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demo_reporters.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "82c81d14-8247-40db-b1e2-2fcf206447b0",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"os.environ[\"POLARS_ALLOW_FORKING_THREAD\"] = \"1\"\n",
"os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\"\n",
"os.environ[\"KERAS_BACKEND\"] = \"torch\""
]
},
{
"cell_type": "markdown",
"id": "ee82048b-b603-4e86-a744-2b986d30334f",
"metadata": {},
"source": [
"## Data science reporters in Python"
]
},
{
"cell_type": "markdown",
"id": "23cbfeb9-5391-4cfc-ace4-5d8a0ed52d9a",
"metadata": {},
"source": [
"We envision `skore` to provide guidance when carrying out data science project.\n",
"\n",
"We target data scientists with a first set of features answering the following needs:\n",
"\n",
"- **Do not change** the data scientists workflow\n",
"- Build upon and use the *de facto* **PyData stack**\n",
"- **Reduce code complexity** for common data science analysis\n",
"- **Guide** towards the desired data science analysis given **problem at hand**\n",
"- **Reduce computation time** for redundant or \"quasi\"-redundant analysis\n",
"\n",
"`skore` provides the premises of what we call reporters."
]
},
{
"cell_type": "markdown",
"id": "db433d9e-eb86-48b7-bde8-6aed3aa4a798",
"metadata": {},
"source": [
"### Reporter with intuitive guidance"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5670337c-0c61-4979-a5ff-f0a214fe1b90",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.datasets import make_classification\n",
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"data, target = make_classification(n_samples=10_000, random_state=0)\n",
"classifier = LogisticRegression()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "846d50a3-a1ac-4658-9941-96c26e2df3f8",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7b60b0c7d88444afa28b72828892aba7",
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"version_minor": 0
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"text/plain": [
"Output()"
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},
"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">╭───────────────── </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">📓 Tools to diagnose estimator LogisticRegression</span><span style=\"color: #ffaf00; text-decoration-color: #ffaf00\"> ──────────────────╮</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> reporter <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">.metrics 📏</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .accuracy(...) <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> - Compute the accuracy score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .brier_score(...) <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">(↘︎)</span> - Compute the Brier score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .log_loss(...) <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">(↘︎)</span> - Compute the log loss. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .precision(...) <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> - Compute the precision score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .recall(...) <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> - Compute the recall score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .roc_auc(...) <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> - Compute the ROC AUC score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .custom_metric(...) - Compute a custom metric. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .report_metrics(...) - Report a set of metrics for our estimator. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ └── <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">.plot 🎨</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .precision_recall(...) - Plot the precision-recall curve. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ └── .roc(...) - Plot the ROC curve. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .cache_predictions(...) - Cache the predictions for sub-estimators <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ reports. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .clean_cache(...) - Clean the cache. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> └── <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">Attributes</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .X <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .y <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .estimator <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .estimator_name <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> └── .estimator_reports <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> Legend: <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> higher is better <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">(↘︎)</span> lower is better <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">╰──────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
"</pre>\n"
],
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"\u001b[38;5;214m╭─\u001b[0m\u001b[38;5;214m────────────────\u001b[0m\u001b[38;5;214m \u001b[0m\u001b[1;36m📓 Tools to diagnose estimator LogisticRegression\u001b[0m\u001b[38;5;214m \u001b[0m\u001b[38;5;214m─────────────────\u001b[0m\u001b[38;5;214m─╮\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m reporter \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── \u001b[1;36m.metrics 📏\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .accuracy(...) \u001b[36m(↗︎)\u001b[0m - Compute the accuracy score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .brier_score(...) \u001b[38;5;214m(↘︎)\u001b[0m - Compute the Brier score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .log_loss(...) \u001b[38;5;214m(↘︎)\u001b[0m - Compute the log loss. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .precision(...) \u001b[36m(↗︎)\u001b[0m - Compute the precision score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .recall(...) \u001b[36m(↗︎)\u001b[0m - Compute the recall score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .roc_auc(...) \u001b[36m(↗︎)\u001b[0m - Compute the ROC AUC score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .custom_metric(...) - Compute a custom metric. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .report_metrics(...) - Report a set of metrics for our estimator. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ └── \u001b[1;36m.plot 🎨\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .precision_recall(...) - Plot the precision-recall curve. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ └── .roc(...) - Plot the ROC curve. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .cache_predictions(...) - Cache the predictions for sub-estimators \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ reports. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .clean_cache(...) - Clean the cache. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m └── \u001b[1;36mAttributes\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .X \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .y \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .estimator \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .estimator_name \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m └── .estimator_reports \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m Legend: \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m \u001b[36m(↗︎)\u001b[0m higher is better \u001b[38;5;214m(↘︎)\u001b[0m lower is better \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m╰──────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skore import CrossValidationReport\n",
"\n",
"reporter = CrossValidationReport(classifier, data, target)\n",
"reporter.help()"
]
},
{
"cell_type": "markdown",
"id": "5c97ad98-57e7-464e-aac3-27a8a44ebb66",
"metadata": {},
"source": [
"### Dynamic reporters"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6d36d2fc-3c3f-4ad5-af93-40001f93cbed",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2040345374044d53858189ab1010ee84",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
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"output_type": "display_data"
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">╭────────────────── </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">📓 Tools to diagnose estimator LinearRegression</span><span style=\"color: #ffaf00; text-decoration-color: #ffaf00\"> ───────────────────╮</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> reporter <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">.metrics 📏</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .r2(...) <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> - Compute the R² score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .rmse(...) <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">(↘︎)</span> - Compute the root mean squared error. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .custom_metric(...) - Compute a custom metric. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .report_metrics(...) - Report a set of metrics for our estimator. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ └── <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">.plot 🎨</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ └── .prediction_error(...) - Plot the prediction error of a regression <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ model. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .cache_predictions(...) - Cache the predictions for sub-estimators <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ reports. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .clean_cache(...) - Clean the cache. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> └── <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">Attributes</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .X <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .y <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .estimator <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .estimator_name <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> └── .estimator_reports <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> Legend: <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> higher is better <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">(↘︎)</span> lower is better <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">╰──────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[38;5;214m╭─\u001b[0m\u001b[38;5;214m─────────────────\u001b[0m\u001b[38;5;214m \u001b[0m\u001b[1;36m📓 Tools to diagnose estimator LinearRegression\u001b[0m\u001b[38;5;214m \u001b[0m\u001b[38;5;214m──────────────────\u001b[0m\u001b[38;5;214m─╮\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m reporter \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── \u001b[1;36m.metrics 📏\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .r2(...) \u001b[36m(↗︎)\u001b[0m - Compute the R² score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .rmse(...) \u001b[38;5;214m(↘︎)\u001b[0m - Compute the root mean squared error. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .custom_metric(...) - Compute a custom metric. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .report_metrics(...) - Report a set of metrics for our estimator. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ └── \u001b[1;36m.plot 🎨\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ └── .prediction_error(...) - Plot the prediction error of a regression \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ model. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .cache_predictions(...) - Cache the predictions for sub-estimators \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ reports. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .clean_cache(...) - Clean the cache. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m └── \u001b[1;36mAttributes\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .X \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .y \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .estimator \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .estimator_name \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m └── .estimator_reports \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m Legend: \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m \u001b[36m(↗︎)\u001b[0m higher is better \u001b[38;5;214m(↘︎)\u001b[0m lower is better \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m╰──────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.datasets import make_regression\n",
"from sklearn.linear_model import LinearRegression\n",
"\n",
"data, target = make_regression(random_state=42)\n",
"regressor = LinearRegression()\n",
"reporter = CrossValidationReport(regressor, data, target)\n",
"reporter.help()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f38dc2ae-f1f5-46e7-90e8-0bd9e2a7d797",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3fc7c384d41d4d96a13d3b7384d3084c",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2785e8c213584ee3981e039cabd6e1c0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_binary, target_binary = make_classification(\n",
" n_samples=10_000, random_state=0\n",
")\n",
"data_multiclass, target_multiclass = make_classification(\n",
" n_samples=10_000, n_classes=3, n_clusters_per_class=1, random_state=0\n",
")\n",
"\n",
"reporter_binary = CrossValidationReport(LogisticRegression(), data_binary, target_binary)\n",
"reporter_multiclass = CrossValidationReport(LogisticRegression(), data_multiclass, target_multiclass)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "83d34b5a-cebe-4d3a-9d98-34d20c177cc4",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ba30e35f9cba4b4eaab773b841613b1e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1fd8fbef2abb42c9a121ab4bcddc1dc4",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"fig, axs = plt.subplots(ncols=2, figsize=(10, 5))\n",
"reporter_binary.metrics.plot.roc(ax=axs[0])\n",
"reporter_multiclass.metrics.plot.roc(ax=axs[1])\n",
"_ = fig.suptitle(\"ROC curves for binary and multiclass classification\")"
]
},
{
"cell_type": "markdown",
"id": "946cb21b-5869-41cd-88bd-0ea198960fe0",
"metadata": {},
"source": [
"### Stick with what data scientists know"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ddea9ac9-3883-45f9-9032-d96eecca352a",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7c0dbec5ffd648dbb7b1f5d7a55b0fde",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f6d1969064624dab86542c582db2db89",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.ensemble import HistGradientBoostingClassifier\n",
"\n",
"reporter_model_1 = CrossValidationReport(\n",
" LogisticRegression(), data_multiclass, target_multiclass\n",
")\n",
"reporter_model_2 = CrossValidationReport(\n",
" HistGradientBoostingClassifier(), data_multiclass, target_multiclass, n_jobs=4\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c1c9a93a-cd07-4558-aa78-13ba8441400b",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "375b3dba601a4fe1805d9e7f8c3cb056",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th>Metric</th>\n",
" <th colspan=\"3\" halign=\"left\">Precision (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">Recall (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">ROC AUC (↗︎)</th>\n",
" <th>Log loss (↘︎)</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>Class label</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">LogisticRegression</th>\n",
" <th>Split #0</th>\n",
" <td>0.858601</td>\n",
" <td>0.852989</td>\n",
" <td>0.930935</td>\n",
" <td>0.883058</td>\n",
" <td>0.791604</td>\n",
" <td>0.971471</td>\n",
" <td>0.964680</td>\n",
" <td>0.925341</td>\n",
" <td>0.987260</td>\n",
" <td>0.342239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #1</th>\n",
" <td>0.856934</td>\n",
" <td>0.858293</td>\n",
" <td>0.936599</td>\n",
" <td>0.880060</td>\n",
" <td>0.799100</td>\n",
" <td>0.975976</td>\n",
" <td>0.961851</td>\n",
" <td>0.930474</td>\n",
" <td>0.984118</td>\n",
" <td>0.345879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #2</th>\n",
" <td>0.872093</td>\n",
" <td>0.865041</td>\n",
" <td>0.925395</td>\n",
" <td>0.899550</td>\n",
" <td>0.797601</td>\n",
" <td>0.968468</td>\n",
" <td>0.974004</td>\n",
" <td>0.943282</td>\n",
" <td>0.987924</td>\n",
" <td>0.299640</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #3</th>\n",
" <td>0.853623</td>\n",
" <td>0.852273</td>\n",
" <td>0.935159</td>\n",
" <td>0.881737</td>\n",
" <td>0.788288</td>\n",
" <td>0.974474</td>\n",
" <td>0.966987</td>\n",
" <td>0.934361</td>\n",
" <td>0.987472</td>\n",
" <td>0.320265</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #4</th>\n",
" <td>0.870588</td>\n",
" <td>0.856467</td>\n",
" <td>0.943149</td>\n",
" <td>0.886228</td>\n",
" <td>0.815315</td>\n",
" <td>0.971471</td>\n",
" <td>0.968031</td>\n",
" <td>0.937434</td>\n",
" <td>0.988782</td>\n",
" <td>0.309735</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Metric Precision (↗︎) Recall (↗︎) \\\n",
"Class label 0 1 2 0 \n",
"LogisticRegression Split #0 0.858601 0.852989 0.930935 0.883058 \n",
" Split #1 0.856934 0.858293 0.936599 0.880060 \n",
" Split #2 0.872093 0.865041 0.925395 0.899550 \n",
" Split #3 0.853623 0.852273 0.935159 0.881737 \n",
" Split #4 0.870588 0.856467 0.943149 0.886228 \n",
"\n",
"Metric ROC AUC (↗︎) \\\n",
"Class label 1 2 0 1 \n",
"LogisticRegression Split #0 0.791604 0.971471 0.964680 0.925341 \n",
" Split #1 0.799100 0.975976 0.961851 0.930474 \n",
" Split #2 0.797601 0.968468 0.974004 0.943282 \n",
" Split #3 0.788288 0.974474 0.966987 0.934361 \n",
" Split #4 0.815315 0.971471 0.968031 0.937434 \n",
"\n",
"Metric Log loss (↘︎) \n",
"Class label 2 \n",
"LogisticRegression Split #0 0.987260 0.342239 \n",
" Split #1 0.984118 0.345879 \n",
" Split #2 0.987924 0.299640 \n",
" Split #3 0.987472 0.320265 \n",
" Split #4 0.988782 0.309735 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reporter_model_1.metrics.report_metrics()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e7e41f38-8900-4614-a9cf-c822863ee022",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "610cd3fd6e08415e8d5934b46b0f0312",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
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{
"data": {
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th>Metric</th>\n",
" <th colspan=\"3\" halign=\"left\">Precision (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">Recall (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">ROC AUC (↗︎)</th>\n",
" <th>Log loss (↘︎)</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>Class label</th>\n",
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" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">HistGradientBoostingClassifier</th>\n",
" <th>Split #0</th>\n",
" <td>0.925980</td>\n",
" <td>0.930081</td>\n",
" <td>0.931034</td>\n",
" <td>0.956522</td>\n",
" <td>0.857571</td>\n",
" <td>0.972973</td>\n",
" <td>0.990370</td>\n",
" <td>0.967815</td>\n",
" <td>0.989381</td>\n",
" <td>0.266430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #1</th>\n",
" <td>0.928367</td>\n",
" <td>0.960331</td>\n",
" <td>0.941176</td>\n",
" <td>0.970060</td>\n",
" <td>0.872372</td>\n",
" <td>0.984985</td>\n",
" <td>0.987228</td>\n",
" <td>0.975222</td>\n",
" <td>0.992966</td>\n",
" <td>0.226876</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #2</th>\n",
" <td>0.923741</td>\n",
" <td>0.938111</td>\n",
" <td>0.936324</td>\n",
" <td>0.962519</td>\n",
" <td>0.863568</td>\n",
" <td>0.971471</td>\n",
" <td>0.984357</td>\n",
" <td>0.965358</td>\n",
" <td>0.984320</td>\n",
" <td>0.289924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #3</th>\n",
" <td>0.939971</td>\n",
" <td>0.952692</td>\n",
" <td>0.934659</td>\n",
" <td>0.962519</td>\n",
" <td>0.875562</td>\n",
" <td>0.987988</td>\n",
" <td>0.987660</td>\n",
" <td>0.973110</td>\n",
" <td>0.990543</td>\n",
" <td>0.241112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #4</th>\n",
" <td>0.930736</td>\n",
" <td>0.948387</td>\n",
" <td>0.950509</td>\n",
" <td>0.965569</td>\n",
" <td>0.882883</td>\n",
" <td>0.980480</td>\n",
" <td>0.989267</td>\n",
" <td>0.975512</td>\n",
" <td>0.993137</td>\n",
" <td>0.214961</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Metric Precision (↗︎) \\\n",
"Class label 0 1 2 \n",
"HistGradientBoostingClassifier Split #0 0.925980 0.930081 0.931034 \n",
" Split #1 0.928367 0.960331 0.941176 \n",
" Split #2 0.923741 0.938111 0.936324 \n",
" Split #3 0.939971 0.952692 0.934659 \n",
" Split #4 0.930736 0.948387 0.950509 \n",
"\n",
"Metric Recall (↗︎) \\\n",
"Class label 0 1 2 \n",
"HistGradientBoostingClassifier Split #0 0.956522 0.857571 0.972973 \n",
" Split #1 0.970060 0.872372 0.984985 \n",
" Split #2 0.962519 0.863568 0.971471 \n",
" Split #3 0.962519 0.875562 0.987988 \n",
" Split #4 0.965569 0.882883 0.980480 \n",
"\n",
"Metric ROC AUC (↗︎) \\\n",
"Class label 0 1 2 \n",
"HistGradientBoostingClassifier Split #0 0.990370 0.967815 0.989381 \n",
" Split #1 0.987228 0.975222 0.992966 \n",
" Split #2 0.984357 0.965358 0.984320 \n",
" Split #3 0.987660 0.973110 0.990543 \n",
" Split #4 0.989267 0.975512 0.993137 \n",
"\n",
"Metric Log loss (↘︎) \n",
"Class label \n",
"HistGradientBoostingClassifier Split #0 0.266430 \n",
" Split #1 0.226876 \n",
" Split #2 0.289924 \n",
" Split #3 0.241112 \n",
" Split #4 0.214961 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reporter_model_2.metrics.report_metrics()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "06b74c4e-017b-4182-b914-afb8fa3dddec",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "06ac8c42522e414ca5072e079a9b06e7",
"version_major": 2,
"version_minor": 0
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"Output()"
]
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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},
"metadata": {},
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"Output()"
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"data": {
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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"</style>\n",
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" <tr>\n",
" <th></th>\n",
" <th>Metric</th>\n",
" <th colspan=\"3\" halign=\"left\">Precision (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">Recall (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">ROC AUC (↗︎)</th>\n",
" <th>Log loss (↘︎)</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>Class label</th>\n",
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">LogisticRegression</th>\n",
" <th>Split #0</th>\n",
" <td>0.858601</td>\n",
" <td>0.852989</td>\n",
" <td>0.930935</td>\n",
" <td>0.883058</td>\n",
" <td>0.791604</td>\n",
" <td>0.971471</td>\n",
" <td>0.964680</td>\n",
" <td>0.925341</td>\n",
" <td>0.987260</td>\n",
" <td>0.342239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #1</th>\n",
" <td>0.856934</td>\n",
" <td>0.858293</td>\n",
" <td>0.936599</td>\n",
" <td>0.880060</td>\n",
" <td>0.799100</td>\n",
" <td>0.975976</td>\n",
" <td>0.961851</td>\n",
