python/examples/advanced/Metric_Constraints.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">### 🚩 *Create a free WhyLabs account to get more value out of whylogs!*<br> \n",
    ">*Did you know you can store, visualize, and monitor whylogs profiles with the [WhyLabs Observability Platform](https://whylabs.ai/whylogs-free-signup?utm_source=whylogs-Github&utm_medium=whylogs-example&utm_campaign=Metric_Constraints)? Sign up for a [free WhyLabs account](https://whylabs.ai/whylogs-free-signup?utm_source=whylogs-Github&utm_medium=whylogs-example&utm_campaign=Metric_Constraints) to leverage the power of whylogs and WhyLabs together!*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Validation with Metric Constraints"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/whylabs/whylogs/blob/mainline/python/examples/advanced/Metric_Constraints.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> This is an example for whylogs versions 1.0.0 and above. If you're interested in constraints for versions <1.0.0, please see these examples: [Constraints Suite](https://github.com/whylabs/whylogs/blob/maintenance/0.7.x/examples/Constraints_Suite.ipynb), [Constraints-Distributional Measures](https://github.com/whylabs/whylogs/blob/maintenance/0.7.x/examples/Constraints_Distributional_Measures.ipynb), and [Creating Customized Constraints](https://github.com/whylabs/whylogs/blob/maintenance/0.7.x/examples/Creating_Customized_Constraints.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Note: you may need to restart the kernel to use updated packages.\n",
    "%pip install 'whylogs[viz]'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Starting with the basic pandas dataframe logging, consider the following input. We will generate whylogs profile view from this"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import whylogs as why\n",
    "\n",
    "data = {\n",
    "    \"animal\": [\"cat\", \"hawk\", \"snake\", \"cat\", \"mosquito\"],\n",
    "    \"legs\": [4, 2, 0, 4, 6],\n",
    "    \"weight\": [4.3, 1.8, 1.3, 4.1, 5.5e-6],\n",
    "}\n",
    "\n",
    "results = why.log(pd.DataFrame(data))\n",
    "profile_view = results.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The profile view can be display as a pandas dataframe where the columns are metric/component paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cardinality/est</th>\n",
       "      <th>cardinality/lower_1</th>\n",
       "      <th>cardinality/upper_1</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>animal</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.00020</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>[FrequentItem(value='cat', est=2, upper=2, low...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>legs</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.00020</td>\n",
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       "      <td>4.0</td>\n",
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       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weight</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00025</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.3</td>\n",
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       "<p>3 rows × 30 columns</p>\n",
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       "        cardinality/est  cardinality/lower_1  cardinality/upper_1  counts/inf  \\\n",
       "column                                                                          \n",
       "animal              4.0                  4.0              4.00020           0   \n",
       "legs                4.0                  4.0              4.00020           0   \n",
       "weight              5.0                  5.0              5.00025           0   \n",
       "\n",
       "        counts/n  counts/nan  counts/null  distribution/max  \\\n",
       "column                                                        \n",
       "animal         5           0            0               NaN   \n",
       "legs           5           0            0               6.0   \n",
       "weight         5           0            0               4.3   \n",
       "\n",
       "        distribution/mean  distribution/median  ...  distribution/stddev  \\\n",
       "column                                          ...                        \n",
       "animal           0.000000                  NaN  ...             0.000000   \n",
       "legs             3.200000                  4.0  ...             2.280351   \n",
       "weight           2.300001                  1.8  ...             1.856069   \n",
       "\n",
       "                          frequent_items/frequent_strings                type  \\\n",
       "column                                                                          \n",
       "animal  [FrequentItem(value='cat', est=2, upper=2, low...  SummaryType.COLUMN   \n",
       "legs    [FrequentItem(value='4', est=2, upper=2, lower...  SummaryType.COLUMN   \n",
       "weight                                                NaN  SummaryType.COLUMN   \n",
       "\n",
       "        types/boolean  types/fractional  types/integral  types/object  \\\n",
       "column                                                                  \n",
       "animal              0                 0               0             0   \n",
       "legs                0                 0               5             0   \n",
       "weight              0                 5               0             0   \n",
       "\n",
       "        types/string  ints/max  ints/min  \n",
       "column                                    \n",
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       "\n",
       "[3 rows x 30 columns]"
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     "execution_count": 3,
     "metadata": {},
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   ],
   "source": [
    "profile_view.to_pandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above output notice that we have a metrics on the number of legs these animals have in the \"legs\" column.\n",
    "Let's say we want to define some constraints on the number of \"legs\" we expect for animals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "columns: dict_keys(['animal', 'legs', 'weight'])\n",
      "metric names: ['counts', 'types', 'distribution', 'ints', 'cardinality', 'frequent_items']\n",
      "here is selector at index 6: MetricsSelector(metric_name='types', column_name='legs', metrics_resolver=None) there are a total of 15\n"
     ]
    }
   ],
   "source": [
    "from whylogs.core.constraints import Constraints, ConstraintsBuilder, MetricsSelector, MetricConstraint\n",
    "column_view = profile_view.get_column(\"legs\")\n",
    "\n",
    "# constraint session bound to profile_view\n",
    "builder = ConstraintsBuilder(profile_view)\n",
    "\n",
    "# A constraint builder lets you generate a set of contraints using the passed in profile_view's list of columns and metrics.\n",
    "# lets explore what kind of column profiles and metrics we have avalaible in the profile view\n",
    "\n",
    "# We can specify a metric by selecting a (column_name, metric_name)\n",
    "# lets look at the column names again:\n",
    "column_names = profile_view.get_columns().keys()\n",
    "print(f\"columns: {column_names}\")\n",
    "\n",
    "# And here are the metric names on the \"legs\" column\n",
    "metric_names = profile_view.get_column(\"legs\").get_metric_names()\n",
    "print(f\"metric names: {metric_names}\")\n",
    "\n",
    "# If you want to the full set of possibilities you can ask the builder for all MetricSelectors\n",
    "# which covers the unique combinations of (column_name, metric_name)\n",
    "selectors = builder.get_metric_selectors()\n",
    "i = 6\n",
    "print(f\"here is selector at index {i}: {selectors[i]} there are a total of {len(selectors)}\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mean': 3.2,\n",
