{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fa61e99e-9c07-4bcc-842f-f722cfc5b463",
   "metadata": {},
   "source": [
    "# Summary Shapley Explainer Demo\n",
    "\n",
    "This example demonstrates how to interpret a **scikit-learn** model using\n",
    "the H2O Sonar library and retrieve the data and plot the **summary Shapley**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "051f5c55-5471-4017-86c9-ad7bd39b8fc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "\n",
    "import pandas\n",
    "import webbrowser\n",
    "\n",
    "from h2o_sonar import interpret\n",
    "from h2o_sonar.lib.api import commons\n",
    "from h2o_sonar.lib.api import explainers\n",
    "from h2o_sonar.lib.api.models import ModelApi\n",
    "from h2o_sonar.explainers.summary_shap_explainer import SummaryShapleyExplainer\n",
    "\n",
    "from sklearn.ensemble import GradientBoostingClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e8858dd3-64f5-4341-b3f7-c3a4115fdb24",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_location = \"../../results\"\n",
    "\n",
    "# dataset\n",
    "dataset_path = \"../../data/creditcard.csv\"\n",
    "target_col = \"default payment next month\"\n",
    "df = pandas.read_csv(dataset_path)\n",
    "(X, y) = df.drop(target_col, axis=1), df[target_col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4cf5be8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 'h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer',\n",
       " 'name': 'SummaryShapleyExplainer',\n",
       " 'display_name': 'Shapley Summary Plot for Original Features (Kernel SHAP Method)',\n",
       " 'description': 'Shapley explanations are a technique with credible theoretical support that presents consistent global and local feature contributions.\\n\\nThe Shapley Summary Plot shows original features versus their local Shapley values on a sample of the dataset. Feature values are binned by Shapley values and the average normalized feature value for each bin is plotted. The legend corresponds to numeric features and maps to their normalized value - yellow is the lowest value and deep orange is the highest. You can also get a scatter plot of the actual numeric features values versus their corresponding Shapley values. Categorical features are shown in grey and do not provide an actual-value scatter plot.\\n\\nNotes:\\n\\n* The Shapley Summary Plot only shows original features that are used in the model.\\n* The dataset sample size and the number of bins can be updated in the interpretation settings.\\n\\n',\n",
       " 'model_types': ['iid', 'time_series'],\n",
       " 'can_explain': ['regression', 'binomial', 'multinomial'],\n",
       " 'explanation_scopes': ['global_scope'],\n",
       " 'explanations': [{'explanation_type': 'global-summary-feature-importance',\n",
       "   'name': 'GlobalSummaryFeatImpExplanation',\n",
       "   'category': None,\n",
       "   'scope': 'global',\n",
       "   'has_local': None,\n",
       "   'formats': []}],\n",
       " 'parameters': [{'name': 'max_features',\n",
       "   'description': 'Maximum number of features to be shown in the plot.',\n",
       "   'comment': '',\n",
       "   'type': 'int',\n",
       "   'val': 50,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 0.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''},\n",
       "  {'name': 'sample_size',\n",
       "   'description': 'Sample size.',\n",
       "   'comment': '',\n",
       "   'type': 'int',\n",
       "   'val': 20000,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 100.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''},\n",
       "  {'name': 'x_shapley_resolution',\n",
       "   'description': 'x-axis resolution (number of Shapley values bins).',\n",
       "   'comment': '',\n",
       "   'type': 'int',\n",
       "   'val': 500,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 100.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''},\n",
       "  {'name': 'enable_drilldown_charts',\n",
       "   'description': 'Enable creation of per-feature Shapley/feature value scatter plots.',\n",
       "   'comment': '',\n",
       "   'type': 'bool',\n",
       "   'val': True,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 0.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''},\n",
       "  {'name': 'fast_approx_contribs',\n",
       "   'description': 'Speed up predictions with fast predictions and contributions approximations.',\n",
       "   'comment': '',\n",
       "   'type': 'bool',\n",
       "   'val': True,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 0.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''}],\n",
       " 'keywords': ['run-by-default', 'explains-feature-behavior', 'h2o-sonar']}"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# parameters\n",
    "interpret.describe_explainer(SummaryShapleyExplainer)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3ce4251-2fe6-4f04-a6df-9cbf2141ad65",
   "metadata": {},
   "source": [
