26, 28, 9, 10, 16, 0, 4, 1, 0, 0, 0, 0, 0, 0], &quot;max&quot;: 1.0, &quot;min&quot;: 0.0, &quot;bins&quot;: [0.0, 0.03333333666666667, 0.06666667333333334, 0.10000001000000001, 0.13333334666666669, 0.16666668333333334, 0.20000002000000003, 0.2333333566666667, 0.26666669333333337, 0.30000003000000003, 0.3333333666666667, 0.3666667033333334, 0.40000004000000006, 0.4333333766666667, 0.4666667133333334, 0.50000005, 0.5333333866666667, 0.5666667233333335, 0.6000000600000001, 0.6333333966666668, 0.6666667333333334, 0.7000000700000001, 0.7333334066666668, 0.7666667433333334, 0.8000000800000001, 0.8333334166666668, 0.8666667533333334, 0.9000000900000001, 0.9333334266666669, 0.9666667633333335, 1.0000001], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 1.1729977073248248e-09, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;volatile acidity&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.18, &quot;end&quot;: 1.580000158, &quot;width&quot;: 0, &quot;counts&quot;: [16, 35, 67, 62, 113, 118, 92, 108, 163, 121, 102, 60, 44, 22, 20, 20, 8, 8, 4, 0, 4, 2, 0, 0, 0, 0, 0, 0, 0, 2], &quot;max&quot;: 1.58, &quot;min&quot;: 0.18, &quot;bins&quot;: [0.18, 0.22666667193333334, 0.27333334386666663, 0.3200000158, 0.36666668773333333, 0.4133333596666667, 0.46000003159999997, 0.5066667035333333, 0.5533333754666667, 0.6000000474, 0.6466667193333333, 0.6933333912666666, 0.7400000631999999, 0.7866667351333334, 0.8333334070666667, 0.880000079, 0.9266667509333333, 0.9733334228666666, 1.0200000948, 1.0666667667333334, 1.1133334386666667, 1.1600001106, 1.2066667825333333, 1.2533334544666666, 1.3000001263999998, 1.3466667983333334, 1.3933334702666667, 1.4400001422, 1.4866668141333332, 1.5333334860666665, 1.580000158], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 1.8104217087659085e-11, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;fixed acidity&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 5.0, &quot;end&quot;: 15.0000015, &quot;width&quot;: 0, &quot;counts&quot;: [4, 3, 17, 22, 55, 125, 138, 119, 156, 90, 52, 88, 50, 38, 56, 22, 30, 20, 16, 28, 20, 12, 8, 10, 4, 0, 4, 0, 0, 4], &quot;max&quot;: 15.0, &quot;min&quot;: 5.0, &quot;bins&quot;: [5.0, 5.333333383333334, 5.666666766666666, 6.00000015, 6.333333533333334, 6.666666916666667, 7.0000003, 7.333333683333334, 7.666667066666667, 8.00000045, 8.333333833333334, 8.666667216666667, 9.0000006, 9.333333983333333, 9.666667366666667, 10.00000075, 10.333334133333334, 10.666667516666667, 11.0000009, 11.333334283333333, 11.666667666666667, 12.00000105, 12.333334433333334, 12.666667816666667, 13.0000012, 13.333334583333334, 13.666667966666667, 14.00000135, 14.333334733333334, 14.666668116666667, 15.0000015], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 1.6719160675836287e-07, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;alcohol&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 8.4, &quot;end&quot;: 11.0000011, &quot;width&quot;: 0, &quot;counts&quot;: [2, 0, 0, 0, 2, 0, 30, 0, 26, 74, 58, 104, 138, 62, 56, 0, 79, 46, 72, 47, 44, 36, 0, 40, 67, 30, 28, 42, 47, 61], &quot;max&quot;: 11.0, &quot;min&quot;: 8.4, &quot;bins&quot;: [8.4, 8.486666703333334, 8.573333406666666, 8.66000011, 8.746666813333334, 8.833333516666666, 8.92000022, 9.006666923333334, 9.093333626666666, 9.18000033, 9.266667033333334, 9.353333736666666, 9.44000044, 9.526667143333334, 9.613333846666666, 9.70000055, 9.786667253333334, 9.873333956666666, 9.96000066, 10.046667363333334, 10.133334066666666, 10.22000077, 10.306667473333334, 10.393334176666666, 10.48000088, 10.566667583333334, 10.653334286666666, 10.74000099, 10.826667693333334, 10.913334396666666, 11.0000011], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 0.0, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;density&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.99236, &quot;end&quot;: 1.003690100369, &quot;width&quot;: 0, &quot;counts&quot;: [2, 0, 4, 2, 4, 12, 34, 42, 73, 94, 135, 132, 128, 131, 96, 86, 42, 44, 34, 32, 26, 18, 4, 4, 4, 0, 2, 4, 0, 2], &quot;max&quot;: 1.00369, &quot;min&quot;: 0.99236, &quot;bins&quot;: [0.99236, 0.9927376700123001, 0.9931153400246, 0.9934930100369, 0.9938706800492, 0.9942483500615, 0.9946260200738, 0.9950036900861, 0.9953813600984001, 0.9957590301107, 0.996136700123, 0.9965143701353, 0.9968920401476, 0.9972697101599, 0.9976473801722, 0.9980250501845, 0.9984027201968, 0.9987803902091, 0.9991580602214, 0.9995357302337, 0.999913400246, 1.0002910702582999, 1.0006687402706, 1.0010464102829, 1.0014240802952, 1.0018017503075, 1.0021794203198, 1.0025570903321, 1.0029347603443999, 1.0033124303567, 1.003690100369], &quot;n&quot;: 1191}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: 1.2090990931652385e-69, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: null}, &quot;quality&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;bad&quot;, &quot;estimate&quot;: 1115}, {&quot;value&quot;: &quot;good&quot;, &quot;estimate&quot;: 76}], &quot;drift_from_ref&quot;: 4.72188097163335e-120, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: null}}, &quot;properties&quot;: {&quot;observations&quot;: 4896, &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 (0.00 - 0.05)&quot;,\n",
       "        },\n",
       "        moderate: {\n",
       "          count: 0,\n",
       "          range: &quot;with possible drift (0.05 - 0.15)&quot;,\n",
       "        },\n",
       "        mild: {\n",
       "          count: 0,\n",
       "          range: &quot;with no evidence of drift (0.15 - 1.0)&quot;,\n",
       "        }\n",
       "      };\n",
       "\n",
       "      const countOfDrifts = (driftNumber) =&gt; {\n",
       "        if(driftNumber &gt;= 0 &amp;&amp; driftNumber &lt;= 0.05) {\n",
       "          Object.values(drifts)[0].count++\n",
       "          return 0\n",
       "        } else if(driftNumber &gt; 0.05 &amp;&amp; driftNumber &lt;= 0.15) {\n",
       "          Object.values(drifts)[1].count++\n",
       "          return 1\n",
       "        } else if(driftNumber &gt; 0.15) {\n",
       "          Object.values(drifts)[2].count++\n",
       "          return 2\n",
       "        }\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-end justify-content-center&quot;&gt;\n",
       "           ${driftFromRefNumber}\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",
       "      Handlebars.registerHelper(&quot;getDiffFromRef&quot;, function (column, key) {\n",
       "        const columnKey = key.data.key\n",
       "        const {drift_from_ref} = referenceProfile.columns[columnKey]\n",
       "\n",
       "        if (cheqValueTypeNumber(referenceProfile, drift_from_ref)) {\n",
       "          const driftFromRefNumber = drift_from_ref.toPrecision(2)\n",
       "          const driftCategory = countOfDrifts(driftFromRefNumber)\n",
       "          const circleColor = Object.values(drifts)[driftCategory].colorClass\n",
       "          if (driftCategory==0 || driftCategory == 1){\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(driftFromRefNumber, circleColor)\n",
       "\n",
       "        } else if (cheqValueTypeNumber(referenceProfile, drift_from_ref) !== undefined) {\n",
       "          Object.values(drifts)[0].count++\n",
       "          return diffFromRefTableElement(&quot;undefined&quot;, &quot;severe-drift-circle-color&quot;)\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",
       "\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;mean&quot;, function (column) {\n",
       "        if (column.featureStats?.descriptive_statistics) {\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(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;sulphates&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.37, &quot;end&quot;: 1.130000113, &quot;width&quot;: 0, &quot;counts&quot;: [3, 2, 5, 3, 7, 18, 18, 46, 22, 37, 21, 33, 21, 28, 29, 27, 21, 13, 24, 7, 9, 2, 4, 2, 2, 1, 1, 0, 0, 2], &quot;max&quot;: 1.13, &quot;min&quot;: 0.37, &quot;bins&quot;: [0.37, 0.3953333371, 0.4206666742, 0.4460000113, 0.47133334839999996, 0.4966666855, 0.5220000226, 0.5473333597, 0.5726666968, 0.5980000339, 0.623333371, 0.6486667080999999, 0.6740000452, 0.6993333823, 0.7246667194, 0.7500000565, 0.7753333936, 0.8006667306999999, 0.8260000677999999, 0.8513334049, 0.8766667419999999, 0.9020000791, 0.9273334162, 0.9526667533, 0.9780000904, 1.0033334274999999, 1.0286667646, 1.0540001016999998, 1.0793334388, 1.1046667759, 1.130000113], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 14.215688286897349, &quot;min&quot;: 0.37, &quot;max&quot;: 1.13, &quot;range&quot;: 0.7599999999999999, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.5, &quot;iqr&quot;: 0.19000000000000006, &quot;q1&quot;: 0.58, &quot;median&quot;: 0.66, &quot;q3&quot;: 0.77, &quot;ninety_fifth_percentile&quot;: 0.88}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.12701037402923776, &quot;coefficient_of_variation&quot;: 0.18776807233831805, &quot;sum&quot;: 275.97999999999996, &quot;variance&quot;: 0.016131635111046875, &quot;mean&quot;: 0.6764215686274508}}}, &quot;free sulfur dioxide&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 3.0, &quot;end&quot;: 51.0000051, &quot;width&quot;: 0, &quot;counts&quot;: [30, 80, 21, 21, 36, 15, 28, 26, 28, 23, 2, 13, 12, 12, 10, 4, 7, 4, 7, 7, 4, 8, 2, 0, 3, 0, 1, 0, 1, 3], &quot;max&quot;: 51.0, &quot;min&quot;: 3.0, &quot;bins&quot;: [3.0, 4.60000017, 6.200000340000001, 7.80000051, 9.400000680000002, 11.000000850000001, 12.60000102, 14.200001190000002, 15.800001360000001, 17.40000153, 19.000001700000002, 20.600001870000003, 22.20000204, 23.800002210000002, 25.400002380000004, 27.00000255, 28.600002720000003, 30.200002890000004, 31.80000306, 33.40000323, 35.000003400000004, 36.600003570000005, 38.20000374000001, 39.80000391, 41.40000408, 43.00000425, 44.600004420000005, 46.200004590000006, 47.80000476000001, 49.40000493, 51.0000051], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 11.029412969947018, &quot;min&quot;: 3.0, &quot;max&quot;: 51.0, &quot;range&quot;: 48.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 4.0, &quot;iqr&quot;: 13.0, &quot;q1&quot;: 6.0, &quot;median&quot;: 13.0, &quot;q3&quot;: 19.0, &quot;ninety_fifth_percentile&quot;: 36.0}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 9.994223698460777, &quot;coefficient_of_variation&quot;: 0.6774056431550788, &quot;sum&quot;: 6019.5, &quot;variance&quot;: 99.884507334875, &quot;mean&quot;: 14.753676470588236}}}, &quot;total sulfur dioxide&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 6.0, &quot;end&quot;: 289.0000289, &quot;width&quot;: 0, &quot;counts&quot;: [86, 92, 70, 46, 41, 14, 16, 9, 11, 10, 6, 1, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0], &quot;max&quot;: 289.0, &quot;min&quot;: 6.0, &quot;bins&quot;: [6.0, 15.433334296666667, 24.866668593333333, 34.30000289, 43.73333718666667, 53.16667148333333, 62.600005780000004, 72.03334007666666, 81.46667437333333, 90.90000867, 100.33334296666666, 109.76667726333334, 119.20001156000001, 128.63334585666666, 138.06668015333332, 147.50001445, 156.93334874666667, 166.36668304333332, 175.80001734, 185.23335163666667, 194.66668593333333, 204.10002023, 213.53335452666667, 222.96668882333333, 232.40002312000001, 241.83335741666667, 251.26669171333333, 260.70002601, 270.13336030666665, 279.56669460333336, 289.0000289], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 22.303926553943704, &quot;min&quot;: 6.0, &quot;max&quot;: 289.0, &quot;range&quot;: 283.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 10.0, &quot;iqr&quot;: 29.0, &quot;q1&quot;: 17.0, &quot;median&quot;: 27.0, &quot;q3&quot;: 46.0, &quot;ninety_fifth_percentile&quot;: 93.0}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 31.68721099598923, &quot;coefficient_of_variation&quot;: 0.8554477659209692, &quot;sum&quot;: 15112.999999999998, &quot;variance&quot;: 1004.0793407043408, &quot;mean&quot;: 37.041666666666664}}}, &quot;pH&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 2.89, &quot;end&quot;: 4.010000401, &quot;width&quot;: 0, &quot;counts&quot;: [4, 2, 2, 4, 8, 5, 17, 19, 39, 35, 44, 30, 35, 40, 30, 11, 20, 16, 14, 11, 1, 10, 4, 1, 0, 2, 0, 2, 0, 2], &quot;max&quot;: 4.01, &quot;min&quot;: 2.89, &quot;bins&quot;: [2.89, 2.9273333467000002, 2.9646666934000003, 3.0020000401, 3.0393333868, 3.0766667335, 3.1140000802000003, 3.1513334269, 3.1886667736, 3.2260001203, 3.2633334670000003, 3.3006668137, 3.3380001604, 3.3753335071, 3.4126668538000002, 3.4500002005, 3.4873335472, 3.5246668939, 3.5620002406, 3.5993335873000003, 3.636666934, 3.6740002807, 3.7113336274, 3.7486669741, 3.7860003208000004, 3.8233336675, 3.8606670142, 3.8980003609000002, 3.9353337076, 3.9726670543, 4.010000401], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 18.8725525817653, &quot;min&quot;: 2.89, &quot;max&quot;: 4.01, &quot;range&quot;: 1.1199999999999997, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 3.09, &quot;iqr&quot;: 0.2200000000000002, &quot;q1&quot;: 3.23, &quot;median&quot;: 3.33, &quot;q3&quot;: 3.45, &quot;ninety_fifth_percentile&quot;: 3.68}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.17649177660211463, &quot;coefficient_of_variation&quot;: 0.05273349702213279, &quot;sum&quot;: 1365.52, &quot;variance&quot;: 0.031149347208170735, &quot;mean&quot;: 3.346862745098039}}}, &quot;residual sugar&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.9, &quot;end&quot;: 12.90000129, &quot;width&quot;: 0, &quot;counts&quot;: [8, 39, 118, 125, 40, 16, 11, 8, 12, 8, 5, 2, 2, 4, 4, 0, 0, 1, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], &quot;max&quot;: 12.9, &quot;min&quot;: 0.9, &quot;bins&quot;: [0.9, 1.300000043, 1.7000000860000002, 2.100000129, 2.500000172, 2.900000215, 3.3000002580000003, 3.700000301, 4.100000344000001, 4.500000387, 4.90000043, 5.300000473000001, 5.700000516000001, 6.100000559000001, 6.500000602000001, 6.900000645, 7.300000688000001, 7.700000731000001, 8.100000774, 8.500000817, 8.90000086, 9.300000903, 9.700000946000001, 10.100000989000002, 10.500001032000002, 10.900001075, 11.300001118, 11.700001161000001, 12.100001204000002, 12.500001247000002, 12.90000129], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 15.931375081243552, &quot;min&quot;: 0.9, &quot;max&quot;: 12.9, &quot;range&quot;: 12.