       " 'stddev': 2.280350850198276,\n",
       " 'n': 5,\n",
       " 'max': 6.0,\n",
       " 'min': 0.0,\n",
       " 'q_01': 0.0,\n",
       " 'q_05': 0.0,\n",
       " 'q_10': 0.0,\n",
       " 'q_25': 2.0,\n",
       " 'median': 4.0,\n",
       " 'q_75': 4.0,\n",
       " 'q_90': 6.0,\n",
       " 'q_95': 6.0,\n",
       " 'q_99': 6.0}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Lets say we're interested in defining a constraint on the number of \"legs\". From output above we see\n",
    "# that there are the following metrics on column \"legs\": [counts, types, distribution, ints, cardinality, frequent_items]\n",
    "# lets look at what the distribution metric contains:\n",
    "distribution_values = profile_view.get_column(\"legs\").get_metric(\"distribution\").to_summary_dict()\n",
    "distribution_values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok, let's come back to how to use the ConstraintsBuilder to add a couple constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# the constraints builder add_constraint() takes in a MetricConstraint, which requires three things to define it:\n",
    "# 1. A metric selector, this is a way of selecting which metric and on which column you want to apply a constraint.\n",
    "#   let's choose MetricsSelector(metric_name='distribution', column_name='legs', metrics_resolver=None)\n",
    "# 2. an expression on the selected metric, for distribution, we have numeric properties such as max, min, stddev \n",
    "#   and others we can reference. For this we'll require animal legs < 12 (sorry centipedes)!\n",
    "# 3. a name for this constraint, let's go with \"legs < 12\"\n",
    "\n",
    "distribution_legs = MetricsSelector(metric_name='distribution', column_name='legs')\n",
    "\n",
    "# this lambda takes in a distribution metric, which has convenience properties on this metric for max/min,\n",
    "# but we could also call to_summary_dict() and use any of the keys we saw in 'distribution_values' above\n",
    "legs_under_12 = lambda x: x.max < 12\n",
    "\n",
    "constraint_name = \"legs < 12\"\n",
    "\n",
    "legs_constraint = MetricConstraint(\n",
    "        name=constraint_name,\n",
    "        condition=legs_under_12,\n",
    "        metric_selector=distribution_legs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Constraints valid: True\n",
      "Constraints report [constraint name, pass, fail, summary]: [ReportResult(name='legs < 12', passed=1, failed=0, summary=None), ReportResult(name='legs >= 0', passed=1, failed=0, summary=None)]\n"
     ]
    }
   ],
   "source": [
    "# now that we have a legs_constraint defined we can add it to the builder:\n",
    "builder.add_constraint(legs_constraint)\n",
    "\n",
    "# we could add more constraints using this pattern to the builder, maybe we realize negative values are invalid\n",
    "not_negative = lambda x: x.min >= 0\n",
    "builder.add_constraint(MetricConstraint(\n",
    "    name=\"legs >= 0\",\n",
    "    condition=not_negative,\n",
    "    metric_selector=distribution_legs\n",
    "))\n",
    "\n",
    "# ok lets build these constraints\n",
    "constraints: Constraints = builder.build()\n",
    "\n",
    "# A Constraints object contains a collection of contraints and can call validate to get a pass/fail\n",
    "# or report for display\n",
    "constraints_valid = constraints.validate()\n",
    "print(f\"Constraints valid: {constraints_valid}\")\n",
    "\n",
    "# And a simple report of the [constraint name, pass, fail] can be generated like this:\n",
    "constraints_report = constraints.generate_constraints_report()\n",
    "print(f\"Constraints report [constraint name, pass, fail, summary]: {constraints_report}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok lets add a few more! and rebuild the constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "stddev_below_3 = lambda x: x.stddev < 3.0\n",
    "builder.add_constraint(MetricConstraint(\n",
    "    name=\"legs stddev < 3.0\",\n",
    "    condition=stddev_below_3,\n",
    "    metric_selector=distribution_legs\n",
    "))\n",
    "\n",
    "distribution_weight = MetricsSelector(metric_name='distribution', column_name='weight')\n",
    "builder.add_constraint(MetricConstraint(\n",
    "    name=\"weight >= 0\",\n",
    "    condition=not_negative,\n",
    "    metric_selector=distribution_weight\n",
    "))\n",
    "\n",
    "reasonable_constraints = builder.build()\n",
    "\n",
    "\n",
    "builder.add_constraint(MetricConstraint(\n",
    "    name=\"animal count >= 1000\",\n",
    "    condition=lambda x: x.n.value > 1000,\n",
    "    metric_selector=MetricsSelector(metric_name='counts', column_name='animal')\n",
    "))\n",
    "\n",
    "reasonable_constraints_over_1000_rows = builder.build()"
   ]
  },
  {
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       "        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",
       "\n",
       "      .wl-compare-profile {\n",
       "        position: relative;\n",
       "        left: 0;\n",
       "        padding: 30px;\n",
       "        margin-bottom: 20px;\n",
       "        background: var(--white);;\n",
       "        border-bottom: 1px solid #CED4DA;\n",
       "      }\n",
       "\n",
       "      .alert-list {\n",
       "        padding: 30px;\n",
       "        padding-top: 0;\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",
       "     .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: 22px;\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-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",
       "     .dropdown-container {\n",
       "       position: absolute;\n",
       "       right: 30px;\n",
       "       top: 80px;\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",
       "     .filter-options-title {\n",
       "       width: 240px;\n",
       "     }\n",
       "\n",
       "     .filter-options-title p {\n",
       "       margin: 0;\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",
       "     .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",
       "      .statistics {\n",
       "        width: 100%;\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",
       "      .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: 100% ;\n",
       "      }\n",
       "\n",
       "      mark {\n",
       "        padding: 5px;\n",
       "        border-radius: 4px;\n",
       "        font-family: Arial;\n",
       "        font-weight: normal;\n",
       "        font-size: 14px;\n",
       "        line-height: 140%;\n",
       "      }\n",
       "\n",
       "      .blue-mark {\n",
       "        background-color:  #369BAC1A;\n",
       "        color: #369BAC;\n",
       "      }\n",
       "\n",
       "      .red-mark {\n",
       "        background-color: #FFEFEE;\n",
       "        color: #F5473C;\n",
       "      }\n",
       "\n",
       "      .alert-tag {\n",
       "        height: 27px;\n",
       "        padding: 5px;\n",
       "        border-radius: 4px;\n",
       "        font-family: Arial;\n",
       "        font-weight: bold;\n",
       "        font-size: 12px;\n",
       "        line-height: 140%;\n",
       "        color: #FFFFFF;\n",
       "      }\n",
       "\n",
       "      .turquoise-background-color {\n",
       "        background-color: #1DBB42;\n",
       "      }\n",
       "\n",
       "      .bordeaux-background-color {\n",
       "        background-color: #C6462A;\n",
       "      }\n",
       "\n",
       "      .border-solid-gray {\n",
       "        border: 1px solid #CED4DA;\n",
       "        border-radius: 4px;\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",
       "      .align-items-flex-start {\n",
       "        align-items: flex-start;\n",
       "      }\n",
       "\n",
       "      .padding-right-30 {\n",
       "        padding-right: 30px;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: 25px;\n",
