{
"cells": [
{
"cell_type": "markdown",
"id": "6fd9d930",
"metadata": {},
"source": [
"# Explainability Report"
]
},
{
"cell_type": "markdown",
"id": "87da435e",
"metadata": {},
"source": [
"# Global dataset report"
]
},
{
"cell_type": "markdown",
"id": "e7e84194",
"metadata": {},
"source": [
"We report the following SageMaker analysis."
]
},
{
"cell_type": "markdown",
"id": "e0453fb2",
"metadata": {},
"source": [
"#### Explanations for \"label0\""
]
},
{
"cell_type": "markdown",
"id": "2615cecb",
"metadata": {},
"source": [
"The Model has `10` input features. We computed KernelShap on the dataset `dataset` and display the `10` features with the greatest feature attribution.\n",
"
"
]
},
{
"cell_type": "markdown",
"id": "fce2b1a8",
"metadata": {},
"source": [
"## Analysis Configuration Parameters"
]
},
{
"cell_type": "markdown",
"id": "1334f2d5",
"metadata": {},
"source": [
"```\n",
"{\n",
" \"label\": \"CAR_HCPS_PMT_AMT\",\n",
" \"headers\": [\n",
" \"CAR_HCPS_PMT_AMT\",\n",
" \"BENE_SEX_IDENT_CD\",\n",
" \"BENE_AGE_CAT_CD\",\n",
" \"CAR_LINE_ICD9_DGNS_CD\",\n",
" \"CAR_LINE_HCPCS_CD\",\n",
" \"CAR_LINE_BETOS_CD\",\n",
" \"CAR_LINE_SRVC_CNT\",\n",
" \"CAR_LINE_PRVDR_TYPE_CD\",\n",
" \"CAR_LINE_CMS_TYPE_SRVC_CD\",\n",
" \"CAR_LINE_PLACE_OF_SRVC_CD\",\n",
" \"CAR_LINE_CNT\"\n",
" ],\n",
" \"dataset_type\": \"text/csv\",\n",
" \"methods\": {\n",
" \"shap\": {\n",
" \"baseline\": [\n",
" [\n",
" \"\",\n",
" \"\",\n",
" \"\",\n",
" \"\",\n",
" \"\",\n",
" \"\",\n",
" \"\",\n",
" \"\",\n",
" \"\",\n",
" \"\"\n",
" ]\n",
" ],\n",
" \"num_samples\": 2048,\n",
" \"agg_method\": \"mean_abs\",\n",
" \"save_local_shap_values\": true,\n",
" \"use_logit\": false\n",
" },\n",
" \"report\": {\n",
" \"name\": \"explainability-report\",\n",
" \"title\": \"Explainability Report\"\n",
" }\n",
" }\n",
"}\n",
"```"
]
}
],
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