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 1.6, &quot;iqr&quot;: 0.7000000000000002, &quot;q1&quot;: 2.0, &quot;median&quot;: 2.3, &quot;q3&quot;: 2.7, &quot;ninety_fifth_percentile&quot;: 5.1}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 1.2990000858665753, &quot;coefficient_of_variation&quot;: 0.49437249664993493, &quot;sum&quot;: 1072.05, &quot;variance&quot;: 1.6874012230813702, &quot;mean&quot;: 2.6275735294117646}}}, &quot;chlorides&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.012, &quot;end&quot;: 0.230000023, &quot;width&quot;: 0, &quot;counts&quot;: [2, 0, 0, 9, 20, 41, 45, 76, 63, 44, 33, 20, 20, 8, 9, 10, 2, 0, 0, 1, 0, 0, 2, 0, 0, 0, 0, 0, 2, 1], &quot;max&quot;: 0.23, &quot;min&quot;: 0.012, &quot;bins&quot;: [0.012, 0.019266667433333332, 0.026533334866666668, 0.0338000023, 0.04106666973333333, 0.04833333716666667, 0.0556000046, 0.06286667203333333, 0.07013333946666667, 0.0774000069, 0.08466667433333333, 0.09193334176666666, 0.0992000092, 0.10646667663333333, 0.11373334406666666, 0.12100001149999999, 0.12826667893333332, 0.13553334636666667, 0.14280001380000001, 0.15006668123333333, 0.15733334866666668, 0.1646000161, 0.17186668353333334, 0.17913335096666666, 0.1864000184, 0.19366668583333332, 0.20093335326666667, 0.2082000207, 0.21546668813333333, 0.22273335556666665, 0.230000023], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 21.813730257594944, &quot;min&quot;: 0.012, &quot;max&quot;: 0.23, &quot;range&quot;: 0.218, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.046, &quot;iqr&quot;: 0.024999999999999994, &quot;q1&quot;: 0.061, &quot;median&quot;: 0.072, &quot;q3&quot;: 0.086, &quot;ninety_fifth_percentile&quot;: 0.12}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.024213181268290383, &quot;coefficient_of_variation&quot;: 0.3226526212509791, &quot;sum&quot;: 30.618, &quot;variance&quot;: 0.0005862781471310883, &quot;mean&quot;: 0.07504411764705882}}}, &quot;citric acid&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.0, &quot;end&quot;: 0.790000079, &quot;width&quot;: 0, &quot;counts&quot;: [59, 13, 7, 26, 11, 8, 5, 5, 9, 11, 13, 13, 28, 10, 23, 36, 10, 24, 30, 9, 9, 9, 7, 2, 9, 12, 2, 4, 4, 0], &quot;max&quot;: 0.79, &quot;min&quot;: 0.0, &quot;bins&quot;: [0.0, 0.026333335966666666, 0.05266667193333333, 0.0790000079, 0.10533334386666666, 0.13166667983333333, 0.1580000158, 0.18433335176666665, 0.21066668773333333, 0.2370000237, 0.26333335966666666, 0.2896666956333333, 0.3160000316, 0.34233336756666666, 0.3686667035333333, 0.3950000395, 0.42133337546666666, 0.4476667114333333, 0.4740000474, 0.5003333833666667, 0.5266667193333333, 0.5530000553, 0.5793333912666666, 0.6056667272333334, 0.6320000632, 0.6583333991666667, 0.6846667351333333, 0.7110000711, 0.7373334070666666, 0.7636667430333334, 0.790000079], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 17.892160062112726, &quot;min&quot;: 0.0, &quot;max&quot;: 0.79, &quot;range&quot;: 0.79, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.0, &quot;iqr&quot;: 0.37, &quot;q1&quot;: 0.1, &quot;median&quot;: 0.34, &quot;q3&quot;: 0.47, &quot;ninety_fifth_percentile&quot;: 0.66}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.2090283588895552, &quot;coefficient_of_variation&quot;: 0.6677908576222575, &quot;sum&quot;: 127.71000000000001, &quot;variance&quot;: 0.043692854820060696, &quot;mean&quot;: 0.313014705882353}}}, &quot;volatile acidity&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.12, &quot;end&quot;: 1.1150001115, &quot;width&quot;: 0, &quot;counts&quot;: [2, 8, 5, 9, 20, 33, 37, 37, 30, 35, 23, 24, 25, 24, 14, 16, 14, 15, 11, 3, 3, 4, 6, 2, 0, 3, 0, 3, 0, 2], &quot;max&quot;: 1.115, &quot;min&quot;: 0.12, &quot;bins&quot;: [0.12, 0.15316667038333331, 0.18633334076666666, 0.21950001115, 0.2526666815333333, 0.28583335191666664, 0.3190000223, 0.35216669268333334, 0.38533336306666666, 0.41850003345, 0.4516667038333333, 0.48483337421666667, 0.5180000445999999, 0.5511667149833333, 0.5843333853666667, 0.61750005575, 0.6506667261333333, 0.6838333965166666, 0.7170000669, 0.7501667372833333, 0.7833334076666666, 0.81650007805, 0.8496667484333333, 0.8828334188166667, 0.9160000892, 0.9491667595833333, 0.9823334299666666, 1.01550010035, 1.0486667707333335, 1.0818334411166668, 1.1150001115000001], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 22.05882840516061, &quot;min&quot;: 0.12, &quot;max&quot;: 1.115, &quot;range&quot;: 0.995, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.25, &quot;iqr&quot;: 0.23999999999999994, &quot;q1&quot;: 0.34, &quot;median&quot;: 0.44, &quot;q3&quot;: 0.58, &quot;ninety_fifth_percentile&quot;: 0.8}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.17791965320497752, &quot;coefficient_of_variation&quot;: 0.3771756131540623, &quot;sum&quot;: 192.45999999999998, &quot;variance&quot;: 0.03165540299657947, &quot;mean&quot;: 0.47171568627450977}}}, &quot;fixed acidity&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 4.6, &quot;end&quot;: 15.90000159, &quot;width&quot;: 0, &quot;counts&quot;: [2, 18, 16, 17, 28, 39, 38, 31, 22, 29, 25, 34, 12, 14, 21, 23, 9, 6, 4, 4, 2, 2, 4, 2, 0, 0, 0, 0, 2, 4], &quot;max&quot;: 15.9, &quot;min&quot;: 4.6, &quot;bins&quot;: [4.6, 4.9766667196666665, 5.353333439333333, 5.730000158999999, 6.106666878666666, 6.483333598333333, 6.860000318, 7.236667037666667, 7.613333757333333, 7.990000477000001, 8.366667196666667, 8.743333916333334, 9.120000636, 9.496667355666666, 9.873334075333332, 10.250000795, 10.626667514666668, 11.003334234333334, 11.380000954, 11.756667673666666, 12.133334393333334, 12.510001113000001, 12.886667832666667, 13.263334552333333, 13.640001272000001, 14.016667991666667, 14.393334711333335, 14.770001431, 15.146668150666667, 15.523334870333334, 15.90000159], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 20.588239538027807, &quot;min&quot;: 4.6, &quot;max&quot;: 15.9, &quot;range&quot;: 11.3, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 5.4, &quot;iqr&quot;: 2.7, &quot;q1&quot;: 6.7, &quot;median&quot;: 7.9, &quot;q3&quot;: 9.4, &quot;ninety_fifth_percentile&quot;: 11.9}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 2.013014441140909, &quot;coefficient_of_variation&quot;: 0.24676558362692394, &quot;sum&quot;: 3328.3, &quot;variance&quot;: 4.052227140241847, &quot;mean&quot;: 8.157598039215687}}}, &quot;alcohol&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 11.0666666666667, &quot;end&quot;: 14.900001490000001, &quot;width&quot;: 0, &quot;counts&quot;: [28, 68, 32, 30, 39, 28, 21, 22, 24, 13, 13, 27, 9, 17, 8, 8, 2, 2, 4, 5, 0, 0, 8, 0, 0, 0, 0, 0, 0, 0], &quot;max&quot;: 14.9, &quot;min&quot;: 11.0666666666667, &quot;bins&quot;: [11.0666666666667, 11.194444494111144, 11.322222321555587, 11.45000014900003, 11.577777976444473, 11.705555803888917, 11.83333363133336, 11.961111458777804, 12.088889286222248, 12.216667113666691, 12.344444941111133, 12.472222768555577, 12.60000059600002, 12.727778423444464, 12.855556250888908, 12.98333407833335, 13.111111905777793, 13.238889733222237, 13.36666756066668, 13.494445388111124, 13.622223215555568, 13.750001043000012, 13.877778870444454, 14.005556697888897, 14.133334525333341, 14.261112352777785, 14.388890180222226, 14.51666800766667, 14.644445835111114, 14.772223662555557, 14.900001490000001], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 7.59803978178436, &quot;min&quot;: 11.0666666666667, &quot;max&quot;: 14.9, &quot;range&quot;: 3.8333333333333, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 11.1, &quot;iqr&quot;: 1.0, &quot;q1&quot;: 11.4, &quot;median&quot;: 11.8, &quot;q3&quot;: 12.4, &quot;ninety_fifth_percentile&quot;: 13.2}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.6824986635512768, &quot;coefficient_of_variation&quot;: 0.05725985668809312, &quot;sum&quot;: 4863.083333333334, &quot;variance&quot;: 0.4658044257492789, &quot;mean&quot;: 11.919321895424838}}}, &quot;density&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.99007, &quot;end&quot;: 1.0032001003200002, &quot;width&quot;: 0, &quot;counts&quot;: [2, 4, 2, 8, 4, 13, 8, 32, 32, 35, 40, 49, 44, 25, 25, 20, 15, 8, 4, 8, 4, 6, 2, 6, 4, 0, 2, 2, 0, 4], &quot;max&quot;: 1.0032, &quot;min&quot;: 0.99007, &quot;bins&quot;: [0.99007, 0.9905076700106666, 0.9909453400213334, 0.991383010032, 0.9918206800426667, 0.9922583500533334, 0.992696020064, 0.9931336900746667, 0.9935713600853334, 0.9940090300960001, 0.9944467001066667, 0.9948843701173334, 0.9953220401280001, 0.9957597101386667, 0.9961973801493335, 0.9966350501600001, 0.9970727201706667, 0.9975103901813335, 0.9979480601920001, 0.9983857302026667, 0.9988234002133335, 0.9992610702240001, 0.9996987402346668, 1.0001364102453334, 1.0005740802560001, 1.0010117502666669, 1.0014494202773334, 1.0018870902880002, 1.002324760298667, 1.0027624303093334, 1.0032001003200002], &quot;n&quot;: 408}, &quot;frequentItems&quot;: null, &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: false, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 55.88238444546564, &quot;min&quot;: 0.99007, &quot;max&quot;: 1.0032, &quot;range&quot;: 0.013130000000000086, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.99235, &quot;iqr&quot;: 0.0023299999999999432, &quot;q1&quot;: 0.99397, &quot;median&quot;: 0.99516, &quot;q3&quot;: 0.9963, &quot;ninety_fifth_percentile&quot;: 0.9998}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.0021784570136347352, &quot;coefficient_of_variation&quot;: 0.002188682344428877, &quot;sum&quot;: 406.09385999999995, &quot;variance&quot;: 4.745674960254368e-06, &quot;mean&quot;: 0.995328088235294}}}, &quot;quality&quot;: {&quot;histogram&quot;: null, &quot;frequentItems&quot;: [{&quot;value&quot;: &quot;bad&quot;, &quot;estimate&quot;: 267}, {&quot;value&quot;: &quot;good&quot;, &quot;estimate&quot;: 141}], &quot;drift_from_ref&quot;: null, &quot;isDiscrete&quot;: true, &quot;featureStats&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 0.4901960796487877, &quot;min&quot;: null, &quot;max&quot;: null, &quot;range&quot;: null, &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 $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",
       "      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>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.summary_drift_report()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The drift values are calculated in different ways, depending on the inferred type. For fractional features, the drift detection uses the quantile values and the corresponding CDFs to calculate the approximate KS statistic.For categorical features, the drift detections uses the top frequent items summary, unique count estimate and total count estimate for each feature to calculate the estimated Chi-Squared statistic.\n",
    "\n",
    "For `alcohol`, there's an alert of severe drift, with calculated p-value of 0.00. That makes sense, since both distributions are mutually exclusive.\n",
    "\n",
    "We can also conclude some thing just by visually inspecting the distributions. We can clearly see that the \"good-to-bad\" ratio changes significantly between both profiles. That in itself is a good indicator that the alcohol content might be correlated to the wine's quality\n",
    "\n",
    "The drift value is also relevant for a number of other features. For example, the `density` also is flagged with significant drift. Let's look at this feature in particular."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write the drift report to file\n",
    "import os\n",
    "os.getcwd()\n",
    "visualization.write(\n",
    "    rendered_html=visualization.summary_drift_report(),\n",
    "    html_file_name=os.getcwd() + \"/summary_drift_report_wine_quality\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Statistics\n",
    "\n",
    "Run `feature_statistics`, for the target data now to access to very useful statistics for features of a single profile one at a time by passing the feature and profile name:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "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",
       "\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",
       "      @media screen and (min-width: 1000px) {\n",
       "        .desktop-content {\n",
       "          display: block;\n",
       "        }\n",
       "        .no-responsive {\n",
       "          display: none;\n",
       "        }\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",
       "      .header-title {\n",
       "        font-size: 26px;\n",
       "        font-weight: 700;\n",
       "        color: #444444;\n",
       "      }\n",
       "\n",
       "      .statistics-header-title {\n",
       "        font-size: 20px;\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: #4F595B;\n",
       "      }\n",
       "\n",
       "      .full-summary-statistics-wrap {\n",
       "        padding: 20px;\n",
       "      }\n",
       "\n",
       "      .statistics {\n",
       "        width: 100%;\n",
       "      }\n",
       "\n",
       "      .statistics-list {\n",
       "        width: 49% ;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: -8px;\n",
       "        right: -8px;\n",
       "        padding: 5.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: var(--brandSecondary100);\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .notif-circle {\n",
       "        position: absolute;\n",
       "        top: 2px;\n",
       "        right: 2px;\n",
       "        height: 16px;\n",
       "        width: 16px;\n",
       "        border-radius: 50%;\n",
       "        font-size: 10px;\n",
       "        color: #fff;\n",
       "        background-color: #ECB100;\n",
       "      }\n",
       "\n",
       "      .border-solid-gray {\n",
       "        border: 1px solid #CED4DA;\n",
       "        border-radius: 4px;\n",
       "        padding: 10px;\n",
       "      }\n",
       "\n",
       "      .display-flex {\n",
       "        display: flex;\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",
       "      @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;full-summary-statistics-wrap&quot;&gt;\n",
       "          &lt;div class=&quot;full-summary-statistics&quot;&gt;\n",
       "            &lt;div class=&quot;mb-4&quot;&gt;\n",
       "                &lt;strong class=&quot;header-title&quot;&gt;{{featureName this}}: Summary Statistics&lt;/strong&gt;\n",
       "            &lt;/div&gt;\n",
       "            &lt;div class=&quot;statistics-wrap border-solid-gray display-flex justify-content-center mb-5&quot;&gt;\n",
       "              &lt;div class=&quot;statistics display-flex justify-content-space-between&quot;&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Distinct (%)&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{distinct this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Missing&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{missing this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Mean&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{mean this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Minimum&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{minimum this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Maximum&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{maximum this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "            &lt;div&gt;\n",
       "              &lt;div class=&quot;display-flex justify-content-space-between&quot;&gt;\n",
       "                &lt;div class=&quot;statistics-list border-solid-gray&quot;&gt;\n",
       "                  &lt;div&gt;\n",
       "                    &lt;div class=&quot;mb-3&quot;&gt;\n",
       "                      &lt;strong class=&quot;statistics-header-title&quot;&gt;Quantile statistics&lt;/strong&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;5-th percentile&lt;/div&gt;\n",
       "                        &lt;div&gt;{{fifthPercentile this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Q1&lt;/div&gt;\n",
       "                        &lt;div&gt;{{q1 this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;median&lt;/div&gt;\n",
       "                        &lt;div&gt;{{median this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Q3&lt;/div&gt;\n",
       "                        &lt;div&gt;{{q3 this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;95-th percentile&lt;/div&gt;\n",
       "                        &lt;div&gt;{{ninetyFifthPercentile this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Range&lt;/div&gt;\n",
       "                        &lt;div&gt;{{range this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Interquartile range (IQR)&lt;/div&gt;\n",
       "                        &lt;div&gt;{{iqr this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                &lt;/div&gt;\n",
       "                &lt;div class=&quot;statistics-list border-solid-gray&quot;&gt;\n",
       "                  &lt;div&gt;\n",
       "                    &lt;div class=&quot;mb-3&quot;&gt;\n",
       "                      &lt;strong class=&quot;statistics-header-title&quot;&gt;Descriptive statistics&lt;/strong&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Standard deviation&lt;/div&gt;\n",
       "                        &lt;div&gt;{{stddev this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Coefficient of variation (CV)&lt;/div&gt;\n",
       "                        &lt;div&gt;{{coefficientOfVariation this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Sum&lt;/div&gt;\n",
       "                        &lt;div&gt;{{getSum this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Variance&lt;/div&gt;\n",
       "                        &lt;div&gt;{{variance 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&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",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\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",
       "      function fixNumberTo(number, decimals = 3) {\n",
       "        return parseFloat(number).toFixed(decimals);\n",
       "      }\n",
       "\n",
       "      Handlebars.registerHelper(&quot;variance&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.variance) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.variance,2);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;coefficientOfVariation&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.coefficient_of_variation) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.coefficient_of_variation,2);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;median&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.median) {\n",