       "        right: 25px;\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",
       "      .alert-list-text {\n",
       "        width: 70%\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&gt;\n",
       "              &lt;div class=&quot;display-flex justify-content-center&quot;&gt;\n",
       "                &lt;div class=&quot;statistics-list border-solid-gray&quot;&gt;\n",
       "                  &lt;div&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 align-items-flex-start&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",
       "                                  Constraints Report\n",
       "                                &lt;/p&gt;\n",
       "                              &lt;/div&gt;\n",
       "\n",
       "                              &lt;!-- &lt;/div&gt; --&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;Select a view:&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",
       "                                checked\n",
       "                              /&gt;\n",
       "                              &lt;label class=&quot;form-check-label&quot; for=&quot;inferredDiscrete&quot;&gt;\n",
       "                                Failed constraints (&lt;span class=&quot;wl__feature-count--discrete&quot;&gt;&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",
       "                                checked\n",
       "                              /&gt;\n",
       "                              &lt;label class=&quot;form-check-label&quot; for=&quot;inferredNonDiscrete&quot;&gt;\n",
       "                                Passed constraints (&lt;span\n",
       "                                  class=&quot;wl__feature-count--non-discrete&quot;\n",
       "                                &gt;&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",
       "                                checked\n",
       "                              /&gt;\n",
       "                              &lt;label class=&quot;form-check-label&quot; for=&quot;inferredUnknown&quot;&gt;\n",
       "                                All constraints (&lt;span class=&quot;wl__feature-count--unknown&quot;&gt;&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;alert-list&quot; id=&quot;alert-list&quot;&gt;\n",
       "                      {{{alertLIst this}}}\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",
       "      const randomNumbers = (range) =&gt; Math.floor(Math.random() * range)\n",
       "\n",
       "      const findFetureWithNumberSummary = (column) =&gt; {\n",
       "        const fetureIndex = Object.values(column.columns)\n",
       "              .findIndex((feture) =&gt; feture.numberSummary)\n",
       "\n",
       "        return Object.keys(column.columns)[fetureIndex]\n",
       "      }\n",
       "\n",
       "      const alertListItemStatus = (status, passedItem, failedItem) =&gt; {\n",
       "        if (status) {\n",
       "          return passedItem\n",
       "        } else {\n",
       "          return failedItem\n",
       "        }\n",
       "      }\n",
       "\n",
       "      const alertListElement = (name, text, status, summary) =&gt; {\n",
       "        if (summary == null){\n",
       "          return (\n",
       "          `&lt;div\n",
       "             data-inferred-type=${alertListItemStatus(status, &quot;passed&quot;, &quot;failed&quot;)}\n",
       "             class=&quot;alert-list-item display-flex justify-content-space-between align-items-center mb-2&quot;\n",
       "           &gt;\n",
       "            &lt;div class=&quot;alert-list-text&quot;&gt;\n",
       "              ${\n",
       "                name &amp;&amp;\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `&lt;mark class=&quot;blue-mark&quot;&gt;${name}&lt;/mark&gt;`,\n",
       "                  `&lt;mark class=&quot;red-mark&quot;&gt;${name}&lt;/mark&gt;`\n",
       "                )\n",
       "              }\n",
       "              ${text}\n",
       "            &lt;/div&gt;\n",
       "              ${\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `\n",
       "                  &lt;div class=&quot;turquoise-background-color alert-tag&quot;&gt;Passed&lt;/div&gt;\n",
       "                  `\n",
       "                  ,\n",
       "                  `\n",
       "                  &lt;div class=&quot;bordeaux-background-color alert-tag&quot;&gt;Failed&lt;/div&gt;\n",
       "                  `\n",
       "                )\n",
       "              }\n",
       "              &lt;/div&gt;`\n",
       "        )\n",
       "\n",
       "        }\n",
       "        return (\n",
       "          `&lt;div\n",
       "             data-inferred-type=${alertListItemStatus(status, &quot;passed&quot;, &quot;failed&quot;)}\n",
       "             class=&quot;alert-list-item display-flex justify-content-space-between align-items-center mb-2&quot;\n",
       "           &gt;\n",
       "            &lt;div class=&quot;alert-list-text&quot;&gt;\n",
       "              ${\n",
       "                name &amp;&amp;\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `&lt;mark class=&quot;blue-mark&quot;&gt;${name}&lt;/mark&gt;`,\n",
       "                  `&lt;mark class=&quot;red-mark&quot;&gt;${name}&lt;/mark&gt;`\n",
       "                )\n",
       "              }\n",
       "              ${text}\n",
       "            &lt;/div&gt;\n",
       "              ${\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `\n",
       "                  &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                    &lt;div class=&quot;turquoise-background-color alert-tag&quot;&gt;Passed\n",
       "                      &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                          &lt;pre class=&quot;mb-1&quot;&gt; ${JSON.stringify(summary, null, 2)} &lt;/pre&gt;\n",
       "                        &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;`\n",
       "\n",
       "                  ,\n",
       "                  `\n",
       "                  &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                    &lt;div class=&quot;bordeaux-background-color alert-tag&quot;&gt;Failed\n",
       "                      &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                        &lt;pre class=&quot;mb-1&quot;&gt; ${JSON.stringify(summary, null, 2)} &lt;/pre&gt;\n",
       "                        &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;`\n",
       "                )\n",
       "              }\n",
       "              &lt;/div&gt;`\n",
       "        )\n",
       "      }\n",
       "\n",
       "      let failedConstraints = 0;\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",
       "\n",
       "      Handlebars.registerHelper(&quot;alertLIst&quot;, function (column) {\n",
       "        let alertListItem = column.map((value) =&gt; {\n",
       "          if (value[1][0]) {\n",
       "            let alertListValue = value[1].map((cstr)=&gt;{\n",
       "              return alertListElement(value[0],cstr[0],cstr[cstr.length - 1] === 0 || (failedConstraints++, false), value[3])\n",
       "            })\n",
       "            return alertListValue.join(&#x27; &#x27;)\n",
       "          } else {\n",
       "            return alertListElement(&#x27;&#x27;, value[0], value[2] === 0 ||  (failedConstraints++, false), value[3])\n",
       "          }\n",
       "        })\n",
       "         $(document).ready(() =&gt; {\n",
       "           $(&quot;.wl__feature-count--discrete&quot;).append(failedConstraints)\n",
       "           $(&quot;.wl__feature-count--non-discrete&quot;).append(column.length - failedConstraints)\n",
       "           $(&quot;.wl__feature-count--unknown&quot;).append(column.length)\n",
       "         })\n",
       "        return alertListItem.join(&#x27; &#x27;)\n",
       "      });\n",
       "\n",
       "    }\n",
       "\n",