" <td>0.930474</td>\n",
" <td>0.984118</td>\n",
" <td>0.345879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #2</th>\n",
" <td>0.872093</td>\n",
" <td>0.865041</td>\n",
" <td>0.925395</td>\n",
" <td>0.899550</td>\n",
" <td>0.797601</td>\n",
" <td>0.968468</td>\n",
" <td>0.974004</td>\n",
" <td>0.943282</td>\n",
" <td>0.987924</td>\n",
" <td>0.299640</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #3</th>\n",
" <td>0.853623</td>\n",
" <td>0.852273</td>\n",
" <td>0.935159</td>\n",
" <td>0.881737</td>\n",
" <td>0.788288</td>\n",
" <td>0.974474</td>\n",
" <td>0.966987</td>\n",
" <td>0.934361</td>\n",
" <td>0.987472</td>\n",
" <td>0.320265</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #4</th>\n",
" <td>0.870588</td>\n",
" <td>0.856467</td>\n",
" <td>0.943149</td>\n",
" <td>0.886228</td>\n",
" <td>0.815315</td>\n",
" <td>0.971471</td>\n",
" <td>0.968031</td>\n",
" <td>0.937434</td>\n",
" <td>0.988782</td>\n",
" <td>0.309735</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">HistGradientBoostingClassifier</th>\n",
" <th>Split #0</th>\n",
" <td>0.925980</td>\n",
" <td>0.930081</td>\n",
" <td>0.931034</td>\n",
" <td>0.956522</td>\n",
" <td>0.857571</td>\n",
" <td>0.972973</td>\n",
" <td>0.990370</td>\n",
" <td>0.967815</td>\n",
" <td>0.989381</td>\n",
" <td>0.266430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #1</th>\n",
" <td>0.928367</td>\n",
" <td>0.960331</td>\n",
" <td>0.941176</td>\n",
" <td>0.970060</td>\n",
" <td>0.872372</td>\n",
" <td>0.984985</td>\n",
" <td>0.987228</td>\n",
" <td>0.975222</td>\n",
" <td>0.992966</td>\n",
" <td>0.226876</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #2</th>\n",
" <td>0.923741</td>\n",
" <td>0.938111</td>\n",
" <td>0.936324</td>\n",
" <td>0.962519</td>\n",
" <td>0.863568</td>\n",
" <td>0.971471</td>\n",
" <td>0.984357</td>\n",
" <td>0.965358</td>\n",
" <td>0.984320</td>\n",
" <td>0.289924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #3</th>\n",
" <td>0.939971</td>\n",
" <td>0.952692</td>\n",
" <td>0.934659</td>\n",
" <td>0.962519</td>\n",
" <td>0.875562</td>\n",
" <td>0.987988</td>\n",
" <td>0.987660</td>\n",
" <td>0.973110</td>\n",
" <td>0.990543</td>\n",
" <td>0.241112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Split #4</th>\n",
" <td>0.930736</td>\n",
" <td>0.948387</td>\n",
" <td>0.950509</td>\n",
" <td>0.965569</td>\n",
" <td>0.882883</td>\n",
" <td>0.980480</td>\n",
" <td>0.989267</td>\n",
" <td>0.975512</td>\n",
" <td>0.993137</td>\n",
" <td>0.214961</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Metric Precision (↗︎) \\\n",
"Class label 0 1 2 \n",
"LogisticRegression Split #0 0.858601 0.852989 0.930935 \n",
" Split #1 0.856934 0.858293 0.936599 \n",
" Split #2 0.872093 0.865041 0.925395 \n",
" Split #3 0.853623 0.852273 0.935159 \n",
" Split #4 0.870588 0.856467 0.943149 \n",
"HistGradientBoostingClassifier Split #0 0.925980 0.930081 0.931034 \n",
" Split #1 0.928367 0.960331 0.941176 \n",
" Split #2 0.923741 0.938111 0.936324 \n",
" Split #3 0.939971 0.952692 0.934659 \n",
" Split #4 0.930736 0.948387 0.950509 \n",
"\n",
"Metric Recall (↗︎) \\\n",
"Class label 0 1 2 \n",
"LogisticRegression Split #0 0.883058 0.791604 0.971471 \n",
" Split #1 0.880060 0.799100 0.975976 \n",
" Split #2 0.899550 0.797601 0.968468 \n",
" Split #3 0.881737 0.788288 0.974474 \n",
" Split #4 0.886228 0.815315 0.971471 \n",
"HistGradientBoostingClassifier Split #0 0.956522 0.857571 0.972973 \n",
" Split #1 0.970060 0.872372 0.984985 \n",
" Split #2 0.962519 0.863568 0.971471 \n",
" Split #3 0.962519 0.875562 0.987988 \n",
" Split #4 0.965569 0.882883 0.980480 \n",
"\n",
"Metric ROC AUC (↗︎) \\\n",
"Class label 0 1 2 \n",
"LogisticRegression Split #0 0.964680 0.925341 0.987260 \n",
" Split #1 0.961851 0.930474 0.984118 \n",
" Split #2 0.974004 0.943282 0.987924 \n",
" Split #3 0.966987 0.934361 0.987472 \n",
" Split #4 0.968031 0.937434 0.988782 \n",
"HistGradientBoostingClassifier Split #0 0.990370 0.967815 0.989381 \n",
" Split #1 0.987228 0.975222 0.992966 \n",
" Split #2 0.984357 0.965358 0.984320 \n",
" Split #3 0.987660 0.973110 0.990543 \n",
" Split #4 0.989267 0.975512 0.993137 \n",
"\n",
"Metric Log loss (↘︎) \n",
"Class label \n",
"LogisticRegression Split #0 0.342239 \n",
" Split #1 0.345879 \n",
" Split #2 0.299640 \n",
" Split #3 0.320265 \n",
" Split #4 0.309735 \n",
"HistGradientBoostingClassifier Split #0 0.266430 \n",
" Split #1 0.226876 \n",
" Split #2 0.289924 \n",
" Split #3 0.241112 \n",
" Split #4 0.214961 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"results = pd.concat([\n",
" reporter_model_1.metrics.report_metrics(),\n",
" reporter_model_2.metrics.report_metrics(),\n",
"], axis=0)\n",
"results"
]
},
{
"cell_type": "markdown",
"id": "53b2ba30-4abb-437c-a597-8dd9ee33822d",
"metadata": {},
"source": [
"### Make statistical analysis easy"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "121e1d1c-a46d-43be-8735-bdb94d957c80",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "539e98ecd1ac4aa7a22d50a3719987c0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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},
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"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th>Metric</th>\n",
" <th colspan=\"3\" halign=\"left\">Precision (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">Recall (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">ROC AUC (↗︎)</th>\n",
" <th>Log loss (↘︎)</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>Class label</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">LogisticRegression</th>\n",
" <th>mean</th>\n",
" <td>0.862368</td>\n",
" <td>0.857012</td>\n",
" <td>0.934247</td>\n",
" <td>0.886127</td>\n",
" <td>0.798382</td>\n",
" <td>0.972372</td>\n",
" <td>0.967111</td>\n",
" <td>0.934178</td>\n",
" <td>0.987111</td>\n",
" <td>0.323552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.008401</td>\n",
" <td>0.005125</td>\n",
" <td>0.006613</td>\n",
" <td>0.007837</td>\n",
" <td>0.010437</td>\n",
" <td>0.002927</td>\n",
" <td>0.004527</td>\n",
" <td>0.006807</td>\n",
" <td>0.001772</td>\n",
" <td>0.020132</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Metric Precision (↗︎) Recall (↗︎) \\\n",
"Class label 0 1 2 0 \n",
"LogisticRegression mean 0.862368 0.857012 0.934247 0.886127 \n",
" std 0.008401 0.005125 0.006613 0.007837 \n",
"\n",
"Metric ROC AUC (↗︎) \\\n",
"Class label 1 2 0 1 2 \n",
"LogisticRegression mean 0.798382 0.972372 0.967111 0.934178 0.987111 \n",
" std 0.010437 0.002927 0.004527 0.006807 0.001772 \n",
"\n",
"Metric Log loss (↘︎) \n",
"Class label \n",
"LogisticRegression mean 0.323552 \n",
" std 0.020132 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reporter_model_1.metrics.report_metrics(aggregate=[\"mean\", \"std\"])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "89e4e53d-4e13-4797-8b0d-213e5bbcf9a6",
"metadata": {},
"outputs": [
{
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"version_minor": 0
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"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
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{
"data": {
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th>Metric</th>\n",
" <th colspan=\"3\" halign=\"left\">Precision (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">Recall (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">ROC AUC (↗︎)</th>\n",
" <th>Log loss (↘︎)</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>Class label</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">LogisticRegression</th>\n",
" <th>mean</th>\n",
" <td>0.864435</td>\n",
" <td>0.859463</td>\n",
" <td>0.934869</td>\n",
" <td>0.887099</td>\n",
" <td>0.800855</td>\n",
" <td>0.974099</td>\n",
" <td>0.967688</td>\n",
" <td>0.935679</td>\n",
" <td>0.987495</td>\n",
" <td>0.319363</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.002799</td>\n",
" <td>0.003898</td>\n",
" <td>0.001321</td>\n",
" <td>0.002180</td>\n",
" <td>0.003233</td>\n",
" <td>0.002560</td>\n",
" <td>0.001037</td>\n",
" <td>0.001775</td>\n",
" <td>0.000296</td>\n",
" <td>0.005065</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Metric Precision (↗︎) Recall (↗︎) \\\n",
"Class label 0 1 2 0 \n",
"LogisticRegression mean 0.864435 0.859463 0.934869 0.887099 \n",
" std 0.002799 0.003898 0.001321 0.002180 \n",
"\n",
"Metric ROC AUC (↗︎) \\\n",
"Class label 1 2 0 1 2 \n",
"LogisticRegression mean 0.800855 0.974099 0.967688 0.935679 0.987495 \n",
" std 0.003233 0.002560 0.001037 0.001775 0.000296 \n",
"\n",
"Metric Log loss (↘︎) \n",
"Class label \n",
"LogisticRegression mean 0.319363 \n",
" std 0.005065 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reporter_model_1.metrics.report_metrics(data_source=\"train\", aggregate=[\"mean\", \"std\"])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "538f823a-12a0-4981-a3fb-c0971b3434f8",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "eaf7af2762034d2a9a6a2788590e3981",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th>Metric</th>\n",
" <th colspan=\"3\" halign=\"left\">Precision (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">Recall (↗︎)</th>\n",
" <th colspan=\"3\" halign=\"left\">f1_score</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>Class label</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">LogisticRegression</th>\n",
" <th>mean</th>\n",
" <td>0.862368</td>\n",
" <td>0.857012</td>\n",
" <td>0.934247</td>\n",
" <td>0.886127</td>\n",
" <td>0.798382</td>\n",
" <td>0.972372</td>\n",
" <td>0.874080</td>\n",
" <td>0.826632</td>\n",
" <td>0.952922</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.008401</td>\n",
" <td>0.005125</td>\n",
" <td>0.006613</td>\n",
" <td>0.007837</td>\n",
" <td>0.010437</td>\n",
" <td>0.002927</td>\n",
" <td>0.007739</td>\n",
" <td>0.006642</td>\n",
" <td>0.004332</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Metric Precision (↗︎) Recall (↗︎) \\\n",
"Class label 0 1 2 0 \n",
"LogisticRegression mean 0.862368 0.857012 0.934247 0.886127 \n",
" std 0.008401 0.005125 0.006613 0.007837 \n",
"\n",
"Metric f1_score \n",
"Class label 1 2 0 1 2 \n",
"LogisticRegression mean 0.798382 0.972372 0.874080 0.826632 0.952922 \n",
" std 0.010437 0.002927 0.007739 0.006642 0.004332 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import make_scorer, f1_score\n",
"\n",
"f1_scorer = make_scorer(f1_score, response_method=\"predict\", average=None)\n",
"reporter_model_1.metrics.report_metrics(scoring=(\"precision\", \"recall\", f1_scorer), aggregate=(\"mean\", \"std\"))"
]
},
{
"cell_type": "markdown",
"id": "51f006b7-6c02-4fa4-9504-ba93d3d9b31c",
"metadata": {},
"source": [
"### Internal debugging"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "9755ba75-d3af-4cf3-8b1b-9f6cfd1f53af",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">╭───────────────── </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">📓 Tools to diagnose estimator LogisticRegression</span><span style=\"color: #ffaf00; text-decoration-color: #ffaf00\"> ─────────────────╮</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> reporter <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">.metrics 📏</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .accuracy(...) <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> - Compute the accuracy score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .log_loss(...) <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">(↘︎)</span> - Compute the log loss. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .precision(...) <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> - Compute the precision score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .recall(...) <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> - Compute the recall score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .roc_auc(...) <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> - Compute the ROC AUC score. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .custom_metric(...) - Compute a custom metric. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .report_metrics(...) - Report a set of metrics for our estimator. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ └── <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">.plot 🎨</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ ├── .precision_recall(...) - Plot the precision-recall curve. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> │ └── .roc(...) - Plot the ROC curve. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .cache_predictions(...) - Cache the predictions for the estimator. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .clean_cache(...) - Clean the cache. <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> └── <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">Attributes</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .X_test <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .X_train <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .y_test <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .y_train <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> ├── .estimator <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> └── .estimator_name <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> Legend: <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span> <span style=\"color: #008080; text-decoration-color: #008080\">(↗︎)</span> higher is better <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">(↘︎)</span> lower is better <span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">│</span>\n",
"<span style=\"color: #ffaf00; text-decoration-color: #ffaf00\">╰─────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[38;5;214m╭─\u001b[0m\u001b[38;5;214m────────────────\u001b[0m\u001b[38;5;214m \u001b[0m\u001b[1;36m📓 Tools to diagnose estimator LogisticRegression\u001b[0m\u001b[38;5;214m \u001b[0m\u001b[38;5;214m────────────────\u001b[0m\u001b[38;5;214m─╮\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m reporter \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── \u001b[1;36m.metrics 📏\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .accuracy(...) \u001b[36m(↗︎)\u001b[0m - Compute the accuracy score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .log_loss(...) \u001b[38;5;214m(↘︎)\u001b[0m - Compute the log loss. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .precision(...) \u001b[36m(↗︎)\u001b[0m - Compute the precision score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .recall(...) \u001b[36m(↗︎)\u001b[0m - Compute the recall score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .roc_auc(...) \u001b[36m(↗︎)\u001b[0m - Compute the ROC AUC score. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .custom_metric(...) - Compute a custom metric. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .report_metrics(...) - Report a set of metrics for our estimator. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ └── \u001b[1;36m.plot 🎨\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ ├── .precision_recall(...) - Plot the precision-recall curve. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m │ └── .roc(...) - Plot the ROC curve. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .cache_predictions(...) - Cache the predictions for the estimator. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .clean_cache(...) - Clean the cache. \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m └── \u001b[1;36mAttributes\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .X_test \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .X_train \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .y_test \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .y_train \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m ├── .estimator \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m └── .estimator_name \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m Legend: \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m│\u001b[0m \u001b[36m(↗︎)\u001b[0m higher is better \u001b[38;5;214m(↘︎)\u001b[0m lower is better \u001b[38;5;214m│\u001b[0m\n",
"\u001b[38;5;214m╰─────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"estimator_report = reporter_model_1.estimator_reports[0]\n",
"estimator_report.help()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "1905fb2b-dc88-4542-89e7-621ba2d6c03f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"skore.sklearn._estimator.report.EstimatorReport"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(estimator_report)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c5eb4d42-c546-4173-a049-57d8a74604cf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display = estimator_report.metrics.plot.roc()"
]
},
{
"cell_type": "markdown",
"id": "2ad03499-ae50-49ea-af6a-6487975007da",
"metadata": {},
"source": [
"### Efficient caching mechanism to avoid recomputation"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e30d7fd2-c257-4e89-9cd6-4af9297c1a07",
"metadata": {},
"outputs": [],
"source": [
"from skrub.datasets import fetch_employee_salaries\n",
"\n",
"dataset = fetch_employee_salaries()\n",
"data, target = dataset.X, dataset.y"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "b6cad1ff-8dda-4eac-a03f-55cf8704e193",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing column 8 / 8\n"
]
},
{
"data": {
"text/html": [
"\n",
"<div id=\"report_bb08cf6d-wrapper\" hidden>\n",
" <template id=\"report_bb08cf6d-template\">\n",
" <style>\n",
" /*!\n",
"Pure v3.0.0\n",
"Copyright 2013 Yahoo!\n",
"Licensed under the BSD License.\n",
"https://github.com/pure-css/pure/blob/master/LICENSE\n",
"*/\n",
"/*!\n",
"normalize.css v | MIT License | https://necolas.github.io/normalize.css/\n",
"Copyright (c) Nicolas Gallagher and Jonathan Neal\n",
"*/\n",
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"/*!\n",
"Pure v3.0.0\n",
"Copyright 2013 Yahoo!\n",
"Licensed under the BSD License.\n",
"https://github.com/pure-css/pure/blob/master/LICENSE\n",
"*/\n",
".pure-table{border-collapse:collapse;border-spacing:0;empty-cells:show;border:1px solid #cbcbcb}.pure-table caption{color:#000;font:italic 85%/1 arial,sans-serif;padding:1em 0;text-align:center}.pure-table td,.pure-table th{border-left:1px solid #cbcbcb;border-width:0 0 0 1px;font-size:inherit;margin:0;overflow:visible;padding:.5em 1em}.pure-table thead{background-color:#e0e0e0;color:#000;text-align:left;vertical-align:bottom}.pure-table td{background-color:transparent}.pure-table-odd td{background-color:#f2f2f2}.pure-table-striped tr:nth-child(2n-1) td{background-color:#f2f2f2}.pure-table-bordered td{border-bottom:1px solid #cbcbcb}.pure-table-bordered tbody>tr:last-child>td{border-bottom-width:0}.pure-table-horizontal td,.pure-table-horizontal th{border-width:0 0 1px 0;border-bottom:1px solid #cbcbcb}.pure-table-horizontal tbody>tr:last-child>td{border-bottom-width:0}\n",
"\n",
"/* Default styles for html elements */\n",
"/* -------------------------------- */\n",
"\n",
":host {\n",
" --base-size: 1em;\n",
"\n",
" --text-xs: calc(0.8 * var(--base-size));\n",
" --text-s: calc(0.9 * var(--base-size));\n",
" --text-m: var(--base-size);\n",
" --text-l: calc(1.2 * var(--base-size));\n",
" --text-xl: calc(1.5 * var(--base-size));\n",
"\n",
" --space-xs: calc(0.125 * var(--base-size));\n",
" --space-s: calc(0.25 * var(--base-size));\n",
" --space-m: calc(0.5 * var(--base-size));\n",
" --space-l: calc(1.0 * var(--base-size));\n",
" --space-xl: calc(1.2 * var(--base-size));\n",
" --space-xxl: calc(1.5 * var(--base-size));\n",
"\n",
" --border-s: 1px;\n",
" --border-m: 2px;\n",
"\n",
" --checkbox-size: var(--text-s);\n",
" --button-s: calc(1.8 * var(--base-size));\n",
" --button-m: calc(2.0 * var(--base-size));\n",
"\n",
" --max-content-width: calc(45 * var(--base-size));\n",
" --radius: var(--space-s);\n",
" --line-height: 1.5;\n",
"\n",
" --lightgreen: #eafaea;\n",
" --mediumgreen: #d6f5d6;\n",
" --darkgreen: \t#c1f0c1;\n",
" --verydarkgreen: #84e184;\n",
" --shadowgreen: #9fce9f;\n",
"\n",
" --lightyellow: #ffffaa;\n",
"\n",
" --darkg: #555555;\n",
" --mediumg: #d0d0d0;\n",
" --lightg: #f0f0f0;\n",
"\n",
" --darkred: #a32929;\n",
" --red: #dd0000;\n",
"\n",
" --fontStack-monospace: ui-monospace, SFMono-Regular, SF Mono, Menlo, Consolas, \"DejaVu Sans Mono\", Liberation Mono, monospace;\n",
"}\n",
"\n",
":host {\n",
" font-size: var(--text-m);\n",
" line-height: var(--line-height);\n",
" -webkit-text-size-adjust: 100%;\n",
"}\n",
"\n",
"*, *::before, *::after {\n",
" box-sizing: border-box;\n",
"}\n",
"\n",
"/* The report is in a shadow DOM so outside selectors don't reach it but properties */\n",
"/* can still be inherited from a parent element. We make sure it has black text on */\n",
"/* a white background otherwise eg a dark mode in the page could make parts of it */\n",
"/* unreadable. */\n",
"\n",
"#report {\n",
" background: white;\n",
" color: black;\n",
" color-scheme: only light;\n",
" border-radius: var(--radius, 0);\n",
" max-width: max-content;\n",
"}\n",
"\n",
"\n",
"\n",
"h1 {\n",
" font-size: var(--text-xl);\n",
"}\n",
"\n",
"button > * {\n",
" pointer-events: none;\n",
"}\n",
"\n",
"input[type=\"checkbox\"] {\n",
" height: var(--checkbox-size);\n",
" width: var(--checkbox-size);\n",
"}\n",
"\n",
"/* pure.css / Normalize.css overrides the default firefox blue ring around focussed */\n",
"/* elements with something almost impossible to see, making it impossible to use */\n",
"/* tab navigation. We revert it to the browser's appropriate default. */\n",
"#report :focus-visible {\n",
" outline: revert;\n",
"}\n",
"\n",
"\n",
":is(select, summary, button) {\n",
" cursor: pointer;\n",
"}\n",
"\n",
"summary > * {\n",
" display: inline;\n",
"}\n",
"\n",
"p {\n",
" margin: var(--space-m) 0;\n",
"}\n",
"\n",
"code {\n",
" overflow-wrap: anywhere;\n",
"}\n",
"\n",
"pre {\n",
" margin: 0;\n",
"}\n",
"\n",
"code, pre {\n",
" font-family: var(--fontStack-monospace);\n",
" font-size: var(--text-s);\n",
"}\n",
"\n",
"table {\n",
" font-size: var(--text-m);\n",
"}\n",
"\n",
"#report :is(td, th) {\n",
" padding: var(--space-s) var(--space-m);\n",
" white-space: nowrap;\n",
"}\n",
"\n",
"/* Align the items of definition lists, used to show the columns metadata (number */\n",
"/* of null values, mean, etc) */\n",
"\n",
"dl {\n",
" display: grid;\n",
" grid-template-columns: max-content auto;\n",
" column-gap: var(--space-m);\n",
" margin: 0;\n",
"}\n",
"\n",
"dt {\n",
" grid-column-start: 1;\n",
" font-weight: bold;\n",
" justify-self: end;\n",
"}\n",
"\n",
"dt::after {\n",
" content: \":\";\n",
"}\n",
"\n",
"dd {\n",
" grid-column-start: 2;\n",
" justify-self: start;\n",
" margin: 0;\n",
"}\n",
"\n",
"/* Generic utility classes */\n",
"/* ----------------------- */\n",
"\n",
":is([data-hidden], [data-excluded-by-column-filter]){\n",
" display: none !important;\n",
"}\n",
"\n",
"[data-not-visible]{\n",
" visibility: hidden;\n",
"}\n",
"\n",
".wrap-long-name {\n",
" overflow-wrap: anywhere;\n",
"}\n",
"\n",
".margin-r-m {\n",
" margin-inline-end: var(--space-m);\n",
"}\n",
"\n",
".margin-v-m {\n",
" margin-block-start: var(--space-m);\n",
" margin-block-end: var(--space-m);\n",
"}\n",
"\n",
".margin-t-s {\n",
" margin-top: var(--space-s);\n",
