{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2da1ac72-7150-453c-b1ca-967401c460ad",
   "metadata": {},
   "source": [
    "### Interactive Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0ba490ad-e869-423e-aa03-689caa560bd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "  #altair-viz-cc960eb7f7c44219baa7b50fcc69b1e8.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-cc960eb7f7c44219baa7b50fcc69b1e8.vega-embed details,\n",
       "  #altair-viz-cc960eb7f7c44219baa7b50fcc69b1e8.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-cc960eb7f7c44219baa7b50fcc69b1e8\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-cc960eb7f7c44219baa7b50fcc69b1e8\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-cc960eb7f7c44219baa7b50fcc69b1e8\");\n",
       "    }\n",
       "\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@6?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@6.1.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@7?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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",
       "      let deps = [\"vega-embed\"];\n",
       "      require(deps, displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"6\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"6.1.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"7\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"repeat\": {\"column\": [\"Beak Length (mm)\", \"Beak Depth (mm)\", \"Flipper Length (mm)\"], \"row\": [\"Beak Length (mm)\", \"Beak Depth (mm)\", \"Flipper Length (mm)\"]}, \"spec\": {\"data\": {\"url\": \"https://raw.githubusercontent.com/vega/vega-datasets/master/data/penguins.json\"}, \"mark\": {\"type\": \"point\"}, \"encoding\": {\"color\": {\"field\": \"Species\", \"type\": \"nominal\"}, \"x\": {\"field\": {\"repeat\": \"row\"}, \"scale\": {\"zero\": false}, \"type\": \"quantitative\"}, \"y\": {\"field\": {\"repeat\": \"column\"}, \"scale\": {\"zero\": false}, \"type\": \"quantitative\"}}, \"height\": 150, \"width\": 150}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v6.1.0.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.RepeatChart(...)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "\n",
    "penguins = 'https://raw.githubusercontent.com/vega/vega-datasets/master/data/penguins.json'\n",
    "\n",
    "alt.Chart(penguins).mark_point().encode(\n",
    "    alt.X(alt.repeat(\"row\"), type='quantitative', scale=alt.Scale(zero=False)),\n",
    "    alt.Y(alt.repeat(\"column\"), type='quantitative', scale=alt.Scale(zero=False)),\n",
    "    color='Species:N'\n",
    ").properties(\n",
    "    width=150,\n",
    "    height=150\n",
    ").repeat(\n",
    "    row=['Beak Length (mm)', 'Beak Depth (mm)', 'Flipper Length (mm)'],\n",
    "    column=['Beak Length (mm)', 'Beak Depth (mm)', 'Flipper Length (mm)']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71d99b86-103f-4791-81fe-6f468051fccc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %conda install -c conda-forge vega_datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b3b18751-ca30-4f42-ae8c-77d5bdd6b30e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "  #altair-viz-c64cd74fe45e48a985315bfde810741c.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-c64cd74fe45e48a985315bfde810741c.vega-embed details,\n",
       "  #altair-viz-c64cd74fe45e48a985315bfde810741c.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-c64cd74fe45e48a985315bfde810741c\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-c64cd74fe45e48a985315bfde810741c\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-c64cd74fe45e48a985315bfde810741c\");\n",
       "    }\n",
       "\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@6?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@6.1.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@7?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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",
       "      let deps = [\"vega-embed\"];\n",
       "      require(deps, displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"6\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"6.1.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"7\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"url\": \"https://cdn.jsdelivr.net/npm/vega-datasets@v1.29.0/data/income.json\"}, \"mark\": {\"type\": \"geoshape\"}, \"encoding\": {\"color\": {\"field\": \"pct\", \"type\": \"quantitative\"}, \"facet\": {\"columns\": 2, \"field\": \"group\", \"type\": \"nominal\"}, \"shape\": {\"field\": \"geo\", \"type\": \"geojson\"}, \"tooltip\": [{\"field\": \"name\", \"type\": \"nominal\"}, {\"field\": \"pct\", \"type\": \"quantitative\"}]}, \"height\": 175, \"projection\": {\"type\": \"albersUsa\"}, \"transform\": [{\"lookup\": \"id\", \"as\": \"geo\", \"from\": {\"data\": {\"url\": \"https://cdn.jsdelivr.net/npm/vega-datasets@v1.29.0/data/us-10m.json\", \"format\": {\"feature\": \"states\", \"type\": \"topojson\"}}, \"key\": \"id\"}}], \"width\": 300, \"$schema\": \"https://vega.github.io/schema/vega-lite/v6.1.0.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "from vega_datasets import data\n",