       "    function openFilter() {\n",
       "      const $filterOptions = $(&quot;.dropdown-container&quot;);\n",
       "      const filterClass = $filterOptions.attr(&quot;class&quot;);\n",
       "\n",
       "      if (filterClass.indexOf(&quot;d-none&quot;) &gt; 0) {\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",
       "      }\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = [[&quot;legs &lt; 12&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 3.2, &quot;stddev&quot;: 2.280350850198276, &quot;n&quot;: 5, &quot;max&quot;: 6.0, &quot;min&quot;: 0.0, &quot;q_01&quot;: 0.0, &quot;q_05&quot;: 0.0, &quot;q_10&quot;: 0.0, &quot;q_25&quot;: 2.0, &quot;median&quot;: 4.0, &quot;q_75&quot;: 4.0, &quot;q_90&quot;: 6.0, &quot;q_95&quot;: 6.0, &quot;q_99&quot;: 6.0}], [&quot;legs &gt;= 0&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 3.2, &quot;stddev&quot;: 2.280350850198276, &quot;n&quot;: 5, &quot;max&quot;: 6.0, &quot;min&quot;: 0.0, &quot;q_01&quot;: 0.0, &quot;q_05&quot;: 0.0, &quot;q_10&quot;: 0.0, &quot;q_25&quot;: 2.0, &quot;median&quot;: 4.0, &quot;q_75&quot;: 4.0, &quot;q_90&quot;: 6.0, &quot;q_95&quot;: 6.0, &quot;q_99&quot;: 6.0}]];\n",
       "      // Config handlebars and pass data to HBS template\n",
       "      const source = document.getElementById(&quot;entry-template&quot;).innerHTML;\n",
       "      const template = Handlebars.compile(source);\n",
       "      const html = template(context);\n",
       "      const target = document.getElementById(&quot;generated-html&quot;);\n",
       "      target.innerHTML = html;\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      const $featureSearch = document.getElementById(&quot;wl__feature-search&quot;);\n",
       "      const $alertList = document.getElementById(&quot;alert-list&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",
       "        passed: true,\n",
       "        failed: 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 = $alertList.children;\n",
       "\n",
       "        for (let i = 0; i &lt; tableBodyChildren.length; i++) {\n",
       "          const type = tableBodyChildren[i].dataset.inferredType.toLowerCase();\n",
       "          const name = $(tableBodyChildren[i].children[0]).html().toLowerCase();\n",
       "          if (activeTypes[type] &amp;&amp; name.includes(searchString)) {\n",
       "            tableBodyChildren[i].style.display = &quot;&quot;;\n",
       "          } else {\n",
       "            tableBodyChildren[i].style.display = &quot;none&quot;;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      const checkedBoxes = () =&gt; {\n",
       "        if ($(&#x27;.form-check-input:checked&#x27;).length === $(&quot;.form-check-input&quot;).length - 1) {\n",
       "          $($(&quot;.form-check-input&quot;)[$(&quot;.form-check-input&quot;).length - 1]).prop( &quot;checked&quot;, true );\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",
       "        const currentCheckbox = $(event.currentTarget);\n",
       "\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;failed&quot;] = true;\n",
       "          checkedBoxes();\n",
       "        } else {\n",
       "          activeTypes[&quot;failed&quot;] = false;\n",
       "          $($(&quot;.form-check-input&quot;)[$(&quot;.form-check-input&quot;).length - 1]).prop( &quot;checked&quot;, false );\n",
       "        }\n",
       "        handleSearch();\n",
       "      });\n",
       "\n",
       "      $nonDiscrete.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        const currentCheckbox = $(event.currentTarget);\n",
       "\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;passed&quot;] = true;\n",
       "          checkedBoxes();\n",
       "        } else {\n",
       "          activeTypes[&quot;passed&quot;] = false;\n",
       "          $($(&quot;.form-check-input&quot;)[$(&quot;.form-check-input&quot;).length - 1]).prop( &quot;checked&quot;, false );\n",
       "        }\n",
       "        handleSearch();\n",
       "      });\n",
       "\n",
       "      $unknown.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        const currentCheckbox = $(event.currentTarget);\n",
       "\n",
       "        if (event.currentTarget.checked) {\n",
       "          $(&quot;.form-check-input&quot;).prop( &quot;checked&quot;, true );\n",
       "          activeTypes[&quot;passed&quot;] = true;\n",
       "          activeTypes[&quot;failed&quot;] = true;\n",
       "          checkedBoxes();\n",
       "        } else {\n",
       "          $(&quot;.form-check-input&quot;).prop( &quot;checked&quot;, false );\n",
       "          activeTypes[&quot;passed&quot;] = false;\n",
       "          activeTypes[&quot;failed&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\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=300\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from whylogs.viz import NotebookProfileVisualizer\n",
    "\n",
    "# You can also pass the constraints to the NotebookProfileVisualizer and generate a report\n",
    "visualization = NotebookProfileVisualizer()\n",
    "visualization.constraints_report(constraints, cell_height=300)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you hover on the `Passed/Fail` icons, you'll be able to check the summary of the metric that was used to build the constraints. In this case, `legs<12` passed because the `max` metric component is __6__, which is below the number __12__.\n",
    "\n",
    "Similarly, `legs >= 0` passed, because `min` is __0__, which is above or equal __0__."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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",
       "      .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",
       "\n",
       "      .wl-compare-profile {\n",
       "        position: relative;\n",
       "        left: 0;\n",
       "        padding: 30px;\n",
       "        margin-bottom: 20px;\n",
       "        background: var(--white);;\n",
       "        border-bottom: 1px solid #CED4DA;\n",
       "      }\n",
       "\n",
       "      .alert-list {\n",
       "        padding: 30px;\n",
       "        padding-top: 0;\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",
       "     .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: 22px;\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-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",
       "     .dropdown-container {\n",
       "       position: absolute;\n",
       "       right: 30px;\n",
       "       top: 80px;\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",
       "     .filter-options-title {\n",
       "       width: 240px;\n",
       "     }\n",
       "\n",
       "     .filter-options-title p {\n",
       "       margin: 0;\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",
       "     .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",
       "      .statistics {\n",
       "        width: 100%;\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",
       "      .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: 100% ;\n",
       "      }\n",
       "\n",
       "      mark {\n",
       "        padding: 5px;\n",
       "        border-radius: 4px;\n",
       "        font-family: Arial;\n",
       "        font-weight: normal;\n",
       "        font-size: 14px;\n",
       "        line-height: 140%;\n",
       "      }\n",
       "\n",
       "      .blue-mark {\n",
       "        background-color:  #369BAC1A;\n",
       "        color: #369BAC;\n",
       "      }\n",
       "\n",
       "      .red-mark {\n",
       "        background-color: #FFEFEE;\n",
       "        color: #F5473C;\n",
       "      }\n",
       "\n",
       "      .alert-tag {\n",
       "        height: 27px;\n",
       "        padding: 5px;\n",
       "        border-radius: 4px;\n",
       "        font-family: Arial;\n",
       "        font-weight: bold;\n",
       "        font-size: 12px;\n",