"}\n",
"\n",
".margin-t-m {\n",
" margin-top: var(--space-m);\n",
"}\n",
"\n",
".horizontal-scroll {\n",
" overflow-x: auto;\n",
"}\n",
"\n",
".select-all {\n",
" user-select: all;\n",
"}\n",
"\n",
".select-none {\n",
" user-select: none;\n",
"}\n",
"\n",
".wrapper {\n",
" padding-inline-start: var(--space-l);\n",
" padding-inline-end: var(--space-l);\n",
" padding-block-end: var(--space-m);\n",
"}\n",
"\n",
".flow > * + * {\n",
" margin-top: var(--space-m);\n",
"}\n",
"\n",
".text {\n",
" max-width: var(--max-content-width);\n",
"}\n",
"\n",
".shrink {\n",
" display: flex;\n",
"}\n",
"\n",
".shrink > * {\n",
" width: 0;\n",
" flex-grow: 1;\n",
"}\n",
"\n",
".shrinkable-text {\n",
" flex-basis: 20rem;\n",
" flex-grow: 1;\n",
"}\n",
"\n",
".flex {\n",
" display: flex;\n",
" gap: var(--space-m);\n",
" align-items: center;\n",
"}\n",
"\n",
".gap-l {\n",
" gap: var(--space-xl);\n",
"}\n",
"\n",
".flex-reverse {\n",
" display: flex;\n",
" flex-wrap: wrap-reverse;\n",
"}\n",
"\n",
".space-between {\n",
" justify-content: space-between;\n",
"}\n",
"\n",
".flex-wrap {\n",
" flex-wrap: wrap;\n",
"}\n",
"\n",
".flex-wrap > * {\n",
" margin: 0;\n",
"}\n",
"\n",
"#report .ellided {\n",
" max-width: 70ch;\n",
" overflow: hidden;\n",
" white-space: nowrap;\n",
" text-overflow: ellipsis;\n",
"}\n",
"\n",
"#report .ellided-short {\n",
" max-width: 30ch;\n",
" overflow: hidden;\n",
" white-space: nowrap;\n",
" text-overflow: ellipsis;\n",
"}\n",
"\n",
".clickable {\n",
" cursor: pointer;\n",
"}\n",
"\n",
":is(.ok, .warning, .critical) {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".ok {\n",
" color: green;\n",
"}\n",
"\n",
".warning {\n",
" color: #ff6600;\n",
"}\n",
"\n",
".critical {\n",
" color: var(--red);\n",
"}\n",
"\n",
".box-shadow {\n",
" --shadow-color: 0deg 0% 63%;\n",
"\n",
" box-shadow:\n",
" 0.3px 0.5px 0.7px hsl(var(--shadow-color) / 0.36),\n",
" 0.8px 1.6px 2px -0.8px hsl(var(--shadow-color) / 0.36),\n",
" 2.1px 4.1px 5.2px -1.7px hsl(var(--shadow-color) / 0.36),\n",
" 5px 10px 12.6px -2.5px hsl(var(--shadow-color) / 0.36);\n",
"}\n",
"\n",
"/* Misc tweaks */\n",
"/* ----------- */\n",
"\n",
"\n",
"#report {\n",
" padding-top: var(--space-s);\n",
"}\n",
"\n",
"#report svg {\n",
" max-width: 100%;\n",
"}\n",
"\n",
".report-header {\n",
" --max-content-width: 100em;\n",
" font-size: var(--text-l);\n",
" padding-block-start: var(--space-s);\n",
" padding-block-end: var(--space-s);\n",
"}\n",
"\n",
".report-header > h1 {\n",
" margin: 0;\n",
"}\n",
"\n",
".important-note {\n",
" background-color: var(--lightgreen);\n",
" padding: var(--space-m);\n",
" border-radius: var(--radius);\n",
"}\n",
"/* Boxes with copy-to-clipboard buttons */\n",
"/* ------------------------------------ */\n",
"\n",
"/* Those are used to quickly copy some code snippets, column names, etc. */\n",
"\n",
":host {\n",
" --box-min-width: calc(6 * var(--base-size));\n",
" --box-max-width: calc(40 * var(--base-size));\n",
" --table-box-max-width: calc(55 * var(--base-size));\n",
" --box-min-height: calc(1.9 * var(--base-size));\n",
" --box-max-height: calc(10 * var(--base-size));\n",
"}\n",
"\n",
".box {\n",
" display: flex;\n",
" justify-content: space-between;\n",
" align-items: stretch;\n",
" border: var(--border-s) solid var(--darkg);\n",
" padding: 0;\n",
" min-width: var(--box-min-width);\n",
" max-width: var(--box-max-width);\n",
" min-height: var(--box-min-height);\n",
" max-height: var(--box-max-height);\n",
"}\n",
"\n",
".box pre {\n",
" overflow-x: auto;\n",
" padding: var(--space-s);\n",
" padding-left: var(--space-m);\n",
" flex-grow: 1;\n",
" white-space: pre;\n",
"}\n",
"\n",
".copybutton {\n",
" margin: var(--border-s);\n",
" min-width: var(--button-s);\n",
" max-width: var(--button-s);\n",
" max-height: var(--button-s);\n",
" padding: var(--space-s);\n",
" border: none;\n",
" position: relative;\n",
"}\n",
"\n",
".copybutton-left {\n",
" order: -1;\n",
"}\n",
"\n",
".copybutton {\n",
" background: #e0e0e0;\n",
"}\n",
"\n",
".copybutton:hover {\n",
" background: #eee;\n",
"}\n",
"\n",
".copybutton:active {\n",
" background: #cccccc;\n",
"}\n",
"\n",
".copybutton:not([data-show-checkmark]) > :not(:first-child) {\n",
" display: none;\n",
"}\n",
"\n",
".copybutton[data-show-checkmark] > :first-child {\n",
" display: none;\n",
"}\n",
"\n",
".copied-message {\n",
" font-size: var(--text-s);\n",
" background-color: black;\n",
" color: white;\n",
" padding: var(--space-s);\n",
" border-radius: var(--radius);\n",
" position: absolute;\n",
" top: var(--space-xs);\n",
" margin: 0;\n",
" right: calc(100% + var(--space-s));\n",
"}\n",
"\n",
".copybutton-left .copied-message {\n",
" left: calc(100% + var(--space-s));\n",
" right: auto;\n",
"}\n",
"\n",
"[data-shows-placeholder] {\n",
" color: #777777;\n",
"}\n",
"\n",
".table-bar .box {\n",
" flex-grow: 1;\n",
" max-width: var(--table-box-max-width);\n",
"}\n",
"/* The column summary cards */\n",
"/* ------------------------ */\n",
"\n",
"/* Collection of column summary cards (as shown in the \"column summaries\" tab) */\n",
"/* --------------------------------------------------------------------------- */\n",
"\n",
".column-summary-group {\n",
" display: flex;\n",
" flex-direction: column;\n",
" gap: var(--space-l);\n",
" min-width: min-content;\n",
" max-width: max-content;\n",
"}\n",
"\n",
"/* Increase the gap between buttons & columns to make it clearer the buttons are\n",
" associated with the bar above them. */\n",
".column-selection-buttons + .column-summary-group {\n",
" margin-top: var(--space-l);\n",
"}\n",
"\n",
".column-summary-group > .card {\n",
" margin: 0;\n",
"}\n",
"\n",
"/* On small screens, the cards are on top of each other and all have the\n",
" same width. On wide screens, the cards can be next to\n",
" each other and wrap horizontally. */\n",
"\n",
"@media screen and (min-width: 60rem) {\n",
" .column-summary-group {\n",
" display: flex;\n",
" flex-direction: row;\n",
" flex-wrap: wrap;\n",
" gap: var(--space-l);\n",
" }\n",
"\n",
"}\n",
"\n",
"\n",
"/* Individual column summary cards */\n",
"/* ------------------------------- */\n",
"\n",
".card {\n",
" padding: 0;\n",
" margin: var(--space-l);\n",
" border-radius: var(--radius);\n",
" min-width: min-content;\n",
" border: 1px solid var(--mediumg);\n",
"}\n",
"\n",
".card-header {\n",
" border-radius: var(--radius) var(--radius) 0 0;\n",
"\n",
" display: flex;\n",
" flex-wrap: wrap;\n",
" justify-content: space-between;\n",
" column-gap: var(--space-l);\n",
"\n",
" padding: var(--space-m);\n",
" margin-block-end: var(--space-m);\n",
" background-color: var(--header-color, var(--lightg));\n",
" border-block-end: var(--border-s) solid var(--mediumg);\n",
"}\n",
"\n",
".card-header > * {\n",
" margin-block-start: 0;\n",
" margin-block-end: 0;\n",
" font-size: var(--space-l);\n",
"}\n",
"\n",
".card-header input[type=\"checkbox\"] {\n",
" margin-right: var(--space-s);\n",
"}\n",
"\n",
".column-summary-content {\n",
" display: flex;\n",
" flex-direction: column;\n",
"}\n",
"\n",
"\n",
"/* Grid of boxes with copybuttons for a column's most frequent values */\n",
"\n",
".copybutton-grid {\n",
" display: flex;\n",
" flex-direction: column;\n",
" gap: var(--space-m);\n",
" padding-block-start: var(--space-m);\n",
" padding-block-end: var(--space-m);\n",
"}\n",
"\n",
"\n",
".grid-separator {\n",
" grid-column: 1/-1;\n",
" justify-self: left;\n",
"}\n",
"\n",
"/* Highlight min and max values when outliers were truncated from the histogram*/\n",
"\n",
".column-summary[data-has-low-outliers] .min-value{\n",
" color: var(--red);\n",
" font-weight: bold;\n",
"}\n",
"\n",
".column-summary[data-has-high-outliers] .max-value{\n",
" color: var(--red);\n",
" font-weight: bold;\n",
"}\n",
"\n",
"\n",
"/* Aspects specific to the single card shown in the dataframe sample tab */\n",
"/* --------------------------------------------------------------------- */\n",
"\n",
".columns-in-sample-tab {\n",
" margin-top: var(--space-m);\n",
"}\n",
"\n",
"/* Hide the container when it is empty */\n",
"\n",
".columns-in-sample-tab:not(:has([data-role=\"sample-column\"]:not([data-hidden]))) {\n",
" display: none;\n",
"}\n",
"\n",
"/* The header has the same color as the selected cells in the table */\n",
"\n",
".columns-in-sample-tab .card-header {\n",
" position: relative;\n",
" background-color: var(--darkgreen);\n",
" border-block-end: var(--border-s) solid var(--shadowgreen);\n",
" padding-right: calc(var(--button-s) + var(--space-m));\n",
"}\n",
"\n",
".columns-in-sample-tab .card {\n",
" border-color: var(--shadowgreen);\n",
"}\n",
"\n",
"/* Button for closing the card / deselecting the column in the table */\n",
"\n",
".card .close-card-button {\n",
" height: var(--button-s);\n",
" width: var(--button-s);\n",
"\n",
" padding: var(--space-s);\n",
" border: none;\n",
" border-radius: var(--radius);\n",
" background: var(--darkgreen);\n",
"\n",
" position: absolute;\n",
" top: var(--space-m);\n",
" right: var(--space-s);\n",
"}\n",
"\n",
".card .close-card-button:hover {\n",
" background: var(--verydarkgreen);\n",
"}\n",
"/* The table showing the first few and last rows of the dataframe */\n",
"/* -------------------------------------------------------------- */\n",
"\n",
".table-with-selectable-cells {\n",
" --arrow-width: var(--base-size);\n",
"}\n",
"\n",
".table-with-selectable-cells {\n",
" margin: var(--border-m);\n",
" border: none;\n",
"}\n",
"\n",
".table-with-selectable-cells tbody {\n",
" border: var(--border-s) solid var(--mediumg);\n",
"}\n",
"\n",
".table-with-selectable-cells thead th {\n",
" vertical-align: top;\n",
" border: var(--border-s) solid var(--mediumg);\n",
"}\n",
"\n",
"/* The column containing the selected cell has green stripes. */\n",
"/* The rest of the table has gray stripes added by pure.css */\n",
"\n",
"#report .table-cell[data-is-in-active-column] {\n",
" background-color: var(--active-column-color);\n",
"}\n",
"\n",
"tbody tr {\n",
" --active-column-color: var(--lightgreen);\n",
"}\n",
"\n",
"tbody tr:nth-child(2n -1) {\n",
" --active-column-color: var(--mediumgreen);\n",
"}\n",
"\n",
"thead {\n",
" --active-column-color: var(--darkgreen);\n",
"}\n",
"\n",
".table-with-selectable-cells th[data-role=\"padding\"]{\n",
" background-color: white;\n",
" border: none;\n",
"}\n",
"\n",
".table-with-selectable-cells th[data-role=\"columns-level-name\"]{\n",
" text-align: right;\n",
" padding-right: calc(calc(2 * var(--space-s)) + var(--arrow-width));\n",
" position: relative;\n",
"}\n",
"\n",
".table-with-selectable-cells th[data-role=\"columns-level-name\"] > .arrow-icon {\n",
" position: absolute;\n",
" width: var(--arrow-width);\n",
" height: 100%;\n",
" top: 0;\n",
" bottom: 0;\n",
" left: 100%;\n",
" right: calc(-1 * var(--arrow-width));\n",
" transform: translateX(calc(-1 * var(--space-s)));\n",
" display: flex;\n",
" user-select: none;\n",
"}\n",
"\n",
".table-with-selectable-cells th[data-role=\"columns-level-value\"]{}\n",
".table-with-selectable-cells th[data-role=\"column-name\"]{}\n",
"\n",
"\n",
".table-with-selectable-cells th[data-role=\"index-level-name\"],\n",
".table-with-selectable-cells th[data-role=\"index-level-value\"]{\n",
" background-color: white;\n",
" border: 1px solid var(--mediumg);\n",
" text-align: right;\n",
"}\n",
"\n",
".table-with-selectable-cells th[data-role=\"dataframe-data\"]{}\n",
"\n",
".table-cell[data-is-active] {\n",
" --active-column-color: var(--lightyellow);\n",
"}\n",
"\n",
"table:not(:focus-within):not(:has(:active)) .table-cell[data-is-active] {\n",
" outline: var(--border-m) dotted black;\n",
"}\n",
"\n",
".table-cell[data-is-active]:focus {\n",
" outline-width: var(--border-m);\n",
" outline-style: solid;\n",
" outline-color: Highlight;\n",
" outline-color: -webkit-focus-ring-color;\n",
"}\n",
"\n",
"#report .table-cell[data-is-active][data-just-copied]:focus {\n",
" outline-width: var(--border-m);\n",
" outline-style: dashed;\n",
" outline-color: Highlight;\n",
" outline-color: -webkit-focus-ring-color;\n",
"}\n",
"\n",
"\n",
"/* The gap separating the head and the tail of the table */\n",
"\n",
"#report .ellided-table-part,\n",
"#report .ellided-table-part td {\n",
" border: var(--border-m) dashed var(--mediumg);\n",
" text-align: center;\n",
" border-top: 0;\n",
" border-bottom: 0;\n",
" background: inherit;\n",
"}\n",
"\n",
"#report .ellipsis-icon {\n",
" display: flex;\n",
" flex-direction: column;\n",
" max-height: var(--space-xl);\n",
"}\n",
"\n",
"#report table:has([data-role=\"index-level-value\"]) .ellided-table-part td:first-child .ellipsis-icon * {\n",
" align-self: flex-end;\n",
"}\n",
"\n",
".table-bar-wrapper {\n",
" min-height: calc(var(--line-height) * 1em + 2 * var(--space-m));\n",
" display: flex;\n",
" flex-direction: column;\n",
" justify-content: center;\n",
" margin-bottom: var(--space-s);\n",
"}\n",
"\n",
"/* Information below the table: dimensions and keyboard shortcuts */\n",
"\n",
".table-footer {\n",
" display: flex;\n",
" justify-content: flex-start;\n",
" column-gap: var(--space-xxl);\n",
" padding-top: var(--space-s);\n",
"}\n",
"\n",
".table-footer > * {\n",
" flex-shrink: 1;\n",
"}\n",
"\n",
".keyboard-hints {\n",
" display: none;\n",
" flex-basis: max(0px, min(50%, calc((50% - 25ch) * 99999)));\n",
" min-width: 0px;\n",
" height: 2em;\n",
" margin-bottom: calc(-1 * var(--space-m));\n",
" margin-right: var(--space-s);\n",
" overflow: hidden;\n",
" flex-shrink: 10000;\n",
"}\n",
"\n",
".keyboard-hints > div {\n",
" display: flex;\n",
" flex-wrap: wrap;\n",
" row-gap: 2em;\n",
"}\n",
"\n",
":has(.table-with-selectable-cells:focus-within) ~ .table-footer .keyboard-hints {\n",
" display: block;\n",
"}\n",
"\n",
".keyboard-key {\n",
" font-size: var(--text-xs);\n",
" font-family: var(--fontStack-monospace);\n",
" padding: 0 var(--space-m);\n",
" line-height: 1.8;\n",
" color: #444444;\n",
" border: var(--border-s) solid #cccccc;\n",
" border-bottom: var(--border-s) solid #bbbbbb;\n",
" box-shadow: inset 0 calc(-1 * var(--border-s)) 0 #bbbbbb;\n",
" border-radius: 0.2em;\n",
" min-width: 1em;\n",
" text-align: center;\n",
" margin: var(--space-xs);\n",
" display: inline-block;\n",
" text-wrap: nowrap;\n",
" flex-shrink: 0;\n",
"}\n",
".summary-stats-table {\n",
" margin: var(--border-m);\n",
"\n",
" /* \"collapse\" prevents reliably showing the right border of the sticky\n",
" column when it overlaps others */\n",
" border-collapse: separate;\n",
"\n",
" /* Avoid a border twice as thick on the left of the table due to separate\n",
" border (there is already a left border on the table cells). */\n",
" border-left: none;\n",
"}\n",
"\n",
".relative {\n",
" position: relative;\n",
"}\n",
"\n",
"/* pure.css puts the border on the left of each cell, but we want one on the\n",
" right of the second column which will overlap other columns. */\n",
"#report .summary-stats-table tr > :is(th, td):nth-child(3){\n",
" border-left: none;\n",
"}\n",
"\n",
"/* Make the second column sticky and allow it to overlap others. */\n",
"#report .summary-stats-table tr > :is(th, td):nth-child(2) {\n",
"\n",
" /* We allow part of the column to be hidden to save space; seeing the end of\n",
" the column name should be enough to recognize to which column a row\n",
" belongs. */\n",
" --left-overlap: calc(4 * var(--base-size));\n",
"\n",
" position: sticky;\n",
" left: calc(-1 * var(--left-overlap));\n",
" z-index: 10;\n",
"\n",
" text-align: right;\n",
" max-width: calc(min(30ch, var(--left-overlap) + 40vw));\n",
"\n",
" border-right: 1px solid #cbcbcb;\n",
" box-shadow: 0px 0 0 0 #aaa;\n",
" transition: box-shadow 200ms;\n",
"}\n",
"\n",
"/* Draw a larger & darker border when the 2nd column is overlapping others. */\n",
"#report [data-is-scrolling] > .summary-stats-table tr > :is(th, td):nth-child(2) {\n",
" box-shadow: 2px 0 0 0 #aaa;\n",
" transition: box-shadow 400ms;\n",
"}\n",
"\n",
"/* Elements in the 2nd column should have an opaque background as they overlap\n",
" others. */\n",
"\n",
"#report .summary-stats-table tr > td:nth-child(2) {\n",
" background: white;\n",
"}\n",
"\n",
"#report .summary-stats-table tr > th:nth-child(2) {\n",
" background: #e0e0e0;\n",
"}\n",
"\n",
"#report th.sort-button-group-wrapper {\n",
" --btn-width: var(--button-m);\n",
" --btn-group-width: calc(var(--btn-width) * 2);\n",
" position: relative;\n",
" padding-top: var(--space-s);\n",
" padding-bottom: var(--space-s);\n",
" padding-right: calc(var(--space-m) + var(--btn-group-width));\n",
"}\n",
"\n",
".sort-button-group {\n",
" position: absolute;\n",
" top: 0;\n",
" bottom: var(--border-s);\n",
" right: calc(-1 * var(--btn-group-width));\n",
" left: 100%;\n",
" transform: translateX(calc(-1 * var(--btn-group-width)));\n",
" display: flex;\n",
" gap: 0px;\n",
" padding: 0px;\n",
"}\n",
"\n",
".sort-button {\n",
" margin: 0;\n",
" box-sizing: border-box;\n",
" height: 100%;\n",
" flex-grow: 1;\n",
" border-radius: 0;\n",
" border: var(--border-s) solid #aaa;\n",
" background: #e0e0e0;\n",
" color: #222;\n",
" padding: var(--space-s);\n",
"}\n",
"\n",
".sort-button-group > .sort-button:focus-visible {\n",
" z-index: 2;\n",
"}\n",
"\n",
".sort-button-group > .sort-button ~ .sort-button {\n",
" margin-left: calc(-1 * var(--border-s));\n",
"}\n",
"\n",
".sort-button:hover {\n",
" background: #eeeeee;\n",
"}\n",
"\n",
".sort-button:active {\n",
" background: #cccccc;\n",
"}\n",
"\n",
".sort-button[data-is-active]{\n",
" background: var(--lightgreen);\n",
" color: black;\n",
"}\n",
"/* The report's tab panels (dataframe sample, column summaries, column associations) */\n",
"/* --------------------------------------------------------------------------------- */\n",
"\n",
"\n",
"/* The tabs (buttons that allow selecting the tab panel) */\n",
"/* ----------------------------------------------------- */\n",
"\n",
".tab-list-wrapper {\n",
" align-items: flex-start;\n",
" border-bottom: var(--border-s) solid var(--darkg);\n",
" column-gap: calc(var(--space-xs));\n",
" row-gap: var(--space-s);\n",
"}\n",
"\n",
".tab-list-scroller {\n",
" overflow: auto hidden;\n",
"}\n",
"\n",
".tab-list {\n",
" display: flex;\n",
" column-gap: var(--space-m);\n",
" padding-left: var(--space-m);\n",
" padding-right: var(--space-m);\n",
" align-items: stretch;\n",
" margin-bottom: calc(-1 * var(--border-s));\n",
"}\n",
"\n",
".tab-list > * {\n",
" display: flex;\n",
" flex-direction: column;\n",
" justify-content: flex-end;\n",
" margin-top: var(--border-m);\n",
"}\n",
"\n",
".tab {\n",
" display: flex;\n",
" align-items: center;\n",
" column-gap: var(--space-s);\n",
" border: var(--border-s) solid transparent;\n",
" border-bottom: none;\n",
" border-radius: var(--radius) var(--radius) 0 0;\n",
" padding: var(--space-m);\n",
" padding-top: var(--space-s);\n",
" padding-bottom: calc(var(--space-s) + var(--border-s));\n",
" font-size: var(--space-l);\n",
" background-color: transparent;\n",
" --color-muted: var(--darkg);\n",
" --color-default: inherit;\n",
" color: var(--color-muted);\n",
"}\n",
"\n",
".tab:hover {\n",
" color: var(--color-default);\n",
"}\n",
"\n",
".tab[data-is-selected] {\n",
" border-color: var(--darkg);\n",
" background-color: white;\n",
" color: var(--color-default);\n",
"}\n",
"\n",
"/* When a tab contains critical content we highlight the corresponding button so */\n",
"/* the user is more likely to click on it. ATM this is just used for the */\n",
"/* associations tab when some columns are very strongly associated. */\n",
"\n",
".tab-list .tab .warning-sign {\n",
" display: none;\n",
" width: var(--text-m);\n",
" height: var(--text-m);\n",
" margin: var(--space-xs);\n",
"}\n",
"\n",
".tab-list .tab[data-has-warning] .warning-sign {\n",
" display: inline-block;\n",
"}\n",
"\n",
".tab-list .tab[data-has-warning] {\n",
" --color-muted: var(--darkred);\n",
" --color-default: var(--red);\n",
"\n",
"}\n",
"\n",
"/* The panels (the main content) */\n",
"/* ----------------------------- */\n",
"\n",
".tab-panel {\n",
" padding-top: var(--space-m);\n",
" border-radius: 0 0 var(--radius) var(--radius);\n",
"}\n",
"\n",
".report-bottom-border {\n",
" width: calc(100% - 2 * var(--radius));\n",
" border-bottom: var(--border-s) solid var(--mediumg);\n",
" margin: var(--space-m) auto 0 auto;\n",
"}\n",
".toggletip-wrapper {\n",
" position: relative;\n",
"}\n",
"\n",
".toggletip {\n",
" display: inline-block;\n",
" --blue: #3584e4;\n",
" --darkblue: #0f4e9b;\n",
" --buttonheight: var(--text-xl);\n",
"}\n",
"\n",
".toggletip > button {\n",
" height: var(--buttonheight);\n",
" width: var(--buttonheight);\n",
" background-color: var(--blue);\n",
" text-shadow: 0px 0px 1px var(--darkblue);\n",
" font-family: var(--fontStack-monospace);\n",
" font-weight: bold;\n",
" color: white;\n",
" border: var(--border-s) solid var(--darkblue);\n",
" border-radius: 50%;\n",
" margin: 0;\n",
" padding: none;\n",
"}\n",
"\n",
".toggletip > .toggletip-info {\n",
" box-sizing: border-box;\n",
" position: absolute;\n",
" top: calc(1.2 * var(--buttonheight));\n",
" left: calc(0.9 * var(--buttonheight));\n",
" width: calc(min(50ch, 100% - var(--buttonheight)));\n",
" min-width: min-content;\n",
" padding: var(--space-l);\n",
" background: white;\n",
" border: var(--border-m) solid var(--blue);\n",
" border-radius: var(--radius);\n",
" z-index: 2;\n",
" visibility: hidden;\n",
" transition: visibility 0ms 400ms;\n",
"}\n",
"\n",
"\n",
":is(.toggletip:focus-within, .toggletip:active, .toggletip:hover) > .toggletip-info {\n",
" visibility: visible;\n",
" transition-delay: 0ms;\n",
"}\n",
"\n",
".toggletip > button:is(:focus, :active) {\n",
" outline: var(--border-m) solid var(--blue);\n",
" outline-offset: var(--border-m);\n",
"}\n",
".column-filter {\n",
" display: flex;\n",
" flex-wrap: wrap;\n",
" gap: var(--space-m);\n",
" align-items: flex-end;\n",
" margin-bottom: var(--space-s);\n",
" margin-left: var(--space-m);\n",
" margin-right: var(--space-s);\n",
"}\n",
"\n",
".column-filter > select {\n",
" max-width: 16ch;\n",
" text-overflow: ellipsis;\n",
" padding: 0 var(--border-s) 0 var(--space-s);\n",
" font-size: var(--text-s);\n",
"}\n",
" </style>\n",
" <div id=\"report\">\n",
" \n",
"\n",
" \n",
" \n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"<div>\n",
" <div class=\"flex-reverse tab-list-wrapper\">\n",
" <div class=\"tab-list tab-list-scroller\" data-manager=\"TabList\">\n",
" <div>\n",
" <button type=\"button\" data-target-panel-id=\"dataframe-sample-panel\"\n",
" data-role=\"tab\" data-is-selected data-test=\"sample-tab\" class=\"tab\"\n",
" title=\"Display a few rows of the dataframe in a table.\">Table</button>\n",
" </div>\n",
" <div>\n",
" <button type=\"button\" data-target-panel-id=\"summary-statistics-panel\"\n",
" data-role=\"tab\" data-test=\"summary-statistics-tab\" class=\"tab\"\n",
" title=\"Summary statistics for all columns.\">Stats</button>\n",
" </div>\n",
" <div>\n",
" <button type=\"button\" data-target-panel-id=\"column-summaries-panel\"\n",
" data-role=\"tab\" data-test=\"summaries-tab\" class=\"tab\"\n",
" title=\"Plots showing the distributions of all columns\">Distributions</button>\n",
" </div>\n",
" <div>\n",
" <button type=\"button\" data-target-panel-id=\"column-associations-panel\"\n",
" data-role=\"tab\" class=\"tab\" \n",
" data-has-warning data-test=\"associations-tab\"\n",