    "## Interpretation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8f313bd8-394e-4e26-af04-e72bfece1862",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 30.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 40.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 50.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 50.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 50.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 50.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 50.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 60.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 60.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 60.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 60.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 60.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 70.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 70.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 70.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 70.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 70.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 80.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 80.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 80.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 80.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 90.0%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 90.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 90.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 90.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 90.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 100.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 100.0%\n"
     ]
    },
    {
     "data": {
      "text/plain": [
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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scikit-learn model\n",
    "gradient_booster = GradientBoostingClassifier(learning_rate=0.1)\n",
    "gradient_booster.fit(X, y)\n",
    "\n",
    "# explainable model\n",
    "explainable_model = ModelApi().create_model(\n",
    "    target_col=target_col,\n",
    "    model_src=gradient_booster,\n",
    "    used_features=X.columns.to_list()\n",
    ")\n",
    "\n",
    "interpretation = interpret.run_interpretation(\n",
    "    dataset=df,\n",
    "    model=explainable_model,\n",
    "    target_col=target_col,\n",
    "    results_location=results_location,\n",
    "    log_level=logging.INFO,\n",
    "    explainers=[\n",
    "        commons.ExplainerToRun(\n",
    "            explainer_id=SummaryShapleyExplainer.explainer_id(),\n",
    "            params=\"\",\n",
    "        )\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc191c38-95f1-4637-80db-72ff792b3b37",
   "metadata": {},
   "source": [
    "## Interact with the Explainer Result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1794bc18-61af-491a-9c19-9613e851731a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# retrieve the result\n",
    "result = interpretation.get_explainer_result(SummaryShapleyExplainer.explainer_id())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "97158dce-3414-4c08-8ac8-b9c791155a52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# open interpretation HTML report in web browser\n",
    "webbrowser.open(interpretation.result.get_html_report_location())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9bdab895-2a8c-4ed4-b3cd-48750c1147d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 'h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer',\n",
       " 'name': 'SummaryShapleyExplainer',\n",
       " 'display_name': 'Shapley Summary Plot for Original Features (Kernel SHAP Method)',\n",
       " 'description': 'Shapley explanations are a technique with credible theoretical support that presents consistent global and local feature contributions.\\n\\nThe Shapley Summary Plot shows original features versus their local Shapley values on a sample of the dataset. Feature values are binned by Shapley values and the average normalized feature value for each bin is plotted. The legend corresponds to numeric features and maps to their normalized value - yellow is the lowest value and deep orange is the highest. You can also get a scatter plot of the actual numeric features values versus their corresponding Shapley values. Categorical features are shown in grey and do not provide an actual-value scatter plot.\\n\\nNotes:\\n\\n* The Shapley Summary Plot only shows original features that are used in the model.\\n* The dataset sample size and the number of bins can be updated in the interpretation settings.\\n\\n',\n",
       " 'model_types': ['iid', 'time_series'],\n",
       " 'can_explain': ['regression', 'binomial', 'multinomial'],\n",
       " 'explanation_scopes': ['global_scope'],\n",
       " 'explanations': [{'explanation_type': 'global-summary-feature-importance',\n",
       "   'name': 'Shapley Summary Plot for Original Features',\n",
       "   'category': 'DAI MODEL',\n",
       "   'scope': 'global',\n",
       "   'has_local': None,\n",
       "   'formats': ['application/vnd.h2oai.json+datatable.jay',\n",
       "    'application/json',\n",
       "    'text/markdown']},\n",
       "  {'explanation_type': 'global-html-fragment',\n",