       "        line-height: 140%;\n",
       "        color: #FFFFFF;\n",
       "      }\n",
       "\n",
       "      .turquoise-background-color {\n",
       "        background-color: #1DBB42;\n",
       "      }\n",
       "\n",
       "      .bordeaux-background-color {\n",
       "        background-color: #C6462A;\n",
       "      }\n",
       "\n",
       "      .border-solid-gray {\n",
       "        border: 1px solid #CED4DA;\n",
       "        border-radius: 4px;\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",
       "      .align-items-flex-start {\n",
       "        align-items: flex-start;\n",
       "      }\n",
       "\n",
       "      .padding-right-30 {\n",
       "        padding-right: 30px;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: 25px;\n",
       "        right: 25px;\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",
       "      .alert-list-text {\n",
       "        width: 70%\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&gt;\n",
       "              &lt;div class=&quot;display-flex justify-content-center&quot;&gt;\n",
       "                &lt;div class=&quot;statistics-list border-solid-gray&quot;&gt;\n",
       "                  &lt;div&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 align-items-flex-start&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",
       "                                  Constraints Report\n",
       "                                &lt;/p&gt;\n",
       "                              &lt;/div&gt;\n",
       "\n",
       "                              &lt;!-- &lt;/div&gt; --&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;Select a view:&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",
       "                                checked\n",
       "                              /&gt;\n",
       "                              &lt;label class=&quot;form-check-label&quot; for=&quot;inferredDiscrete&quot;&gt;\n",
       "                                Failed constraints (&lt;span class=&quot;wl__feature-count--discrete&quot;&gt;&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",
       "                                checked\n",
       "                              /&gt;\n",
       "                              &lt;label class=&quot;form-check-label&quot; for=&quot;inferredNonDiscrete&quot;&gt;\n",
       "                                Passed constraints (&lt;span\n",
       "                                  class=&quot;wl__feature-count--non-discrete&quot;\n",
       "                                &gt;&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",
       "                                checked\n",
       "                              /&gt;\n",
       "                              &lt;label class=&quot;form-check-label&quot; for=&quot;inferredUnknown&quot;&gt;\n",
       "                                All constraints (&lt;span class=&quot;wl__feature-count--unknown&quot;&gt;&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;alert-list&quot; id=&quot;alert-list&quot;&gt;\n",
       "                      {{{alertLIst this}}}\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",
       "      const randomNumbers = (range) =&gt; Math.floor(Math.random() * range)\n",
       "\n",
       "      const findFetureWithNumberSummary = (column) =&gt; {\n",
       "        const fetureIndex = Object.values(column.columns)\n",
       "              .findIndex((feture) =&gt; feture.numberSummary)\n",
       "\n",
       "        return Object.keys(column.columns)[fetureIndex]\n",
       "      }\n",
       "\n",
       "      const alertListItemStatus = (status, passedItem, failedItem) =&gt; {\n",
       "        if (status) {\n",
       "          return passedItem\n",
       "        } else {\n",
       "          return failedItem\n",
       "        }\n",
       "      }\n",
       "\n",
       "      const alertListElement = (name, text, status, summary) =&gt; {\n",
       "        if (summary == null){\n",
       "          return (\n",
       "          `&lt;div\n",
       "             data-inferred-type=${alertListItemStatus(status, &quot;passed&quot;, &quot;failed&quot;)}\n",
       "             class=&quot;alert-list-item display-flex justify-content-space-between align-items-center mb-2&quot;\n",
       "           &gt;\n",
       "            &lt;div class=&quot;alert-list-text&quot;&gt;\n",
       "              ${\n",
       "                name &amp;&amp;\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `&lt;mark class=&quot;blue-mark&quot;&gt;${name}&lt;/mark&gt;`,\n",
       "                  `&lt;mark class=&quot;red-mark&quot;&gt;${name}&lt;/mark&gt;`\n",
       "                )\n",
       "              }\n",
       "              ${text}\n",
       "            &lt;/div&gt;\n",
       "              ${\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `\n",
       "                  &lt;div class=&quot;turquoise-background-color alert-tag&quot;&gt;Passed&lt;/div&gt;\n",
       "                  `\n",
       "                  ,\n",
       "                  `\n",
       "                  &lt;div class=&quot;bordeaux-background-color alert-tag&quot;&gt;Failed&lt;/div&gt;\n",
       "                  `\n",
       "                )\n",
       "              }\n",
       "              &lt;/div&gt;`\n",
       "        )\n",
       "\n",
       "        }\n",
       "        return (\n",
       "          `&lt;div\n",
       "             data-inferred-type=${alertListItemStatus(status, &quot;passed&quot;, &quot;failed&quot;)}\n",
       "             class=&quot;alert-list-item display-flex justify-content-space-between align-items-center mb-2&quot;\n",
       "           &gt;\n",
       "            &lt;div class=&quot;alert-list-text&quot;&gt;\n",
       "              ${\n",
       "                name &amp;&amp;\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `&lt;mark class=&quot;blue-mark&quot;&gt;${name}&lt;/mark&gt;`,\n",
       "                  `&lt;mark class=&quot;red-mark&quot;&gt;${name}&lt;/mark&gt;`\n",
       "                )\n",
       "              }\n",
       "              ${text}\n",
       "            &lt;/div&gt;\n",
       "              ${\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `\n",
       "                  &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                    &lt;div class=&quot;turquoise-background-color alert-tag&quot;&gt;Passed\n",
       "                      &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                          &lt;pre class=&quot;mb-1&quot;&gt; ${JSON.stringify(summary, null, 2)} &lt;/pre&gt;\n",
       "                        &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;`\n",
       "\n",
       "                  ,\n",
       "                  `\n",
       "                  &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                    &lt;div class=&quot;bordeaux-background-color alert-tag&quot;&gt;Failed\n",
       "                      &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                        &lt;pre class=&quot;mb-1&quot;&gt; ${JSON.stringify(summary, null, 2)} &lt;/pre&gt;\n",
       "                        &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;`\n",
       "                )\n",
       "              }\n",
       "              &lt;/div&gt;`\n",
       "        )\n",
       "      }\n",
       "\n",
       "      let failedConstraints = 0;\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",
       "\n",
       "      Handlebars.registerHelper(&quot;alertLIst&quot;, function (column) {\n",
       "        let alertListItem = column.map((value) =&gt; {\n",
       "          if (value[1][0]) {\n",
       "            let alertListValue = value[1].map((cstr)=&gt;{\n",
       "              return alertListElement(value[0],cstr[0],cstr[cstr.length - 1] === 0 || (failedConstraints++, false), value[3])\n",
