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"source": [
"import altair\n",
"from IPython.display import display\n",
"from sklearn.neighbors import LocalOutlierFactor\n",
"from sklearn.datasets import load_iris, load_linnerud"
]
},
{
"cell_type": "markdown",
"id": "3ed09647-68e0-4e8f-a40b-ae477261c9a2",
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"source": [
"# Example A"
]
},
{
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"id": "60876124-3c7f-4e90-87f8-f2c0e4ff6526",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal length (cm)</th>\n",
" <th>sepal width (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>petal width (cm)</th>\n",
" <th>Outlier</th>\n",
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" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>False</td>\n",
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" <td>4.9</td>\n",
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" <td>False</td>\n",
" </tr>\n",
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" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>False</td>\n",
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"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n",
"0 5.1 3.5 1.4 0.2 \n",
"1 4.9 3.0 1.4 0.2 \n",
"2 4.7 3.2 1.3 0.2 \n",
"\n",
" Outlier \n",
"0 False \n",
"1 False \n",
"2 False "
]
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"output_type": "display_data"
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" \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
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"\n",
" function displayChart(vegaEmbed) {\n",
" vegaEmbed(outputDiv, spec, embedOpt)\n",
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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1.3, \"Outlier\": false}, {\"sepal length (cm)\": 6.3, \"sepal width (cm)\": 2.5, \"petal length (cm)\": 4.9, \"petal width (cm)\": 1.5, \"Outlier\": false}, {\"sepal length (cm)\": 6.1, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 4.7, \"petal width (cm)\": 1.2, \"Outlier\": false}, {\"sepal length (cm)\": 6.4, \"sepal width (cm)\": 2.9, \"petal length (cm)\": 4.3, \"petal width (cm)\": 1.3, \"Outlier\": false}, {\"sepal length (cm)\": 6.6, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 4.4, \"petal width (cm)\": 1.4, \"Outlier\": false}, {\"sepal length (cm)\": 6.8, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 4.8, \"petal width (cm)\": 1.4, \"Outlier\": false}, {\"sepal length (cm)\": 6.7, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 5.0, \"petal width (cm)\": 1.7, \"Outlier\": false}, {\"sepal length (cm)\": 6.0, \"sepal width (cm)\": 2.9, \"petal length (cm)\": 4.5, \"petal width (cm)\": 1.5, \"Outlier\": false}, {\"sepal length (cm)\": 5.7, \"sepal width (cm)\": 2.6, \"petal length (cm)\": 3.5, \"petal width (cm)\": 1.0, \"Outlier\": false}, {\"sepal length (cm)\": 5.5, \"sepal width (cm)\": 2.4, \"petal length (cm)\": 3.8, \"petal width (cm)\": 1.1, \"Outlier\": false}, {\"sepal length (cm)\": 5.5, \"sepal width (cm)\": 2.4, \"petal length (cm)\": 3.7, \"petal width (cm)\": 1.0, \"Outlier\": false}, {\"sepal length (cm)\": 5.8, \"sepal width (cm)\": 2.7, \"petal length (cm)\": 3.9, \"petal width (cm)\": 1.2, \"Outlier\": false}, {\"sepal length (cm)\": 6.0, \"sepal width (cm)\": 2.7, \"petal length (cm)\": 5.1, \"petal width (cm)\": 1.6, \"Outlier\": false}, {\"sepal length (cm)\": 5.4, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 4.5, \"petal width (cm)\": 