" title=\"Show which columns are similar (have a strong association).\n",
"NOTE: some columns have very strong associations and may be redundant.\">\n",
" <div class=\"warning-sign\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M7.938 2.016A.13.13 0 0 1 8.002 2a.13.13 0 0 1 .063.016.15.15 0 0 1 .054.057l6.857 11.667c.036.06.035.124.002.183a.2.2 0 0 1-.054.06.1.1 0 0 1-.066.017H1.146a.1.1 0 0 1-.066-.017.2.2 0 0 1-.054-.06.18.18 0 0 1 .002-.183L7.884 2.073a.15.15 0 0 1 .054-.057m1.044-.45a1.13 1.13 0 0 0-1.96 0L.165 13.233c-.457.778.091 1.767.98 1.767h13.713c.889 0 1.438-.99.98-1.767z\"/>\n",
" <path d=\"M7.002 12a1 1 0 1 1 2 0 1 1 0 0 1-2 0M7.1 5.995a.905.905 0 1 1 1.8 0l-.35 3.507a.552.552 0 0 1-1.1 0z\"/>\n",
"</svg>\n",
" </div>\n",
" Associations</button>\n",
" </div>\n",
" </div>\n",
" <div class=\"column-filter\" data-manager=\"InvisibleInAssociationsTabPanel\">\n",
" <select data-manager=\"ColumnFilter\"\n",
" data-all-filters-base64=\"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\"\n",
" data-test=\"column-filter-select\"\n",
" autocomplete=\"off\">\n",
" <optgroup label=\"Select columns to show:\">\n",
" <option value=\"all()\" selected disabled hidden>Filter columns</option>\n",
" \n",
" <option value=\"all()\">\n",
" All columns</option>\n",
" \n",
" <option value=\"high_association\">\n",
" High similarity</option>\n",
" \n",
" <option value=\"has_nulls()\">\n",
" With nulls</option>\n",
" \n",
" <option value=\"(~has_nulls())\">\n",
" Without nulls</option>\n",
" \n",
" <option value=\"numeric()\">\n",
" Numeric</option>\n",
" \n",
" <option value=\"(~numeric())\">\n",
" Non-numeric</option>\n",
" \n",
" <option value=\"string()\">\n",
" String</option>\n",
" \n",
" <option value=\"(~string())\">\n",
" Non-string</option>\n",
" \n",
" <option value=\"categorical()\">\n",
" Categorical</option>\n",
" \n",
" <option value=\"(~categorical())\">\n",
" Non-categorical</option>\n",
" \n",
" <option value=\"any_date()\">\n",
" Datetime</option>\n",
" \n",
" <option value=\"(~any_date())\">\n",
" Non-datetime</option>\n",
" \n",
" </optgroup>\n",
" </select>\n",
"</div>\n",
" </div>\n",
"</div>\n",
"\n",
"<div class=\"tab-panel\" id=\"dataframe-sample-panel\" data-test=\"sample-panel\">\n",
" \n",
"\n",
"\n",
"\n",
"<article class=\"wrapper\" data-show-on=\"NON_EMPTY_COLUMN_FILTER_SELECTED\"\n",
" data-hide-on=\"EMPTY_COLUMN_FILTER_SELECTED\">\n",
" \n",
"\n",
"<div class=\"table-bar-wrapper\">\n",
"<div class=\"flex flex-wrap table-bar\"\n",
" data-manager=\"SampleTableBar\"\n",
" data-hidden\n",
" data-show-on=\"SAMPLE_TABLE_CELL_ACTIVATED\"\n",
" data-hide-on=\"SAMPLE_TABLE_CELL_DEACTIVATED\">\n",
" <div class=\"box\">\n",
" <pre id=\"sample-table-bar-display\" data-role=\"content-display\"></pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"sample-table-bar-display\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"</div>\n",
"<div class=\"flex\">\n",
" <div class=\"text important-note\"\n",
" data-hide-on=\"SAMPLE_TABLE_CELL_ACTIVATED\"\n",
" data-show-on=\"SAMPLE_TABLE_CELL_DEACTIVATED\"\n",
" data-test=\"click-on-table-announcement\">\n",
" Click a table cell for more info about its column.\n",
" </div>\n",
"</div>\n",
"</div>\n",
"\n",
" <div class=\"horizontal-scroll\" tabindex=\"-1\">\n",
" <table class=\"pure-table pure-table-striped table-with-selectable-cells\"\n",
" data-manager=\"SampleTable\"\n",
" data-start-i=\"-2\"\n",
" data-stop-i=\"10\"\n",
" data-start-j=\"-1\"\n",
" data-stop-j=\"8\"\n",
" >\n",
" \n",
" \n",
" <thead>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"cd130e8d\"\n",
" class=\"table-cell ellided-short \"\n",
" \n",
" data-role=\"padding\"\n",
" \n",
" \n",
" data-i=\"-2\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__-2__-1\n",
"\n",
"\n",
"\n",
"data-spans__-1__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"2\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"None\"\n",
" data-value-str=\"None\"\n",
" \n",
" ></th>\n",
" \n",
" \n",
" <th\n",
" id=\"dc20c506\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"columns-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"-2\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__-2__0\n",
"\n",
"\n",
"\n",
"data-spans__-1__0\n",
"\n",
"\n",
"\n",
" rowspan=\"2\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;gender&#39;\"\n",
" data-value-str=\"gender\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >gender</th>\n",
" \n",
" \n",
" <th\n",
" id=\"6543a1a2\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"columns-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"-2\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__-2__1\n",
"\n",
"\n",
"\n",
"data-spans__-1__1\n",
"\n",
"\n",
"\n",
" rowspan=\"2\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;department&#39;\"\n",
" data-value-str=\"department\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >department</th>\n",
" \n",
" \n",
" <th\n",
" id=\"6e256cde\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"columns-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"-2\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__-2__2\n",
"\n",
"\n",
"\n",
"data-spans__-1__2\n",
"\n",
"\n",
"\n",
" rowspan=\"2\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;department_name&#39;\"\n",
" data-value-str=\"department_name\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >department_name</th>\n",
" \n",
" \n",
" <th\n",
" id=\"08b65d75\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"columns-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"-2\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__-2__3\n",
"\n",
"\n",
"\n",
"data-spans__-1__3\n",
"\n",
"\n",
"\n",
" rowspan=\"2\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;division&#39;\"\n",
" data-value-str=\"division\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >division</th>\n",
" \n",
" \n",
" <th\n",
" id=\"68fedfcc\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"columns-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"-2\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__-2__4\n",
"\n",
"\n",
"\n",
"data-spans__-1__4\n",
"\n",
"\n",
"\n",
" rowspan=\"2\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;assignment_category&#39;\"\n",
" data-value-str=\"assignment_category\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >assignment_category</th>\n",
" \n",
" \n",
" <th\n",
" id=\"daedd496\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"columns-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"-2\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__-2__5\n",
"\n",
"\n",
"\n",
"data-spans__-1__5\n",
"\n",
"\n",
"\n",
" rowspan=\"2\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;employee_position_title&#39;\"\n",
" data-value-str=\"employee_position_title\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >employee_position_title</th>\n",
" \n",
" \n",
" <th\n",
" id=\"d2a1ebe1\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"columns-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"-2\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__-2__6\n",
"\n",
"\n",
"\n",
"data-spans__-1__6\n",
"\n",
"\n",
"\n",
" rowspan=\"2\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;date_first_hired&#39;\"\n",
" data-value-str=\"date_first_hired\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >date_first_hired</th>\n",
" \n",
" \n",
" <th\n",
" id=\"d1bdc35d\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"columns-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"-2\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__-2__7\n",
"\n",
"\n",
"\n",
"data-spans__-1__7\n",
"\n",
"\n",
"\n",
" rowspan=\"2\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;year_first_hired&#39;\"\n",
" data-value-str=\"year_first_hired\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >year_first_hired</th>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" \n",
" </tr>\n",
" \n",
" </thead>\n",
" \n",
" \n",
" \n",
" <tbody>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"25682fb9\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"0\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__0__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"0\"\n",
" data-value-str=\"0\"\n",
" \n",
" >0</th>\n",
" \n",
" \n",
" <td\n",
" id=\"b90d71dd\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"0\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__0__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;F&#39;\"\n",
" data-value-str=\"F\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >F</td>\n",
" \n",
" \n",
" <td\n",
" id=\"925f5b07\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"0\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__0__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;POL&#39;\"\n",
" data-value-str=\"POL\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >POL</td>\n",
" \n",
" \n",
" <td\n",
" id=\"00e76917\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"0\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__0__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Department of Police&#39;\"\n",
" data-value-str=\"Department of Police\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >Department of Police</td>\n",
" \n",
" \n",
" <td\n",
" id=\"bdf1733a\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"0\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__0__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;MSB Information Mgmt and Tech Division Records Management Section&#39;\"\n",
" data-value-str=\"MSB Information Mgmt and Tech Division Records Management Section\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >MSB Information Mgmt and Tech Division Records Management Section</td>\n",
" \n",
" \n",
" <td\n",
" id=\"7b612b82\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"0\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__0__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fulltime-Regular&#39;\"\n",
" data-value-str=\"Fulltime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Fulltime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"b9e6fde0\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"0\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__0__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Office Services Coordinator&#39;\"\n",
" data-value-str=\"Office Services Coordinator\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Office Services Coordinator</td>\n",
" \n",
" \n",
" <td\n",
" id=\"b3151193\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"0\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__0__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;09/22/1986&#39;\"\n",
" data-value-str=\"09/22/1986\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >09/22/1986</td>\n",
" \n",
" \n",
" <td\n",
" id=\"39e7a6b0\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"0\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__0__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"1986\"\n",
" data-value-str=\"1986\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >1986</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"76c1cea8\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"1\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__1__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"1\"\n",
" data-value-str=\"1\"\n",
" \n",
" >1</th>\n",
" \n",
" \n",
" <td\n",
" id=\"42a40c0a\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"1\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__1__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;M&#39;\"\n",
" data-value-str=\"M\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >M</td>\n",
" \n",
" \n",
" <td\n",
" id=\"79e4cb2d\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"1\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__1__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;POL&#39;\"\n",
" data-value-str=\"POL\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >POL</td>\n",
" \n",
" \n",
" <td\n",
" id=\"0ef8a0c5\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"1\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__1__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Department of Police&#39;\"\n",
" data-value-str=\"Department of Police\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >Department of Police</td>\n",
" \n",
" \n",
" <td\n",
" id=\"66f23f73\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"1\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__1__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;ISB Major Crimes Division Fugitive Section&#39;\"\n",
" data-value-str=\"ISB Major Crimes Division Fugitive Section\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >ISB Major Crimes Division Fugitive Section</td>\n",
" \n",
" \n",
" <td\n",
" id=\"f39196fb\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"1\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__1__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fulltime-Regular&#39;\"\n",
" data-value-str=\"Fulltime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Fulltime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"d292c0b9\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"1\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__1__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Master Police Officer&#39;\"\n",
" data-value-str=\"Master Police Officer\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Master Police Officer</td>\n",
" \n",
" \n",
" <td\n",
" id=\"04ceb175\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"1\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__1__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;09/12/1988&#39;\"\n",
" data-value-str=\"09/12/1988\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >09/12/1988</td>\n",
" \n",
" \n",
" <td\n",
" id=\"74439f56\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"1\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__1__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"1988\"\n",
" data-value-str=\"1988\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >1988</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"d49c84a5\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"2\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__2__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"2\"\n",
" data-value-str=\"2\"\n",
" \n",
" >2</th>\n",
" \n",
" \n",
" <td\n",
" id=\"1498db93\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"2\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__2__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;F&#39;\"\n",
" data-value-str=\"F\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >F</td>\n",
" \n",
" \n",
" <td\n",
" id=\"df7f9ce3\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"2\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__2__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;HHS&#39;\"\n",
" data-value-str=\"HHS\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >HHS</td>\n",
" \n",
" \n",
" <td\n",
" id=\"1f88a1b2\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"2\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__2__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Department of Health and Human Services&#39;\"\n",
" data-value-str=\"Department of Health and Human Services\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >Department of Health and Human Services</td>\n",
" \n",
" \n",
" <td\n",
" id=\"7669a857\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"2\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__2__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Adult Protective and Case Management Services&#39;\"\n",
" data-value-str=\"Adult Protective and Case Management Services\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >Adult Protective and Case Management Services</td>\n",
" \n",
" \n",
" <td\n",
" id=\"035d7650\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"2\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__2__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fulltime-Regular&#39;\"\n",
" data-value-str=\"Fulltime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Fulltime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"0ef66806\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"2\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__2__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Social Worker IV&#39;\"\n",
" data-value-str=\"Social Worker IV\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Social Worker IV</td>\n",
" \n",
" \n",
" <td\n",
" id=\"f9facd1a\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"2\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__2__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;11/19/1989&#39;\"\n",
" data-value-str=\"11/19/1989\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >11/19/1989</td>\n",
" \n",
" \n",
" <td\n",
" id=\"ce7f3455\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"2\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__2__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"1989\"\n",
" data-value-str=\"1989\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >1989</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"f992dbbd\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"3\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__3__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"3\"\n",
" data-value-str=\"3\"\n",
" \n",
" >3</th>\n",
" \n",
" \n",
" <td\n",
" id=\"533d2050\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"3\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__3__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;M&#39;\"\n",
" data-value-str=\"M\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >M</td>\n",
" \n",
" \n",
" <td\n",
" id=\"876d52ee\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"3\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__3__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;COR&#39;\"\n",
" data-value-str=\"COR\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >COR</td>\n",
" \n",
" \n",
" <td\n",
" id=\"ff01d05b\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"3\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__3__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Correction and Rehabilitation&#39;\"\n",
" data-value-str=\"Correction and Rehabilitation\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >Correction and Rehabilitation</td>\n",
" \n",
" \n",
" <td\n",
" id=\"1c765ccb\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"3\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__3__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;PRRS Facility and Security&#39;\"\n",
" data-value-str=\"PRRS Facility and Security\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >PRRS Facility and Security</td>\n",
" \n",
" \n",
" <td\n",
" id=\"5c57f69a\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"3\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__3__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fulltime-Regular&#39;\"\n",
" data-value-str=\"Fulltime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Fulltime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"f36c3f70\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"3\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__3__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Resident Supervisor II&#39;\"\n",
" data-value-str=\"Resident Supervisor II\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Resident Supervisor II</td>\n",
" \n",
" \n",
" <td\n",
" id=\"2f6ea9b5\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"3\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__3__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;05/05/2014&#39;\"\n",
" data-value-str=\"05/05/2014\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >05/05/2014</td>\n",
" \n",
" \n",
" <td\n",
" id=\"2b579bad\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"3\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__3__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"2014\"\n",
" data-value-str=\"2014\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >2014</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"5b37982d\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"4\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__4__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"4\"\n",
" data-value-str=\"4\"\n",
" \n",
" >4</th>\n",
" \n",
" \n",
" <td\n",
" id=\"6d88b9e3\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"4\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__4__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;M&#39;\"\n",
" data-value-str=\"M\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >M</td>\n",
" \n",
" \n",
" <td\n",
" id=\"1042579c\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"4\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__4__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;HCA&#39;\"\n",
" data-value-str=\"HCA\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >HCA</td>\n",
" \n",
" \n",
" <td\n",
" id=\"91a41d8f\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"4\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__4__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Department of Housing and Community Affairs&#39;\"\n",
" data-value-str=\"Department of Housing and Community Affairs\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >Department of Housing and Community Affairs</td>\n",
" \n",
" \n",
" <td\n",
" id=\"b8f348bc\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"4\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__4__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Affordable Housing Programs&#39;\"\n",
" data-value-str=\"Affordable Housing Programs\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >Affordable Housing Programs</td>\n",
" \n",
" \n",
" <td\n",
" id=\"b4140388\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"4\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__4__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fulltime-Regular&#39;\"\n",
" data-value-str=\"Fulltime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Fulltime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"e50cea81\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"4\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__4__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Planning Specialist III&#39;\"\n",
" data-value-str=\"Planning Specialist III\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Planning Specialist III</td>\n",
" \n",
" \n",
" <td\n",
" id=\"6e28d1f5\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"4\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__4__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;03/05/2007&#39;\"\n",
" data-value-str=\"03/05/2007\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >03/05/2007</td>\n",
" \n",
" \n",
" <td\n",
" id=\"74a3a1bb\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"4\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__4__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"2007\"\n",