    "\n",
    "states = alt.topo_feature(data.us_10m.url, 'states')\n",
    "source = data.income.url\n",
    "\n",
    "alt.Chart(source).mark_geoshape().encode(\n",
    "    shape='geo:G',\n",
    "    color='pct:Q',\n",
    "    tooltip=['name:N', 'pct:Q'],\n",
    "    facet=alt.Facet('group:N', columns=2),\n",
    ").transform_lookup(\n",
    "    lookup='id',\n",
    "    from_=alt.LookupData(data=states, key='id'),\n",
    "    as_='geo'\n",
    ").properties(\n",
    "    width=300,\n",
    "    height=175,\n",
    ").project(\n",
    "    type='albersUsa'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6a7bf2b-628d-44de-98a2-80d1edf004dc",
   "metadata": {},
   "source": [
    "## scikit-learn"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e34fad08-5fa6-4f1f-9690-53518711415f",
   "metadata": {},
   "source": [
    "### Supervised Learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e67b0a25-4109-4b85-be63-ff15b04a61f3",
   "metadata": {},
   "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>species</th>\n",
       "      <th>island</th>\n",
       "      <th>culmen_length_mm</th>\n",
       "      <th>culmen_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>sex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>181.0</td>\n",
       "      <td>3750.0</td>\n",
       "      <td>MALE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>FEMALE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>40.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>FEMALE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>36.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>FEMALE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>Biscoe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>Biscoe</td>\n",
       "      <td>46.8</td>\n",
       "      <td>14.3</td>\n",
       "      <td>215.0</td>\n",
       "      <td>4850.0</td>\n",
       "      <td>FEMALE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>Biscoe</td>\n",
       "      <td>50.4</td>\n",
       "      <td>15.7</td>\n",
       "      <td>222.0</td>\n",
       "      <td>5750.0</td>\n",
       "      <td>MALE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>Biscoe</td>\n",
       "      <td>45.2</td>\n",
       "      <td>14.8</td>\n",
       "      <td>212.0</td>\n",
       "      <td>5200.0</td>\n",
       "      <td>FEMALE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>Biscoe</td>\n",
       "      <td>49.9</td>\n",
       "      <td>16.1</td>\n",
       "      <td>213.0</td>\n",
       "      <td>5400.0</td>\n",
       "      <td>MALE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>344 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    species     island  culmen_length_mm  culmen_depth_mm  flipper_length_mm  \\\n",
       "0    Adelie  Torgersen              39.1             18.7              181.0   \n",
       "1    Adelie  Torgersen              39.5             17.4              186.0   \n",
       "2    Adelie  Torgersen              40.3             18.0              195.0   \n",
       "3    Adelie  Torgersen               NaN              NaN                NaN   \n",
       "4    Adelie  Torgersen              36.7             19.3              193.0   \n",
       "..      ...        ...               ...              ...                ...   \n",
       "339  Gentoo     Biscoe               NaN              NaN                NaN   \n",
       "340  Gentoo     Biscoe              46.8             14.3              215.0   \n",
       "341  Gentoo     Biscoe              50.4             15.7              222.0   \n",
       "342  Gentoo     Biscoe              45.2             14.8              212.0   \n",
       "343  Gentoo     Biscoe              49.9             16.1              213.0   \n",
       "\n",
       "     body_mass_g     sex  \n",
       "0         3750.0    MALE  \n",
       "1         3800.0  FEMALE  \n",
       "2         3250.0  FEMALE  \n",
       "3            NaN     NaN  \n",
       "4         3450.0  FEMALE  \n",
       "..           ...     ...  \n",
       "339          NaN     NaN  \n",
       "340       4850.0  FEMALE  \n",
       "341       5750.0    MALE  \n",
       "342       5200.0  FEMALE  \n",
       "343       5400.0    MALE  \n",
       "\n",
       "[344 rows x 7 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('penguins_size.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b8fa2a33-c9cc-47fd-b76d-c0d1e76c21fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Adelie', 'Chinstrap', 'Gentoo'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.species.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "54a8b821-c049-4cf4-b1f5-730ca9639528",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1120.38x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns; sns.set()\n",
