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docs(eda): added docs for create_diff_report
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devinllu authored and jinglinpeng committed Nov 25, 2021
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{
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"cell_type": "markdown",
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"source": [
"# create_diff_report(): generate statistical report for multiple dataframes"
]
},
{
"cell_type": "markdown",
"id": "corresponding-slide",
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"source": [
"## Overview"
]
},
{
"cell_type": "markdown",
"id": "empirical-browser",
"metadata": {},
"source": [
"The function create_diff_report() allows users to generate a statistical report similar to the create_report() function.\n",
"\n",
"The function accepts either a list of Pandas dataframes, or a dictionary of Pandas dataframes with string keys as labels. Let's take a look."
]
},
{
"cell_type": "markdown",
"id": "detailed-patch",
"metadata": {},
"source": [
"## Loading the dataset"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "gentle-indian",
"metadata": {},
"outputs": [],
"source": [
"from dataprep.datasets import load_dataset\n",
"df_train, df_test = load_dataset('house_prices_train'), load_dataset('house_prices_test')"
]
},
{
"cell_type": "markdown",
"id": "proprietary-sensitivity",
"metadata": {},
"source": [
"## Generate the report"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "hindu-jaguar",
"metadata": {},
"outputs": [],
"source": [
"from dataprep.eda import create_diff_report\n",
"report = create_diff_report([df_train, df_test])"
]
},
{
"cell_type": "markdown",
"id": "tough-server",
"metadata": {},
"source": [
"Or sometimes we want to give specific labels to our dataframes"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "absent-version",
"metadata": {},
"outputs": [],
"source": [
"report = create_diff_report({\"df_train\": df_train, \"df_test\": df_test})"
]
}
],
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