1.5, \"Outlier\": false}, {\"sepal length (cm)\": 6.0, \"sepal width (cm)\": 3.4, \"petal length (cm)\": 4.5, \"petal width (cm)\": 1.6, \"Outlier\": false}, {\"sepal length (cm)\": 6.7, \"sepal width (cm)\": 3.1, \"petal length (cm)\": 4.7, \"petal width (cm)\": 1.5, \"Outlier\": false}, {\"sepal length (cm)\": 6.3, \"sepal width (cm)\": 2.3, \"petal length (cm)\": 4.4, \"petal width (cm)\": 1.3, \"Outlier\": false}, {\"sepal length (cm)\": 5.6, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 4.1, \"petal width (cm)\": 1.3, \"Outlier\": false}, {\"sepal length (cm)\": 5.5, \"sepal width (cm)\": 2.5, \"petal length (cm)\": 4.0, \"petal width (cm)\": 1.3, \"Outlier\": false}, {\"sepal length (cm)\": 5.5, \"sepal width (cm)\": 2.6, \"petal length (cm)\": 4.4, \"petal width (cm)\": 1.2, \"Outlier\": false}, {\"sepal length (cm)\": 6.1, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 4.6, \"petal width (cm)\": 1.4, \"Outlier\": false}, {\"sepal length (cm)\": 5.8, \"sepal width (cm)\": 2.6, \"petal length (cm)\": 4.0, \"petal width (cm)\": 1.2, \"Outlier\": false}, {\"sepal length (cm)\": 5.0, \"sepal width (cm)\": 2.3, \"petal length (cm)\": 3.3, \"petal width (cm)\": 1.0, \"Outlier\": false}, {\"sepal length (cm)\": 5.6, \"sepal width (cm)\": 2.7, \"petal length (cm)\": 4.2, \"petal width (cm)\": 1.3, \"Outlier\": false}, {\"sepal length (cm)\": 5.7, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 4.2, \"petal width (cm)\": 1.2, \"Outlier\": false}, {\"sepal length (cm)\": 5.7, \"sepal width (cm)\": 2.9, \"petal length (cm)\": 4.2, \"petal width (cm)\": 1.3, \"Outlier\": false}, {\"sepal length (cm)\": 6.2, \"sepal width (cm)\": 2.9, \"petal length (cm)\": 4.3, \"petal width (cm)\": 1.3, \"Outlier\": false}, {\"sepal length (cm)\": 5.1, \"sepal width (cm)\": 2.5, \"petal length (cm)\": 3.0, \"petal width (cm)\": 1.1, \"Outlier\": false}, {\"sepal length (cm)\": 5.7, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 4.1, \"petal width (cm)\": 1.3, \"Outlier\": false}, {\"sepal length (cm)\": 6.3, \"sepal width (cm)\": 3.3, \"petal length (cm)\": 6.0, \"petal width (cm)\": 2.5, \"Outlier\": false}, {\"sepal length (cm)\": 5.8, \"sepal width (cm)\": 2.7, \"petal length (cm)\": 5.1, \"petal width (cm)\": 1.9, \"Outlier\": false}, {\"sepal length (cm)\": 7.1, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 5.9, \"petal width (cm)\": 2.1, \"Outlier\": false}, {\"sepal length (cm)\": 6.3, \"sepal width (cm)\": 2.9, \"petal length (cm)\": 5.6, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 6.5, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 5.8, \"petal width (cm)\": 2.2, \"Outlier\": false}, {\"sepal length (cm)\": 7.6, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 6.6, \"petal width (cm)\": 2.1, \"Outlier\": false}, {\"sepal length (cm)\": 4.9, \"sepal width (cm)\": 2.5, \"petal length (cm)\": 4.5, \"petal width (cm)\": 1.7, \"Outlier\": false}, {\"sepal length (cm)\": 7.3, \"sepal width (cm)\": 2.9, \"petal length (cm)\": 6.3, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 6.7, \"sepal width (cm)\": 2.5, \"petal length (cm)\": 5.8, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 7.2, \"sepal width (cm)\": 3.6, \"petal length (cm)\": 6.1, \"petal width (cm)\": 2.5, \"Outlier\": false}, {\"sepal length (cm)\": 6.5, \"sepal width (cm)\": 3.2, \"petal length (cm)\": 5.1, \"petal width (cm)\": 2.0, \"Outlier\": false}, {\"sepal length (cm)\": 6.4, \"sepal width (cm)\": 2.7, \"petal length (cm)\": 5.3, \"petal width (cm)\": 