" data-value-str=\"2007\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >2007</td>\n",
" \n",
" </tr>\n",
" \n",
" </tbody>\n",
" \n",
" \n",
" \n",
" <tbody class=\"ellided-table-part\">\n",
" <tr>\n",
" \n",
" <td\n",
" \n",
" ><div class=\"ellipsis-icon\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M9.5 13a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0\"/>\n",
"</svg></div></td>\n",
" \n",
" <td\n",
" \n",
" data-manager=\"FilterableColumn\"\n",
" data-column-idx=\"0\"\n",
" data-role=\"ellipsis\"\n",
" \n",
" ><div class=\"ellipsis-icon\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M9.5 13a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0\"/>\n",
"</svg></div></td>\n",
" \n",
" <td\n",
" \n",
" data-manager=\"FilterableColumn\"\n",
" data-column-idx=\"1\"\n",
" data-role=\"ellipsis\"\n",
" \n",
" ><div class=\"ellipsis-icon\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M9.5 13a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0\"/>\n",
"</svg></div></td>\n",
" \n",
" <td\n",
" \n",
" data-manager=\"FilterableColumn\"\n",
" data-column-idx=\"2\"\n",
" data-role=\"ellipsis\"\n",
" \n",
" ><div class=\"ellipsis-icon\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M9.5 13a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0\"/>\n",
"</svg></div></td>\n",
" \n",
" <td\n",
" \n",
" data-manager=\"FilterableColumn\"\n",
" data-column-idx=\"3\"\n",
" data-role=\"ellipsis\"\n",
" \n",
" ><div class=\"ellipsis-icon\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M9.5 13a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0\"/>\n",
"</svg></div></td>\n",
" \n",
" <td\n",
" \n",
" data-manager=\"FilterableColumn\"\n",
" data-column-idx=\"4\"\n",
" data-role=\"ellipsis\"\n",
" \n",
" ><div class=\"ellipsis-icon\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M9.5 13a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0\"/>\n",
"</svg></div></td>\n",
" \n",
" <td\n",
" \n",
" data-manager=\"FilterableColumn\"\n",
" data-column-idx=\"5\"\n",
" data-role=\"ellipsis\"\n",
" \n",
" ><div class=\"ellipsis-icon\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M9.5 13a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0\"/>\n",
"</svg></div></td>\n",
" \n",
" <td\n",
" \n",
" data-manager=\"FilterableColumn\"\n",
" data-column-idx=\"6\"\n",
" data-role=\"ellipsis\"\n",
" \n",
" ><div class=\"ellipsis-icon\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M9.5 13a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0\"/>\n",
"</svg></div></td>\n",
" \n",
" <td\n",
" \n",
" data-manager=\"FilterableColumn\"\n",
" data-column-idx=\"7\"\n",
" data-role=\"ellipsis\"\n",
" \n",
" ><div class=\"ellipsis-icon\"><svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M9.5 13a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0m0-5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0\"/>\n",
"</svg></div></td>\n",
" \n",
" </tr>\n",
" </tbody>\n",
" \n",
" \n",
" \n",
" <tbody>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"b5f26b24\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"5\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__5__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"9223\"\n",
" data-value-str=\"9223\"\n",
" \n",
" >9223</th>\n",
" \n",
" \n",
" <td\n",
" id=\"f2ce2aef\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"5\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__5__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;F&#39;\"\n",
" data-value-str=\"F\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >F</td>\n",
" \n",
" \n",
" <td\n",
" id=\"bba8f82c\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"5\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__5__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;HHS&#39;\"\n",
" data-value-str=\"HHS\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >HHS</td>\n",
" \n",
" \n",
" <td\n",
" id=\"a6362283\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"5\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__5__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Department of Health and Human Services&#39;\"\n",
" data-value-str=\"Department of Health and Human Services\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >Department of Health and Human Services</td>\n",
" \n",
" \n",
" <td\n",
" id=\"e1110c25\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"5\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__5__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;School Based Health Centers&#39;\"\n",
" data-value-str=\"School Based Health Centers\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >School Based Health Centers</td>\n",
" \n",
" \n",
" <td\n",
" id=\"18e63269\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"5\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__5__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fulltime-Regular&#39;\"\n",
" data-value-str=\"Fulltime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Fulltime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"6330734e\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"5\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__5__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Community Health Nurse II&#39;\"\n",
" data-value-str=\"Community Health Nurse II\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Community Health Nurse II</td>\n",
" \n",
" \n",
" <td\n",
" id=\"9ed70bcc\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"5\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__5__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;11/03/2015&#39;\"\n",
" data-value-str=\"11/03/2015\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >11/03/2015</td>\n",
" \n",
" \n",
" <td\n",
" id=\"642f90ab\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"5\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__5__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"2015\"\n",
" data-value-str=\"2015\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >2015</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"7e51ce89\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"6\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__6__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"9224\"\n",
" data-value-str=\"9224\"\n",
" \n",
" >9224</th>\n",
" \n",
" \n",
" <td\n",
" id=\"6b71d8bf\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"6\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__6__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;F&#39;\"\n",
" data-value-str=\"F\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >F</td>\n",
" \n",
" \n",
" <td\n",
" id=\"22e493c0\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"6\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__6__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;FRS&#39;\"\n",
" data-value-str=\"FRS\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >FRS</td>\n",
" \n",
" \n",
" <td\n",
" id=\"4c808e2f\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"6\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__6__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fire and Rescue Services&#39;\"\n",
" data-value-str=\"Fire and Rescue Services\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >Fire and Rescue Services</td>\n",
" \n",
" \n",
" <td\n",
" id=\"62e8a1a5\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"6\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__6__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Human Resources Division&#39;\"\n",
" data-value-str=\"Human Resources Division\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >Human Resources Division</td>\n",
" \n",
" \n",
" <td\n",
" id=\"e7360d51\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"6\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__6__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fulltime-Regular&#39;\"\n",
" data-value-str=\"Fulltime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Fulltime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"c3f6547a\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"6\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__6__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fire/Rescue Division Chief&#39;\"\n",
" data-value-str=\"Fire/Rescue Division Chief\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Fire/Rescue Division Chief</td>\n",
" \n",
" \n",
" <td\n",
" id=\"c382e472\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"6\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__6__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;11/28/1988&#39;\"\n",
" data-value-str=\"11/28/1988\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >11/28/1988</td>\n",
" \n",
" \n",
" <td\n",
" id=\"55a65a38\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"6\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__6__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"1988\"\n",
" data-value-str=\"1988\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >1988</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"bf53c93e\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"7\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__7__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"9225\"\n",
" data-value-str=\"9225\"\n",
" \n",
" >9225</th>\n",
" \n",
" \n",
" <td\n",
" id=\"bf6e3721\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"7\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__7__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;M&#39;\"\n",
" data-value-str=\"M\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >M</td>\n",
" \n",
" \n",
" <td\n",
" id=\"e5e752f2\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"7\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__7__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;HHS&#39;\"\n",
" data-value-str=\"HHS\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >HHS</td>\n",
" \n",
" \n",
" <td\n",
" id=\"a99bff19\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"7\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__7__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Department of Health and Human Services&#39;\"\n",
" data-value-str=\"Department of Health and Human Services\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >Department of Health and Human Services</td>\n",
" \n",
" \n",
" <td\n",
" id=\"a30ef298\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"7\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__7__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Child and Adolescent Mental Health Clinic Services&#39;\"\n",
" data-value-str=\"Child and Adolescent Mental Health Clinic Services\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >Child and Adolescent Mental Health Clinic Services</td>\n",
" \n",
" \n",
" <td\n",
" id=\"3dfdfbaa\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"7\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__7__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Parttime-Regular&#39;\"\n",
" data-value-str=\"Parttime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Parttime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"ae1f9e19\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"7\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__7__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Medical Doctor IV - Psychiatrist&#39;\"\n",
" data-value-str=\"Medical Doctor IV - Psychiatrist\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Medical Doctor IV - Psychiatrist</td>\n",
" \n",
" \n",
" <td\n",
" id=\"994c5237\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"7\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__7__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;04/30/2001&#39;\"\n",
" data-value-str=\"04/30/2001\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >04/30/2001</td>\n",
" \n",
" \n",
" <td\n",
" id=\"6a5415a1\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"7\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__7__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"2001\"\n",
" data-value-str=\"2001\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >2001</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"94bb2fcf\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"8\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__8__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"9226\"\n",
" data-value-str=\"9226\"\n",
" \n",
" >9226</th>\n",
" \n",
" \n",
" <td\n",
" id=\"153e668c\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"8\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__8__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;M&#39;\"\n",
" data-value-str=\"M\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >M</td>\n",
" \n",
" \n",
" <td\n",
" id=\"5308f534\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"8\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__8__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;CCL&#39;\"\n",
" data-value-str=\"CCL\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >CCL</td>\n",
" \n",
" \n",
" <td\n",
" id=\"29af5679\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"8\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__8__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;County Council&#39;\"\n",
" data-value-str=\"County Council\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >County Council</td>\n",
" \n",
" \n",
" <td\n",
" id=\"f3688f4d\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"8\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__8__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Council Central Staff&#39;\"\n",
" data-value-str=\"Council Central Staff\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >Council Central Staff</td>\n",
" \n",
" \n",
" <td\n",
" id=\"df37a15a\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"8\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__8__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fulltime-Regular&#39;\"\n",
" data-value-str=\"Fulltime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Fulltime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"6b6c89a8\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"8\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__8__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Manager II&#39;\"\n",
" data-value-str=\"Manager II\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Manager II</td>\n",
" \n",
" \n",
" <td\n",
" id=\"cec64e4a\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"8\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__8__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;09/05/2006&#39;\"\n",
" data-value-str=\"09/05/2006\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >09/05/2006</td>\n",
" \n",
" \n",
" <td\n",
" id=\"29fa9204\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"8\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__8__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"2006\"\n",
" data-value-str=\"2006\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >2006</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" \n",
" \n",
" <th\n",
" id=\"ea1f8c0f\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"index-level-value\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell \"\n",
" \n",
" data-i=\"9\"\n",
" data-j=\"-1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__9__-1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"9227\"\n",
" data-value-str=\"9227\"\n",
" \n",
" >9227</th>\n",
" \n",
" \n",
" <td\n",
" id=\"74c6a1c1\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"9\"\n",
" data-j=\"0\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__9__0\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;M&#39;\"\n",
" data-value-str=\"M\"\n",
" \n",
" data-column-idx=\"0\"\n",
" \n",
" >M</td>\n",
" \n",
" \n",
" <td\n",
" id=\"e4409c8c\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"9\"\n",
" data-j=\"1\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__9__1\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;DLC&#39;\"\n",
" data-value-str=\"DLC\"\n",
" \n",
" data-column-idx=\"1\"\n",
" \n",
" >DLC</td>\n",
" \n",
" \n",
" <td\n",
" id=\"7132db1e\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"9\"\n",
" data-j=\"2\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__9__2\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Department of Liquor Control&#39;\"\n",
" data-value-str=\"Department of Liquor Control\"\n",
" \n",
" data-column-idx=\"2\"\n",
" \n",
" >Department of Liquor Control</td>\n",
" \n",
" \n",
" <td\n",
" id=\"3d89d763\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"9\"\n",
" data-j=\"3\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__9__3\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Licensure, Regulation and Education&#39;\"\n",
" data-value-str=\"Licensure, Regulation and Education\"\n",
" \n",
" data-column-idx=\"3\"\n",
" \n",
" >Licensure, Regulation and Education</td>\n",
" \n",
" \n",
" <td\n",
" id=\"4780d755\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"9\"\n",
" data-j=\"4\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__9__4\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Fulltime-Regular&#39;\"\n",
" data-value-str=\"Fulltime-Regular\"\n",
" \n",
" data-column-idx=\"4\"\n",
" \n",
" >Fulltime-Regular</td>\n",
" \n",
" \n",
" <td\n",
" id=\"0c98cbef\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"9\"\n",
" data-j=\"5\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__9__5\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;Alcohol/Tobacco Enforcement Specialist II&#39;\"\n",
" data-value-str=\"Alcohol/Tobacco Enforcement Specialist II\"\n",
" \n",
" data-column-idx=\"5\"\n",
" \n",
" >Alcohol/Tobacco Enforcement Specialist II</td>\n",
" \n",
" \n",
" <td\n",
" id=\"48bfe715\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"9\"\n",
" data-j=\"6\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__9__6\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"&#39;01/30/2012&#39;\"\n",
" data-value-str=\"01/30/2012\"\n",
" \n",
" data-column-idx=\"6\"\n",
" \n",
" >01/30/2012</td>\n",
" \n",
" \n",
" <td\n",
" id=\"2cc75ce4\"\n",
" class=\"table-cell ellided-short clickable\"\n",
" \n",
" data-role=\"dataframe-data\"\n",
" \n",
" \n",
" data-manager=\"SampleTableCell FilterableColumn\"\n",
" \n",
" data-i=\"9\"\n",
" data-j=\"7\"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"data-spans__9__7\n",
"\n",
"\n",
"\n",
" rowspan=\"1\"\n",
" colspan=\"1\"\n",
" data-value-repr=\"2012\"\n",
" data-value-str=\"2012\"\n",
" \n",
" data-column-idx=\"7\"\n",
" \n",
" >2012</td>\n",
" \n",
" </tr>\n",
" \n",
" </tbody>\n",
" \n",
" \n",
" </table>\n",
" </div>\n",
"\n",
" <div class=\"table-footer\">\n",
" <div>\n",
" <strong>9,228</strong> rows ✕\n",
" <strong data-manager=\"ColumnFilterMatchCount\"\n",
" data-test=\"n-columns-display\">8</strong> columns.\n",
" </div>\n",
" <div class=\"keyboard-hints\">\n",
" <div>\n",
" \n",
"<span class=\"keyboard-key\">Ctrl-C</span>\n",
"\n",
" \n",
"<span class=\"keyboard-key\">←</span>\n",
"\n",
" \n",
"<span class=\"keyboard-key\">↑</span>\n",
"\n",
" \n",
"<span class=\"keyboard-key\">↓</span>\n",
"\n",
" \n",
"<span class=\"keyboard-key\">→</span>\n",
"\n",
" \n",
"<span class=\"keyboard-key\">Esc</span>\n",
"\n",
" </div>\n",
" </div>\n",
" </div>\n",
"\n",
"\n",
" <div class=\"column-summary-group columns-in-sample-tab\">\n",
" \n",
" \n",
" \n",
" \n",
"\n",
"<div class=\"card box-shadow column-summary\" id=\"col_0_in_sample_tab\"\n",
" data-name-repr=\"&#39;gender&#39;\"\n",
" data-column-name=\"gender\"\n",
" data-column-idx=\"0\"\n",
" \n",
" \n",
" data-manager=\"FilterableColumn SampleColumnSummary\"\n",
" \n",
" data-role=\"sample-column\" data-hidden >\n",
" <div class=\"card-header\">\n",
" <h3 class=\"margin-r-m\">\n",
" \n",
" <span class=\"select-all wrap-long-name\">gender</span>\n",
" </h3>\n",
" <span>ObjectDType</span>\n",
"<button class=\"close-card-button\"\n",
" type=\"button\"\n",
" data-role=\"close-button\">\n",
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"</svg>\n",
"</button>\n",
"</div>\n",
" <div class=\"column-summary-content wrapper\">\n",
" <div>\n",
" <dl>\n",
" <dt>Null values</dt>\n",
" <dd class=\"warning\">17 (0.2%)</dd>\n",
" \n",
" \n",
" <dt>Unique values</dt>\n",
" <dd>2 (&lt; 0.1%)</dd>\n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" </dl>\n",
" </div>\n",
"\n",
" \n",
"\n",
" \n",
" <div>\n",
" <div class=\"margin-t-m\" data-svg-needs-adjust-viewbox>\n",
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" <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
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" \n",
" <details data-test=\"frequent-values-details\">\n",
" <summary>Most frequent values</summary>\n",
" <div class=\"shrink\">\n",
" <div class=\"copybutton-grid\">\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-0\">\n",
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"\n",
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" \n",
" \n",
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"\n",
" \n",
" <span class=\"grid-separator\">List:</span>\n",
" \n",
" <div class=\"box\">\n",
" <pre id=\"col_0_in_sample_tab-freq-value-list\"\n",
" data-copy-text=\"[&#39;M&#39;, &#39;F&#39;]\">[&#39;M&#39;, &#39;F&#39;]</pre>\n",
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" \n",
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" \n",
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" \n",
" \n",
" \n",
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" \n",
" \n",
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" \n",
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" \n",
" \n",
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" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"29.003125\" y=\"51.364097\" transform=\"rotate(-0 29.003125 51.364097)\">HHS</text>\n",
" </g>\n",
" </g>\n",
" <g id=\"ytick_10\">\n",
" <g id=\"line2d_12\">\n",
" <g>\n",
" <use xlink:href=\"#m1bc2fa3411\" x=\"36.003125\" y=\"34.206808\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
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" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"29.003125\" y=\"38.006026\" transform=\"rotate(-0 29.003125 38.006026)\">POL</text>\n",
" </g>\n",
" </g>\n",
" </g>\n",
" <g id=\"patch_12\">\n",
" <path d=\"M 36.003125 166.318125 \n",
"L 36.003125 22.318125 \n",
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
" </g>\n",
" <g id=\"patch_13\">\n",
" <path d=\"M 36.003125 166.318125 \n",
"L 108.003125 166.318125 \n",
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
" </g>\n",
" <g id=\"text_13\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"51.593457\" y=\"76.488519\" transform=\"rotate(-0 51.593457 76.488519)\"> 13.3%</text>\n",
" </g>\n",
" <g id=\"text_14\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"54.754287\" y=\"63.130449\" transform=\"rotate(-0 54.754287 63.130449)\"> 14.2%</text>\n",