       "   'name': 'Shapley Summary Plot for Original Features',\n",
       "   'category': 'DAI MODEL',\n",
       "   'scope': 'global',\n",
       "   'has_local': None,\n",
       "   'formats': ['text/html']}],\n",
       " 'parameters': [{'name': 'max_features',\n",
       "   'description': 'Maximum number of features to be shown in the plot.',\n",
       "   'comment': '',\n",
       "   'type': 'int',\n",
       "   'val': 50,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 0.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''},\n",
       "  {'name': 'sample_size',\n",
       "   'description': 'Sample size.',\n",
       "   'comment': '',\n",
       "   'type': 'int',\n",
       "   'val': 20000,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 100.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''},\n",
       "  {'name': 'x_shapley_resolution',\n",
       "   'description': 'x-axis resolution (number of Shapley values bins).',\n",
       "   'comment': '',\n",
       "   'type': 'int',\n",
       "   'val': 500,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 100.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''},\n",
       "  {'name': 'enable_drilldown_charts',\n",
       "   'description': 'Enable creation of per-feature Shapley/feature value scatter plots.',\n",
       "   'comment': '',\n",
       "   'type': 'bool',\n",
       "   'val': True,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 0.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''},\n",
       "  {'name': 'fast_approx_contribs',\n",
       "   'description': 'Speed up predictions with fast predictions and contributions approximations.',\n",
       "   'comment': '',\n",
       "   'type': 'bool',\n",
       "   'val': True,\n",
       "   'predefined': [],\n",
       "   'tags': [],\n",
       "   'min_': 0.0,\n",
       "   'max_': 0.0,\n",
       "   'category': ''}],\n",
       " 'keywords': ['run-by-default', 'explains-feature-behavior', 'h2o-sonar']}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# summary\n",
    "result.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "9a9bebe0-18e2-496f-ac27-798cbd63c6b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'max_features': 50,\n",
       " 'sample_size': 20000,\n",
       " 'x_shapley_resolution': 500,\n",
       " 'enable_drilldown_charts': True,\n",
       " 'fast_approx_contribs': True}"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# parameters\n",
    "result.params()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c15b17b-2941-488c-8c13-b3e962baef41",
   "metadata": {},
   "source": [
    "### Display the Shapley Shapley"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "1ce467a4-e7e0-4354-8d7b-db2ff517ff8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class='datatable'>\n",
       "  <table class='frame'>\n",
       "  <thead>\n",
       "    <tr class='colnames'><td class='row_index'></td><th>EDUCATION</th><th>PAY_AMT6</th><th>BILL_AMT4</th><th>BILL_AMT2</th><th>PAY_6</th><th>PAY_AMT4</th><th>PAY_4</th><th>PAY_2</th><th>SEX</th><th>BILL_AMT5</th><th class='vellipsis'>&hellip;</th><th>PAY_3</th><th>BILL_AMT6</th><th>PAY_AMT5</th><th>PAY_AMT3</th><th>bias</th></tr>\n",
       "    <tr class='coltypes'><td class='row_index'></td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td></td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td></tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><td class='row_index'>0</td><td>1.65226</td><td>&minus;0.0547901</td><td>0.150492</td><td>0.134808</td><td>0.226829</td><td>0.00125426</td><td>0.0449024</td><td>0.00238772</td><td>0.187654</td><td>&minus;0.0959281</td><td class=vellipsis>&hellip;</td><td>&minus;0.00967008</td><td>&minus;0.0261544</td><td>0.0146957</td><td>&minus;0.00275057</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>1</td><td>2.16981</td><td>0.842996</td><td>0.0470875</td><td>0.27856</td><td>0.0741961</td><td>0.166403</td><td>0.105538</td><td>0.0985959</td><td>0.216323</td><td>&minus;0.131341</td><td class=vellipsis>&hellip;</td><td>0.0249515</td><td>&minus;0.019708</td><td>0.00715476</td><td>&minus;0.00256468</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>2</td><td>2.12466</td><td>0.843833</td><td>&minus;0.289847</td><td>0.269464</td><td>0.160889</td><td>0.192103</td><td>0.100056</td><td>0.126934</td><td>0.241557</td><td>&minus;0.0778495</td><td class=vellipsis>&hellip;</td><td>0.0249515</td><td>&minus;0.0227436</td><td>0.0014148</td><td>&minus;0.00256468</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>3</td><td>2.15757</td><td>1.21747</td><td>&minus;0.272014</td><td>0.269464</td><td>0.165747</td><td>0.213582</td><td>0.116887</td><td>0.0969255</td><td>0.241634</td><td>&minus;0.0753099</td><td class=vellipsis>&hellip;</td><td>0.0425086</td><td>&minus;0.00694019</td><td>0.0015317</td><td>&minus;0.00249899</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>4</td><td>2.15769</td><td>1.19659</td><td>&minus;0.26204</td><td>0.397632</td><td>0.128483</td><td>0.213582</td><td>0.114694</td><td>0.139666</td><td>&minus;0.0189303</td><td>&minus;0.0839664</td><td