1.9, \"Outlier\": false}, {\"sepal length (cm)\": 6.8, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 5.5, \"petal width (cm)\": 2.1, \"Outlier\": false}, {\"sepal length (cm)\": 5.7, \"sepal width (cm)\": 2.5, \"petal length (cm)\": 5.0, \"petal width (cm)\": 2.0, \"Outlier\": false}, {\"sepal length (cm)\": 5.8, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 5.1, \"petal width (cm)\": 2.4, \"Outlier\": false}, {\"sepal length (cm)\": 6.4, \"sepal width (cm)\": 3.2, \"petal length (cm)\": 5.3, \"petal width (cm)\": 2.3, \"Outlier\": false}, {\"sepal length (cm)\": 6.5, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 5.5, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 7.7, \"sepal width (cm)\": 3.8, \"petal length (cm)\": 6.7, \"petal width (cm)\": 2.2, \"Outlier\": true}, {\"sepal length (cm)\": 7.7, \"sepal width (cm)\": 2.6, \"petal length (cm)\": 6.9, \"petal width (cm)\": 2.3, \"Outlier\": true}, {\"sepal length (cm)\": 6.0, \"sepal width (cm)\": 2.2, \"petal length (cm)\": 5.0, \"petal width (cm)\": 1.5, \"Outlier\": false}, {\"sepal length (cm)\": 6.9, \"sepal width (cm)\": 3.2, \"petal length (cm)\": 5.7, \"petal width (cm)\": 2.3, \"Outlier\": false}, {\"sepal length (cm)\": 5.6, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 4.9, \"petal width (cm)\": 2.0, \"Outlier\": false}, {\"sepal length (cm)\": 7.7, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 6.7, \"petal width (cm)\": 2.0, \"Outlier\": true}, {\"sepal length (cm)\": 6.3, \"sepal width (cm)\": 2.7, \"petal length (cm)\": 4.9, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 6.7, \"sepal width (cm)\": 3.3, \"petal length (cm)\": 5.7, \"petal width (cm)\": 2.1, \"Outlier\": false}, {\"sepal length (cm)\": 7.2, \"sepal width (cm)\": 3.2, \"petal length (cm)\": 6.0, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 6.2, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 4.8, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 6.1, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 4.9, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 6.4, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 5.6, \"petal width (cm)\": 2.1, \"Outlier\": false}, {\"sepal length (cm)\": 7.2, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 5.8, \"petal width (cm)\": 1.6, \"Outlier\": false}, {\"sepal length (cm)\": 7.4, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 6.1, \"petal width (cm)\": 1.9, \"Outlier\": false}, {\"sepal length (cm)\": 7.9, \"sepal width (cm)\": 3.8, \"petal length (cm)\": 6.4, \"petal width (cm)\": 2.0, \"Outlier\": true}, {\"sepal length (cm)\": 6.4, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 5.6, \"petal width (cm)\": 2.2, \"Outlier\": false}, {\"sepal length (cm)\": 6.3, \"sepal width (cm)\": 2.8, \"petal length (cm)\": 5.1, \"petal width (cm)\": 1.5, \"Outlier\": false}, {\"sepal length (cm)\": 6.1, \"sepal width (cm)\": 2.6, \"petal length (cm)\": 5.6, \"petal width (cm)\": 1.4, \"Outlier\": false}, {\"sepal length (cm)\": 7.7, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 6.1, \"petal width (cm)\": 2.3, \"Outlier\": false}, {\"sepal length (cm)\": 6.3, \"sepal width (cm)\": 3.4, \"petal length (cm)\": 5.6, \"petal width (cm)\": 2.4, \"Outlier\": false}, {\"sepal length (cm)\": 6.4, \"sepal width (cm)\": 3.1, \"petal length (cm)\": 5.5, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 6.0, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 4.8, \"petal width (cm)\": 1.8, \"Outlier\": false}, {\"sepal length (cm)\": 6.9, \"sepal