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" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"63.864916\" y=\"49.772378\" transform=\"rotate(-0 63.864916 49.772378)\"> 16.9%</text>\n",
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" <g id=\"text_18\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"49.221284\" y=\"143.278872\" transform=\"rotate(-0 49.221284 143.278872)\">2.4%</text>\n",
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" <g id=\"text_19\">\n",
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" </g>\n",
" <g id=\"text_20\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"56.026366\" y=\"116.562731\" transform=\"rotate(-0 56.026366 116.562731)\">4.4%</text>\n",
" </g>\n",
" <g id=\"text_21\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"56.175111\" y=\"103.20466\" transform=\"rotate(-0 56.175111 103.20466)\">4.4%</text>\n",
" </g>\n",
" <g id=\"text_22\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"58.926893\" y=\"89.84659\" transform=\"rotate(-0 58.926893 89.84659)\">5.2%</text>\n",
" </g>\n",
" <g id=\"text_23\">\n",
" <text style=\"font-size: 12px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle\" x=\"72.003125\" y=\"16.318125\" transform=\"rotate(-0 72.003125 16.318125)\">10 most frequent</text>\n",
" </g>\n",
" </g>\n",
" </g>\n",
" <defs>\n",
" <clipPath id=\"p59c5981c52\">\n",
" <rect x=\"36.003125\" y=\"22.318125\" width=\"72\" height=\"144\"/>\n",
" </clipPath>\n",
" </defs>\n",
"</svg>\n",
"\n",
" </div>\n",
" \n",
" <details data-test=\"frequent-values-details\">\n",
" <summary>Most frequent values</summary>\n",
" <div class=\"shrink\">\n",
" <div class=\"copybutton-grid\">\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-0\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-0\"\n",
" data-copy-text=\"&#39;POL&#39;\">POL</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1_in_sample_tab-freq-value-0\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-1\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-1\"\n",
" data-copy-text=\"&#39;HHS&#39;\">HHS</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1_in_sample_tab-freq-value-1\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-2\"\n",
" data-copy-text=\"&#39;FRS&#39;\">FRS</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1_in_sample_tab-freq-value-2\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-3\"\n",
" data-copy-text=\"&#39;DOT&#39;\">DOT</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1_in_sample_tab-freq-value-3\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-4\"\n",
" data-copy-text=\"&#39;COR&#39;\">COR</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1_in_sample_tab-freq-value-4\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-5\"\n",
" data-copy-text=\"&#39;DLC&#39;\">DLC</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1_in_sample_tab-freq-value-5\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-6\"\n",
" data-copy-text=\"&#39;DGS&#39;\">DGS</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1_in_sample_tab-freq-value-6\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-7\"\n",
" data-copy-text=\"&#39;LIB&#39;\">LIB</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1_in_sample_tab-freq-value-7\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-8\"\n",
" data-copy-text=\"&#39;DPS&#39;\">DPS</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1_in_sample_tab-freq-value-8\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
" <pre id=\"col_1_in_sample_tab-freq-value-9\"\n",
" data-copy-text=\"&#39;SHF&#39;\">SHF</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
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" \n",
" \n",
" \n",
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" \n",
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" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"206.473211\" y=\"156.636942\" transform=\"rotate(-0 206.473211 156.636942)\">2.0%</text>\n",
" </g>\n",
" <g id=\"text_18\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"207.997847\" y=\"143.278872\" transform=\"rotate(-0 207.997847 143.278872)\">2.4%</text>\n",
" </g>\n",
" <g id=\"text_19\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"213.724528\" y=\"129.920801\" transform=\"rotate(-0 213.724528 129.920801)\">4.1%</text>\n",
" </g>\n",
" <g id=\"text_20\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"214.802929\" y=\"116.562731\" transform=\"rotate(-0 214.802929 116.562731)\">4.4%</text>\n",
" </g>\n",
" <g id=\"text_21\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"214.951674\" y=\"103.20466\" transform=\"rotate(-0 214.951674 103.20466)\">4.4%</text>\n",
" </g>\n",
" <g id=\"text_22\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"217.703456\" y=\"89.84659\" transform=\"rotate(-0 217.703456 89.84659)\">5.2%</text>\n",
" </g>\n",
" <g id=\"text_23\">\n",
" <text style=\"font-size: 12px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle\" x=\"230.779688\" y=\"16.318125\" transform=\"rotate(-0 230.779688 16.318125)\">10 most frequent</text>\n",
" </g>\n",
" </g>\n",
" </g>\n",
" <defs>\n",
" <clipPath id=\"p188aa0c6d5\">\n",
" <rect x=\"194.779688\" y=\"22.318125\" width=\"72\" height=\"144\"/>\n",
" </clipPath>\n",
" </defs>\n",
"</svg>\n",
"\n",
" </div>\n",
" \n",
" <details data-test=\"frequent-values-details\">\n",
" <summary>Most frequent values</summary>\n",
" <div class=\"shrink\">\n",
" <div class=\"copybutton-grid\">\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-0\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-0\"\n",
" data-copy-text=\"&#39;Department of Police&#39;\">Department of Police</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-0\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-1\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-1\"\n",
" data-copy-text=\"&#39;Department of Health and Human Services&#39;\">Department of Health and Human Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-1\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-2\"\n",
" data-copy-text=\"&#39;Fire and Rescue Services&#39;\">Fire and Rescue Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-2\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-3\"\n",
" data-copy-text=\"&#39;Department of Transportation&#39;\">Department of Transportation</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-3\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-4\"\n",
" data-copy-text=\"&#39;Correction and Rehabilitation&#39;\">Correction and Rehabilitation</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-4\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-5\"\n",
" data-copy-text=\"&#39;Department of Liquor Control&#39;\">Department of Liquor Control</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-5\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-6\"\n",
" data-copy-text=\"&#39;Department of General Services&#39;\">Department of General Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-6\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-7\"\n",
" data-copy-text=\"&#39;Department of Public Libraries&#39;\">Department of Public Libraries</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-7\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-8\"\n",
" data-copy-text=\"&#39;Department of Permitting Services&#39;\">Department of Permitting Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-8\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-9\"\n",
" data-copy-text=\"&#34;Sheriff&#39;s Office&#34;\">Sheriff&#39;s Office</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-9\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" <span class=\"grid-separator\">List:</span>\n",
" \n",
" <div class=\"box\">\n",
" <pre id=\"col_2_in_sample_tab-freq-value-list\"\n",
" data-copy-text=\"[&#39;Department of Police&#39;, &#39;Department of Health and Human Services&#39;, &#39;Fire and Rescue Services&#39;, &#39;Department of Transportation&#39;, &#39;Correction and Rehabilitation&#39;, &#39;Department of Liquor Control&#39;, &#39;Department of General Services&#39;, &#39;Department of Public Libraries&#39;, &#39;Department of Permitting Services&#39;, &#34;Sheriff&#39;s Office&#34;]\">[&#39;Department of Police&#39;, &#39;Department of Health and Human Services&#39;, &#39;Fire and Rescue Services&#39;, &#39;Department of Transportation&#39;, &#39;Correction and Rehabilitation&#39;, &#39;Department of Liquor Control&#39;, &#39;Department of General Services&#39;, &#39;Department of Public Libraries&#39;, &#39;Department of Permitting Services&#39;, &#34;Sheriff&#39;s Office&#34;]</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2_in_sample_tab-freq-value-list\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
" </div>\n",
" </div>\n",
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" \n",
" \n",
" \n",
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" data-target-id=\"col_3_in_sample_tab-freq-value-0\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-1\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-1\"\n",
" data-copy-text=\"&#39;Transit Silver Spring Ride On&#39;\">Transit Silver Spring Ride On</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-1\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-2\"\n",
" data-copy-text=\"&#39;Transit Gaithersburg Ride On&#39;\">Transit Gaithersburg Ride On</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-2\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-3\"\n",
" data-copy-text=\"&#39;Highway Services&#39;\">Highway Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-3\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-4\"\n",
" data-copy-text=\"&#39;Child Welfare Services&#39;\">Child Welfare Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-4\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-5\"\n",
" data-copy-text=\"&#39;FSB Traffic Division School Safety Section&#39;\">FSB Traffic Division School Safety Section</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-5\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-6\"\n",
" data-copy-text=\"&#39;Income Supports&#39;\">Income Supports</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-6\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-7\"\n",
" data-copy-text=\"&#39;PSB 3rd District Patrol&#39;\">PSB 3rd District Patrol</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-7\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-8\"\n",
" data-copy-text=\"&#39;PSB 4th District Patrol&#39;\">PSB 4th District Patrol</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-8\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-9\"\n",
" data-copy-text=\"&#39;Transit Nicholson Ride On&#39;\">Transit Nicholson Ride On</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-9\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" <span class=\"grid-separator\">List:</span>\n",
" \n",
" <div class=\"box\">\n",
" <pre id=\"col_3_in_sample_tab-freq-value-list\"\n",
" data-copy-text=\"[&#39;School Health Services&#39;, &#39;Transit Silver Spring Ride On&#39;, &#39;Transit Gaithersburg Ride On&#39;, &#39;Highway Services&#39;, &#39;Child Welfare Services&#39;, &#39;FSB Traffic Division School Safety Section&#39;, &#39;Income Supports&#39;, &#39;PSB 3rd District Patrol&#39;, &#39;PSB 4th District Patrol&#39;, &#39;Transit Nicholson Ride On&#39;]\">[&#39;School Health Services&#39;, &#39;Transit Silver Spring Ride On&#39;, &#39;Transit Gaithersburg Ride On&#39;, &#39;Highway Services&#39;, &#39;Child Welfare Services&#39;, &#39;FSB Traffic Division School Safety Section&#39;, &#39;Income Supports&#39;, &#39;PSB 3rd District Patrol&#39;, &#39;PSB 4th District Patrol&#39;, &#39;Transit Nicholson Ride On&#39;]</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3_in_sample_tab-freq-value-list\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
" </div>\n",
" </div>\n",
" </details>\n",
" \n",
" </div>\n",
" \n",
" </div>\n",
"</div>\n",
" \n",
" \n",
" \n",
"\n",
"<div class=\"card box-shadow column-summary\" id=\"col_4_in_sample_tab\"\n",
" data-name-repr=\"&#39;assignment_category&#39;\"\n",
" data-column-name=\"assignment_category\"\n",
" data-column-idx=\"4\"\n",
" \n",
" \n",
" data-manager=\"FilterableColumn SampleColumnSummary\"\n",
" \n",
" data-role=\"sample-column\" data-hidden >\n",
" <div class=\"card-header\">\n",
" <h3 class=\"margin-r-m\">\n",
" \n",
" <span class=\"select-all wrap-long-name\">assignment_category</span>\n",
" </h3>\n",
" <span>ObjectDType</span>\n",
"<button class=\"close-card-button\"\n",
" type=\"button\"\n",
" data-role=\"close-button\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M2.146 2.854a.5.5 0 1 1 .708-.708L8 7.293l5.146-5.147a.5.5 0 0 1 .708.708L8.707 8l5.147 5.146a.5.5 0 0 1-.708.708L8 8.707l-5.146 5.147a.5.5 0 0 1-.708-.708L7.293 8z\"/>\n",
"</svg>\n",
"</button>\n",
"</div>\n",
" <div class=\"column-summary-content wrapper\">\n",
" <div>\n",
" <dl>\n",
" <dt>Null values</dt>\n",
" <dd class=\"ok\">0 (0.0%)</dd>\n",
" \n",
" \n",
" <dt>Unique values</dt>\n",
" <dd>2 (&lt; 0.1%)</dd>\n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" </dl>\n",
" </div>\n",
"\n",
" \n",
"\n",
" \n",
" <div>\n",
" <div class=\"margin-t-m\" data-svg-needs-adjust-viewbox>\n",
" <?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"14.81em\" height=\"4.99em\" viewBox=\"0 0 177.69375 59.878125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
" <metadata>\n",
" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
" <cc:Work>\n",
" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
" <dc:date>2025-01-13T13:53:46.854918</dc:date>\n",
" <dc:format>image/svg+xml</dc:format>\n",
" <dc:creator>\n",
" <cc:Agent>\n",
" <dc:title>Matplotlib v3.10.0, https://matplotlib.org/</dc:title>\n",
" </cc:Agent>\n",
" </dc:creator>\n",
" </cc:Work>\n",
" </rdf:RDF>\n",
" </metadata>\n",
" <defs>\n",
" <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
" </defs>\n",
" <g id=\"figure_1\">\n",
" <g id=\"axes_1\">\n",
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" \n",
" <details data-test=\"frequent-values-details\">\n",
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" \n",
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" \n",
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" \n",
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" <pre id=\"col_4_in_sample_tab-freq-value-list\"\n",
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" \n",
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" \n",
" \n",
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" \n",
" \n",
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" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"173.503125\" y=\"131.51252\" transform=\"rotate(-0 173.503125 131.51252)\">School Health Room Technician…‎</text>\n",
" </g>\n",
" </g>\n",
" <g id=\"ytick_4\">\n",
" <g id=\"line2d_6\">\n",
" <g>\n",
" <use xlink:href=\"#m2ef54bd633\" x=\"180.503125\" y=\"114.355231\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
" </g>\n",
" </g>\n",
" <g id=\"text_6\">\n",
" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"173.503125\" y=\"118.15445\" transform=\"rotate(-0 173.503125 118.15445)\">Office Services Coordinator</text>\n",
" </g>\n",
" </g>\n",
" <g id=\"ytick_5\">\n",
" <g id=\"line2d_7\">\n",
" <g>\n",
" <use xlink:href=\"#m2ef54bd633\" x=\"180.503125\" y=\"100.99716\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
" </g>\n",
" </g>\n",
" <g id=\"text_7\">\n",
" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"173.503125\" y=\"104.796379\" transform=\"rotate(-0 173.503125 104.796379)\">Master Firefighter/Rescuer</text>\n",
" </g>\n",
" </g>\n",
" <g id=\"ytick_6\">\n",
" <g id=\"line2d_8\">\n",
" <g>\n",
" <use xlink:href=\"#m2ef54bd633\" x=\"180.503125\" y=\"87.63909\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
" </g>\n",
" </g>\n",
" <g id=\"text_8\">\n",
" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"173.503125\" y=\"91.438308\" transform=\"rotate(-0 173.503125 91.438308)\">Firefighter/Rescuer II</text>\n",
" </g>\n",
" </g>\n",
" <g id=\"ytick_7\">\n",
" <g id=\"line2d_9\">\n",
" <g>\n",
" <use xlink:href=\"#m2ef54bd633\" x=\"180.503125\" y=\"74.281019\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
" </g>\n",
" </g>\n",
" <g id=\"text_9\">\n",
" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"173.503125\" y=\"78.080238\" transform=\"rotate(-0 173.503125 78.080238)\">Manager III</text>\n",
" </g>\n",
" </g>\n",
" <g id=\"ytick_8\">\n",
" <g id=\"line2d_10\">\n",
" <g>\n",
" <use xlink:href=\"#m2ef54bd633\" x=\"180.503125\" y=\"60.922949\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
" </g>\n",
" </g>\n",
" <g id=\"text_10\">\n",
" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"173.503125\" y=\"64.722167\" transform=\"rotate(-0 173.503125 64.722167)\">Firefighter/Rescuer III</text>\n",
" </g>\n",
" </g>\n",
" <g id=\"ytick_9\">\n",
" <g id=\"line2d_11\">\n",
" <g>\n",
" <use xlink:href=\"#m2ef54bd633\" x=\"180.503125\" y=\"47.564878\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
" </g>\n",
" </g>\n",
" <g id=\"text_11\">\n",
" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"173.503125\" y=\"51.364097\" transform=\"rotate(-0 173.503125 51.364097)\">Police Officer III</text>\n",
" </g>\n",
" </g>\n",
" <g id=\"ytick_10\">\n",
" <g id=\"line2d_12\">\n",
" <g>\n",
" <use xlink:href=\"#m2ef54bd633\" x=\"180.503125\" y=\"34.206808\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
" </g>\n",
" </g>\n",
" <g id=\"text_12\">\n",
" <text style=\"font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end\" x=\"173.503125\" y=\"38.006026\" transform=\"rotate(-0 173.503125 38.006026)\">Bus Operator</text>\n",
" </g>\n",
" </g>\n",
" </g>\n",
" <g id=\"patch_12\">\n",
" <path d=\"M 180.503125 166.318125 \n",
"L 180.503125 22.318125 \n",
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
" </g>\n",
" <g id=\"patch_13\">\n",
" <path d=\"M 180.503125 166.318125 \n",
"L 252.503125 166.318125 \n",
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
" </g>\n",
" <g id=\"text_13\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"192.204872\" y=\"63.130449\" transform=\"rotate(-0 192.204872 63.130449)\"> 4.2%</text>\n",
" </g>\n",
" <g id=\"text_14\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"217.139936\" y=\"49.772378\" transform=\"rotate(-0 217.139936 49.772378)\"> 6.7%</text>\n",
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" <g id=\"text_15\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"219.074554\" y=\"36.414308\" transform=\"rotate(-0 219.074554 36.414308)\"> 6.9%</text>\n",
" </g>\n",
" <g id=\"text_16\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"203.237115\" y=\"156.636942\" transform=\"rotate(-0 203.237115 156.636942)\">1.8%</text>\n",
" </g>\n",
" <g id=\"text_17\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"203.881988\" y=\"143.278872\" transform=\"rotate(-0 203.881988 143.278872)\">1.9%</text>\n",
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" <g id=\"text_18\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"207.428786\" y=\"129.920801\" transform=\"rotate(-0 207.428786 129.920801)\">2.2%</text>\n",
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" <g id=\"text_19\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"207.751222\" y=\"116.562731\" transform=\"rotate(-0 207.751222 116.562731)\">2.2%</text>\n",
" </g>\n",
" <g id=\"text_20\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"208.933488\" y=\"103.20466\" transform=\"rotate(-0 208.933488 103.20466)\">2.4%</text>\n",
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" <g id=\"text_21\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"209.040966\" y=\"89.84659\" transform=\"rotate(-0 209.040966 89.84659)\">2.4%</text>\n",
" </g>\n",
" <g id=\"text_22\">\n",
" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"211.620456\" y=\"76.488519\" transform=\"rotate(-0 211.620456 76.488519)\">2.6%</text>\n",
" </g>\n",
" <g id=\"text_23\">\n",
" <text style=\"font-size: 12px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle\" x=\"216.503125\" y=\"16.318125\" transform=\"rotate(-0 216.503125 16.318125)\">10 most frequent</text>\n",
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" </g>\n",
" </g>\n",
" <defs>\n",
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" <rect x=\"180.503125\" y=\"22.318125\" width=\"72\" height=\"144\"/>\n",
" </clipPath>\n",
" </defs>\n",
"</svg>\n",
"\n",
" </div>\n",
" \n",
" <details data-test=\"frequent-values-details\">\n",
" <summary>Most frequent values</summary>\n",
" <div class=\"shrink\">\n",
" <div class=\"copybutton-grid\">\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-0\">\n",
" <pre id=\"col_5_in_sample_tab-freq-value-0\"\n",
" data-copy-text=\"&#39;Bus Operator&#39;\">Bus Operator</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5_in_sample_tab-freq-value-0\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-1\">\n",
" <pre id=\"col_5_in_sample_tab-freq-value-1\"\n",
" data-copy-text=\"&#39;Police Officer III&#39;\">Police Officer III</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5_in_sample_tab-freq-value-1\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_5_in_sample_tab-freq-value-2\"\n",
" data-copy-text=\"&#39;Firefighter/Rescuer III&#39;\">Firefighter/Rescuer III</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5_in_sample_tab-freq-value-2\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_5_in_sample_tab-freq-value-3\"\n",
" data-copy-text=\"&#39;Manager III&#39;\">Manager III</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5_in_sample_tab-freq-value-3\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_5_in_sample_tab-freq-value-4\"\n",
" data-copy-text=\"&#39;Firefighter/Rescuer II&#39;\">Firefighter/Rescuer II</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5_in_sample_tab-freq-value-4\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_5_in_sample_tab-freq-value-5\"\n",
" data-copy-text=\"&#39;Master Firefighter/Rescuer&#39;\">Master Firefighter/Rescuer</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5_in_sample_tab-freq-value-5\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_5_in_sample_tab-freq-value-6\"\n",
" data-copy-text=\"&#39;Office Services Coordinator&#39;\">Office Services Coordinator</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5_in_sample_tab-freq-value-6\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"\n",
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"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_5_in_sample_tab-freq-value-7\"\n",
" data-copy-text=\"&#39;School Health Room Technician I&#39;\">School Health Room Technician I</pre>\n",
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"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_5_in_sample_tab-freq-value-8\"\n",
" data-copy-text=\"&#39;Police Officer II&#39;\">Police Officer II</pre>\n",
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"</button>\n",
"\n",
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"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
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" data-copy-text=\"&#39;Community Health Nurse II&#39;\">Community Health Nurse II</pre>\n",