       "          return fixNumberTo(feature.quantile_statistics.median);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;fifthPercentile&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.fifth_percentile) {\n",
       "          return fixNumberTo(feature.quantile_statistics.fifth_percentile);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;ninetyFifthPercentile&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.ninety_fifth_percentile) {\n",
       "          return fixNumberTo(feature.quantile_statistics.ninety_fifth_percentile);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;range&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.range) {\n",
       "          return fixNumberTo(feature.range);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;q3&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.q3) {\n",
       "          return fixNumberTo(feature.quantile_statistics.q3);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;q1&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.q1) {\n",
       "          return fixNumberTo(feature.quantile_statistics.q1);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getSum&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.sum) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.sum,2);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;iqr&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.iqr) {\n",
       "          return fixNumberTo(feature.quantile_statistics.iqr);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;distinct&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "        const distinct_pct = feature.distinct\n",
       "\n",
       "        return fixNumberTo(distinct_pct,2);\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;missing&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "        if (feature.missing) {\n",
       "          return feature.missing;\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;mean&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.mean) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.mean);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;stddev&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.stddev) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.stddev);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;minimum&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.min) {\n",
       "          return fixNumberTo(feature.min);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;maximum&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.max) {\n",
       "          return fixNumberTo(feature.max);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      // Handlebars.registerHelper(&quot;getProfileTimeStamp&quot;, function (column) {\n",
       "      //   return formatLabelDate(+column.properties.dataTimestamp)\n",
       "      // });\n",
       "\n",
       "      // Handlebars.registerHelper(&quot;getProfileName&quot;, function (column) {\n",
       "      //   return column.properties.tags.name\n",
       "      // });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;featureName&quot;, function (column) {\n",
       "        const featureName = Object.keys(column)[0]\n",
       "        return featureName\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;citric acid&quot;: {&quot;total_count&quot;: 408, &quot;missing&quot;: 0, &quot;distinct&quot;: 17.892160062112726, &quot;min&quot;: 0.0, &quot;max&quot;: 0.79, &quot;range&quot;: 0.79, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.0, &quot;iqr&quot;: 0.37, &quot;q1&quot;: 0.1, &quot;median&quot;: 0.34, &quot;q3&quot;: 0.47, &quot;ninety_fifth_percentile&quot;: 0.66}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.2090283588895552, &quot;coefficient_of_variation&quot;: 0.6677908576222575, &quot;sum&quot;: 127.71000000000001, &quot;variance&quot;: 0.043692854820060696, &quot;mean&quot;: 0.313014705882353}}};\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",
       "    // Invoke functions -- keep in mind invokation order\n",
       "    registerHandlebarHelperFunctions();\n",
       "    initHandlebarsTemplate();\n",
       "  &lt;/script&gt;\n",
       "&lt;/html&gt;\n",
       "\" width=100% height=650px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.feature_statistics(feature_name=\"citric acid\", profile=\"target\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the feature statistics for the Reference profile, and you'll notice some differences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "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",
       "\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",
       "      @media screen and (min-width: 1000px) {\n",
       "        .desktop-content {\n",
       "          display: block;\n",
       "        }\n",
       "        .no-responsive {\n",
       "          display: none;\n",
       "        }\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",
       "      .header-title {\n",
       "        font-size: 26px;\n",
       "        font-weight: 700;\n",
       "        color: #444444;\n",
       "      }\n",
       "\n",
       "      .statistics-header-title {\n",
       "        font-size: 20px;\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: #4F595B;\n",
       "      }\n",
       "\n",
       "      .full-summary-statistics-wrap {\n",
       "        padding: 20px;\n",
       "      }\n",
       "\n",
       "      .statistics {\n",
       "        width: 100%;\n",
       "      }\n",
       "\n",
       "      .statistics-list {\n",
       "        width: 49% ;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: -8px;\n",
       "        right: -8px;\n",
       "        padding: 5.3px;\n",
       "        border-radius: 50%;\n",
       "        background-color: var(--brandSecondary100);\n",
       "        cursor: pointer;\n",
       "      }\n",
       "\n",
       "      .notif-circle {\n",
       "        position: absolute;\n",
       "        top: 2px;\n",
       "        right: 2px;\n",
       "        height: 16px;\n",
       "        width: 16px;\n",
       "        border-radius: 50%;\n",
       "        font-size: 10px;\n",
       "        color: #fff;\n",
       "        background-color: #ECB100;\n",
       "      }\n",
       "\n",
       "      .border-solid-gray {\n",
       "        border: 1px solid #CED4DA;\n",
       "        border-radius: 4px;\n",
       "        padding: 10px;\n",
       "      }\n",
       "\n",
       "      .display-flex {\n",
       "        display: flex;\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",
       "      @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;full-summary-statistics-wrap&quot;&gt;\n",
       "          &lt;div class=&quot;full-summary-statistics&quot;&gt;\n",
       "            &lt;div class=&quot;mb-4&quot;&gt;\n",
       "                &lt;strong class=&quot;header-title&quot;&gt;{{featureName this}}: Summary Statistics&lt;/strong&gt;\n",
       "            &lt;/div&gt;\n",
       "            &lt;div class=&quot;statistics-wrap border-solid-gray display-flex justify-content-center mb-5&quot;&gt;\n",
       "              &lt;div class=&quot;statistics display-flex justify-content-space-between&quot;&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Distinct (%)&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{distinct this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Missing&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{missing this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Mean&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{mean this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Minimum&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{minimum this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                  &lt;div class=&quot;statistic-item padding-right-30&quot;&gt;\n",
       "                    &lt;div class=&quot;statistic-number-title&quot;&gt;Maximum&lt;/div&gt;\n",
       "                    &lt;div class=&quot;statistic-number&quot;&gt;{{maximum this}}&lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "            &lt;/div&gt;\n",
       "            &lt;div&gt;\n",
       "              &lt;div class=&quot;display-flex justify-content-space-between&quot;&gt;\n",
       "                &lt;div class=&quot;statistics-list border-solid-gray&quot;&gt;\n",
       "                  &lt;div&gt;\n",
       "                    &lt;div class=&quot;mb-3&quot;&gt;\n",
       "                      &lt;strong class=&quot;statistics-header-title&quot;&gt;Quantile statistics&lt;/strong&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;5-th percentile&lt;/div&gt;\n",
       "                        &lt;div&gt;{{fifthPercentile this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Q1&lt;/div&gt;\n",
       "                        &lt;div&gt;{{q1 this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;median&lt;/div&gt;\n",
       "                        &lt;div&gt;{{median this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Q3&lt;/div&gt;\n",
       "                        &lt;div&gt;{{q3 this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;95-th percentile&lt;/div&gt;\n",
       "                        &lt;div&gt;{{ninetyFifthPercentile this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Range&lt;/div&gt;\n",
       "                        &lt;div&gt;{{range this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Interquartile range (IQR)&lt;/div&gt;\n",
       "                        &lt;div&gt;{{iqr this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;\n",
       "                &lt;/div&gt;\n",
       "                &lt;div class=&quot;statistics-list border-solid-gray&quot;&gt;\n",
       "                  &lt;div&gt;\n",
       "                    &lt;div class=&quot;mb-3&quot;&gt;\n",
       "                      &lt;strong class=&quot;statistics-header-title&quot;&gt;Descriptive statistics&lt;/strong&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Standard deviation&lt;/div&gt;\n",
       "                        &lt;div&gt;{{stddev this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Coefficient of variation (CV)&lt;/div&gt;\n",
       "                        &lt;div&gt;{{coefficientOfVariation this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Sum&lt;/div&gt;\n",
       "                        &lt;div&gt;{{getSum this}}&lt;/div&gt;\n",
       "                      &lt;/div&gt;\n",
       "                      &lt;div class=&quot;display-flex justify-content-space-between mb-2&quot;&gt;\n",
       "                        &lt;div&gt;Variance&lt;/div&gt;\n",
       "                        &lt;div&gt;{{variance 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&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",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\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",
       "      function fixNumberTo(number, decimals = 3) {\n",
       "        return parseFloat(number).toFixed(decimals);\n",
       "      }\n",
       "\n",
       "      Handlebars.registerHelper(&quot;variance&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.variance) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.variance,2);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;coefficientOfVariation&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.coefficient_of_variation) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.coefficient_of_variation,2);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;median&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.median) {\n",
       "          return fixNumberTo(feature.quantile_statistics.median);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;fifthPercentile&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.fifth_percentile) {\n",
       "          return fixNumberTo(feature.quantile_statistics.fifth_percentile);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;ninetyFifthPercentile&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.ninety_fifth_percentile) {\n",
       "          return fixNumberTo(feature.quantile_statistics.ninety_fifth_percentile);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;range&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.range) {\n",
       "          return fixNumberTo(feature.range);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;q3&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.q3) {\n",
       "          return fixNumberTo(feature.quantile_statistics.q3);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;q1&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.q1) {\n",
       "          return fixNumberTo(feature.quantile_statistics.q1);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getSum&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.sum) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.sum,2);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;iqr&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.quantile_statistics &amp;&amp; feature.quantile_statistics.iqr) {\n",
       "          return fixNumberTo(feature.quantile_statistics.iqr);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "\n",
       "      Handlebars.registerHelper(&quot;distinct&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "        const distinct_pct = feature.distinct\n",
       "\n",
       "        return fixNumberTo(distinct_pct,2);\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;missing&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "        if (feature.missing) {\n",
       "          return feature.missing;\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;mean&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.mean) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.mean);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;stddev&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.descriptive_statistics &amp;&amp; feature.descriptive_statistics.stddev) {\n",
       "          return fixNumberTo(feature.descriptive_statistics.stddev);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;minimum&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.min) {\n",
       "          return fixNumberTo(feature.min);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;maximum&quot;, function (column) {\n",
       "        const feature = Object.values(column)[0]\n",
       "\n",
       "        if (feature.max) {\n",
       "          return fixNumberTo(feature.max);\n",
       "        }\n",
       "        return &quot;0&quot;;\n",
       "      });\n",
       "\n",
       "      // Handlebars.registerHelper(&quot;getProfileTimeStamp&quot;, function (column) {\n",
       "      //   return formatLabelDate(+column.properties.dataTimestamp)\n",
       "      // });\n",
       "\n",
       "      // Handlebars.registerHelper(&quot;getProfileName&quot;, function (column) {\n",
       "      //   return column.properties.tags.name\n",
       "      // });\n",
       "\n",
       "      Handlebars.registerHelper(&quot;featureName&quot;, function (column) {\n",
       "        const featureName = Object.keys(column)[0]\n",
       "        return featureName\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;citric acid&quot;: {&quot;total_count&quot;: 1191, &quot;missing&quot;: 0, &quot;distinct&quot;: 6.297230376454833, &quot;min&quot;: 0.0, &quot;max&quot;: 1.0, &quot;range&quot;: 1.0, &quot;quantile_statistics&quot;: {&quot;fifth_percentile&quot;: 0.0, &quot;iqr&quot;: 0.31000000000000005, &quot;q1&quot;: 0.09, &quot;median&quot;: 0.24, &quot;q3&quot;: 0.4, &quot;ninety_fifth_percentile&quot;: 0.58}, &quot;descriptive_statistics&quot;: {&quot;stddev&quot;: 0.18761892178007775, &quot;coefficient_of_variation&quot;: 0.7312459448919191, &quot;sum&quot;: 305.58, &quot;variance&quot;: 0.03520085980991893, &quot;mean&quot;: 0.25657430730478586}}};\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",
       "    // Invoke functions -- keep in mind invokation order\n",
       "    registerHandlebarHelperFunctions();\n",