       "            })\n",
       "            return alertListValue.join(&#x27; &#x27;)\n",
       "          } else {\n",
       "            return alertListElement(&#x27;&#x27;, value[0], value[2] === 0 ||  (failedConstraints++, false), value[3])\n",
       "          }\n",
       "        })\n",
       "         $(document).ready(() =&gt; {\n",
       "           $(&quot;.wl__feature-count--discrete&quot;).append(failedConstraints)\n",
       "           $(&quot;.wl__feature-count--non-discrete&quot;).append(column.length - failedConstraints)\n",
       "           $(&quot;.wl__feature-count--unknown&quot;).append(column.length)\n",
       "         })\n",
       "        return alertListItem.join(&#x27; &#x27;)\n",
       "      });\n",
       "\n",
       "    }\n",
       "\n",
       "    function openFilter() {\n",
       "      const $filterOptions = $(&quot;.dropdown-container&quot;);\n",
       "      const filterClass = $filterOptions.attr(&quot;class&quot;);\n",
       "\n",
       "      if (filterClass.indexOf(&quot;d-none&quot;) &gt; 0) {\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",
       "      }\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = [[&quot;legs &lt; 12&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 3.2, &quot;stddev&quot;: 2.280350850198276, &quot;n&quot;: 5, &quot;max&quot;: 6.0, &quot;min&quot;: 0.0, &quot;q_01&quot;: 0.0, &quot;q_05&quot;: 0.0, &quot;q_10&quot;: 0.0, &quot;q_25&quot;: 2.0, &quot;median&quot;: 4.0, &quot;q_75&quot;: 4.0, &quot;q_90&quot;: 6.0, &quot;q_95&quot;: 6.0, &quot;q_99&quot;: 6.0}], [&quot;legs &gt;= 0&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 3.2, &quot;stddev&quot;: 2.280350850198276, &quot;n&quot;: 5, &quot;max&quot;: 6.0, &quot;min&quot;: 0.0, &quot;q_01&quot;: 0.0, &quot;q_05&quot;: 0.0, &quot;q_10&quot;: 0.0, &quot;q_25&quot;: 2.0, &quot;median&quot;: 4.0, &quot;q_75&quot;: 4.0, &quot;q_90&quot;: 6.0, &quot;q_95&quot;: 6.0, &quot;q_99&quot;: 6.0}], [&quot;legs stddev &lt; 3.0&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 3.2, &quot;stddev&quot;: 2.280350850198276, &quot;n&quot;: 5, &quot;max&quot;: 6.0, &quot;min&quot;: 0.0, &quot;q_01&quot;: 0.0, &quot;q_05&quot;: 0.0, &quot;q_10&quot;: 0.0, &quot;q_25&quot;: 2.0, &quot;median&quot;: 4.0, &quot;q_75&quot;: 4.0, &quot;q_90&quot;: 6.0, &quot;q_95&quot;: 6.0, &quot;q_99&quot;: 6.0}], [&quot;weight &gt;= 0&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 2.3000011000000002, &quot;stddev&quot;: 1.8560694154600064, &quot;n&quot;: 5, &quot;max&quot;: 4.3, &quot;min&quot;: 5.5e-06, &quot;q_01&quot;: 5.5e-06, &quot;q_05&quot;: 5.5e-06, &quot;q_10&quot;: 5.5e-06, &quot;q_25&quot;: 1.3, &quot;median&quot;: 1.8, &quot;q_75&quot;: 4.1, &quot;q_90&quot;: 4.3, &quot;q_95&quot;: 4.3, &quot;q_99&quot;: 4.3}]];\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 $alertList = document.getElementById(&quot;alert-list&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",
       "        passed: true,\n",
       "        failed: 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 = $alertList.children;\n",
       "\n",
       "        for (let i = 0; i &lt; tableBodyChildren.length; i++) {\n",
       "          const type = tableBodyChildren[i].dataset.inferredType.toLowerCase();\n",
       "          const name = $(tableBodyChildren[i].children[0]).html().toLowerCase();\n",
       "          if (activeTypes[type] &amp;&amp; name.includes(searchString)) {\n",
       "            tableBodyChildren[i].style.display = &quot;&quot;;\n",
       "          } else {\n",
       "            tableBodyChildren[i].style.display = &quot;none&quot;;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      const checkedBoxes = () =&gt; {\n",
       "        if ($(&#x27;.form-check-input:checked&#x27;).length === $(&quot;.form-check-input&quot;).length - 1) {\n",
       "          $($(&quot;.form-check-input&quot;)[$(&quot;.form-check-input&quot;).length - 1]).prop( &quot;checked&quot;, true );\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",
       "        const currentCheckbox = $(event.currentTarget);\n",
       "\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;failed&quot;] = true;\n",
       "          checkedBoxes();\n",
       "        } else {\n",
       "          activeTypes[&quot;failed&quot;] = false;\n",
       "          $($(&quot;.form-check-input&quot;)[$(&quot;.form-check-input&quot;).length - 1]).prop( &quot;checked&quot;, false );\n",
       "        }\n",
       "        handleSearch();\n",
       "      });\n",
       "\n",
       "      $nonDiscrete.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        const currentCheckbox = $(event.currentTarget);\n",
       "\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;passed&quot;] = true;\n",
       "          checkedBoxes();\n",
       "        } else {\n",
       "          activeTypes[&quot;passed&quot;] = false;\n",
       "          $($(&quot;.form-check-input&quot;)[$(&quot;.form-check-input&quot;).length - 1]).prop( &quot;checked&quot;, false );\n",
       "        }\n",
       "        handleSearch();\n",
       "      });\n",
       "\n",
       "      $unknown.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        const currentCheckbox = $(event.currentTarget);\n",
       "\n",
       "        if (event.currentTarget.checked) {\n",
       "          $(&quot;.form-check-input&quot;).prop( &quot;checked&quot;, true );\n",
       "          activeTypes[&quot;passed&quot;] = true;\n",
       "          activeTypes[&quot;failed&quot;] = true;\n",
       "          checkedBoxes();\n",
       "        } else {\n",
       "          $(&quot;.form-check-input&quot;).prop( &quot;checked&quot;, false );\n",
       "          activeTypes[&quot;passed&quot;] = false;\n",
       "          activeTypes[&quot;failed&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\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=400\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# a slightly more interesting report\n",
    "visualization.constraints_report(reasonable_constraints, cell_height=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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",
       "      .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",
       "\n",
       "      .wl-compare-profile {\n",
       "        position: relative;\n",
       "        left: 0;\n",
       "        padding: 30px;\n",
       "        margin-bottom: 20px;\n",
       "        background: var(--white);;\n",
       "        border-bottom: 1px solid #CED4DA;\n",
       "      }\n",
       "\n",
       "      .alert-list {\n",
       "        padding: 30px;\n",
       "        padding-top: 0;\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",
       "     .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: 22px;\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-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",
       "     .dropdown-container {\n",
       "       position: absolute;\n",
       "       right: 30px;\n",
       "       top: 80px;\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",
       "     .filter-options-title {\n",
       "       width: 240px;\n",
       "     }\n",
       "\n",
       "     .filter-options-title p {\n",
       "       margin: 0;\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",
       "     .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",
       "      .statistics {\n",
       "        width: 100%;\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",
       "      .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: 100% ;\n",
       "      }\n",
       "\n",
       "      mark {\n",
       "        padding: 5px;\n",
       "        border-radius: 4px;\n",
       "        font-family: Arial;\n",
       "        font-weight: normal;\n",
       "        font-size: 14px;\n",
       "        line-height: 140%;\n",
       "      }\n",