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"\n",
" \n",
" <span class=\"grid-separator\">List:</span>\n",
" \n",
" <div class=\"box\">\n",
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" data-copy-text=\"[&#39;Bus Operator&#39;, &#39;Police Officer III&#39;, &#39;Firefighter/Rescuer III&#39;, &#39;Manager III&#39;, &#39;Firefighter/Rescuer II&#39;, &#39;Master Firefighter/Rescuer&#39;, &#39;Office Services Coordinator&#39;, &#39;School Health Room Technician I&#39;, &#39;Police Officer II&#39;, &#39;Community Health Nurse II&#39;]\">[&#39;Bus Operator&#39;, &#39;Police Officer III&#39;, &#39;Firefighter/Rescuer III&#39;, &#39;Manager III&#39;, &#39;Firefighter/Rescuer II&#39;, &#39;Master Firefighter/Rescuer&#39;, &#39;Office Services Coordinator&#39;, &#39;School Health Room Technician I&#39;, &#39;Police Officer II&#39;, &#39;Community Health Nurse II&#39;]</pre>\n",
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" \n",
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" \n",
" \n",
" \n",
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"</svg>\n",
"\n",
" </div>\n",
" \n",
" <details data-test=\"frequent-values-details\">\n",
" <summary>Most frequent values</summary>\n",
" <div class=\"shrink\">\n",
" <div class=\"copybutton-grid\">\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-0\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-0\"\n",
" data-copy-text=\"&#39;12/12/2016&#39;\">12/12/2016</pre>\n",
" \n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-1\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-1\"\n",
" data-copy-text=\"&#39;01/14/2013&#39;\">01/14/2013</pre>\n",
" \n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-2\"\n",
" data-copy-text=\"&#39;02/24/2014&#39;\">02/24/2014</pre>\n",
" \n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-3\"\n",
" data-copy-text=\"&#39;03/10/2014&#39;\">03/10/2014</pre>\n",
" \n",
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" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_6_in_sample_tab-freq-value-3\">\n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-4\"\n",
" data-copy-text=\"&#39;08/12/2013&#39;\">08/12/2013</pre>\n",
" \n",
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" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-5\"\n",
" data-copy-text=\"&#39;10/06/2014&#39;\">10/06/2014</pre>\n",
" \n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-6\"\n",
" data-copy-text=\"&#39;09/22/2014&#39;\">09/22/2014</pre>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-7\"\n",
" data-copy-text=\"&#39;03/19/2007&#39;\">03/19/2007</pre>\n",
" \n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-8\"\n",
" data-copy-text=\"&#39;07/29/2013&#39;\">07/29/2013</pre>\n",
" \n",
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"\n",
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" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-9\"\n",
" data-copy-text=\"&#39;07/16/2012&#39;\">07/16/2012</pre>\n",
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"\n",
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"\n",
" \n",
" <span class=\"grid-separator\">List:</span>\n",
" \n",
" <div class=\"box\">\n",
" <pre id=\"col_6_in_sample_tab-freq-value-list\"\n",
" data-copy-text=\"[&#39;12/12/2016&#39;, &#39;01/14/2013&#39;, &#39;02/24/2014&#39;, &#39;03/10/2014&#39;, &#39;08/12/2013&#39;, &#39;10/06/2014&#39;, &#39;09/22/2014&#39;, &#39;03/19/2007&#39;, &#39;07/29/2013&#39;, &#39;07/16/2012&#39;]\">[&#39;12/12/2016&#39;, &#39;01/14/2013&#39;, &#39;02/24/2014&#39;, &#39;03/10/2014&#39;, &#39;08/12/2013&#39;, &#39;10/06/2014&#39;, &#39;09/22/2014&#39;, &#39;03/19/2007&#39;, &#39;07/29/2013&#39;, &#39;07/16/2012&#39;]</pre>\n",
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" </div>\n",
" </div>\n",
" </details>\n",
" \n",
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" \n",
" </div>\n",
"</div>\n",
" \n",
" \n",
" \n",
"\n",
"<div class=\"card box-shadow column-summary\" id=\"col_7_in_sample_tab\"\n",
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" data-column-idx=\"7\"\n",
" \n",
" \n",
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" \n",
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" <span>Int64DType</span>\n",
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" <div>\n",
" <dl>\n",
" <dt>Null values</dt>\n",
" <dd class=\"ok\">0 (0.0%)</dd>\n",
" \n",
" \n",
" <dt>Unique values</dt>\n",
" <dd>51 (0.6%)</dd>\n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <dt>Mean ± Std</dt>\n",
" <dd>2.00e+03 ±\n",
" 9.33\n",
" \n",
" </dd>\n",
" \n",
" \n",
" <dt>Median ± IQR</dt>\n",
" <dd>2,005 ±\n",
" 14\n",
" \n",
" </dd>\n",
"\n",
" <dt>Min | Max</dt>\n",
" <dd>\n",
" <span class=\"min-value\">1,965</span> |\n",
" <span class=\"max-value\">2,016</span>\n",
" \n",
" </dd>\n",
" \n",
" \n",
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" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M10.082 5.629 9.664 7H8.598l1.789-5.332h1.234L13.402 7h-1.12l-.419-1.371zm1.57-.785L11 2.687h-.047l-.652 2.157z\"/>\n",
" <path d=\"M12.96 14H9.028v-.691l2.579-3.72v-.054H9.098v-.867h3.785v.691l-2.567 3.72v.054h2.645zM4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"descending\" title=\"Sort by column name from Z to A\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.96 7H9.028v-.691l2.579-3.72v-.054H9.098v-.867h3.785v.691l-2.567 3.72v.054h2.645z\"/>\n",
" <path fill-rule=\"evenodd\" d=\"M10.082 12.629 9.664 14H8.598l1.789-5.332h1.234L13.402 14h-1.12l-.419-1.371zm1.57-.785L11 9.688h-.047l-.652 2.156z\"/>\n",
" <path d=\"M4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" </div>\n",
"</th>\n",
"\n",
" \n",
"<th class=\"sort-button-group-wrapper \" scope=\"col\">\n",
" \n",
" <span class=\"margin-r-m\">dtype</span>\n",
" \n",
" <div class=\"sort-button-group\">\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"ascending\" title=\"Sort by dtype from A to Z\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M10.082 5.629 9.664 7H8.598l1.789-5.332h1.234L13.402 7h-1.12l-.419-1.371zm1.57-.785L11 2.687h-.047l-.652 2.157z\"/>\n",
" <path d=\"M12.96 14H9.028v-.691l2.579-3.72v-.054H9.098v-.867h3.785v.691l-2.567 3.72v.054h2.645zM4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"descending\" title=\"Sort by dtype from Z to A\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.96 7H9.028v-.691l2.579-3.72v-.054H9.098v-.867h3.785v.691l-2.567 3.72v.054h2.645z\"/>\n",
" <path fill-rule=\"evenodd\" d=\"M10.082 12.629 9.664 14H8.598l1.789-5.332h1.234L13.402 14h-1.12l-.419-1.371zm1.57-.785L11 9.688h-.047l-.652 2.156z\"/>\n",
" <path d=\"M4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" </div>\n",
"</th>\n",
"\n",
" \n",
"\n",
"<th class=\"sort-button-group-wrapper \" scope=\"col\">\n",
" \n",
" <span class=\"margin-r-m\">Null values</span>\n",
" \n",
" <div class=\"sort-button-group\">\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"ascending\" title=\"Sort from columns with the fewest null values to columns with the most null values\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.438 1.668V7H11.39V2.684h-.051l-1.211.859v-.969l1.262-.906h1.046z\"/>\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 14.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.835 1.973-1.835 1.09 0 2.063.636 2.063 2.687 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"descending\" title=\"Sort from columns with the most null values to columns with the fewest null values\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 7.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.836 1.973-1.836 1.09 0 2.063.637 2.063 2.688 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M12.438 8.668V14H11.39V9.684h-.051l-1.211.859v-.969l1.262-.906h1.046zM4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" </div>\n",
"</th>\n",
"\n",
"\n",
" \n",
"\n",
"<th class=\"sort-button-group-wrapper \" scope=\"col\">\n",
" \n",
" <span class=\"margin-r-m\">Unique values</span>\n",
" \n",
" <div class=\"sort-button-group\">\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"ascending\" title=\"Sort from columns with the fewest unique values to columns with the most unique values\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.438 1.668V7H11.39V2.684h-.051l-1.211.859v-.969l1.262-.906h1.046z\"/>\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 14.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.835 1.973-1.835 1.09 0 2.063.636 2.063 2.687 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"descending\" title=\"Sort from columns with the most unique values to columns with the fewest unique values\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 7.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.836 1.973-1.836 1.09 0 2.063.637 2.063 2.688 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M12.438 8.668V14H11.39V9.684h-.051l-1.211.859v-.969l1.262-.906h1.046zM4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" </div>\n",
"</th>\n",
"\n",
"\n",
" \n",
"\n",
"<th class=\"sort-button-group-wrapper \" scope=\"col\">\n",
" \n",
" <span class=\"margin-r-m\">Mean</span>\n",
" \n",
" <div class=\"sort-button-group\">\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"ascending\" title=\"Sort from columns with the lowest mean to columns with the highest mean\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.438 1.668V7H11.39V2.684h-.051l-1.211.859v-.969l1.262-.906h1.046z\"/>\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 14.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.835 1.973-1.835 1.09 0 2.063.636 2.063 2.687 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"descending\" title=\"Sort from columns with the highest mean to columns with the lowest mean\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 7.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.836 1.973-1.836 1.09 0 2.063.637 2.063 2.688 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M12.438 8.668V14H11.39V9.684h-.051l-1.211.859v-.969l1.262-.906h1.046zM4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" </div>\n",
"</th>\n",
"\n",
"\n",
" \n",
"\n",
"<th class=\"sort-button-group-wrapper \" scope=\"col\">\n",
" \n",
" <span class=\"margin-r-m\">Std</span>\n",
" \n",
" <div class=\"sort-button-group\">\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"ascending\" title=\"Sort from columns with the lowest standard deviation to columns with the highest standard deviation\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.438 1.668V7H11.39V2.684h-.051l-1.211.859v-.969l1.262-.906h1.046z\"/>\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 14.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.835 1.973-1.835 1.09 0 2.063.636 2.063 2.687 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"descending\" title=\"Sort from columns with the highest standard deviation to columns with the lowest standard deviation\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 7.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.836 1.973-1.836 1.09 0 2.063.637 2.063 2.688 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M12.438 8.668V14H11.39V9.684h-.051l-1.211.859v-.969l1.262-.906h1.046zM4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" </div>\n",
"</th>\n",
"\n",
"\n",
" \n",
"\n",
"<th class=\"sort-button-group-wrapper \" scope=\"col\">\n",
" \n",
" <span class=\"margin-r-m\">Min</span>\n",
" \n",
" <div class=\"sort-button-group\">\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"ascending\" title=\"Sort from columns with the lowest minimum value to columns with the highest minimum value\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.438 1.668V7H11.39V2.684h-.051l-1.211.859v-.969l1.262-.906h1.046z\"/>\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 14.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.835 1.973-1.835 1.09 0 2.063.636 2.063 2.687 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"descending\" title=\"Sort from columns with the highest minimum value to columns with the lowest minimum value\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 7.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.836 1.973-1.836 1.09 0 2.063.637 2.063 2.688 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M12.438 8.668V14H11.39V9.684h-.051l-1.211.859v-.969l1.262-.906h1.046zM4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" </div>\n",
"</th>\n",
"\n",
"\n",
" \n",
"\n",
"<th class=\"sort-button-group-wrapper \" scope=\"col\">\n",
" \n",
" <span class=\"margin-r-m\">Median</span>\n",
" \n",
" <div class=\"sort-button-group\">\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"ascending\" title=\"Sort from columns with the lowest median to columns with the highest median\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.438 1.668V7H11.39V2.684h-.051l-1.211.859v-.969l1.262-.906h1.046z\"/>\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 14.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.835 1.973-1.835 1.09 0 2.063.636 2.063 2.687 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"descending\" title=\"Sort from columns with the highest median to columns with the lowest median\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 7.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.836 1.973-1.836 1.09 0 2.063.637 2.063 2.688 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M12.438 8.668V14H11.39V9.684h-.051l-1.211.859v-.969l1.262-.906h1.046zM4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" </div>\n",
"</th>\n",
"\n",
"\n",
" \n",
"\n",
"<th class=\"sort-button-group-wrapper \" scope=\"col\">\n",
" \n",
" <span class=\"margin-r-m\">Max</span>\n",
" \n",
" <div class=\"sort-button-group\">\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"ascending\" title=\"Sort from columns with the lowest maximum value to columns with the highest maximum value\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.438 1.668V7H11.39V2.684h-.051l-1.211.859v-.969l1.262-.906h1.046z\"/>\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 14.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.835 1.973-1.835 1.09 0 2.063.636 2.063 2.687 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" <button class=\"sort-button\" type=\"button\" data-role=\"sort-button\"\n",
" data-direction=\"descending\" title=\"Sort from columns with the highest maximum value to columns with the lowest maximum value\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M11.36 7.098c-1.137 0-1.708-.657-1.762-1.278h1.004c.058.223.343.45.773.45.824 0 1.164-.829 1.133-1.856h-.059c-.148.39-.57.742-1.261.742-.91 0-1.72-.613-1.72-1.758 0-1.148.848-1.836 1.973-1.836 1.09 0 2.063.637 2.063 2.688 0 1.867-.723 2.848-2.145 2.848zm.062-2.735c.504 0 .933-.336.933-.972 0-.633-.398-1.008-.94-1.008-.52 0-.927.375-.927 1 0 .64.418.98.934.98\"/>\n",
" <path d=\"M12.438 8.668V14H11.39V9.684h-.051l-1.211.859v-.969l1.262-.906h1.046zM4.5 2.5a.5.5 0 0 0-1 0v9.793l-1.146-1.147a.5.5 0 0 0-.708.708l2 1.999.007.007a.497.497 0 0 0 .7-.006l2-2a.5.5 0 0 0-.707-.708L4.5 12.293z\"/>\n",
"</svg>\n",
" \n",
" </button>\n",
" </div>\n",
"</th>\n",
"\n",
"\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr data-manager=\"FilterableColumn\" data-column-name=\"gender\"\n",
" data-column-idx=\"0\"\n",
" data-dataframe-column-idx=\"0\">\n",
" <td data-value=\"0\" data-numeric>0\n",
" </td>\n",
" <td class=\"ellided\">gender</td>\n",
" <td>ObjectDType</td>\n",
" <td class=\"warning\"\n",
" data-value=\"17\" data-numeric>\n",
" 17 (0.2%)\n",
" </td>\n",
"\n",
" \n",
" <td data-value=\"2\" data-numeric>\n",
" 2 (&lt; 0.1%)\n",
" </td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" </tr>\n",
" \n",
" <tr data-manager=\"FilterableColumn\" data-column-name=\"department\"\n",
" data-column-idx=\"1\"\n",
" data-dataframe-column-idx=\"1\">\n",
" <td data-value=\"1\" data-numeric>1\n",
" </td>\n",
" <td class=\"ellided\">department</td>\n",
" <td>ObjectDType</td>\n",
" <td class=\"ok\"\n",
" data-value=\"0\" data-numeric>\n",
" 0 (0.0%)\n",
" </td>\n",
"\n",
" \n",
" <td data-value=\"37\" data-numeric>\n",
" 37 (0.4%)\n",
" </td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" </tr>\n",
" \n",
" <tr data-manager=\"FilterableColumn\" data-column-name=\"department_name\"\n",
" data-column-idx=\"2\"\n",
" data-dataframe-column-idx=\"2\">\n",
" <td data-value=\"2\" data-numeric>2\n",
" </td>\n",
" <td class=\"ellided\">department_name</td>\n",
" <td>ObjectDType</td>\n",
" <td class=\"ok\"\n",
" data-value=\"0\" data-numeric>\n",
" 0 (0.0%)\n",
" </td>\n",
"\n",
" \n",
" <td data-value=\"37\" data-numeric>\n",
" 37 (0.4%)\n",
" </td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" </tr>\n",
" \n",
" <tr data-manager=\"FilterableColumn\" data-column-name=\"division\"\n",
" data-column-idx=\"3\"\n",
" data-dataframe-column-idx=\"3\">\n",
" <td data-value=\"3\" data-numeric>3\n",
" </td>\n",
" <td class=\"ellided\">division</td>\n",
" <td>ObjectDType</td>\n",
" <td class=\"ok\"\n",
" data-value=\"0\" data-numeric>\n",
" 0 (0.0%)\n",
" </td>\n",
"\n",
" \n",
" <td data-value=\"694\" data-numeric>\n",
" 694 (7.5%)\n",
" </td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" </tr>\n",
" \n",
" <tr data-manager=\"FilterableColumn\" data-column-name=\"assignment_category\"\n",
" data-column-idx=\"4\"\n",
" data-dataframe-column-idx=\"4\">\n",
" <td data-value=\"4\" data-numeric>4\n",
" </td>\n",
" <td class=\"ellided\">assignment_category</td>\n",
" <td>ObjectDType</td>\n",
" <td class=\"ok\"\n",
" data-value=\"0\" data-numeric>\n",
" 0 (0.0%)\n",
" </td>\n",
"\n",
" \n",
" <td data-value=\"2\" data-numeric>\n",
" 2 (&lt; 0.1%)\n",
" </td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" </tr>\n",
" \n",
" <tr data-manager=\"FilterableColumn\" data-column-name=\"employee_position_title\"\n",
" data-column-idx=\"5\"\n",
" data-dataframe-column-idx=\"5\">\n",
" <td data-value=\"5\" data-numeric>5\n",
" </td>\n",
" <td class=\"ellided\">employee_position_title</td>\n",
" <td>ObjectDType</td>\n",
" <td class=\"ok\"\n",
" data-value=\"0\" data-numeric>\n",
" 0 (0.0%)\n",
" </td>\n",
"\n",
" \n",
" <td data-value=\"443\" data-numeric>\n",
" 443 (4.8%)\n",
" </td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" </tr>\n",
" \n",
" <tr data-manager=\"FilterableColumn\" data-column-name=\"date_first_hired\"\n",
" data-column-idx=\"6\"\n",
" data-dataframe-column-idx=\"6\">\n",
" <td data-value=\"6\" data-numeric>6\n",
" </td>\n",
" <td class=\"ellided\">date_first_hired</td>\n",
" <td>ObjectDType</td>\n",
" <td class=\"ok\"\n",
" data-value=\"0\" data-numeric>\n",
" 0 (0.0%)\n",
" </td>\n",
"\n",
" \n",
" <td data-value=\"2264\" data-numeric>\n",
" 2264 (24.5%)\n",
" </td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" <td data-value=\"nan\" data-numeric></td>\n",
" \n",
"\n",
" </tr>\n",
" \n",
" <tr data-manager=\"FilterableColumn\" data-column-name=\"year_first_hired\"\n",
" data-column-idx=\"7\"\n",
" data-dataframe-column-idx=\"7\">\n",
" <td data-value=\"7\" data-numeric>7\n",
" </td>\n",
" <td class=\"ellided\">year_first_hired</td>\n",
" <td>Int64DType</td>\n",
" <td class=\"ok\"\n",
" data-value=\"0\" data-numeric>\n",
" 0 (0.0%)\n",
" </td>\n",
"\n",
" \n",
" <td data-value=\"51\" data-numeric>\n",
" 51 (0.6%)\n",
" </td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"2003.5975292587777\" data-numeric>\n",
" 2.00e+03</td>\n",
" <td data-value=\"9.327078245943364\" data-numeric>\n",
" 9.33</td>\n",
" \n",
"\n",
" \n",
" <td data-value=\"1965\" data-numeric>\n",
" 1,965</td>\n",
" <td data-value=\"2005\" data-numeric>\n",
" 2,005</td>\n",
" <td data-value=\"2016\" data-numeric>\n",
" 2,016</td>\n",
" \n",
"\n",
" </tr>\n",
" \n",
" </tbody>\n",
" </table>\n",
" </div>\n",
"</article>\n",
"\n",
"<div data-hidden\n",
" data-hide-on=\"NON_EMPTY_COLUMN_FILTER_SELECTED\"\n",
" data-show-on=\"EMPTY_COLUMN_FILTER_SELECTED\"\n",
" class=\"text wrapper\">\n",
"<p>\n",
"No columns match the selected filter: <strong data-manager=\"ColumnFilterName\"></strong>. You can change the column filter in the dropdown menu above.\n",
"</p>\n",
"<p>\n",
" <button type=\"button\"\n",
" data-manager=\"ResetColumnFilter\"\n",
" data-test=\"show-all-columns-button\">Show all columns</button>\n",
"</p>\n",
"</div>\n",
"</div>\n",
"<div class=\"tab-panel\" id=\"column-summaries-panel\" data-hidden\n",
" data-test=\"summaries-panel\">\n",
" \n",
"\n",
"<article class=\"wrapper margin-t-s flow\"\n",
" data-show-on=\"NON_EMPTY_COLUMN_FILTER_SELECTED\"\n",
" data-hide-on=\"EMPTY_COLUMN_FILTER_SELECTED\">\n",
" <div class=\"flex\">\n",
" <div class=\"box\">\n",
" <pre id=\"selected-columns-display\" data-manager=\"SelectedColumnsDisplay\"></pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"selected-columns-display\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
" </div>\n",
" <div class=\"flex flex-wrap toggletip-wrapper column-selection-buttons\">\n",
" <div class=\"toggletip\" data-manager=\"Toggletip\">\n",
" <button type=\"button\" class=\"toggletip\">i</button>\n",
" <div class=\"toggletip-info box-shadow\">\n",
" To construct a list of column names that you can easily copy-paste\n",
" (in the box above), select some columns using the checkboxes next\n",
" to the column names or the \"Select all\" button.\n",
" </div>\n",
" </div>\n",
" <button type=\"button\"\n",
" data-test=\"select-all-columns\"\n",
" data-manager=\"SelectAllVisibleColumns\">Select all</button>\n",
" <button type=\"button\"\n",
" data-test=\"deselect-all-columns\"\n",
" data-manager=\"DeselectAllColumns\">Deselect all</button>\n",
" </div>\n",
" <div class=\"column-summary-group\">\n",
" \n",
" \n",
" \n",
"\n",
"<div class=\"card box-shadow column-summary\" id=\"col_0\"\n",
" data-name-repr=\"&#39;gender&#39;\"\n",
" data-column-name=\"gender\"\n",
" data-column-idx=\"0\"\n",
" \n",
" \n",
" data-manager=\"FilterableColumn \"\n",
" \n",
" \n",
" data-role=\"selectable-column\" >\n",
" <div class=\"card-header\">\n",
" <h3 class=\"margin-r-m\">\n",
" \n",
" <input data-role=\"select-column-checkbox\"\n",
" data-manager=\"SelectColumnCheckBox\" type=\"checkbox\">\n",
" \n",
" <span class=\"select-all wrap-long-name\">gender</span>\n",
" </h3>\n",
" <span>ObjectDType</span></div>\n",
" <div class=\"column-summary-content wrapper\">\n",
" <div>\n",
" <dl>\n",
" <dt>Null values</dt>\n",
" <dd class=\"warning\">17 (0.2%)</dd>\n",
" \n",
" \n",
" <dt>Unique values</dt>\n",
" <dd>2 (&lt; 0.1%)</dd>\n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" </dl>\n",
" </div>\n",
"\n",
" \n",
"\n",
" \n",
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" \n",
" \n",
" \n",
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" </g>\n",
" </g>\n",
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" <defs>\n",
" <clipPath id=\"p59c5981c52\">\n",
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" </clipPath>\n",
" </defs>\n",
"</svg>\n",
"\n",
" </div>\n",
" \n",
" <details data-test=\"frequent-values-details\">\n",
" <summary>Most frequent values</summary>\n",
" <div class=\"shrink\">\n",
" <div class=\"copybutton-grid\">\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-0\">\n",
" <pre id=\"col_1-freq-value-0\"\n",