class=vellipsis>&hellip;</td><td>0.0428385</td><td>&minus;0.0209929</td><td>0.0015317</td><td>&minus;0.00536187</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>5</td><td>2.12337</td><td>0.803398</td><td>&minus;0.323941</td><td>0.395243</td><td>0.122176</td><td>0.20966</td><td>0.117744</td><td>0.142187</td><td>&minus;0.0196402</td><td>&minus;0.082045</td><td class=vellipsis>&hellip;</td><td>0.0264219</td><td>&minus;0.0209929</td><td>0.0014148</td><td>&minus;0.00249899</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>6</td><td>2.11738</td><td>0.869668</td><td>&minus;0.202473</td><td>0.425458</td><td>0.143573</td><td>0.241304</td><td>0.929566</td><td>0.0509855</td><td>&minus;0.0157354</td><td>1.11738</td><td class=vellipsis>&hellip;</td><td>&minus;0.0244857</td><td>0.329203</td><td>&minus;0.0336277</td><td>&minus;0.0489256</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>7</td><td>2.29337</td><td>0.843833</td><td>0.137766</td><td>0.40434</td><td>0.108064</td><td>0.15845</td><td>0.0577676</td><td>0.160095</td><td>0.224786</td><td>&minus;0.222855</td><td class=vellipsis>&hellip;</td><td>0.0256973</td><td>&minus;0.0206995</td><td>0.000932374</td><td>&minus;0.00256468</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>8</td><td>0.721334</td><td>1.2513</td><td>&minus;0.232532</td><td>0.283048</td><td>0.124477</td><td>0.377512</td><td>0.0948348</td><td>0.136291</td><td>0.253118</td><td>0.00189682</td><td class=vellipsis>&hellip;</td><td>0.0259171</td><td>&minus;0.0212313</td><td>&minus;0.00136092</td><td>&minus;0.00256468</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9</td><td>0.695114</td><td>&minus;0.0325233</td><td>0.155455</td><td>0.0648207</td><td>0.206569</td><td>0.418804</td><td>0.146897</td><td>0.0309622</td><td>&minus;0.018181</td><td>0.008212</td><td class=vellipsis>&hellip;</td><td>&minus;0.00483971</td><td>&minus;0.0162397</td><td>&minus;0.00193152</td><td>0.00982893</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>10</td><td>0.628532</td><td>0.858106</td><td>0.159085</td><td>0.40434</td><td>0.128572</td><td>0.365036</td><td>0.115937</td><td>0.155209</td><td>0.253604</td><td>&minus;0.0474775</td><td class=vellipsis>&hellip;</td><td>0.0083599</td><td>&minus;0.0191873</td><td>0.00496686</td><td>&minus;0.00256468</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>11</td><td>2.17393</td><td>0.920577</td><td>&minus;0.289756</td><td>0.280939</td><td>0.0798639</td><td>0.193013</td><td>0.116661</td><td>0.201823</td><td>0.201997</td><td>&minus;0.0952989</td><td class=vellipsis>&hellip;</td><td>0.0426569</td><td>&minus;0.0199261</td><td>0.00576327</td><td>0.0389418</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>12</td><td>2.0534</td><td>&minus;0.0557249</td><td>&minus;0.290296</td><td>0.135218</td><td>0.223741</td><td>0.287164</td><td>0.130835</td><td>0.0160061</td><td>0.187147</td><td>&minus;0.130139</td><td class=vellipsis>&hellip;</td><td>0.00207622</td><td>&minus;0.0232749</td><td>0.00402559</td><td>&minus;0.00561346</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>13</td><td>2.16171</td><td>&minus;0.0471414</td><td>&minus;0.391199</td><td>0.0139368</td><td>0.129913</td><td>0.36661</td><td>0.141725</td><td>&minus;0.0622346</td><td>&minus;0.0194784</td><td>&minus;0.0715587</td><td class=vellipsis>&hellip;</td><td>&minus;0.00375071</td><td>0.00115651</td><td>&minus;0.00147781</td><td>&minus;0.0048881</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>14</td><td>2.119</td><td>0.807198</td><td>&minus;0.373689</td><td>0.271853</td><td>0.154495</td><td>0.255991</td><td>0.125642</td><td>0.0990493</td><td>&minus;0.020883</td><td>&minus;0.0715587</td><td class=vellipsis>&hellip;</td><td>0.0238109</td><td>0.000934643</td><td>0.00496686</td><td>&minus;0.0048881</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22F1;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td></tr>\n",
       "    <tr><td class='row_index'>9995</td><td>1.71777</td><td>0.920241</td><td>0.171137</td><td>0.120535</td><td>0.192333</td><td>0.00637931</td><td>0.0120422</td><td>0.128605</td><td>0.23573</td><td>&minus;0.258765</td><td class=vellipsis>&hellip;</td><td>0.0101926</td><td>&minus;0.0467804</td><td>0.00943316</td><td>&minus;0.000446296</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9996</td><td>1.85219</td><td>&minus;0.0368325</td><td>0.169884</td><td>0.0670442</td><td>0.258013</td><td>0.00548635</td><td>0.3088</td><td>0.010371</td><td>0.18666</td><td>&minus;0.239416</td><td class=vellipsis>&hellip;</td><td>&minus;0.00949212</td><td>&minus;0.0235576</td><td>0.00950957</td><td>0.00752465</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9997</td><td>0.524547</td><td>1.20039</td><td>&minus;0.381407</td><td>0.285096</td><td>0.242793</td><td>0.423518</td><td>0.416065</td><td>0.0728544</td><td>&minus;0.0208686</td><td>0.655805</td><td class=vellipsis>&hellip;</td><td>0.0545522</td><td>0.0371469</td><td>&minus;0.0371309</td><td>&minus;0.00533337</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9998</td><td>1.70712</td><td>&minus;0.0543696</td><td>0.171208</td><td>0.0199256</td><td>0.253793</td><td>0.00537059</td><td>0.0360739</td><td>0.010371</td><td>0.18651</td><td>&minus;0.258171</td><td class=vellipsis>&hellip;</td><td>&minus;0.0185096</td><td>&minus;0.0263928</td><td>0.00943316</td><td>&minus;0.00275057</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9999</td><td>2.16211</td><td>1.23041</td><td>&minus;0.272231</td><td>0.271051</td><td>0.234345</td><td>0.177503</td><td>0.0905104</td><td>0.136922</td><td>&minus;0.020883</td><td>&minus;0.0795533</td><td class=vellipsis>&hellip;</td><td>0.041368</td><td>&minus;0.0209929</td><td>0.00283075</td><td>&minus;0.0048881</td><td>&minus;1.44588</td></tr>\n",