    "sns.pairplot(df, hue='species', height=2.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d163c8af-fa02-42a6-b22a-6159bc511401",
   "metadata": {},
   "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>species</th>\n",
       "      <th>culmen_length_mm</th>\n",
       "      <th>culmen_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>181.0</td>\n",
       "      <td>3750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>40.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>36.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>39.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3650.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>47.2</td>\n",
       "      <td>13.7</td>\n",
       "      <td>214.0</td>\n",
       "      <td>4925.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>46.8</td>\n",
       "      <td>14.3</td>\n",
       "      <td>215.0</td>\n",
       "      <td>4850.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>50.4</td>\n",
       "      <td>15.7</td>\n",
       "      <td>222.0</td>\n",
       "      <td>5750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>45.2</td>\n",
       "      <td>14.8</td>\n",
       "      <td>212.0</td>\n",
       "      <td>5200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>49.9</td>\n",
       "      <td>16.1</td>\n",
       "      <td>213.0</td>\n",
       "      <td>5400.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>342 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    species  culmen_length_mm  culmen_depth_mm  flipper_length_mm  body_mass_g\n",
       "0    Adelie              39.1             18.7              181.0       3750.0\n",
       "1    Adelie              39.5             17.4              186.0       3800.0\n",
       "2    Adelie              40.3             18.0              195.0       3250.0\n",
       "4    Adelie              36.7             19.3              193.0       3450.0\n",
       "5    Adelie              39.3             20.6              190.0       3650.0\n",
       "..      ...               ...              ...                ...          ...\n",
       "338  Gentoo              47.2             13.7              214.0       4925.0\n",
       "340  Gentoo              46.8             14.3              215.0       4850.0\n",
       "341  Gentoo              50.4             15.7              222.0       5750.0\n",
       "342  Gentoo              45.2             14.8              212.0       5200.0\n",
       "343  Gentoo              49.9             16.1              213.0       5400.0\n",
       "\n",
       "[342 rows x 5 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penguins = df.drop(columns=['island','sex']).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e8ad7d98-130e-4bc5-85c1-f4bc830245ca",
   "metadata": {},
   "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>culmen_length_mm</th>\n",
       "      <th>culmen_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>181.0</td>\n",
       "      <td>3750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>39.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3650.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>47.2</td>\n",
       "      <td>13.7</td>\n",
       "      <td>214.0</td>\n",
       "      <td>4925.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>46.8</td>\n",
       "      <td>14.3</td>\n",
       "      <td>215.0</td>\n",
       "      <td>4850.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>50.4</td>\n",
       "      <td>15.7</td>\n",
       "      <td>222.0</td>\n",
       "      <td>5750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>45.2</td>\n",
       "      <td>14.8</td>\n",
       "      <td>212.0</td>\n",
       "      <td>5200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>49.9</td>\n",
       "      <td>16.1</td>\n",
       "      <td>213.0</td>\n",
       "      <td>5400.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>342 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     culmen_length_mm  culmen_depth_mm  flipper_length_mm  body_mass_g\n",
       "0                39.1             18.7              181.0       3750.0\n",
       "1                39.5             17.4              186.0       3800.0\n",
       "2                40.3             18.0              195.0       3250.0\n",
       "4                36.7             19.3              193.0       3450.0\n",
       "5                39.3             20.6              190.0       3650.0\n",
       "..                ...              ...                ...          ...\n",