width (cm)\": 3.1, \"petal length (cm)\": 5.4, \"petal width (cm)\": 2.1, \"Outlier\": false}, {\"sepal length (cm)\": 6.7, \"sepal width (cm)\": 3.1, \"petal length (cm)\": 5.6, \"petal width (cm)\": 2.4, \"Outlier\": false}, {\"sepal length (cm)\": 6.9, \"sepal width (cm)\": 3.1, \"petal length (cm)\": 5.1, \"petal width (cm)\": 2.3, \"Outlier\": false}, {\"sepal length (cm)\": 5.8, \"sepal width (cm)\": 2.7, \"petal length (cm)\": 5.1, \"petal width (cm)\": 1.9, \"Outlier\": false}, {\"sepal length (cm)\": 6.8, \"sepal width (cm)\": 3.2, \"petal length (cm)\": 5.9, \"petal width (cm)\": 2.3, \"Outlier\": false}, {\"sepal length (cm)\": 6.7, \"sepal width (cm)\": 3.3, \"petal length (cm)\": 5.7, \"petal width (cm)\": 2.5, \"Outlier\": false}, {\"sepal length (cm)\": 6.7, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 5.2, \"petal width (cm)\": 2.3, \"Outlier\": false}, {\"sepal length (cm)\": 6.3, \"sepal width (cm)\": 2.5, \"petal length (cm)\": 5.0, \"petal width (cm)\": 1.9, \"Outlier\": false}, {\"sepal length (cm)\": 6.5, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 5.2, \"petal width (cm)\": 2.0, \"Outlier\": false}, {\"sepal length (cm)\": 6.2, \"sepal width (cm)\": 3.4, \"petal length (cm)\": 5.4, \"petal width (cm)\": 2.3, \"Outlier\": false}, {\"sepal length (cm)\": 5.9, \"sepal width (cm)\": 3.0, \"petal length (cm)\": 5.1, \"petal width (cm)\": 1.8, \"Outlier\": false}]}}, {\"mode\": \"vega-lite\"});\n",
"</script>"
],
"text/plain": [
"alt.Chart(...)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = load_iris(as_frame=True).data\n",
"data[\"Outlier\"] = LocalOutlierFactor(50).fit_predict(data) == -1\n",
"display(data[:3])\n",
"altair.Chart(data).mark_point().encode(\n",
" x=\"sepal length (cm)\",\n",
" y=\"petal length (cm)\",\n",
" color=\"Outlier\"\n",
")"
]
},
{
"cell_type": "markdown",
"id": "91c6216b-fe6b-4d08-a207-97605accd0fc",
"metadata": {
"slideshow": {
"slide_type": "slide"
},
"tags": []
},
"source": [
"# Example B"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "74cf033f-d65c-485d-8fef-75414a6799c8",
"metadata": {
"tags": []
},
"outputs": [
{
"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 th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Chins</th>\n",
" <th>Situps</th>\n",
" <th>Jumps</th>\n",
" <th>Outlier</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.0</td>\n",
" <td>162.0</td>\n",
" <td>60.0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2.0</td>\n",
" <td>110.0</td>\n",
" <td>60.0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>12.0</td>\n",
" <td>101.0</td>\n",
" <td>101.0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Chins Situps Jumps Outlier\n",
"0 5.0 162.0 60.0 False\n",
"1 2.0 110.0 60.0 False\n",
"2 12.0 101.0 101.0 False"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"<div id=\"altair-viz-67cc8a5c8f40475e9c205ccff1da1e37\"></div>\n",
"<script type=\"text/javascript\">\n",
" (function(spec, embedOpt){\n",
" let outputDiv = document.currentScript.previousElementSibling;\n",
" if (outputDiv.id !== \"altair-viz-67cc8a5c8f40475e9c205ccff1da1e37\") {\n",
" outputDiv = document.getElementById(\"altair-viz-67cc8a5c8f40475e9c205ccff1da1e37\");\n",
" }\n",
" const paths = {\n",
" \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
" \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
" \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
" \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
" };\n",
"\n",
" function loadScript(lib) {\n",