       "    initHandlebarsTemplate();\n",
       "  &lt;/script&gt;\n",
       "&lt;/html&gt;\n",
       "\" width=100% height=650px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.feature_statistics(feature_name=\"citric acid\", profile=\"reference\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading the Visualization Output\n",
    "\n",
    "All of these visualization types and reports can be downloaded in HTML format for further inspection with `visualization.write()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write the target profile feature statistics to file\n",
    "import os\n",
    "os.getcwd()\n",
    "visualization.write(\n",
    "    rendered_html=visualization.feature_statistics(\n",
    "        feature_name=\"citric acid\", \n",
    "        profile=\"target\"\n",
    "    ),\n",
    "    html_file_name=os.getcwd() + \"/output/html_reports/feature_stats_citric_acid\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simply replace any of the feature statistics with any of the other charts or reports from the examples in this notebook to write the rendered results to file. Likewise, write the Reference profile stats to file by updating `profile=\"reference\"`.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histograms and Bar charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "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",
       "\n",
       "      :root {\n",
       "        /** Branded colors */\n",
       "        --brandSecondary900: #4f595b;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        /** Purpose colors */\n",
       "        --tealBackground: #eaf2f3;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        overflow-y: hidden;\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",
       "      .desktop-content {\n",
       "        display: flex;\n",
       "        flex-direction: column;\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",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 100%;\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",
       "      .circle-color {\n",
       "       display: inline-block;\n",
       "       padding: 5px;\n",
       "       border-radius: 50px;\n",
       "     }\n",
       "\n",
       "     .colors-for-distingushing-charts {\n",
       "       padding-right: 10px;\n",
       "     }\n",
       "\n",
       "     .display-flex{\n",
       "       display: flex;\n",
       "     }\n",
       "\n",
       "     .align-items-flex-end {\n",
       "       align-items: flex-end;\n",
       "     }\n",
       "\n",
       "     .chart-box-title {\n",
       "       width: 88%;\n",
       "       justify-content: space-between;\n",
       "       margin: 10px;\n",
       "       margin-top: 15px;\n",
       "       bottom: 0;\n",
       "     }\n",
       "\n",
       "     .chart-box-title p{\n",
       "       margin-bottom: 0;\n",
       "       font-family: Asap;\n",
       "       font-weight: bold;\n",
       "       font-size: 18px;\n",
       "       line-height: 16px;\n",
       "       color: #4F595B;\n",
       "     }\n",
       "\n",
       "    .bar {\n",
       "      font: 10px sans-serif;\n",
       "    }\n",
       "\n",
       "    .bar path,\n",
       "    .bar line {\n",
       "      fill: none;\n",
       "      stroke: #000;\n",
       "      shape-rendering: crispEdges;\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",
       "  &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",
       "{{#each this}}              &lt;div class=&quot;chart-box&quot; id=&quot;chart-box&quot;&gt;\n",
       "                &lt;div class=&quot;chart-box-title display-flex&quot;&gt;\n",
       "                  &lt;p&gt;{{@key}}&lt;/p&gt;\n",
       "                  &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #44C0E7;&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Target&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #F5843C&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Reference&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;&lt;/div&gt;\n",
       "                &lt;div class=&quot;svg-container&quot;&gt;{{{getDoubleHistogramChart this}}}&lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "{{/each}}      &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",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, targetData, referenceData, bottomMargin=30, 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;, `0 0 ${$(window).width()+100} ${$(window).height()-30}`)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          this.minYValue = d3.min(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          const mergedReferenceData = referenceData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "          const mergedTargetedData = targetData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "\n",
       "          this.charts2 = mergedReferenceData.concat(mergedTargetedData)\n",
       "          this.charts2 = this.charts2.sort(function(a, b) { return a - b; });\n",
       "\n",
       "          this.targetBinWidth = targetData[1]?.axisX - targetData[0]?.axisX\n",
       "          this.referenceBinWidth = referenceData[1]?.axisX - referenceData[0]?.axisX\n",
       "          this.maxTargetXValue = d3.max(targetData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.maxReferenceXValue = d3.max(referenceData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.xScale = d3\n",
       "              .scaleLinear()\n",
       "         .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisX); }),(this.maxTargetXValue+this.targetBinWidth &gt;= this.maxReferenceXValue+this.referenceBinWidth) ? this.maxTargetXValue+this.targetBinWidth:this.maxReferenceXValue+this.referenceBinWidth])\n",
       "         .range([0, this.CHART_WIDTH ]);\n",
       "\n",
       "         this.svgEl.append(&quot;g&quot;)\n",
       "             .attr(&quot;transform&quot;, &quot;translate(&quot;+ this.MARGIN.LEFT +&quot;,&quot; + this.SVG_HEIGHT + &quot;)&quot;)\n",
       "             .call(d3.axisBottom(this.xScale));\n",
       "          this.yScale = d3.scaleLinear()\n",
       "              .range([this.CHART_HEIGHT , 0])\n",
       "              .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisY); }), d3.max(this.charts2, function(d) { return parseFloat(d.axisY); })*1.2])\n",
       "              .nice();\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "        if (column?.histogram) {\n",
       "          for (let i = 0; i&lt;column.histogram.bins.length; i++) {\n",
       "            data.push({\n",
       "              axisY: column.histogram.counts[i] || 0,\n",
       "              axisX: column.histogram.bins[i] || 0,\n",
       "            });\n",
       "          }\n",
       "        } else {\n",
       "            $(document).ready(() =&gt;\n",
       "              $(&quot;.desktop-content&quot;).html(`\n",
       "                &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                  Something went wrong. Please try again.\n",
       "                &lt;/p&gt;\n",
       "              `)\n",
       "            )\n",
       "          }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function generateDoubleHistogramChart(targetData, referenceData) {\n",
       "        let histogramData = [],\n",
       "            overlappedHistogramData = [];\n",
       "        let yFormat;\n",
       "\n",
       "        histogramData = chartData(targetData)\n",
       "        overlappedHistogramData = chartData(referenceData)\n",
       "\n",
       "        const sizes = new GenerateChartParams($(window).height()-80, $(window).width(), histogramData, overlappedHistogramData)\n",
       "        const {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          maxYValue,\n",
       "          minYValue,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "        const yAxis = d3.axisLeft(yScale).ticks(SVG_HEIGHT / 40);\n",
       "\n",
       "        svgEl.append(&quot;g&quot;)\n",
       "          .attr(&quot;transform&quot;, `translate(${MARGIN.LEFT}, ${MARGIN.BOTTOM})`)\n",
       "          .call(yAxis)\n",
       "          .call(g =&gt; g.select(&quot;.domain&quot;).remove())\n",
       "          .call(g =&gt; g.selectAll(&quot;.tick line&quot;)\n",
       "              .attr(&quot;x2&quot;, CHART_WIDTH)\n",
       "              .attr(&quot;stroke-opacity&quot;, 0.1))\n",
       "          .call(g =&gt; g.append(&quot;text&quot;)\n",
       "              .attr(&quot;x&quot;, -MARGIN.LEFT)\n",
       "              .attr(&quot;y&quot;, 10)\n",
       "              .attr(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "              .attr(&quot;text-anchor&quot;, &quot;start&quot;))\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;,\n",
       "                &quot;translate(&quot; + (CHART_WIDTH/2) + &quot; ,&quot; +\n",
       "                               (CHART_HEIGHT + MARGIN.TOP + 75) + &quot;)&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Values&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;, &quot;rotate(-90)&quot;)\n",
       "          .attr(&quot;y&quot;, 0)\n",
       "          .attr(&quot;x&quot;, 0 - (SVG_HEIGHT / 2))\n",
       "          .attr(&quot;dy&quot;, &quot;1em&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Counts&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "          const gChart = svgEl.append(&quot;g&quot;);\n",
       "          gChart\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(histogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(histogramData[1]?.axisX)-xScale(histogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[0])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "          const gChart1 = svgEl.append(&quot;g&quot;);\n",
       "          gChart1\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(overlappedHistogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(overlappedHistogramData[1]?.axisX)-xScale(overlappedHistogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[1])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "        return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      const profileFromCSVfile = {&quot;density&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.99236, &quot;end&quot;: 1.003690100369, &quot;width&quot;: 0, &quot;counts&quot;: [2, 0, 4, 2, 4, 12, 34, 42, 73, 94, 135, 132, 128, 131, 96, 86, 42, 44, 34, 32, 26, 18, 4, 4, 4, 0, 2, 4, 0, 2], &quot;max&quot;: 1.00369, &quot;min&quot;: 0.99236, &quot;bins&quot;: [0.99236, 0.9927376700123001, 0.9931153400246, 0.9934930100369, 0.9938706800492, 0.9942483500615, 0.9946260200738, 0.9950036900861, 0.9953813600984001, 0.9957590301107, 0.996136700123, 0.9965143701353, 0.9968920401476, 0.9972697101599, 0.9976473801722, 0.9980250501845, 0.9984027201968, 0.9987803902091, 0.9991580602214, 0.9995357302337, 0.999913400246, 1.0002910702582999, 1.0006687402706, 1.0010464102829, 1.0014240802952, 1.0018017503075, 1.0021794203198, 1.0025570903321, 1.0029347603443999, 1.0033124303567, 1.003690100369], &quot;n&quot;: 1191}}}\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDoubleHistogramChart&quot;,(column,key) =&gt; {\n",
       "          const columnKey = key.data.key\n",
       "        try {\n",
       "          if (profileFromCSVfile) {\n",
       "          return  generateDoubleHistogramChart (\n",
       "              column,\n",
       "              profileFromCSVfile[columnKey]\n",
       "            )\n",
       "          }\n",
       "        } catch (err) {\n",
       "          $(document).ready(() =&gt;\n",
       "            $(&quot;.desktop-content&quot;).html(`\n",
       "              &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                Something went wrong. Please try again.\n",
       "              &lt;/p&gt;\n",
       "            `)\n",
       "          )\n",
       "        }\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      $(&quot;.svg-container&quot;).css(&quot;height&quot;, $(window).height() - 32)\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;density&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.99007, &quot;end&quot;: 1.0032001003200002, &quot;width&quot;: 0, &quot;counts&quot;: [2, 4, 2, 8, 4, 13, 8, 32, 32, 35, 40, 49, 44, 25, 25, 20, 15, 8, 4, 8, 4, 6, 2, 6, 4, 0, 2, 2, 0, 4], &quot;max&quot;: 1.0032, &quot;min&quot;: 0.99007, &quot;bins&quot;: [0.99007, 0.9905076700106666, 0.9909453400213334, 0.991383010032, 0.9918206800426667, 0.9922583500533334, 0.992696020064, 0.9931336900746667, 0.9935713600853334, 0.9940090300960001, 0.9944467001066667, 0.9948843701173334, 0.9953220401280001, 0.9957597101386667, 0.9961973801493335, 0.9966350501600001, 0.9970727201706667, 0.9975103901813335, 0.9979480601920001, 0.9983857302026667, 0.9988234002133335, 0.9992610702240001, 0.9996987402346668, 1.0001364102453334, 1.0005740802560001, 1.0010117502666669, 1.0014494202773334, 1.0018870902880002, 1.002324760298667, 1.0027624303093334, 1.0032001003200002], &quot;n&quot;: 408}}};\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",
       "    // 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=300px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can visually assess that there seems to be a drift between both distributions indeed. Maybe the alcohol content plays a significant role on the wine's density.\n",
    "\n",
    "As is the case with the alcohol content, your potential model in this example would see density values in production never before seen in the training test. You can certainly expect performance degradation during production.\n",
    "\n",
    "Check the alcohol feature. Obviously, there's a clear separation between the distributions at the value of `11`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write the `density` double histogram to file\n",
    "import os\n",
    "os.getcwd()\n",
    "visualization.write(\n",
    "    rendered_html=visualization.double_histogram(\n",
    "    feature_name=\"density\"\n",
    "    ),\n",
    "    html_file_name=os.getcwd() + \"/output/html_reports/double_histogram_chart_wine_density\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "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",
       "\n",
       "      :root {\n",
       "        /** Branded colors */\n",
       "        --brandSecondary900: #4f595b;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        /** Purpose colors */\n",
       "        --tealBackground: #eaf2f3;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        overflow-y: hidden;\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",
       "      .desktop-content {\n",
       "        display: flex;\n",
       "        flex-direction: column;\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",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 100%;\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",
       "      .circle-color {\n",
       "       display: inline-block;\n",
       "       padding: 5px;\n",
       "       border-radius: 50px;\n",
       "     }\n",
       "\n",
       "     .colors-for-distingushing-charts {\n",
       "       padding-right: 10px;\n",
       "     }\n",
       "\n",
       "     .display-flex{\n",
       "       display: flex;\n",
       "     }\n",
       "\n",
       "     .align-items-flex-end {\n",
       "       align-items: flex-end;\n",
       "     }\n",
       "\n",
       "     .chart-box-title {\n",
       "       width: 88%;\n",
       "       justify-content: space-between;\n",
       "       margin: 10px;\n",
       "       margin-top: 15px;\n",
       "       bottom: 0;\n",
       "     }\n",
       "\n",
       "     .chart-box-title p{\n",
       "       margin-bottom: 0;\n",
       "       font-family: Asap;\n",
       "       font-weight: bold;\n",
       "       font-size: 18px;\n",
       "       line-height: 16px;\n",
       "       color: #4F595B;\n",
       "     }\n",
       "\n",
       "    .bar {\n",
       "      font: 10px sans-serif;\n",
       "    }\n",
       "\n",
       "    .bar path,\n",
       "    .bar line {\n",
       "      fill: none;\n",
       "      stroke: #000;\n",
       "      shape-rendering: crispEdges;\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",
       "  &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",