       "338              47.2             13.7              214.0       4925.0\n",
       "340              46.8             14.3              215.0       4850.0\n",
       "341              50.4             15.7              222.0       5750.0\n",
       "342              45.2             14.8              212.0       5200.0\n",
       "343              49.9             16.1              213.0       5400.0\n",
       "\n",
       "[342 rows x 4 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penguins_X = penguins.drop(columns=['species'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e367f41f-1af9-494a-bee5-a58d7c1cfe61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      Adelie\n",
       "1      Adelie\n",
       "2      Adelie\n",
       "4      Adelie\n",
       "5      Adelie\n",
       "        ...  \n",
       "338    Gentoo\n",
       "340    Gentoo\n",
       "341    Gentoo\n",
       "342    Gentoo\n",
       "343    Gentoo\n",
       "Name: species, Length: 342, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penguins_Y = penguins['species']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b42b327d-d5e3-4837-a9bd-e8d399c2e20b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "Xtrain, Xtest, ytrain, ytest = train_test_split(penguins_X, penguins_Y,\n",
    "                                                random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4ac49391-4911-41cd-a181-d55ee4c8dbe1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[31mSignature:\u001b[39m\n",
       "train_test_split(\n",
       "    *arrays,\n",
       "    test_size=\u001b[38;5;28;01mNone\u001b[39;00m,\n",
       "    train_size=\u001b[38;5;28;01mNone\u001b[39;00m,\n",
       "    random_state=\u001b[38;5;28;01mNone\u001b[39;00m,\n",
       "    shuffle=\u001b[38;5;28;01mTrue\u001b[39;00m,\n",
       "    stratify=\u001b[38;5;28;01mNone\u001b[39;00m,\n",
       ")\n",
       "\u001b[31mDocstring:\u001b[39m\n",
       "Split arrays or matrices into random train and test subsets.\n",
       "\n",
       "Quick utility that wraps input validation,\n",
       "``next(ShuffleSplit().split(X, y))``, and application to input data\n",
       "into a single call for splitting (and optionally subsampling) data into a\n",
       "one-liner.\n",
       "\n",
       "Read more in the :ref:`User Guide <cross_validation>`.\n",
       "\n",
       "Parameters\n",
       "----------\n",
       "*arrays : sequence of indexables with same length / shape[0]\n",
       "    Allowed inputs are lists, numpy arrays, scipy-sparse\n",
       "    matrices or pandas dataframes.\n",
       "\n",
       "test_size : float or int, default=None\n",
       "    If float, should be between 0.0 and 1.0 and represent the proportion\n",
       "    of the dataset to include in the test split. If int, represents the\n",
       "    absolute number of test samples. If None, the value is set to the\n",
       "    complement of the train size. If ``train_size`` is also None, it will\n",
       "    be set to 0.25.\n",
       "\n",
       "train_size : float or int, default=None\n",
       "    If float, should be between 0.0 and 1.0 and represent the\n",
       "    proportion of the dataset to include in the train split. If\n",
       "    int, represents the absolute number of train samples. If None,\n",
       "    the value is automatically set to the complement of the test size.\n",
       "\n",
       "random_state : int, RandomState instance or None, default=None\n",
       "    Controls the shuffling applied to the data before applying the split.\n",
       "    Pass an int for reproducible output across multiple function calls.\n",
       "    See :term:`Glossary <random_state>`.\n",
       "\n",
       "shuffle : bool, default=True\n",
       "    Whether or not to shuffle the data before splitting. If shuffle=False\n",
       "    then stratify must be None.\n",
       "\n",
       "stratify : array-like, default=None\n",
       "    If not None, data is split in a stratified fashion, using this as\n",
       "    the class labels.\n",
       "    Read more in the :ref:`User Guide <stratification>`.\n",
       "\n",
       "Returns\n",
       "-------\n",
       "splitting : list, length=2 * len(arrays)\n",
       "    List containing train-test split of inputs.\n",
       "\n",
       "    .. versionadded:: 0.16\n",
       "        If the input is sparse, the output will be a\n",
       "        ``scipy.sparse.csr_matrix``. Else, output type is the same as the\n",
       "        input type.\n",
       "\n",
       "Examples\n",
       "--------\n",
       ">>> import numpy as np\n",
       ">>> from sklearn.model_selection import train_test_split\n",
       ">>> X, y = np.arange(10).reshape((5, 2)), range(5)\n",
       ">>> X\n",
       "array([[0, 1],\n",
       "       [2, 3],\n",
       "       [4, 5],\n",