       "\n",
       "      .blue-mark {\n",
       "        background-color:  #369BAC1A;\n",
       "        color: #369BAC;\n",
       "      }\n",
       "\n",
       "      .red-mark {\n",
       "        background-color: #FFEFEE;\n",
       "        color: #F5473C;\n",
       "      }\n",
       "\n",
       "      .alert-tag {\n",
       "        height: 27px;\n",
       "        padding: 5px;\n",
       "        border-radius: 4px;\n",
       "        font-family: Arial;\n",
       "        font-weight: bold;\n",
       "        font-size: 12px;\n",
       "        line-height: 140%;\n",
       "        color: #FFFFFF;\n",
       "      }\n",
       "\n",
       "      .turquoise-background-color {\n",
       "        background-color: #1DBB42;\n",
       "      }\n",
       "\n",
       "      .bordeaux-background-color {\n",
       "        background-color: #C6462A;\n",
       "      }\n",
       "\n",
       "      .border-solid-gray {\n",
       "        border: 1px solid #CED4DA;\n",
       "        border-radius: 4px;\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",
       "      .align-items-flex-start {\n",
       "        align-items: flex-start;\n",
       "      }\n",
       "\n",
       "      .padding-right-30 {\n",
       "        padding-right: 30px;\n",
       "      }\n",
       "\n",
       "      .notif-circle-container{\n",
       "        position: absolute;\n",
       "        top: 25px;\n",
       "        right: 25px;\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",
       "      .alert-list-text {\n",
       "        width: 70%\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&gt;\n",
       "              &lt;div class=&quot;display-flex justify-content-center&quot;&gt;\n",
       "                &lt;div class=&quot;statistics-list border-solid-gray&quot;&gt;\n",
       "                  &lt;div&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 align-items-flex-start&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",
       "                                  Constraints Report\n",
       "                                &lt;/p&gt;\n",
       "                              &lt;/div&gt;\n",
       "\n",
       "                              &lt;!-- &lt;/div&gt; --&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;Select a view:&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",
       "                                checked\n",
       "                              /&gt;\n",
       "                              &lt;label class=&quot;form-check-label&quot; for=&quot;inferredDiscrete&quot;&gt;\n",
       "                                Failed constraints (&lt;span class=&quot;wl__feature-count--discrete&quot;&gt;&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",
       "                                checked\n",
       "                              /&gt;\n",
       "                              &lt;label class=&quot;form-check-label&quot; for=&quot;inferredNonDiscrete&quot;&gt;\n",
       "                                Passed constraints (&lt;span\n",
       "                                  class=&quot;wl__feature-count--non-discrete&quot;\n",
       "                                &gt;&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",
       "                                checked\n",
       "                              /&gt;\n",
       "                              &lt;label class=&quot;form-check-label&quot; for=&quot;inferredUnknown&quot;&gt;\n",
       "                                All constraints (&lt;span class=&quot;wl__feature-count--unknown&quot;&gt;&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;alert-list&quot; id=&quot;alert-list&quot;&gt;\n",
       "                      {{{alertLIst this}}}\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",
       "      const randomNumbers = (range) =&gt; Math.floor(Math.random() * range)\n",
       "\n",
       "      const findFetureWithNumberSummary = (column) =&gt; {\n",
       "        const fetureIndex = Object.values(column.columns)\n",
       "              .findIndex((feture) =&gt; feture.numberSummary)\n",
       "\n",
       "        return Object.keys(column.columns)[fetureIndex]\n",
       "      }\n",
       "\n",
       "      const alertListItemStatus = (status, passedItem, failedItem) =&gt; {\n",
       "        if (status) {\n",
       "          return passedItem\n",
       "        } else {\n",
       "          return failedItem\n",
       "        }\n",
       "      }\n",
       "\n",
       "      const alertListElement = (name, text, status, summary) =&gt; {\n",
       "        if (summary == null){\n",
       "          return (\n",
       "          `&lt;div\n",
       "             data-inferred-type=${alertListItemStatus(status, &quot;passed&quot;, &quot;failed&quot;)}\n",
       "             class=&quot;alert-list-item display-flex justify-content-space-between align-items-center mb-2&quot;\n",
       "           &gt;\n",
       "            &lt;div class=&quot;alert-list-text&quot;&gt;\n",
       "              ${\n",
       "                name &amp;&amp;\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `&lt;mark class=&quot;blue-mark&quot;&gt;${name}&lt;/mark&gt;`,\n",
       "                  `&lt;mark class=&quot;red-mark&quot;&gt;${name}&lt;/mark&gt;`\n",
       "                )\n",
       "              }\n",
       "              ${text}\n",
       "            &lt;/div&gt;\n",
       "              ${\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `\n",
       "                  &lt;div class=&quot;turquoise-background-color alert-tag&quot;&gt;Passed&lt;/div&gt;\n",
       "                  `\n",
       "                  ,\n",
       "                  `\n",
       "                  &lt;div class=&quot;bordeaux-background-color alert-tag&quot;&gt;Failed&lt;/div&gt;\n",
       "                  `\n",
       "                )\n",
       "              }\n",
       "              &lt;/div&gt;`\n",
       "        )\n",
       "\n",
       "        }\n",
       "        return (\n",
       "          `&lt;div\n",
       "             data-inferred-type=${alertListItemStatus(status, &quot;passed&quot;, &quot;failed&quot;)}\n",
       "             class=&quot;alert-list-item display-flex justify-content-space-between align-items-center mb-2&quot;\n",
       "           &gt;\n",
       "            &lt;div class=&quot;alert-list-text&quot;&gt;\n",
       "              ${\n",
       "                name &amp;&amp;\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `&lt;mark class=&quot;blue-mark&quot;&gt;${name}&lt;/mark&gt;`,\n",
       "                  `&lt;mark class=&quot;red-mark&quot;&gt;${name}&lt;/mark&gt;`\n",
       "                )\n",
       "              }\n",
       "              ${text}\n",
       "            &lt;/div&gt;\n",
       "              ${\n",
       "                alertListItemStatus(\n",
       "                  status,\n",
       "                  `\n",
       "                  &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                    &lt;div class=&quot;turquoise-background-color alert-tag&quot;&gt;Passed\n",
       "                      &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                          &lt;pre class=&quot;mb-1&quot;&gt; ${JSON.stringify(summary, null, 2)} &lt;/pre&gt;\n",
       "                        &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;`\n",
       "\n",
       "                  ,\n",
       "                  `\n",
       "                  &lt;div class=&quot;tooltip-full-number&quot;&gt;\n",
       "                    &lt;div class=&quot;bordeaux-background-color alert-tag&quot;&gt;Failed\n",
       "                      &lt;span class=&quot;tooltiptext&quot;&gt;\n",
       "                        &lt;pre class=&quot;mb-1&quot;&gt; ${JSON.stringify(summary, null, 2)} &lt;/pre&gt;\n",
       "                        &lt;/span&gt;\n",