       "{{#each this}}              &lt;div class=&quot;chart-box&quot; id=&quot;chart-box&quot;&gt;\n",
       "                &lt;div class=&quot;chart-box-title display-flex&quot;&gt;\n",
       "                  &lt;p&gt;{{@key}}&lt;/p&gt;\n",
       "                  &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #44C0E7;&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Target&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #F5843C&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Reference&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;&lt;/div&gt;\n",
       "                &lt;div class=&quot;svg-container&quot;&gt;{{{getDoubleHistogramChart this}}}&lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "{{/each}}      &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",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, targetData, referenceData, bottomMargin=30, 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;, `0 0 ${$(window).width()+100} ${$(window).height()-30}`)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          this.minYValue = d3.min(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          const mergedReferenceData = referenceData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "          const mergedTargetedData = targetData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "\n",
       "          this.charts2 = mergedReferenceData.concat(mergedTargetedData)\n",
       "          this.charts2 = this.charts2.sort(function(a, b) { return a - b; });\n",
       "\n",
       "          this.targetBinWidth = targetData[1]?.axisX - targetData[0]?.axisX\n",
       "          this.referenceBinWidth = referenceData[1]?.axisX - referenceData[0]?.axisX\n",
       "          this.maxTargetXValue = d3.max(targetData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.maxReferenceXValue = d3.max(referenceData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.xScale = d3\n",
       "              .scaleLinear()\n",
       "         .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisX); }),(this.maxTargetXValue+this.targetBinWidth &gt;= this.maxReferenceXValue+this.referenceBinWidth) ? this.maxTargetXValue+this.targetBinWidth:this.maxReferenceXValue+this.referenceBinWidth])\n",
       "         .range([0, this.CHART_WIDTH ]);\n",
       "\n",
       "         this.svgEl.append(&quot;g&quot;)\n",
       "             .attr(&quot;transform&quot;, &quot;translate(&quot;+ this.MARGIN.LEFT +&quot;,&quot; + this.SVG_HEIGHT + &quot;)&quot;)\n",
       "             .call(d3.axisBottom(this.xScale));\n",
       "          this.yScale = d3.scaleLinear()\n",
       "              .range([this.CHART_HEIGHT , 0])\n",
       "              .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisY); }), d3.max(this.charts2, function(d) { return parseFloat(d.axisY); })*1.2])\n",
       "              .nice();\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "        if (column?.histogram) {\n",
       "          for (let i = 0; i&lt;column.histogram.bins.length; i++) {\n",
       "            data.push({\n",
       "              axisY: column.histogram.counts[i] || 0,\n",
       "              axisX: column.histogram.bins[i] || 0,\n",
       "            });\n",
       "          }\n",
       "        } else {\n",
       "            $(document).ready(() =&gt;\n",
       "              $(&quot;.desktop-content&quot;).html(`\n",
       "                &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                  Something went wrong. Please try again.\n",
       "                &lt;/p&gt;\n",
       "              `)\n",
       "            )\n",
       "          }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function generateDoubleHistogramChart(targetData, referenceData) {\n",
       "        let histogramData = [],\n",
       "            overlappedHistogramData = [];\n",
       "        let yFormat;\n",
       "\n",
       "        histogramData = chartData(targetData)\n",
       "        overlappedHistogramData = chartData(referenceData)\n",
       "\n",
       "        const sizes = new GenerateChartParams($(window).height()-80, $(window).width(), histogramData, overlappedHistogramData)\n",
       "        const {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          maxYValue,\n",
       "          minYValue,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "        const yAxis = d3.axisLeft(yScale).ticks(SVG_HEIGHT / 40);\n",
       "\n",
       "        svgEl.append(&quot;g&quot;)\n",
       "          .attr(&quot;transform&quot;, `translate(${MARGIN.LEFT}, ${MARGIN.BOTTOM})`)\n",
       "          .call(yAxis)\n",
       "          .call(g =&gt; g.select(&quot;.domain&quot;).remove())\n",
       "          .call(g =&gt; g.selectAll(&quot;.tick line&quot;)\n",
       "              .attr(&quot;x2&quot;, CHART_WIDTH)\n",
       "              .attr(&quot;stroke-opacity&quot;, 0.1))\n",
       "          .call(g =&gt; g.append(&quot;text&quot;)\n",
       "              .attr(&quot;x&quot;, -MARGIN.LEFT)\n",
       "              .attr(&quot;y&quot;, 10)\n",
       "              .attr(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "              .attr(&quot;text-anchor&quot;, &quot;start&quot;))\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;,\n",
       "                &quot;translate(&quot; + (CHART_WIDTH/2) + &quot; ,&quot; +\n",
       "                               (CHART_HEIGHT + MARGIN.TOP + 75) + &quot;)&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Values&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;, &quot;rotate(-90)&quot;)\n",
       "          .attr(&quot;y&quot;, 0)\n",
       "          .attr(&quot;x&quot;, 0 - (SVG_HEIGHT / 2))\n",
       "          .attr(&quot;dy&quot;, &quot;1em&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Counts&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "          const gChart = svgEl.append(&quot;g&quot;);\n",
       "          gChart\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(histogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(histogramData[1]?.axisX)-xScale(histogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[0])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "          const gChart1 = svgEl.append(&quot;g&quot;);\n",
       "          gChart1\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(overlappedHistogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(overlappedHistogramData[1]?.axisX)-xScale(overlappedHistogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[1])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "        return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      const profileFromCSVfile = {&quot;alcohol&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 8.4, &quot;end&quot;: 11.0000011, &quot;width&quot;: 0, &quot;counts&quot;: [2, 0, 0, 0, 2, 0, 30, 0, 26, 74, 58, 104, 138, 62, 56, 0, 79, 46, 72, 47, 44, 36, 0, 40, 67, 30, 28, 42, 47, 61], &quot;max&quot;: 11.0, &quot;min&quot;: 8.4, &quot;bins&quot;: [8.4, 8.486666703333334, 8.573333406666666, 8.66000011, 8.746666813333334, 8.833333516666666, 8.92000022, 9.006666923333334, 9.093333626666666, 9.18000033, 9.266667033333334, 9.353333736666666, 9.44000044, 9.526667143333334, 9.613333846666666, 9.70000055, 9.786667253333334, 9.873333956666666, 9.96000066, 10.046667363333334, 10.133334066666666, 10.22000077, 10.306667473333334, 10.393334176666666, 10.48000088, 10.566667583333334, 10.653334286666666, 10.74000099, 10.826667693333334, 10.913334396666666, 11.0000011], &quot;n&quot;: 1191}}}\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDoubleHistogramChart&quot;,(column,key) =&gt; {\n",
       "          const columnKey = key.data.key\n",
       "        try {\n",
       "          if (profileFromCSVfile) {\n",
       "          return  generateDoubleHistogramChart (\n",
       "              column,\n",
       "              profileFromCSVfile[columnKey]\n",
       "            )\n",
       "          }\n",
       "        } catch (err) {\n",
       "          $(document).ready(() =&gt;\n",
       "            $(&quot;.desktop-content&quot;).html(`\n",
       "              &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                Something went wrong. Please try again.\n",
       "              &lt;/p&gt;\n",
       "            `)\n",
       "          )\n",
       "        }\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      $(&quot;.svg-container&quot;).css(&quot;height&quot;, $(window).height() - 32)\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;alcohol&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 11.0666666666667, &quot;end&quot;: 14.900001490000001, &quot;width&quot;: 0, &quot;counts&quot;: [28, 68, 32, 30, 39, 28, 21, 22, 24, 13, 13, 27, 9, 17, 8, 8, 2, 2, 4, 5, 0, 0, 8, 0, 0, 0, 0, 0, 0, 0], &quot;max&quot;: 14.9, &quot;min&quot;: 11.0666666666667, &quot;bins&quot;: [11.0666666666667, 11.194444494111144, 11.322222321555587, 11.45000014900003, 11.577777976444473, 11.705555803888917, 11.83333363133336, 11.961111458777804, 12.088889286222248, 12.216667113666691, 12.344444941111133, 12.472222768555577, 12.60000059600002, 12.727778423444464, 12.855556250888908, 12.98333407833335, 13.111111905777793, 13.238889733222237, 13.36666756066668, 13.494445388111124, 13.622223215555568, 13.750001043000012, 13.877778870444454, 14.005556697888897, 14.133334525333341, 14.261112352777785, 14.388890180222226, 14.51666800766667, 14.644445835111114, 14.772223662555557, 14.900001490000001], &quot;n&quot;: 408}}};\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",
       "    // 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=300px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.double_histogram(feature_name=\"alcohol\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write the `alcohol` double histogram to file\n",
    "import os\n",
    "os.getcwd()\n",
    "visualization.write(\n",
    "    rendered_html=visualization.double_histogram(\n",
    "    feature_name=\"alcohol\"\n",
    "    ),\n",
    "    html_file_name=os.getcwd() + \"/double_histogram_chart_wine_alcohol\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check other features, like `volatile acidity` or `residual sugar`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "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",
       "\n",
       "      :root {\n",
       "        /** Branded colors */\n",
       "        --brandSecondary900: #4f595b;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        /** Purpose colors */\n",
       "        --tealBackground: #eaf2f3;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        overflow-y: hidden;\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",
       "      .desktop-content {\n",
       "        display: flex;\n",
       "        flex-direction: column;\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",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 100%;\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",
       "      .circle-color {\n",
       "       display: inline-block;\n",
       "       padding: 5px;\n",
       "       border-radius: 50px;\n",
       "     }\n",
       "\n",
       "     .colors-for-distingushing-charts {\n",
       "       padding-right: 10px;\n",
       "     }\n",
       "\n",
       "     .display-flex{\n",
       "       display: flex;\n",
       "     }\n",
       "\n",
       "     .align-items-flex-end {\n",
       "       align-items: flex-end;\n",
       "     }\n",
       "\n",
       "     .chart-box-title {\n",
       "       width: 88%;\n",
       "       justify-content: space-between;\n",
       "       margin: 10px;\n",
       "       margin-top: 15px;\n",
       "       bottom: 0;\n",
       "     }\n",
       "\n",
       "     .chart-box-title p{\n",
       "       margin-bottom: 0;\n",
       "       font-family: Asap;\n",
       "       font-weight: bold;\n",
       "       font-size: 18px;\n",
       "       line-height: 16px;\n",
       "       color: #4F595B;\n",
       "     }\n",
       "\n",
       "    .bar {\n",
       "      font: 10px sans-serif;\n",
       "    }\n",
       "\n",
       "    .bar path,\n",
       "    .bar line {\n",
       "      fill: none;\n",
       "      stroke: #000;\n",
       "      shape-rendering: crispEdges;\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",
       "  &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",
       "{{#each this}}              &lt;div class=&quot;chart-box&quot; id=&quot;chart-box&quot;&gt;\n",
       "                &lt;div class=&quot;chart-box-title display-flex&quot;&gt;\n",
       "                  &lt;p&gt;{{@key}}&lt;/p&gt;\n",
       "                  &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #44C0E7;&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Target&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #F5843C&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Reference&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;&lt;/div&gt;\n",
       "                &lt;div class=&quot;svg-container&quot;&gt;{{{getDoubleHistogramChart this}}}&lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "{{/each}}      &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",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, targetData, referenceData, bottomMargin=30, 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;, `0 0 ${$(window).width()+100} ${$(window).height()-30}`)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          this.minYValue = d3.min(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          const mergedReferenceData = referenceData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "          const mergedTargetedData = targetData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "\n",
       "          this.charts2 = mergedReferenceData.concat(mergedTargetedData)\n",
       "          this.charts2 = this.charts2.sort(function(a, b) { return a - b; });\n",
       "\n",
       "          this.targetBinWidth = targetData[1]?.axisX - targetData[0]?.axisX\n",
       "          this.referenceBinWidth = referenceData[1]?.axisX - referenceData[0]?.axisX\n",
       "          this.maxTargetXValue = d3.max(targetData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.maxReferenceXValue = d3.max(referenceData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.xScale = d3\n",
       "              .scaleLinear()\n",
       "         .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisX); }),(this.maxTargetXValue+this.targetBinWidth &gt;= this.maxReferenceXValue+this.referenceBinWidth) ? this.maxTargetXValue+this.targetBinWidth:this.maxReferenceXValue+this.referenceBinWidth])\n",
       "         .range([0, this.CHART_WIDTH ]);\n",
       "\n",
       "         this.svgEl.append(&quot;g&quot;)\n",
       "             .attr(&quot;transform&quot;, &quot;translate(&quot;+ this.MARGIN.LEFT +&quot;,&quot; + this.SVG_HEIGHT + &quot;)&quot;)\n",
       "             .call(d3.axisBottom(this.xScale));\n",
       "          this.yScale = d3.scaleLinear()\n",
       "              .range([this.CHART_HEIGHT , 0])\n",
       "              .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisY); }), d3.max(this.charts2, function(d) { return parseFloat(d.axisY); })*1.2])\n",
       "              .nice();\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "        if (column?.histogram) {\n",
       "          for (let i = 0; i&lt;column.histogram.bins.length; i++) {\n",
       "            data.push({\n",
       "              axisY: column.histogram.counts[i] || 0,\n",
       "              axisX: column.histogram.bins[i] || 0,\n",
       "            });\n",
       "          }\n",
       "        } else {\n",
       "            $(document).ready(() =&gt;\n",
       "              $(&quot;.desktop-content&quot;).html(`\n",
       "                &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                  Something went wrong. Please try again.\n",
       "                &lt;/p&gt;\n",
       "              `)\n",
       "            )\n",
       "          }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function generateDoubleHistogramChart(targetData, referenceData) {\n",