       "  </tbody>\n",
       "  </table>\n",
       "  <div class='footer'>\n",
       "    <div class='frame_dimensions'>10,000 rows &times; 25 columns</div>\n",
       "  </div>\n",
       "</div>\n"
      ],
      "text/plain": [
       "<Frame#7fa2e844d450 10000x25>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the data for all features\n",
    "result.data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "8e313464-5bec-4221-a36a-10c0be0ed2b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class='datatable'>\n",
       "  <table class='frame'>\n",
       "  <thead>\n",
       "    <tr class='colnames'><td class='row_index'></td><th>PAY_0</th><th>bias</th></tr>\n",
       "    <tr class='coltypes'><td class='row_index'></td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td></tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><td class='row_index'>0</td><td>&minus;0.0285793</td><td>&minus;1.44588</td></tr>\n",
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       "    <tr><td class='row_index'>2</td><td>&minus;0.0264079</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>3</td><td>&minus;0.0264079</td><td>&minus;1.44588</td></tr>\n",
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       "    <tr><td class='row_index'>8</td><td>0.295939</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9</td><td>0.155822</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>10</td><td>0.281417</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>11</td><td>&minus;0.0316909</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>12</td><td>&minus;0.0264079</td><td>&minus;1.44588</td></tr>\n",
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       "    <tr><td class='row_index'>14</td><td>&minus;0.0233086</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td></tr>\n",
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       "    <tr><td class='row_index'>9996</td><td>&minus;0.0131348</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9997</td><td>&minus;0.0391121</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9998</td><td>&minus;0.0285793</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9999</td><td>&minus;0.0233086</td><td>&minus;1.44588</td></tr>\n",
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       "  </table>\n",
       "  <div class='footer'>\n",
       "    <div class='frame_dimensions'>10,000 rows &times; 2 columns</div>\n",
       "  </div>\n",
       "</div>\n"
      ],
      "text/plain": [
       "<Frame#7fa2b85dfcc0 10000x2>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the data for only feature \"PAY_0\"\n",
    "result.data(feature_names=\"PAY_0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "7857678c-707c-4088-ae18-f10450d5e435",
   "metadata": {},
   "outputs": [
    {
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       "    <tr class='colnames'><td class='row_index'></td><th>PAY_0</th><th>AGE</th><th>EDUCATION</th><th>bias</th></tr>\n",
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       "    <tr><td class='row_index'>5</td><td>0.16752</td><td>&minus;0.0191444</td><td>2.12337</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>6</td><td>0.16752</td><td>&minus;0.0373351</td><td>2.11738</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>7</td><td>0.157119</td><td>&minus;0.0120855</td><td>2.29337</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>8</td><td>0.295939</td><td>&minus;0.0220456</td><td>0.721334</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9</td><td>0.155822</td><td>&minus;0.0213968</td><td>0.695114</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>10</td><td>0.281417</td><td>&minus;0.0374621</td><td>0.628532</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>11</td><td>&minus;0.0316909</td><td>&minus;0.0294682</td><td>2.17393</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>12</td><td>&minus;0.0264079</td><td>&minus;0.0255851</td><td>2.0534</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>13</td><td>&minus;0.0285916</td><td>&minus;0.0191225</td><td>2.16171</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>14</td><td>&minus;0.0233086</td><td>&minus;0.0162212</td><td>2.119</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td><td class='hellipsis'>&#x22EE;</td></tr>\n",