       "                    &lt;/div&gt;\n",
       "                  &lt;/div&gt;`\n",
       "                )\n",
       "              }\n",
       "              &lt;/div&gt;`\n",
       "        )\n",
       "      }\n",
       "\n",
       "      let failedConstraints = 0;\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",
       "\n",
       "      Handlebars.registerHelper(&quot;alertLIst&quot;, function (column) {\n",
       "        let alertListItem = column.map((value) =&gt; {\n",
       "          if (value[1][0]) {\n",
       "            let alertListValue = value[1].map((cstr)=&gt;{\n",
       "              return alertListElement(value[0],cstr[0],cstr[cstr.length - 1] === 0 || (failedConstraints++, false), value[3])\n",
       "            })\n",
       "            return alertListValue.join(&#x27; &#x27;)\n",
       "          } else {\n",
       "            return alertListElement(&#x27;&#x27;, value[0], value[2] === 0 ||  (failedConstraints++, false), value[3])\n",
       "          }\n",
       "        })\n",
       "         $(document).ready(() =&gt; {\n",
       "           $(&quot;.wl__feature-count--discrete&quot;).append(failedConstraints)\n",
       "           $(&quot;.wl__feature-count--non-discrete&quot;).append(column.length - failedConstraints)\n",
       "           $(&quot;.wl__feature-count--unknown&quot;).append(column.length)\n",
       "         })\n",
       "        return alertListItem.join(&#x27; &#x27;)\n",
       "      });\n",
       "\n",
       "    }\n",
       "\n",
       "    function openFilter() {\n",
       "      const $filterOptions = $(&quot;.dropdown-container&quot;);\n",
       "      const filterClass = $filterOptions.attr(&quot;class&quot;);\n",
       "\n",
       "      if (filterClass.indexOf(&quot;d-none&quot;) &gt; 0) {\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",
       "      }\n",
       "    }\n",
       "\n",
       "    function initHandlebarsTemplate() {\n",
       "      // Replace this context with JSON from .py file\n",
       "      const context = [[&quot;legs &lt; 12&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 3.2, &quot;stddev&quot;: 2.280350850198276, &quot;n&quot;: 5, &quot;max&quot;: 6.0, &quot;min&quot;: 0.0, &quot;q_01&quot;: 0.0, &quot;q_05&quot;: 0.0, &quot;q_10&quot;: 0.0, &quot;q_25&quot;: 2.0, &quot;median&quot;: 4.0, &quot;q_75&quot;: 4.0, &quot;q_90&quot;: 6.0, &quot;q_95&quot;: 6.0, &quot;q_99&quot;: 6.0}], [&quot;legs &gt;= 0&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 3.2, &quot;stddev&quot;: 2.280350850198276, &quot;n&quot;: 5, &quot;max&quot;: 6.0, &quot;min&quot;: 0.0, &quot;q_01&quot;: 0.0, &quot;q_05&quot;: 0.0, &quot;q_10&quot;: 0.0, &quot;q_25&quot;: 2.0, &quot;median&quot;: 4.0, &quot;q_75&quot;: 4.0, &quot;q_90&quot;: 6.0, &quot;q_95&quot;: 6.0, &quot;q_99&quot;: 6.0}], [&quot;legs stddev &lt; 3.0&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 3.2, &quot;stddev&quot;: 2.280350850198276, &quot;n&quot;: 5, &quot;max&quot;: 6.0, &quot;min&quot;: 0.0, &quot;q_01&quot;: 0.0, &quot;q_05&quot;: 0.0, &quot;q_10&quot;: 0.0, &quot;q_25&quot;: 2.0, &quot;median&quot;: 4.0, &quot;q_75&quot;: 4.0, &quot;q_90&quot;: 6.0, &quot;q_95&quot;: 6.0, &quot;q_99&quot;: 6.0}], [&quot;weight &gt;= 0&quot;, 1, 0, {&quot;metric&quot;: &quot;distribution&quot;, &quot;mean&quot;: 2.3000011000000002, &quot;stddev&quot;: 1.8560694154600064, &quot;n&quot;: 5, &quot;max&quot;: 4.3, &quot;min&quot;: 5.5e-06, &quot;q_01&quot;: 5.5e-06, &quot;q_05&quot;: 5.5e-06, &quot;q_10&quot;: 5.5e-06, &quot;q_25&quot;: 1.3, &quot;median&quot;: 1.8, &quot;q_75&quot;: 4.1, &quot;q_90&quot;: 4.3, &quot;q_95&quot;: 4.3, &quot;q_99&quot;: 4.3}], [&quot;animal count &gt;= 1000&quot;, 0, 1, {&quot;metric&quot;: &quot;counts&quot;, &quot;n&quot;: 5, &quot;null&quot;: 0, &quot;nan&quot;: 0, &quot;inf&quot;: 0}]];\n",
       "      // Config handlebars and pass data to HBS template\n",
       "      const source = document.getElementById(&quot;entry-template&quot;).innerHTML;\n",
       "      const template = Handlebars.compile(source);\n",
       "      const html = template(context);\n",
       "      const target = document.getElementById(&quot;generated-html&quot;);\n",
       "      target.innerHTML = html;\n",
       "    }\n",
       "\n",
       "    function initWebsiteScripts() {\n",
       "      const $featureSearch = document.getElementById(&quot;wl__feature-search&quot;);\n",
       "      const $alertList = document.getElementById(&quot;alert-list&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",
       "        passed: true,\n",
       "        failed: 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 = $alertList.children;\n",
       "\n",
       "        for (let i = 0; i &lt; tableBodyChildren.length; i++) {\n",
       "          const type = tableBodyChildren[i].dataset.inferredType.toLowerCase();\n",
       "          const name = $(tableBodyChildren[i].children[0]).html().toLowerCase();\n",
       "          if (activeTypes[type] &amp;&amp; name.includes(searchString)) {\n",
       "            tableBodyChildren[i].style.display = &quot;&quot;;\n",
       "          } else {\n",
       "            tableBodyChildren[i].style.display = &quot;none&quot;;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      const checkedBoxes = () =&gt; {\n",
       "        if ($(&#x27;.form-check-input:checked&#x27;).length === $(&quot;.form-check-input&quot;).length - 1) {\n",
       "          $($(&quot;.form-check-input&quot;)[$(&quot;.form-check-input&quot;).length - 1]).prop( &quot;checked&quot;, true );\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",
       "        const currentCheckbox = $(event.currentTarget);\n",
       "\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;failed&quot;] = true;\n",
       "          checkedBoxes();\n",
       "        } else {\n",
       "          activeTypes[&quot;failed&quot;] = false;\n",
       "          $($(&quot;.form-check-input&quot;)[$(&quot;.form-check-input&quot;).length - 1]).prop( &quot;checked&quot;, false );\n",
       "        }\n",
       "        handleSearch();\n",
       "      });\n",
       "\n",
       "      $nonDiscrete.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        const currentCheckbox = $(event.currentTarget);\n",
       "\n",
       "        if (event.currentTarget.checked) {\n",
       "          activeTypes[&quot;passed&quot;] = true;\n",
       "          checkedBoxes();\n",
       "        } else {\n",
       "          activeTypes[&quot;passed&quot;] = false;\n",
       "          $($(&quot;.form-check-input&quot;)[$(&quot;.form-check-input&quot;).length - 1]).prop( &quot;checked&quot;, false );\n",
       "        }\n",
       "        handleSearch();\n",
       "      });\n",
       "\n",
       "      $unknown.addEventListener(&quot;change&quot;, (event) =&gt; {\n",
       "        const currentCheckbox = $(event.currentTarget);\n",
       "\n",
       "        if (event.currentTarget.checked) {\n",
       "          $(&quot;.form-check-input&quot;).prop( &quot;checked&quot;, true );\n",
       "          activeTypes[&quot;passed&quot;] = true;\n",
       "          activeTypes[&quot;failed&quot;] = true;\n",
       "          checkedBoxes();\n",
       "        } else {\n",
       "          $(&quot;.form-check-input&quot;).prop( &quot;checked&quot;, false );\n",
       "          activeTypes[&quot;passed&quot;] = false;\n",
       "          activeTypes[&quot;failed&quot;] = false;\n",
       "        }\n",
       "        handleSearch();\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=400\n",
       "        frameBorder=0></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# a failing report (because we don't have enough animals!)\n",
    "visualization.constraints_report(reasonable_constraints_over_1000_rows, cell_height=400)"
   ]
  }
 ],
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