       "        let histogramData = [],\n",
       "            overlappedHistogramData = [];\n",
       "        let yFormat;\n",
       "\n",
       "        histogramData = chartData(targetData)\n",
       "        overlappedHistogramData = chartData(referenceData)\n",
       "\n",
       "        const sizes = new GenerateChartParams($(window).height()-80, $(window).width(), histogramData, overlappedHistogramData)\n",
       "        const {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          maxYValue,\n",
       "          minYValue,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "        const yAxis = d3.axisLeft(yScale).ticks(SVG_HEIGHT / 40);\n",
       "\n",
       "        svgEl.append(&quot;g&quot;)\n",
       "          .attr(&quot;transform&quot;, `translate(${MARGIN.LEFT}, ${MARGIN.BOTTOM})`)\n",
       "          .call(yAxis)\n",
       "          .call(g =&gt; g.select(&quot;.domain&quot;).remove())\n",
       "          .call(g =&gt; g.selectAll(&quot;.tick line&quot;)\n",
       "              .attr(&quot;x2&quot;, CHART_WIDTH)\n",
       "              .attr(&quot;stroke-opacity&quot;, 0.1))\n",
       "          .call(g =&gt; g.append(&quot;text&quot;)\n",
       "              .attr(&quot;x&quot;, -MARGIN.LEFT)\n",
       "              .attr(&quot;y&quot;, 10)\n",
       "              .attr(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "              .attr(&quot;text-anchor&quot;, &quot;start&quot;))\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;,\n",
       "                &quot;translate(&quot; + (CHART_WIDTH/2) + &quot; ,&quot; +\n",
       "                               (CHART_HEIGHT + MARGIN.TOP + 75) + &quot;)&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Values&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;, &quot;rotate(-90)&quot;)\n",
       "          .attr(&quot;y&quot;, 0)\n",
       "          .attr(&quot;x&quot;, 0 - (SVG_HEIGHT / 2))\n",
       "          .attr(&quot;dy&quot;, &quot;1em&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Counts&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "          const gChart = svgEl.append(&quot;g&quot;);\n",
       "          gChart\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(histogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(histogramData[1]?.axisX)-xScale(histogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[0])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "          const gChart1 = svgEl.append(&quot;g&quot;);\n",
       "          gChart1\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(overlappedHistogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(overlappedHistogramData[1]?.axisX)-xScale(overlappedHistogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[1])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "        return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      const profileFromCSVfile = {&quot;volatile acidity&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.18, &quot;end&quot;: 1.580000158, &quot;width&quot;: 0, &quot;counts&quot;: [16, 35, 67, 62, 113, 118, 92, 108, 163, 121, 102, 60, 44, 22, 20, 20, 8, 8, 4, 0, 4, 2, 0, 0, 0, 0, 0, 0, 0, 2], &quot;max&quot;: 1.58, &quot;min&quot;: 0.18, &quot;bins&quot;: [0.18, 0.22666667193333334, 0.27333334386666663, 0.3200000158, 0.36666668773333333, 0.4133333596666667, 0.46000003159999997, 0.5066667035333333, 0.5533333754666667, 0.6000000474, 0.6466667193333333, 0.6933333912666666, 0.7400000631999999, 0.7866667351333334, 0.8333334070666667, 0.880000079, 0.9266667509333333, 0.9733334228666666, 1.0200000948, 1.0666667667333334, 1.1133334386666667, 1.1600001106, 1.2066667825333333, 1.2533334544666666, 1.3000001263999998, 1.3466667983333334, 1.3933334702666667, 1.4400001422, 1.4866668141333332, 1.5333334860666665, 1.580000158], &quot;n&quot;: 1191}}}\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDoubleHistogramChart&quot;,(column,key) =&gt; {\n",
       "          const columnKey = key.data.key\n",
       "        try {\n",
       "          if (profileFromCSVfile) {\n",
       "          return  generateDoubleHistogramChart (\n",
       "              column,\n",
       "              profileFromCSVfile[columnKey]\n",
       "            )\n",
       "          }\n",
       "        } catch (err) {\n",
       "          $(document).ready(() =&gt;\n",
       "            $(&quot;.desktop-content&quot;).html(`\n",
       "              &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                Something went wrong. Please try again.\n",
       "              &lt;/p&gt;\n",
       "            `)\n",
       "          )\n",
       "        }\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      $(&quot;.svg-container&quot;).css(&quot;height&quot;, $(window).height() - 32)\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;volatile acidity&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.12, &quot;end&quot;: 1.1150001115, &quot;width&quot;: 0, &quot;counts&quot;: [2, 8, 5, 9, 20, 33, 37, 37, 30, 35, 23, 24, 25, 24, 14, 16, 14, 15, 11, 3, 3, 4, 6, 2, 0, 3, 0, 3, 0, 2], &quot;max&quot;: 1.115, &quot;min&quot;: 0.12, &quot;bins&quot;: [0.12, 0.15316667038333331, 0.18633334076666666, 0.21950001115, 0.2526666815333333, 0.28583335191666664, 0.3190000223, 0.35216669268333334, 0.38533336306666666, 0.41850003345, 0.4516667038333333, 0.48483337421666667, 0.5180000445999999, 0.5511667149833333, 0.5843333853666667, 0.61750005575, 0.6506667261333333, 0.6838333965166666, 0.7170000669, 0.7501667372833333, 0.7833334076666666, 0.81650007805, 0.8496667484333333, 0.8828334188166667, 0.9160000892, 0.9491667595833333, 0.9823334299666666, 1.01550010035, 1.0486667707333335, 1.0818334411166668, 1.1150001115000001], &quot;n&quot;: 408}}};\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",
       "    // 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=300px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.double_histogram(feature_name=\"volatile acidity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "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",
       "\n",
       "      :root {\n",
       "        /** Branded colors */\n",
       "        --brandSecondary900: #4f595b;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        /** Purpose colors */\n",
       "        --tealBackground: #eaf2f3;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        overflow-y: hidden;\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",
       "      .desktop-content {\n",
       "        display: flex;\n",
       "        flex-direction: column;\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",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 100%;\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",
       "      .circle-color {\n",
       "       display: inline-block;\n",
       "       padding: 5px;\n",
       "       border-radius: 50px;\n",
       "     }\n",
       "\n",
       "     .colors-for-distingushing-charts {\n",
       "       padding-right: 10px;\n",
       "     }\n",
       "\n",
       "     .display-flex{\n",
       "       display: flex;\n",
       "     }\n",
       "\n",
       "     .align-items-flex-end {\n",
       "       align-items: flex-end;\n",
       "     }\n",
       "\n",
       "     .chart-box-title {\n",
       "       width: 88%;\n",
       "       justify-content: space-between;\n",
       "       margin: 10px;\n",
       "       margin-top: 15px;\n",
       "       bottom: 0;\n",
       "     }\n",
       "\n",
       "     .chart-box-title p{\n",
       "       margin-bottom: 0;\n",
       "       font-family: Asap;\n",
       "       font-weight: bold;\n",
       "       font-size: 18px;\n",
       "       line-height: 16px;\n",
       "       color: #4F595B;\n",
       "     }\n",
       "\n",
       "    .bar {\n",
       "      font: 10px sans-serif;\n",
       "    }\n",
       "\n",
       "    .bar path,\n",
       "    .bar line {\n",
       "      fill: none;\n",
       "      stroke: #000;\n",
       "      shape-rendering: crispEdges;\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",
       "  &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",
       "{{#each this}}              &lt;div class=&quot;chart-box&quot; id=&quot;chart-box&quot;&gt;\n",
       "                &lt;div class=&quot;chart-box-title display-flex&quot;&gt;\n",
       "                  &lt;p&gt;{{@key}}&lt;/p&gt;\n",
       "                  &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #44C0E7;&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Target&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #F5843C&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Reference&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;&lt;/div&gt;\n",
       "                &lt;div class=&quot;svg-container&quot;&gt;{{{getDoubleHistogramChart this}}}&lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "{{/each}}      &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",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, targetData, referenceData, bottomMargin=30, 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;, `0 0 ${$(window).width()+100} ${$(window).height()-30}`)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          this.minYValue = d3.min(targetData, (d) =&gt; Math.abs(d.axisY));\n",
       "          const mergedReferenceData = referenceData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "          const mergedTargetedData = targetData.map(({axisX, axisY}) =&gt; {\n",
       "            return {axisX, axisY}\n",
       "          })\n",
       "\n",
       "          this.charts2 = mergedReferenceData.concat(mergedTargetedData)\n",
       "          this.charts2 = this.charts2.sort(function(a, b) { return a - b; });\n",
       "\n",
       "          this.targetBinWidth = targetData[1]?.axisX - targetData[0]?.axisX\n",
       "          this.referenceBinWidth = referenceData[1]?.axisX - referenceData[0]?.axisX\n",
       "          this.maxTargetXValue = d3.max(targetData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.maxReferenceXValue = d3.max(referenceData, (d) =&gt; d.axisX);\n",
       "\n",
       "          this.xScale = d3\n",
       "              .scaleLinear()\n",
       "         .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisX); }),(this.maxTargetXValue+this.targetBinWidth &gt;= this.maxReferenceXValue+this.referenceBinWidth) ? this.maxTargetXValue+this.targetBinWidth:this.maxReferenceXValue+this.referenceBinWidth])\n",
       "         .range([0, this.CHART_WIDTH ]);\n",
       "\n",
       "         this.svgEl.append(&quot;g&quot;)\n",
       "             .attr(&quot;transform&quot;, &quot;translate(&quot;+ this.MARGIN.LEFT +&quot;,&quot; + this.SVG_HEIGHT + &quot;)&quot;)\n",
       "             .call(d3.axisBottom(this.xScale));\n",
       "          this.yScale = d3.scaleLinear()\n",
       "              .range([this.CHART_HEIGHT , 0])\n",
       "              .domain([d3.min(this.charts2, function(d) { return parseFloat(d.axisY); }), d3.max(this.charts2, function(d) { return parseFloat(d.axisY); })*1.2])\n",
       "              .nice();\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "        if (column?.histogram) {\n",
       "          for (let i = 0; i&lt;column.histogram.bins.length; i++) {\n",
       "            data.push({\n",
       "              axisY: column.histogram.counts[i] || 0,\n",
       "              axisX: column.histogram.bins[i] || 0,\n",
       "            });\n",
       "          }\n",
       "        } else {\n",
       "            $(document).ready(() =&gt;\n",
       "              $(&quot;.desktop-content&quot;).html(`\n",
       "                &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                  Something went wrong. Please try again.\n",
       "                &lt;/p&gt;\n",
       "              `)\n",
       "            )\n",
       "          }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function generateDoubleHistogramChart(targetData, referenceData) {\n",
       "        let histogramData = [],\n",
       "            overlappedHistogramData = [];\n",
       "        let yFormat;\n",
       "\n",
       "        histogramData = chartData(targetData)\n",
       "        overlappedHistogramData = chartData(referenceData)\n",
       "\n",
       "        const sizes = new GenerateChartParams($(window).height()-80, $(window).width(), histogramData, overlappedHistogramData)\n",
       "        const {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          maxYValue,\n",
       "          minYValue,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "        const yAxis = d3.axisLeft(yScale).ticks(SVG_HEIGHT / 40);\n",
       "\n",
       "        svgEl.append(&quot;g&quot;)\n",
       "          .attr(&quot;transform&quot;, `translate(${MARGIN.LEFT}, ${MARGIN.BOTTOM})`)\n",
       "          .call(yAxis)\n",
       "          .call(g =&gt; g.select(&quot;.domain&quot;).remove())\n",
       "          .call(g =&gt; g.selectAll(&quot;.tick line&quot;)\n",
       "              .attr(&quot;x2&quot;, CHART_WIDTH)\n",
       "              .attr(&quot;stroke-opacity&quot;, 0.1))\n",
       "          .call(g =&gt; g.append(&quot;text&quot;)\n",
       "              .attr(&quot;x&quot;, -MARGIN.LEFT)\n",
       "              .attr(&quot;y&quot;, 10)\n",
       "              .attr(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "              .attr(&quot;text-anchor&quot;, &quot;start&quot;))\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;,\n",
       "                &quot;translate(&quot; + (CHART_WIDTH/2) + &quot; ,&quot; +\n",
       "                               (CHART_HEIGHT + MARGIN.TOP + 75) + &quot;)&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Values&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;, &quot;rotate(-90)&quot;)\n",
       "          .attr(&quot;y&quot;, 0)\n",
       "          .attr(&quot;x&quot;, 0 - (SVG_HEIGHT / 2))\n",
       "          .attr(&quot;dy&quot;, &quot;1em&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Counts&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "          const gChart = svgEl.append(&quot;g&quot;);\n",
       "          gChart\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(histogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(histogramData[1]?.axisX)-xScale(histogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[0])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "          const gChart1 = svgEl.append(&quot;g&quot;);\n",
       "          gChart1\n",
       "          .attr(&quot;transform&quot;, &quot;translate(&quot;+ MARGIN.LEFT +&quot;,0)&quot;)\n",
       "          .selectAll(&quot;.bar&quot;)\n",
       "          .data(overlappedHistogramData)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "          .style(&quot;stroke&quot;, &quot;#021826&quot;)\n",
       "          .classed(&quot;bar&quot;, true)\n",
       "          .attr(&quot;width&quot;, function(d) { return xScale(overlappedHistogramData[1]?.axisX)-xScale(overlappedHistogramData[0]?.axisX); })\n",
       "          .attr(&quot;height&quot;, (d) =&gt; CHART_HEIGHT - yScale(d.axisY))\n",
       "          .attr(&quot;x&quot;, 1)\n",
       "          .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d.axisX) + &quot;,&quot; + 0  +  &quot;)&quot;; })\n",
       "          .attr(&quot;y&quot;, (d) =&gt; yScale(d.axisY) + MARGIN.TOP + MARGIN.BOTTOM)\n",
       "          .attr(&quot;fill&quot;, rectColors[1])\n",
       "          .style(&quot;opacity&quot;,&quot;0.6&quot;)\n",
       "\n",
       "        return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      const profileFromCSVfile = {&quot;residual sugar&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 1.2, &quot;end&quot;: 15.50000155, &quot;width&quot;: 0, &quot;counts&quot;: [106, 476, 361, 106, 34, 25, 16, 6, 4, 16, 14, 1, 4, 1, 2, 2, 2, 0, 0, 4, 0, 0, 0, 0, 0, 2, 3, 0, 0, 6], &quot;max&quot;: 15.5, &quot;min&quot;: 1.2, &quot;bins&quot;: [1.2, 1.6766667183333333, 2.1533334366666668, 2.6300001550000003, 3.1066668733333334, 3.5833335916666664, 4.06000031, 4.5366670283333335, 5.0133337466666665, 5.4900004650000005, 5.966667183333334, 6.443333901666667, 6.920000620000001, 7.396667338333334, 7.873334056666667, 8.350000775, 8.826667493333334, 9.303334211666666, 9.78000093, 10.256667648333332, 10.733334366666666, 11.210001085, 11.686667803333332, 12.163334521666666, 12.64000124, 13.116667958333332, 13.593334676666666, 14.070001395, 14.546668113333332, 15.023334831666666, 15.50000155], &quot;n&quot;: 1191}}}\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDoubleHistogramChart&quot;,(column,key) =&gt; {\n",