       "    <tr><td class='row_index'>9995</td><td>&minus;0.0285793</td><td>&minus;0.0864621</td><td>1.71777</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9996</td><td>&minus;0.0131348</td><td>&minus;0.0758396</td><td>1.85219</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9997</td><td>&minus;0.0391121</td><td>&minus;0.0391957</td><td>0.524547</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9998</td><td>&minus;0.0285793</td><td>&minus;0.0864621</td><td>1.70712</td><td>&minus;1.44588</td></tr>\n",
       "    <tr><td class='row_index'>9999</td><td>&minus;0.0233086</td><td>&minus;0.0191444</td><td>2.16211</td><td>&minus;1.44588</td></tr>\n",
       "  </tbody>\n",
       "  </table>\n",
       "  <div class='footer'>\n",
       "    <div class='frame_dimensions'>10,000 rows &times; 4 columns</div>\n",
       "  </div>\n",
       "</div>\n"
      ],
      "text/plain": [
       "<Frame#7fa2e8498300 10000x4>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the data for \"PAY_0\", \"AGE and \"EDUCATION\"\n",
    "result.data(feature_names=[\"PAY_0\", \"AGE\", \"EDUCATION\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b35bedd0-1bef-4e33-815c-aa820bf9173e",
   "metadata": {},
   "source": [
    "### Plot the Summary Shapley"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "922bb439-8081-4a74-96ba-98b943ff8a74",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "invalid value encountered in divide\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot summary shap for all features\n",
    "result.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "cb904772-69d3-49cb-9c5e-e0f7f74d609e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "invalid value encountered in divide\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot summary shap for \"PAY_0\", \"AGE and \"EDUCATION\"\n",
    "result.plot(feature_names=[\"PAY_0\", \"AGE\", \"EDUCATION\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14520b06-0ee0-453c-9bab-2582082f3de6",
   "metadata": {},
   "source": [
    "### Save the explainer log and data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b5493dce-ad7d-4845-be03-cde7c8b35460",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the explainer log\n",
    "result.log(path=\"./summary-shapley-demo.log\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "487136c2-8506-4b42-8c46-b2dd228dc788",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-03-13 00:10:38,853 INFO Summary Shapley explainer a38d3c78-087a-49c4-94cd-837e4f6bb08e/513ca372-eb5d-41df-8689-3585a7c3e547 raw MEANs (1)\n",
      "2023-03-13 00:10:38,854 INFO Summary Shapley explainer a38d3c78-087a-49c4-94cd-837e4f6bb08e/513ca372-eb5d-41df-8689-3585a7c3e547 raw CONTRIBs (1)\n"
     ]
    }
   ],
   "source": [
    "!head summary-shapley-demo.log"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "30da5f35-6d49-43b3-8a69-75dd89020830",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the explainer data\n",
    "result.zip(file_path=\"./summary-shapley-demo-archive.zip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "285bef94-1494-4abf-9203-0bd0bbbba2ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  summary-shapley-demo-archive.zip\n",
      "  Length      Date    Time    Name\n",
      "---------  ---------- -----   ----\n",
      "     4013  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/result_descriptor.json\n",
      "   627902  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/work/shapley-class-0.png\n",
      "  2002376  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/work/raw_shapley_contribs_class_0.jay\n",
      "     1091  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/work/raw_shapley_contribs_index.json\n",
      "      141  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/work/report.md\n",
      "      110  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html.meta\n",
      "   627902  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/shapley-class-0.png\n",
      "    86557  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_9_class_0.png\n",
      "   201678  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_17_class_0.png\n",
      "    83915  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_15_class_0.png\n",
      "    57051  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_21_class_0.png\n",
      "   149653  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_18_class_0.png\n",
      "    92514  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_12_class_0.png\n",
      "    42226  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_8_class_0.png\n",
      "    75786  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_14_class_0.png\n",
      "   103574  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_20_class_0.png\n",
      "    98522  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_6_class_0.png\n",
      "    83694  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_4_class_0.png\n",
      "     8603  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/explanation.html\n",
      "    70706  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_10_class_0.png\n",
      "    55822  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_23_class_0.png\n",
      "   249212  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_16_class_0.png\n",