" return new Promise(function(resolve, reject) {\n",
" var s = document.createElement('script');\n",
" s.src = paths[lib];\n",
" s.async = true;\n",
" s.onload = () => resolve(paths[lib]);\n",
" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" });\n",
" }\n",
"\n",
" function showError(err) {\n",
" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
" throw err;\n",
" }\n",
"\n",
" function displayChart(vegaEmbed) {\n",
" vegaEmbed(outputDiv, spec, embedOpt)\n",
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
" }\n",
"\n",
" if(typeof define === \"function\" && define.amd) {\n",
" requirejs.config({paths});\n",
" require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
" } else if (typeof vegaEmbed === \"function\") {\n",
" displayChart(vegaEmbed);\n",
" } else {\n",
" loadScript(\"vega\")\n",
" .then(() => loadScript(\"vega-lite\"))\n",
" .then(() => loadScript(\"vega-embed\"))\n",
" .catch(showError)\n",
" .then(() => displayChart(vegaEmbed));\n",
" }\n",
" })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-453bdd878de1dc1d4f8ba02c7ea0393a\"}, \"mark\": \"point\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Outlier\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"Chins\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Jumps\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-453bdd878de1dc1d4f8ba02c7ea0393a\": [{\"Chins\": 5.0, \"Situps\": 162.0, \"Jumps\": 60.0, \"Outlier\": false}, {\"Chins\": 2.0, \"Situps\": 110.0, \"Jumps\": 60.0, \"Outlier\": false}, {\"Chins\": 12.0, \"Situps\": 101.0, \"Jumps\": 101.0, \"Outlier\": false}, {\"Chins\": 12.0, \"Situps\": 105.0, \"Jumps\": 37.0, \"Outlier\": false}, {\"Chins\": 13.0, \"Situps\": 155.0, \"Jumps\": 58.0, \"Outlier\": false}, {\"Chins\": 4.0, \"Situps\": 101.0, \"Jumps\": 42.0, \"Outlier\": false}, {\"Chins\": 8.0, \"Situps\": 101.0, \"Jumps\": 38.0, \"Outlier\": false}, {\"Chins\": 6.0, \"Situps\": 125.0, \"Jumps\": 40.0, \"Outlier\": false}, {\"Chins\": 15.0, \"Situps\": 200.0, \"Jumps\": 40.0, \"Outlier\": false}, {\"Chins\": 17.0, \"Situps\": 251.0, \"Jumps\": 250.0, \"Outlier\": true}, {\"Chins\": 17.0, \"Situps\": 120.0, \"Jumps\": 38.0, \"Outlier\": false}, {\"Chins\": 13.0, \"Situps\": 210.0, \"Jumps\": 115.0, \"Outlier\": false}, {\"Chins\": 14.0, \"Situps\": 215.0, \"Jumps\": 105.0, \"Outlier\": false}, {\"Chins\": 1.0, \"Situps\": 50.0, \"Jumps\": 50.0, \"Outlier\": false}, {\"Chins\": 6.0, \"Situps\": 70.0, \"Jumps\": 31.0, \"Outlier\": false}, {\"Chins\": 12.0, \"Situps\": 210.0, \"Jumps\": 120.0, \"Outlier\": false}, {\"Chins\": 4.0, \"Situps\": 60.0, \"Jumps\": 25.0, \"Outlier\": false}, {\"Chins\": 11.0, \"Situps\": 230.0, \"Jumps\": 80.0, \"Outlier\": false}, {\"Chins\": 15.0, \"Situps\": 225.0, \"Jumps\": 73.0, \"Outlier\": false}, {\"Chins\": 2.0, \"Situps\": 110.0, \"Jumps\": 43.0, \"Outlier\": false}]}}, {\"mode\": \"vega-lite\"});\n",
"</script>"
],
"text/plain": [
"alt.Chart(...)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = load_linnerud(as_frame=True).data\n",
"data[\"Outlier\"] = LocalOutlierFactor(10).fit_predict(data) == -1\n",
"display(data[:3])\n",
"altair.Chart(data).mark_point().encode(\n",
" x=\"Chins\",\n",
" y=\"Jumps\",\n",
" color=\"Outlier\"\n",
")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
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"toc-autonumbering": false,
"toc-showmarkdowntxt": false
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"nbformat": 4,
"nbformat_minor": 5
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