       "          const columnKey = key.data.key\n",
       "        try {\n",
       "          if (profileFromCSVfile) {\n",
       "          return  generateDoubleHistogramChart (\n",
       "              column,\n",
       "              profileFromCSVfile[columnKey]\n",
       "            )\n",
       "          }\n",
       "        } catch (err) {\n",
       "          $(document).ready(() =&gt;\n",
       "            $(&quot;.desktop-content&quot;).html(`\n",
       "              &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                Something went wrong. Please try again.\n",
       "              &lt;/p&gt;\n",
       "            `)\n",
       "          )\n",
       "        }\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      $(&quot;.svg-container&quot;).css(&quot;height&quot;, $(window).height() - 32)\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;residual sugar&quot;: {&quot;histogram&quot;: {&quot;start&quot;: 0.9, &quot;end&quot;: 12.90000129, &quot;width&quot;: 0, &quot;counts&quot;: [8, 39, 118, 125, 40, 16, 11, 8, 12, 8, 5, 2, 2, 4, 4, 0, 0, 1, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], &quot;max&quot;: 12.9, &quot;min&quot;: 0.9, &quot;bins&quot;: [0.9, 1.300000043, 1.7000000860000002, 2.100000129, 2.500000172, 2.900000215, 3.3000002580000003, 3.700000301, 4.100000344000001, 4.500000387, 4.90000043, 5.300000473000001, 5.700000516000001, 6.100000559000001, 6.500000602000001, 6.900000645, 7.300000688000001, 7.700000731000001, 8.100000774, 8.500000817, 8.90000086, 9.300000903, 9.700000946000001, 10.100000989000002, 10.500001032000002, 10.900001075, 11.300001118, 11.700001161000001, 12.100001204000002, 12.500001247000002, 12.90000129], &quot;n&quot;: 408}}};\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",
       "    // 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=300px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.double_histogram(feature_name=\"residual sugar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chart and Compare Categorical Values\n",
    "\n",
    "In addition to the histograms, you can also plot distribution charts for categorical variables, like the `quality` feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "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",
       "\n",
       "      :root {\n",
       "        /** Branded colors */\n",
       "        --brandSecondary900: #4f595b;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        /** Purpose colors */\n",
       "        --tealBackground: #eaf2f3;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        overflow-y: hidden;\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",
       "      .desktop-content {\n",
       "        display: flex;\n",
       "        flex-direction: column;\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",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 100%;\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",
       "      .circle-color {\n",
       "       display: inline-block;\n",
       "       padding: 5px;\n",
       "       border-radius: 50px;\n",
       "     }\n",
       "\n",
       "     .colors-for-distingushing-charts {\n",
       "       padding-right: 10px;\n",
       "     }\n",
       "\n",
       "     .display-flex{\n",
       "       display: flex;\n",
       "     }\n",
       "\n",
       "     .flex-direction-column {\n",
       "       flex-direction: column;\n",
       "     }\n",
       "\n",
       "     .align-items-flex-end {\n",
       "       align-items: flex-end;\n",
       "     }\n",
       "\n",
       "     .chart-box-title {\n",
       "       width: 98%;\n",
       "       justify-content: space-between;\n",
       "       margin: 10px;\n",
       "       margin-top: 15px;\n",
       "       bottom: 0;\n",
       "     }\n",
       "\n",
       "     .chart-box-title p{\n",
       "       margin-bottom: 0;\n",
       "       font-family: Asap;\n",
       "       font-weight: bold;\n",
       "       font-size: 18px;\n",
       "       line-height: 16px;\n",
       "       color: #4F595B;\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",
       "  &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",
       "{{#each this}}              &lt;div class=&quot;chart-box&quot; id=&quot;chart-box&quot;&gt;\n",
       "                &lt;div class=&quot;chart-box-title display-flex&quot;&gt;\n",
       "                  &lt;p&gt;{{@key}}&lt;/p&gt;\n",
       "                  &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #44C0E7;&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Target&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #F5843C&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Reference&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;&lt;/div&gt;\n",
       "                &lt;div class=&quot;svg-container&quot;&gt;\n",
       "                  {{{getDoubleHistogramChart this}}}\n",
       "                &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "{{/each}}      &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",
       "   function registerHandlebarHelperFunctions() {\n",
       "\n",
       "    const findAndDeleteUndefined = (axisData) =&gt; {\n",
       "      const undefinedAxisIndex = axisData.findIndex((axis) =&gt; axis === undefined)\n",
       "      if (undefinedAxisIndex == -1) {\n",
       "        return axisData;\n",
       "      }\n",
       "\n",
       "      const result = [...axisData.slice(0, undefinedAxisIndex), ...axisData.slice(undefinedAxisIndex + 1)]\n",
       "      return result\n",
       "    }\n",
       "\n",
       "    const filterAndSortChartData = (overlappedHistogramData, histogramData) =&gt; {\n",
       "        const filteredData = overlappedHistogramData\n",
       "          .map((d) =&gt;\n",
       "            histogramData\n",
       "            .filter((ref) =&gt; d.axisX === ref.axisX )[0])\n",
       "            .sort((a, b) =&gt; {\n",
       "              if (+a.axisY &lt; +b.axisY) {\n",
       "                return 1;\n",
       "              }\n",
       "              if (+a.axisY &gt; +b.axisY) {\n",
       "                return -1;\n",
       "              }\n",
       "\n",
       "              return 0;\n",
       "            })\n",
       "            .slice(0, 20)\n",
       "\n",
       "        return findAndDeleteUndefined(filteredData)\n",
       "      }\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, data, referenceData, bottomMargin=30, 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;, `0 0 ${$(window).width()} ${$(window).height()-30}`)\n",
       "             .classed(&quot;svg-content-responsive&quot;, true)\n",
       "          this.maxYValue = d3.max([...data, ...referenceData], (d) =&gt; Math.abs(d.axisY));\n",
       "          this.xScale = d3\n",
       "            .scaleBand()\n",
       "            .domain(filterAndSortChartData(data, referenceData).map((sortedCounts) =&gt; sortedCounts?.axisX))\n",
       "            .range([this.MARGIN.LEFT, this.MARGIN.LEFT + this.CHART_WIDTH]);\n",
       "          this.yScale = d3\n",
       "            .scaleLinear()\n",
       "            .domain([0, this.maxYValue * 1.2])\n",
       "            .range([this.CHART_HEIGHT, 0]);\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "          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",
       "          } else {\n",
       "            $(document).ready(() =&gt;\n",
       "              $(&quot;.desktop-content&quot;).html(`\n",
       "                &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                  Something went wrong. Please try again.\n",
       "                &lt;/p&gt;\n",
       "              `)\n",
       "            )\n",
       "          }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function generateBarChart(histogramData, overlappedHistogramData) {\n",
       "        let yFormat,\n",
       "            xFormat;\n",
       "        const data = filterAndSortChartData(chartData(histogramData), chartData(overlappedHistogramData)).map((axis, index) =&gt; {\n",
       "          if (axis) {\n",
       "            const findIndex = chartData(histogramData).findIndex((value) =&gt; value.axisX === axis.axisX)\n",
       "            return {\n",
       "              group: axis.axisX,\n",
       "              profile: axis.axisY,\n",
       "              reference_profile: chartData(histogramData)[findIndex].axisY\n",
       "            }\n",
       "          }\n",
       "          return 0;\n",
       "        })\n",
       "\n",
       "        const sizes = new GenerateChartParams($(window).height()-60, $(window).width(), chartData(histogramData), chartData(overlappedHistogramData))\n",
       "        let {\n",
       "          MARGIN,\n",
       "          SVG_WIDTH,\n",
       "          SVG_HEIGHT,\n",
       "          CHART_WIDTH,\n",
       "          CHART_HEIGHT,\n",
       "          svgEl,\n",
       "          xScale,\n",
       "          yScale\n",
       "        } = sizes\n",
       "\n",
       "        const rectColors = [&quot;#44C0E7&quot;, &quot;#F5843C&quot;]\n",
       "        const subgroups = [&#x27;reference_profile&#x27;, &#x27;profile&#x27;]\n",
       "\n",
       "        xScale.padding([0.3])\n",
       "\n",
       "        const xAxis = d3.axisBottom(xScale).ticks(SVG_WIDTH / 80, xFormat).tickSizeOuter(0);\n",
       "        const yAxis = d3.axisLeft(yScale).ticks(SVG_HEIGHT / 40, yFormat);\n",
       "        yFormat = yScale.tickFormat(100, yFormat);\n",
       "\n",
       "        svgEl.append(&quot;g&quot;)\n",
       "          .attr(&quot;transform&quot;, `translate(${MARGIN.LEFT}, 0)`)\n",
       "          .attr(&quot;id&quot;, &quot;g1&quot;)\n",
       "          .call(yAxis)\n",
       "          .call(g =&gt; g.select(&quot;.domain&quot;).remove())\n",
       "          .call(g =&gt; g.selectAll(&quot;.tick line&quot;)\n",
       "              .attr(&quot;x2&quot;, CHART_WIDTH)\n",
       "              .attr(&quot;stroke-opacity&quot;, 0.1))\n",
       "          .call(g =&gt; g.append(&quot;text&quot;)\n",
       "              .attr(&quot;x&quot;, -MARGIN.LEFT)\n",
       "              .attr(&quot;y&quot;, 10)\n",
       "              .attr(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "              .attr(&quot;text-anchor&quot;, &quot;start&quot;));\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;,\n",
       "                &quot;translate(&quot; + (CHART_WIDTH/2) + &quot; ,&quot; +\n",
       "                               (CHART_HEIGHT + MARGIN.TOP + 40) + &quot;)&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Values&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;, &quot;rotate(-90)&quot;)\n",
       "          .attr(&quot;y&quot;, 0)\n",
       "          .attr(&quot;x&quot;, 0 - (SVG_HEIGHT / 2))\n",
       "          .attr(&quot;dy&quot;, &quot;1em&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Counts&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "        svgEl.append(&quot;g&quot;)\n",
       "            .attr(&quot;transform&quot;, `translate(0,${SVG_HEIGHT - MARGIN.BOTTOM})`)\n",
       "            .attr(&quot;id&quot;, &quot;g2&quot;)\n",
       "            .call(xAxis)\n",
       "            .call(g =&gt; g.select(&quot;.domain&quot;).remove())\n",
       "            .call(g =&gt; g.selectAll(&quot;.tick line&quot;).remove())\n",
       "            .call(g =&gt; g.append(&quot;text&quot;)\n",
       "                .attr(&quot;x&quot;, SVG_WIDTH - MARGIN.RIGHT)\n",
       "                .attr(&quot;y&quot;, 27)\n",
       "                .attr(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "                .attr(&quot;text-anchor&quot;, &quot;end&quot;));\n",
       "\n",
       "        const xSubgroup = d3.scaleBand()\n",
       "          .domain(subgroups)\n",
       "          .range([0, xScale.bandwidth()])\n",
       "\n",
       "        const color = d3.scaleOrdinal()\n",
       "          .domain(subgroups)\n",
       "          .range(rectColors)\n",
       "\n",
       "        svgEl.append(&quot;g&quot;)\n",
       "           .attr(&quot;id&quot;, &quot;g3&quot;)\n",
       "           .selectAll(&quot;g&quot;)\n",
       "           .data(data)\n",
       "           .enter()\n",
       "           .append(&quot;g&quot;)\n",
       "             .attr(&quot;transform&quot;, function(d) { return &quot;translate(&quot; + xScale(d?.group) + &quot;,0)&quot;; })\n",
       "             .attr(&quot;id&quot;, &quot;g4&quot;)\n",
       "           .selectAll(&quot;rect&quot;)\n",
       "           .data(function(d) { return subgroups.map(function(key) { return {key: key, value: d &amp;&amp; d[key]}; }); })\n",
       "           .enter().append(&quot;rect&quot;)\n",
       "             .attr(&quot;x&quot;, function(d) { return xSubgroup(d.key); })\n",
       "             .attr(&quot;y&quot;, function(d) { return yScale(d.value); })\n",
       "             .attr(&quot;width&quot;, xSubgroup.bandwidth())\n",
       "             .attr(&quot;height&quot;, function(d) { return (CHART_HEIGHT - yScale(d.value)); })\n",
       "             .attr(&quot;fill&quot;, function(d) { return color(d.key); })\n",
       "             .style(&quot;opacity&quot;, &quot;0.8&quot;);\n",
       "\n",
       "\n",
       "         return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "\n",
       "      const profileFromCSVfile = {&quot;quality&quot;: {&quot;frequentItems&quot;: [{&quot;value&quot;: &quot;bad&quot;, &quot;estimate&quot;: 1115}, {&quot;value&quot;: &quot;good&quot;, &quot;estimate&quot;: 76}]}}\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDoubleHistogramChart&quot;,(column,key) =&gt; {\n",
       "        const columnKey = key.data.key\n",
       "        try {\n",
       "          if (profileFromCSVfile) {\n",
       "            return generateBarChart(\n",
       "                     column,\n",
       "                     profileFromCSVfile[columnKey]\n",
       "                   )\n",
       "          }\n",
       "        } catch (err) {\n",
       "          $(document).ready(() =&gt;\n",
       "            $(&quot;.desktop-content&quot;).html(`\n",
       "              &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                Something went wrong. Please try again.\n",
       "              &lt;/p&gt;\n",
       "            `)\n",
       "          )\n",
       "        }\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      $(&quot;.svg-container&quot;).css(&quot;height&quot;, $(window).height() - 32)\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;quality&quot;: {&quot;frequentItems&quot;: [{&quot;value&quot;: &quot;bad&quot;, &quot;estimate&quot;: 267}, {&quot;value&quot;: &quot;good&quot;, &quot;estimate&quot;: 141}]}};\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",
       "    // 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=277px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.distribution_chart(feature_name=\"quality\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write the `quality` distribution chart to file\n",
    "import os\n",
    "os.getcwd()\n",
    "visualization.write(\n",
    "    rendered_html=visualization.distribution_chart(\n",
    "    feature_name=\"quality\"\n",
    "    ),\n",
    "    html_file_name=os.getcwd() + \"/distribution_chart_wine_quality\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also look at the difference between distributions using `visualization.difference_distribution_chart()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "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",
       "\n",
       "      :root {\n",
       "        /** Branded colors */\n",
       "        --brandSecondary900: #4f595b;\n",