      "   196410  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_19_class_0.png\n",
      "    66859  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_13_class_0.png\n",
      "   131318  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_1_class_0.png\n",
      "    77100  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_0_class_0.png\n",
      "    76801  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_22_class_0.png\n",
      "   173293  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_3_class_0.png\n",
      "   110416  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_5_class_0.png\n",
      "    82248  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_11_class_0.png\n",
      "   108348  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_2_class_0.png\n",
      "   100218  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_html_fragment/text_html/feature_7_class_0.png\n",
      "      157  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json.meta\n",
      "      122  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/text_markdown.meta\n",
      "      199  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_vnd_h2oai_json_datatable_jay.meta\n",
      "   419600  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_vnd_h2oai_json_datatable_jay/summary_feature_importance_class_0.jay\n",
      "     1191  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_vnd_h2oai_json_datatable_jay/explanation.json\n",
      "   818502  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/summary_feature_importance_class_0_offset_1.json\n",
      "    86557  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_9_class_0.png\n",
      "   201678  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_17_class_0.png\n",
      "    83915  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_15_class_0.png\n",
      "    57051  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_21_class_0.png\n",
      "   149653  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_18_class_0.png\n",
      "    92514  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_12_class_0.png\n",
      "   327225  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/summary_feature_importance_class_0_offset_2.json\n",
      "    42226  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_8_class_0.png\n",
      "    75786  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_14_class_0.png\n",
      "   103574  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_20_class_0.png\n",
      "    98522  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_6_class_0.png\n",
      "   826501  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/summary_feature_importance_class_0_offset_0.json\n",
      "    83694  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_4_class_0.png\n",
      "    70706  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_10_class_0.png\n",
      "    55822  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_23_class_0.png\n",
      "   249212  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_16_class_0.png\n",
      "     2629  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/explanation.json\n",
      "   196410  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_19_class_0.png\n",
      "    66859  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_13_class_0.png\n",
      "   131318  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_1_class_0.png\n",
      "    77100  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_0_class_0.png\n",
      "    76801  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_22_class_0.png\n",
      "   173293  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_3_class_0.png\n",
      "   110416  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_5_class_0.png\n",
      "    82248  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_11_class_0.png\n",
      "   108348  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_2_class_0.png\n",
      "   100218  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/application_json/feature_7_class_0.png\n",
      "   627902  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/text_markdown/shapley-class-0.png\n",
      "      141  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/global_summary_feature_importance/text_markdown/explanation.md\n",
      "        2  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/model_problems/problems_and_actions.json\n",
      "      289  2023-03-13 00:10   explainer_h2o_sonar_explainers_summary_shap_explainer_SummaryShapleyExplainer_513ca372-eb5d-41df-8689-3585a7c3e547/log/explainer_run_513ca372-eb5d-41df-8689-3585a7c3e547.log\n",
      "---------                     -------\n",
      " 11444440                     69 files\n"
     ]
    }
   ],
   "source": [
    "!unzip -l summary-shapley-demo-archive.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7cdda8ee-b176-46be-ab66-55ca631371ac",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "h2o-sonar",
   "language": "python",
   "name": "h2o-sonar"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}