" data-copy-text=\"&#39;POL&#39;\">POL</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-0\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-1\">\n",
" <pre id=\"col_1-freq-value-1\"\n",
" data-copy-text=\"&#39;HHS&#39;\">HHS</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-1\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_1-freq-value-2\"\n",
" data-copy-text=\"&#39;FRS&#39;\">FRS</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-2\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_1-freq-value-3\"\n",
" data-copy-text=\"&#39;DOT&#39;\">DOT</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-3\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_1-freq-value-4\"\n",
" data-copy-text=\"&#39;COR&#39;\">COR</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-4\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_1-freq-value-5\"\n",
" data-copy-text=\"&#39;DLC&#39;\">DLC</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-5\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_1-freq-value-6\"\n",
" data-copy-text=\"&#39;DGS&#39;\">DGS</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-6\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_1-freq-value-7\"\n",
" data-copy-text=\"&#39;LIB&#39;\">LIB</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-7\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_1-freq-value-8\"\n",
" data-copy-text=\"&#39;DPS&#39;\">DPS</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-8\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
" <pre id=\"col_1-freq-value-9\"\n",
" data-copy-text=\"&#39;SHF&#39;\">SHF</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_1-freq-value-9\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" <span class=\"grid-separator\">List:</span>\n",
" \n",
" <div class=\"box\">\n",
" <pre id=\"col_1-freq-value-list\"\n",
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" </details>\n",
" \n",
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" \n",
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"</div>\n",
" \n",
" \n",
" \n",
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" <text style=\"font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start\" x=\"217.703456\" y=\"89.84659\" transform=\"rotate(-0 217.703456 89.84659)\">5.2%</text>\n",
" </g>\n",
" <g id=\"text_23\">\n",
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" </g>\n",
" </g>\n",
" </g>\n",
" <defs>\n",
" <clipPath id=\"p188aa0c6d5\">\n",
" <rect x=\"194.779688\" y=\"22.318125\" width=\"72\" height=\"144\"/>\n",
" </clipPath>\n",
" </defs>\n",
"</svg>\n",
"\n",
" </div>\n",
" \n",
" <details data-test=\"frequent-values-details\">\n",
" <summary>Most frequent values</summary>\n",
" <div class=\"shrink\">\n",
" <div class=\"copybutton-grid\">\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-0\">\n",
" <pre id=\"col_2-freq-value-0\"\n",
" data-copy-text=\"&#39;Department of Police&#39;\">Department of Police</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2-freq-value-0\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-1\">\n",
" <pre id=\"col_2-freq-value-1\"\n",
" data-copy-text=\"&#39;Department of Health and Human Services&#39;\">Department of Health and Human Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
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" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_2-freq-value-2\"\n",
" data-copy-text=\"&#39;Fire and Rescue Services&#39;\">Fire and Rescue Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2-freq-value-2\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_2-freq-value-3\"\n",
" data-copy-text=\"&#39;Department of Transportation&#39;\">Department of Transportation</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2-freq-value-3\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_2-freq-value-4\"\n",
" data-copy-text=\"&#39;Correction and Rehabilitation&#39;\">Correction and Rehabilitation</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2-freq-value-4\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_2-freq-value-5\"\n",
" data-copy-text=\"&#39;Department of Liquor Control&#39;\">Department of Liquor Control</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2-freq-value-5\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_2-freq-value-6\"\n",
" data-copy-text=\"&#39;Department of General Services&#39;\">Department of General Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2-freq-value-6\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_2-freq-value-7\"\n",
" data-copy-text=\"&#39;Department of Public Libraries&#39;\">Department of Public Libraries</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_2-freq-value-7\">\n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_2-freq-value-8\"\n",
" data-copy-text=\"&#39;Department of Permitting Services&#39;\">Department of Permitting Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
" <pre id=\"col_2-freq-value-9\"\n",
" data-copy-text=\"&#34;Sheriff&#39;s Office&#34;\">Sheriff&#39;s Office</pre>\n",
" \n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" <span class=\"grid-separator\">List:</span>\n",
" \n",
" <div class=\"box\">\n",
" <pre id=\"col_2-freq-value-list\"\n",
" data-copy-text=\"[&#39;Department of Police&#39;, &#39;Department of Health and Human Services&#39;, &#39;Fire and Rescue Services&#39;, &#39;Department of Transportation&#39;, &#39;Correction and Rehabilitation&#39;, &#39;Department of Liquor Control&#39;, &#39;Department of General Services&#39;, &#39;Department of Public Libraries&#39;, &#39;Department of Permitting Services&#39;, &#34;Sheriff&#39;s Office&#34;]\">[&#39;Department of Police&#39;, &#39;Department of Health and Human Services&#39;, &#39;Fire and Rescue Services&#39;, &#39;Department of Transportation&#39;, &#39;Correction and Rehabilitation&#39;, &#39;Department of Liquor Control&#39;, &#39;Department of General Services&#39;, &#39;Department of Public Libraries&#39;, &#39;Department of Permitting Services&#39;, &#34;Sheriff&#39;s Office&#34;]</pre>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
" </div>\n",
" </div>\n",
" </details>\n",
" \n",
" </div>\n",
" \n",
" </div>\n",
"</div>\n",
" \n",
" \n",
" \n",
"\n",
"<div class=\"card box-shadow column-summary\" id=\"col_3\"\n",
" data-name-repr=\"&#39;division&#39;\"\n",
" data-column-name=\"division\"\n",
" data-column-idx=\"3\"\n",
" \n",
" \n",
" data-manager=\"FilterableColumn \"\n",
" \n",
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" data-manager=\"SelectColumnCheckBox\" type=\"checkbox\">\n",
" \n",
" <span class=\"select-all wrap-long-name\">division</span>\n",
" </h3>\n",
" <span>ObjectDType</span></div>\n",
" <div class=\"column-summary-content wrapper\">\n",
" <div>\n",
" <dl>\n",
" <dt>Null values</dt>\n",
" <dd class=\"ok\">0 (0.0%)</dd>\n",
" \n",
" \n",
" <dt>Unique values</dt>\n",
" <dd>694 (7.5%)</dd>\n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" </dl>\n",
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"\n",
" \n",
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" \n",
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" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_3-freq-value-2\"\n",
" data-copy-text=\"&#39;Transit Gaithersburg Ride On&#39;\">Transit Gaithersburg Ride On</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3-freq-value-2\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_3-freq-value-3\"\n",
" data-copy-text=\"&#39;Highway Services&#39;\">Highway Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3-freq-value-3\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_3-freq-value-4\"\n",
" data-copy-text=\"&#39;Child Welfare Services&#39;\">Child Welfare Services</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3-freq-value-4\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_3-freq-value-5\"\n",
" data-copy-text=\"&#39;FSB Traffic Division School Safety Section&#39;\">FSB Traffic Division School Safety Section</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3-freq-value-5\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_3-freq-value-6\"\n",
" data-copy-text=\"&#39;Income Supports&#39;\">Income Supports</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3-freq-value-6\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_3-freq-value-7\"\n",
" data-copy-text=\"&#39;PSB 3rd District Patrol&#39;\">PSB 3rd District Patrol</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3-freq-value-7\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_3-freq-value-8\"\n",
" data-copy-text=\"&#39;PSB 4th District Patrol&#39;\">PSB 4th District Patrol</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3-freq-value-8\">\n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
" <pre id=\"col_3-freq-value-9\"\n",
" data-copy-text=\"&#39;Transit Nicholson Ride On&#39;\">Transit Nicholson Ride On</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_3-freq-value-9\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" <span class=\"grid-separator\">List:</span>\n",
" \n",
" <div class=\"box\">\n",
" <pre id=\"col_3-freq-value-list\"\n",
" data-copy-text=\"[&#39;School Health Services&#39;, &#39;Transit Silver Spring Ride On&#39;, &#39;Transit Gaithersburg Ride On&#39;, &#39;Highway Services&#39;, &#39;Child Welfare Services&#39;, &#39;FSB Traffic Division School Safety Section&#39;, &#39;Income Supports&#39;, &#39;PSB 3rd District Patrol&#39;, &#39;PSB 4th District Patrol&#39;, &#39;Transit Nicholson Ride On&#39;]\">[&#39;School Health Services&#39;, &#39;Transit Silver Spring Ride On&#39;, &#39;Transit Gaithersburg Ride On&#39;, &#39;Highway Services&#39;, &#39;Child Welfare Services&#39;, &#39;FSB Traffic Division School Safety Section&#39;, &#39;Income Supports&#39;, &#39;PSB 3rd District Patrol&#39;, &#39;PSB 4th District Patrol&#39;, &#39;Transit Nicholson Ride On&#39;]</pre>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
" </div>\n",
" </div>\n",
" </details>\n",
" \n",
" </div>\n",
" \n",
" </div>\n",
"</div>\n",
" \n",
" \n",
" \n",
"\n",
"<div class=\"card box-shadow column-summary\" id=\"col_4\"\n",
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" \n",
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" \n",
" \n",
" \n",
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"\n",
" </div>\n",
" \n",
" <details data-test=\"frequent-values-details\">\n",
" <summary>Most frequent values</summary>\n",
" <div class=\"shrink\">\n",
" <div class=\"copybutton-grid\">\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-0\">\n",
" <pre id=\"col_5-freq-value-0\"\n",
" data-copy-text=\"&#39;Bus Operator&#39;\">Bus Operator</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5-freq-value-0\">\n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-1\">\n",
" <pre id=\"col_5-freq-value-1\"\n",
" data-copy-text=\"&#39;Police Officer III&#39;\">Police Officer III</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5-freq-value-1\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_5-freq-value-2\"\n",
" data-copy-text=\"&#39;Firefighter/Rescuer III&#39;\">Firefighter/Rescuer III</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5-freq-value-2\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_5-freq-value-3\"\n",
" data-copy-text=\"&#39;Manager III&#39;\">Manager III</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
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" data-target-id=\"col_5-freq-value-3\">\n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_5-freq-value-4\"\n",
" data-copy-text=\"&#39;Firefighter/Rescuer II&#39;\">Firefighter/Rescuer II</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5-freq-value-4\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_5-freq-value-5\"\n",
" data-copy-text=\"&#39;Master Firefighter/Rescuer&#39;\">Master Firefighter/Rescuer</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5-freq-value-5\">\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_5-freq-value-6\"\n",
" data-copy-text=\"&#39;Office Services Coordinator&#39;\">Office Services Coordinator</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5-freq-value-6\">\n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_5-freq-value-7\"\n",
" data-copy-text=\"&#39;School Health Room Technician I&#39;\">School Health Room Technician I</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5-freq-value-7\">\n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_5-freq-value-8\"\n",
" data-copy-text=\"&#39;Police Officer II&#39;\">Police Officer II</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
" data-manager=\"CopyButton\"\n",
" type=\"button\"\n",
" data-target-id=\"col_5-freq-value-8\">\n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
"</svg>\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 16 16\">\n",
" <path d=\"M12.736 3.97a.733.733 0 0 1 1.047 0c.286.289.29.756.01 1.05L7.88 12.01a.733.733 0 0 1-1.065.02L3.217 8.384a.757.757 0 0 1 0-1.06.733.733 0 0 1 1.047 0l3.052 3.093 5.4-6.425z\"/>\n",
"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
" <pre id=\"col_5-freq-value-9\"\n",
" data-copy-text=\"&#39;Community Health Nurse II&#39;\">Community Health Nurse II</pre>\n",
" \n",
"<button\n",
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" \n",
" \n",
" \n",
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" </g>\n",
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" <defs>\n",
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" </clipPath>\n",
" </defs>\n",
"</svg>\n",
"\n",
" </div>\n",
" \n",
" <details data-test=\"frequent-values-details\">\n",
" <summary>Most frequent values</summary>\n",
" <div class=\"shrink\">\n",
" <div class=\"copybutton-grid\">\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-0\">\n",
" <pre id=\"col_6-freq-value-0\"\n",
" data-copy-text=\"&#39;12/12/2016&#39;\">12/12/2016</pre>\n",
" \n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-1\">\n",
" <pre id=\"col_6-freq-value-1\"\n",
" data-copy-text=\"&#39;01/14/2013&#39;\">01/14/2013</pre>\n",
" \n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-2\">\n",
" <pre id=\"col_6-freq-value-2\"\n",
" data-copy-text=\"&#39;02/24/2014&#39;\">02/24/2014</pre>\n",
" \n",
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" <path fill-rule=\"evenodd\" d=\"M4 2a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1v-1h1v1a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h1v1z\"/>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-3\">\n",
" <pre id=\"col_6-freq-value-3\"\n",
" data-copy-text=\"&#39;03/10/2014&#39;\">03/10/2014</pre>\n",
" \n",
"<button\n",
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"</svg>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-4\">\n",
" <pre id=\"col_6-freq-value-4\"\n",
" data-copy-text=\"&#39;08/12/2013&#39;\">08/12/2013</pre>\n",
" \n",
"<button\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-5\">\n",
" <pre id=\"col_6-freq-value-5\"\n",
" data-copy-text=\"&#39;10/06/2014&#39;\">10/06/2014</pre>\n",
" \n",
"<button\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-6\">\n",
" <pre id=\"col_6-freq-value-6\"\n",
" data-copy-text=\"&#39;09/22/2014&#39;\">09/22/2014</pre>\n",
" \n",
"<button\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-7\">\n",
" <pre id=\"col_6-freq-value-7\"\n",
" data-copy-text=\"&#39;03/19/2007&#39;\">03/19/2007</pre>\n",
" \n",
"<button\n",
" class=\"copybutton copybutton-left\"\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-8\">\n",
" <pre id=\"col_6-freq-value-8\"\n",
" data-copy-text=\"&#39;07/29/2013&#39;\">07/29/2013</pre>\n",
" \n",
"<button\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" \n",
" <div class=\"box\" data-test=\"frequent-value-9\">\n",
" <pre id=\"col_6-freq-value-9\"\n",
" data-copy-text=\"&#39;07/16/2012&#39;\">07/16/2012</pre>\n",
" \n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
"\n",
" \n",
" <span class=\"grid-separator\">List:</span>\n",
" \n",
" <div class=\"box\">\n",
" <pre id=\"col_6-freq-value-list\"\n",
" data-copy-text=\"[&#39;12/12/2016&#39;, &#39;01/14/2013&#39;, &#39;02/24/2014&#39;, &#39;03/10/2014&#39;, &#39;08/12/2013&#39;, &#39;10/06/2014&#39;, &#39;09/22/2014&#39;, &#39;03/19/2007&#39;, &#39;07/29/2013&#39;, &#39;07/16/2012&#39;]\">[&#39;12/12/2016&#39;, &#39;01/14/2013&#39;, &#39;02/24/2014&#39;, &#39;03/10/2014&#39;, &#39;08/12/2013&#39;, &#39;10/06/2014&#39;, &#39;09/22/2014&#39;, &#39;03/19/2007&#39;, &#39;07/29/2013&#39;, &#39;07/16/2012&#39;]</pre>\n",
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"</svg>\n",
" <div class=\"copied-message\">Copied!</div>\n",
"</button>\n",
"\n",
" </div>\n",
" </div>\n",
" </div>\n",
" </details>\n",
" \n",
" </div>\n",
" \n",
" </div>\n",
"</div>\n",
" \n",
" \n",
" \n",
"\n",
"<div class=\"card box-shadow column-summary\" id=\"col_7\"\n",
" data-name-repr=\"&#39;year_first_hired&#39;\"\n",
" data-column-name=\"year_first_hired\"\n",
" data-column-idx=\"7\"\n",
" \n",
" \n",
" data-manager=\"FilterableColumn \"\n",
" \n",
" \n",
" data-role=\"selectable-column\" >\n",
" <div class=\"card-header\">\n",
" <h3 class=\"margin-r-m\">\n",
" \n",
" <input data-role=\"select-column-checkbox\"\n",
" data-manager=\"SelectColumnCheckBox\" type=\"checkbox\">\n",
" \n",
" <span class=\"select-all wrap-long-name\">year_first_hired</span>\n",
" </h3>\n",
" <span>Int64DType</span></div>\n",
" <div class=\"column-summary-content wrapper\">\n",
" <div>\n",
" <dl>\n",
" <dt>Null values</dt>\n",
" <dd class=\"ok\">0 (0.0%)</dd>\n",
" \n",
" \n",
" <dt>Unique values</dt>\n",
" <dd>51 (0.6%)</dd>\n",
" \n",
"\n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <dt>Mean ± Std</dt>\n",
" <dd>2.00e+03 ±\n",
" 9.33\n",
" \n",
" </dd>\n",
" \n",
" \n",
" <dt>Median ± IQR</dt>\n",
" <dd>2,005 ±\n",
" 14\n",
" \n",
" </dd>\n",
"\n",
" <dt>Min | Max</dt>\n",
" <dd>\n",
" <span class=\"min-value\">1,965</span> |\n",
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"\n",
"<div data-hidden\n",
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" data-show-on=\"EMPTY_COLUMN_FILTER_SELECTED\"\n",
" class=\"text wrapper\">\n",
"<p>\n",
"No columns match the selected filter: <strong data-manager=\"ColumnFilterName\"></strong>. You can change the column filter in the dropdown menu above.\n",
"</p>\n",
"<p>\n",
" <button type=\"button\"\n",
" data-manager=\"ResetColumnFilter\"\n",
" data-test=\"show-all-columns-button\">Show all columns</button>\n",
"</p>\n",
"</div>\n",
"</div>\n",
"<div class=\"tab-panel\" id=\"column-associations-panel\" data-hidden\n",
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" \n",
"\n",
" <div class=\"horizontal-scroll\">\n",
" <table class=\"pure-table\">\n",
" <thead>\n",
" <tr>\n",
" <th scope=\"col\">Column 1</th>\n",
" <th scope=\"col\">Column 2</th>\n",
" <th scope=\"col\"><a href=\"https://en.wikipedia.org/wiki/Cram%C3%A9r%27s_V\">Cramér's V</a></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">department</td>\n",
" <td class=\"ellided\">department_name</td>\n",
" <td\n",
" \n",
" class=\"critical\">\n",
" 1.00\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">division</td>\n",
" <td class=\"ellided\">assignment_category</td>\n",
" <td\n",
" >\n",
" 0.620\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">assignment_category</td>\n",
" <td class=\"ellided\">employee_position_title</td>\n",
" <td\n",
" >\n",
" 0.506\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">division</td>\n",
" <td class=\"ellided\">employee_position_title</td>\n",
" <td\n",
" >\n",
" 0.413\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">department_name</td>\n",
" <td class=\"ellided\">employee_position_title</td>\n",
" <td\n",
" >\n",
" 0.406\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">department</td>\n",
" <td class=\"ellided\">employee_position_title</td>\n",
" <td\n",
" >\n",
" 0.406\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">department</td>\n",
" <td class=\"ellided\">assignment_category</td>\n",
" <td\n",
" >\n",
" 0.377\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">department_name</td>\n",
" <td class=\"ellided\">assignment_category</td>\n",
" <td\n",
" >\n",
" 0.377\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">department_name</td>\n",
" <td class=\"ellided\">division</td>\n",
" <td\n",
" >\n",
" 0.367\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">department</td>\n",
" <td class=\"ellided\">division</td>\n",
" <td\n",
" >\n",
" 0.367\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">gender</td>\n",
" <td class=\"ellided\">department_name</td>\n",
" <td\n",
" >\n",
" 0.362\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">gender</td>\n",
" <td class=\"ellided\">department</td>\n",
" <td\n",
" >\n",
" 0.362\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">gender</td>\n",
" <td class=\"ellided\">employee_position_title</td>\n",
" <td\n",
" >\n",
" 0.259\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">gender</td>\n",
" <td class=\"ellided\">division</td>\n",
" <td\n",
" >\n",
" 0.255\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">gender</td>\n",
" <td class=\"ellided\">assignment_category</td>\n",
" <td\n",
" >\n",
" 0.254\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">employee_position_title</td>\n",
" <td class=\"ellided\">date_first_hired</td>\n",
" <td\n",
" >\n",
" 0.242\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">date_first_hired</td>\n",
" <td class=\"ellided\">year_first_hired</td>\n",
" <td\n",
" >\n",
" 0.165\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">department_name</td>\n",
" <td class=\"ellided\">date_first_hired</td>\n",
" <td\n",
" >\n",
" 0.148\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">department</td>\n",
" <td class=\"ellided\">date_first_hired</td>\n",
" <td\n",
" >\n",
" 0.148\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td class=\"ellided\">employee_position_title</td>\n",
" <td class=\"ellided\">year_first_hired</td>\n",
" <td\n",
" >\n",
" 0.139\n",
" </td>\n",
" </tr>\n",
" \n",
" </tbody>\n",
" </table>\n",
" </div>\n",
"\n",
" <div class=\"text shrinkable-text\">\n",
" The table below shows the strength of association between the most similar columns in the dataframe.\n",
" <a href=\"https://en.wikipedia.org/wiki/Cram%C3%A9r%27s_V\">Cramér's V</a> statistic is a number between 0 and 1.\n",
" When it is close to 1 the columns are strongly associated — they contain similar information.\n",
" In this case, one of them may be redundant and for some models (such as linear models) it might be beneficial to remove it.\n",
" </div>\n",
"\n",
" \n",
"</article>\n",
"</div>\n",
"\n",
"\n",
"<div class=\"report-bottom-border\"></div>\n",
"\n",
" \n",
" </div>\n",
" </template>\n",
"\n",
" <skrub-table-report class=\"report\" id=\"report_bb08cf6d\">\n",
" </skrub-table-report>\n",
"\n",
" <script type=\"module\">\n",
" if (customElements.get('skrub-table-report') === undefined) {\n",
"\n",
" class Exchange {\n",
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"\n",
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"\n",
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"
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