       "        --secondaryLight1000: #313b3d;\n",
       "        /** Purpose colors */\n",
       "        --tealBackground: #eaf2f3;\n",
       "      }\n",
       "\n",
       "      /* RESET STYLE */\n",
       "      *,\n",
       "      *::after,\n",
       "      *::before {\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "        box-sizing: border-box;\n",
       "        overflow-y: hidden;\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",
       "      .desktop-content {\n",
       "        display: flex;\n",
       "        flex-direction: column;\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",
       "      .svg-container {\n",
       "        display: inline-block;\n",
       "        position: relative;\n",
       "        width: 100%;\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",
       "      .circle-color {\n",
       "       display: inline-block;\n",
       "       padding: 5px;\n",
       "       border-radius: 50px;\n",
       "     }\n",
       "\n",
       "     .colors-for-distingushing-charts {\n",
       "       padding-right: 10px;\n",
       "     }\n",
       "\n",
       "     .display-flex{\n",
       "       display: flex;\n",
       "     }\n",
       "\n",
       "     .flex-direction-column {\n",
       "       flex-direction: column;\n",
       "     }\n",
       "\n",
       "     .align-items-flex-end {\n",
       "       align-items: flex-end;\n",
       "     }\n",
       "\n",
       "     .chart-box-title {\n",
       "       width: 98%;\n",
       "       justify-content: space-between;\n",
       "       margin: 10px;\n",
       "       margin-top: 15px;\n",
       "       bottom: 0;\n",
       "     }\n",
       "\n",
       "     .chart-box-title p{\n",
       "       margin-bottom: 0;\n",
       "       font-family: Asap;\n",
       "       font-weight: bold;\n",
       "       font-size: 18px;\n",
       "       line-height: 16px;\n",
       "       color: #4F595B;\n",
       "     }\n",
       "\n",
       "     .bar.positive {\n",
       "       fill: #44C0E7;\n",
       "     }\n",
       "\n",
       "     .bar.negative {\n",
       "       fill: #F5843C;\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",
       "  &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",
       "{{#each this}}              &lt;div class=&quot;chart-box&quot; id=&quot;chart-box&quot;&gt;\n",
       "                &lt;div class=&quot;chart-box-title display-flex&quot;&gt;\n",
       "                  &lt;p&gt;{{@key}}&lt;/p&gt;\n",
       "                  &lt;div class=&quot;display-flex&quot;&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #44C0E7;&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Target&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                    &lt;div class=&quot;colors-for-distingushing-charts&quot;&gt;\n",
       "                      &lt;div class=&quot;circle-color&quot; style=&quot;background: #F5843C&quot;&gt;&lt;/div&gt;\n",
       "                      &lt;text alignment-baseline=&quot;middle&quot; style=&quot;font-size: 15px;&quot;&gt;Reference&lt;/text&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;&lt;/div&gt;\n",
       "                &lt;div class=&quot;svg-container&quot;&gt;\n",
       "                  {{{getDoubleHistogramChart this}}}\n",
       "                &lt;/div&gt;\n",
       "              &lt;/div&gt;\n",
       "{{/each}}      &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",
       "    function registerHandlebarHelperFunctions() {\n",
       "      //helper fun\n",
       "\n",
       "      const findAndDeleteUndefined = (axisData) =&gt; {\n",
       "        const undefinedAxisIndex = axisData.findIndex((axis) =&gt; axis === undefined)\n",
       "        if (undefinedAxisIndex &gt; 0) {\n",
       "          return [...axisData.slice(0, undefinedAxisIndex), ...axisData.slice(undefinedAxisIndex + 1)]\n",
       "        }\n",
       "        return axisData\n",
       "      }\n",
       "\n",
       "      const filterAndSortChartData = (overlappedHistogramData, histogramData) =&gt; {\n",
       "        const filteredData = overlappedHistogramData\n",
       "          .map((d) =&gt;\n",
       "            histogramData\n",
       "            .filter((ref) =&gt; d.axisX === ref.axisX )[0])\n",
       "            .sort((a, b) =&gt; {\n",
       "              if (+a.axisY &lt; +b.axisY) {\n",
       "                return 1;\n",
       "              }\n",
       "              if (+a.axisY &gt; +b.axisY) {\n",
       "                return -1;\n",
       "              }\n",
       "\n",
       "              return 0;\n",
       "            })\n",
       "            .slice(0, 20)\n",
       "\n",
       "        return findAndDeleteUndefined(filteredData)\n",
       "      }\n",
       "\n",
       "      class GenerateChartParams {\n",
       "        constructor(height, width, data, referenceData, bottomMargin=30, 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;, `0 -10 ${$(window).width()} ${$(window).height()-30}`)\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(filterAndSortChartData(data, referenceData).map((sortedCounts) =&gt; sortedCounts &amp;&amp; sortedCounts.axisX))\n",
       "            .rangeRound([this.MARGIN.LEFT, this.SVG_WIDTH])\n",
       "            .padding([0.1]);\n",
       "          this.yScale = d3\n",
       "            .scaleLinear()\n",
       "            .domain([0, this.maxYValue])\n",
       "            .range([this.CHART_HEIGHT, 0]);\n",
       "        }\n",
       "      }\n",
       "\n",
       "      function chartData(column) {\n",
       "        const data = [];\n",
       "          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",
       "          } else {\n",
       "            $(document).ready(() =&gt;\n",
       "              $(&quot;.desktop-content&quot;).html(`\n",
       "                &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                  Something went wrong. Please try again.\n",
       "                &lt;/p&gt;\n",
       "              `)\n",
       "            )\n",
       "          }\n",
       "\n",
       "        return data\n",
       "      }\n",
       "\n",
       "      function generatePositiveNegativeChart(histogramData, overlappedHistogramData) {\n",
       "          const data = filterAndSortChartData(chartData(histogramData), chartData(overlappedHistogramData)).map((axis, index) =&gt; {\n",
       "            if (axis) {\n",
       "              const findIndex = chartData(histogramData).findIndex((value) =&gt; value.axisX === axis.axisX)\n",
       "              const difference = axis.axisY - chartData(histogramData)[findIndex].axisY\n",
       "              return [difference]\n",
       "            }\n",
       "            return 0;\n",
       "          }).flat()\n",
       "\n",
       "        let yFormat,\n",
       "            xFormat;\n",
       "\n",
       "        const sizes = new GenerateChartParams($(window).height()-60, $(window).width(), chartData(histogramData), chartData(overlappedHistogramData))\n",
       "        let {\n",
       "         MARGIN,\n",
       "         SVG_WIDTH,\n",
       "         SVG_HEIGHT,\n",
       "         CHART_WIDTH,\n",
       "         CHART_HEIGHT,\n",
       "         xScale,\n",
       "         svgEl\n",
       "        } = sizes\n",
       "\n",
       "        const rectColors = [&quot;bar positive&quot;, &quot;bar negative&quot;]\n",
       "        const maxY = Math.abs(d3.max(data));\n",
       "        const minY = Math.abs(d3.min(data));\n",
       "        let positiveY = Math.ceil(maxY) % 1 ? maxY + 2*(maxY/(maxY*10)) : maxY + 2*(maxY/(maxY/10)),\n",
       "            negativeY = Math.ceil(minY) % 1 ? minY + 2*(minY/(minY*10)) : minY + 2*(minY/(minY/10));\n",
       "\n",
       "        const yScale = d3.scaleLinear()\n",
       "            .range([CHART_HEIGHT,0])\n",
       "            .domain([-negativeY*1.2, positiveY*1.2 || 0])\n",
       "            .nice()\n",
       "\n",
       "        const xAxis = d3.axisBottom(xScale).ticks(SVG_WIDTH / 80, xFormat).tickSizeOuter(0);\n",
       "        const yAxis = d3.axisLeft(yScale).ticks(CHART_HEIGHT / 30, yFormat);\n",
       "        yFormat = yScale.tickFormat(100, yFormat);\n",
       "\n",
       "          svgEl.append(&quot;g&quot;)\n",
       "          .attr(&quot;transform&quot;, `translate(${MARGIN.LEFT}, 0)`)\n",
       "          .call(yAxis)\n",
       "          .call(g =&gt; g.select(&quot;.domain&quot;).remove())\n",
       "          .call(g =&gt; g.selectAll(&quot;.tick line&quot;)\n",
       "          .attr(&quot;x2&quot;, CHART_WIDTH )\n",
       "          .attr(&quot;stroke-opacity&quot;, 0.1))\n",
       "          .call(g =&gt; g.append(&quot;text&quot;)\n",
       "          .attr(&quot;x&quot;, - MARGIN.LEFT)\n",
       "          .attr(&quot;y&quot;, 10)\n",
       "          .attr(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "          .attr(&quot;text-anchor&quot;, &quot;start&quot;));\n",
       "\n",
       "          svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;,\n",
       "                &quot;translate(&quot; + (CHART_WIDTH/2) + &quot; ,&quot; +\n",
       "                               (CHART_HEIGHT + MARGIN.TOP + 30) + &quot;)&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Values&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "        svgEl.append(&quot;text&quot;)\n",
       "          .attr(&quot;transform&quot;, &quot;rotate(-90)&quot;)\n",
       "          .attr(&quot;y&quot;, 0)\n",
       "          .attr(&quot;x&quot;, 0 - (SVG_HEIGHT / 2))\n",
       "          .attr(&quot;dy&quot;, &quot;1em&quot;)\n",
       "          .style(&quot;text-anchor&quot;, &quot;middle&quot;)\n",
       "          .text(&quot;Counts&quot;)\n",
       "          .style(&quot;font-size&quot;, &quot;15&quot;)\n",
       "          .style(&quot;opacity&quot;, &quot;0.6&quot;)\n",
       "\n",
       "          svgEl\n",
       "          .append(&quot;g&quot;)\n",
       "          .attr(&quot;transform&quot;, `translate(0,${SVG_HEIGHT - MARGIN.BOTTOM - 7})`)\n",
       "          .call(xAxis)\n",
       "          .call(g =&gt; g.select(&quot;.domain&quot;).remove())\n",
       "          .call(g =&gt; g.selectAll(&quot;.tick&gt;line&quot;).remove())\n",
       "          .call(g =&gt; g.append(&quot;text&quot;)\n",
       "              .attr(&quot;x&quot;, SVG_WIDTH - MARGIN.RIGHT)\n",
       "              .attr(&quot;y&quot;, 27)\n",
       "              .attr(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "              .attr(&quot;text-anchor&quot;, &quot;end&quot;));\n",
       "\n",
       "        svgEl.selectAll(&quot;.bar&quot;)\n",
       "            .data(data)\n",
       "          .enter()\n",
       "          .append(&quot;rect&quot;)\n",
       "            .attr(&quot;class&quot;, function(d) { return d &lt; 0 ? rectColors[0] : rectColors[1]; })\n",
       "            .attr(&quot;y&quot;, function(d) { return yScale(Math.max(0, d)); })\n",
       "            .attr(&quot;x&quot;, function(d, i) { return xScale(filterAndSortChartData(chartData(histogramData), chartData(overlappedHistogramData))[i]?.axisX) })\n",
       "            .attr(&quot;height&quot;, function(d) { return Math.abs(yScale(d) - yScale(0)); })\n",
       "            .attr(&quot;width&quot;, xScale.bandwidth())\n",
       "            .style(&quot;opacity&quot;, &quot;0.8&quot;)\n",
       "\n",
       "\n",
       "            return svgEl._groups[0][0].outerHTML;\n",
       "      }\n",
       "\n",
       "      const profileFromCSVfile = {&quot;quality&quot;: {&quot;frequentItems&quot;: [{&quot;value&quot;: &quot;bad&quot;, &quot;estimate&quot;: 1115}, {&quot;value&quot;: &quot;good&quot;, &quot;estimate&quot;: 76}]}}\n",
       "\n",
       "      Handlebars.registerHelper(&quot;getDoubleHistogramChart&quot;,(column,key) =&gt; {\n",
       "        const columnKey = key.data.key\n",
       "        try {\n",
       "          if (profileFromCSVfile) {\n",
       "            return generatePositiveNegativeChart(\n",
       "                     column,\n",
       "                     profileFromCSVfile[columnKey]\n",
       "                   )\n",
       "          }\n",
       "        } catch (err) {\n",
       "          $(document).ready(() =&gt;\n",
       "            $(&quot;.desktop-content&quot;).html(`\n",
       "              &lt;p style=&quot;height: ${$(window).height()}px&quot; class=&quot;error-message&quot;&gt;\n",
       "                Something went wrong. Please try again.\n",
       "              &lt;/p&gt;\n",
       "            `)\n",
       "          )\n",
       "        }\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      $(&quot;.svg-container&quot;).css(&quot;height&quot;, $(window).height() - 32)\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = {&quot;quality&quot;: {&quot;frequentItems&quot;: [{&quot;value&quot;: &quot;bad&quot;, &quot;estimate&quot;: 267}, {&quot;value&quot;: &quot;good&quot;, &quot;estimate&quot;: 141}]}};\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",
       "    // 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=277px\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualization.difference_distribution_chart(feature_name=\"quality\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see that there are 800 or so more \"bad\" quality wines in the Reference profile, and 50 or so more \"good\" quality wines in the Target profile.\n",
    "\n",
    "Write this chart to a file to share with someone easily outside of a notebook. \n",
    "\n",
    "In the case of a chart comparing two profiles, notice that profile names are not declared as is the case with writing a report or chart on a single profile to file. This is because the two profiles were already passed to the `NotebookProfileVisualizer()` when you ran this code earlier, and there is no need to differentiate in `visualization.write` for charts that include both profiles.\n",
    "\n",
    "`visualization = NotebookProfileVisualizer()\n",
    "visualization.set_profiles(target_profile_view=prof_view, reference_profile_view=prof_view_ref)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write the `quality` difference distribution chart to file\n",
    "import os\n",
    "os.getcwd()\n",
    "visualization.write(\n",
    "    rendered_html=visualization.difference_distribution_chart(\n",
    "    feature_name=\"quality\"\n",
    "    ),\n",
    "    html_file_name=os.getcwd() + \"/difference_distribution_chart_wine_quality\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If after visually assessing the `quality` feature with these charts, you want to look closer at the Reference profile's statistics on `quality`, you could go ahead and download those, for example to review with someone else outside the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write the target profile feature statistics to file\n",
    "import os\n",
    "os.getcwd()\n",
    "visualization.write(\n",
    "    rendered_html=visualization.feature_statistics(\n",
    "        feature_name=\"quality\",\n",
    "        profile=\"reference\"\n",
    "    ),\n",
    "    html_file_name=os.getcwd() + \"/feature_statistics_wine_quality_reference\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "- I forked the wine quality portion of the example code from WhyLabs basic example notebook located in its whylogs GitHub repository. Some of those examples here are minimally expanded or run with different features, and additional examples have been added. https://github.com/whylabs/whylogs/blob/mainline/python/examples/basic/Notebook_Profile_Visualizer.ipynb\n",
    "\n",
    "\n",
    "- https://www.kaggle.com/uciml/red-wine-quality-cortez-et-al-2009\n",
    "\n",
    "\n",
    "- https://www.kaggle.com/vishalyo990/prediction-of-quality-of-wine\n",
    "\n",
    "\n",
    "- https://medium.com/data-from-the-trenches/a-primer-on-data-drift-18789ef252a6"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "498e653baf04937463e348bd994b2947df7aeb22ca9551fbd507161022670ceb"
  },
  "kernelspec": {
   "display_name": "whylabs_env",
   "language": "python",
   "name": "whylabs_env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}