       "       [6, 7],\n",
       "       [8, 9]])\n",
       ">>> list(y)\n",
       "[0, 1, 2, 3, 4]\n",
       "\n",
       ">>> X_train, X_test, y_train, y_test = train_test_split(\n",
       "...     X, y, test_size=0.33, random_state=42)\n",
       "...\n",
       ">>> X_train\n",
       "array([[4, 5],\n",
       "       [0, 1],\n",
       "       [6, 7]])\n",
       ">>> y_train\n",
       "[2, 0, 3]\n",
       ">>> X_test\n",
       "array([[2, 3],\n",
       "       [8, 9]])\n",
       ">>> y_test\n",
       "[1, 4]\n",
       "\n",
       ">>> train_test_split(y, shuffle=False)\n",
       "[[0, 1, 2], [3, 4]]\n",
       "\n",
       ">>> from sklearn import datasets\n",
       ">>> iris = datasets.load_iris(as_frame=True)\n",
       ">>> X, y = iris['data'], iris['target']\n",
       ">>> X.head()\n",
       "    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",
       "3                4.6               3.1                1.5               0.2\n",
       "4                5.0               3.6                1.4               0.2\n",
       ">>> y.head()\n",
       "0    0\n",
       "1    0\n",
       "2    0\n",
       "3    0\n",
       "4    0\n",
       "...\n",
       "\n",
       ">>> X_train, X_test, y_train, y_test = train_test_split(\n",
       "... X, y, test_size=0.33, random_state=42)\n",
       "...\n",
       ">>> X_train.head()\n",
       "    sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
       "96                 5.7               2.9                4.2               1.3\n",
       "105                7.6               3.0                6.6               2.1\n",
       "66                 5.6               3.0                4.5               1.5\n",
       "0                  5.1               3.5                1.4               0.2\n",
       "122                7.7               2.8                6.7               2.0\n",
       ">>> y_train.head()\n",
       "96     1\n",
       "105    2\n",
       "66     1\n",
       "0      0\n",
       "122    2\n",
       "...\n",
       ">>> X_test.head()\n",
       "    sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
       "73                 6.1               2.8                4.7               1.2\n",
       "18                 5.7               3.8                1.7               0.3\n",
       "118                7.7               2.6                6.9               2.3\n",
       "78                 6.0               2.9                4.5               1.5\n",
       "76                 6.8               2.8                4.8               1.4\n",
       ">>> y_test.head()\n",
       "73     1\n",
       "18     0\n",
       "118    2\n",
       "78     1\n",
       "76     1\n",
       "...\n",
       "\u001b[31mFile:\u001b[39m      ~/Dropbox/Documents/Teaching/cs503-2026sp/.pixi/envs/default/lib/python3.14/site-packages/sklearn/model_selection/_split.py\n",
       "\u001b[31mType:\u001b[39m      function"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "?train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "620cec7a-1082-4231-b28b-49be4ba71d80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>culmen_length_mm</th>\n",
       "      <th>culmen_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>35.3</td>\n",
       "      <td>18.9</td>\n",
       "      <td>187.0</td>\n",
       "      <td>3800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>47.3</td>\n",
       "      <td>13.8</td>\n",
       "      <td>216.0</td>\n",
       "      <td>4725.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>37.3</td>\n",
       "      <td>16.8</td>\n",
       "      <td>192.0</td>\n",
       "      <td>3000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>49.3</td>\n",
       "      <td>19.9</td>\n",
       "      <td>203.0</td>\n",
       "      <td>4050.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>49.1</td>\n",
       "      <td>14.8</td>\n",
       "      <td>220.0</td>\n",
       "      <td>5150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>52.0</td>\n",
       "      <td>20.7</td>\n",
       "      <td>210.0</td>\n",
       "      <td>4800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>39.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>196.0</td>\n",
       "      <td>3550.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>38.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>48.5</td>\n",
       "      <td>14.1</td>\n",
       "      <td>220.0</td>\n",
       "      <td>5300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>37.8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>4250.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>256 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     culmen_length_mm  culmen_depth_mm  flipper_length_mm  body_mass_g\n",
       "25               35.3             18.9              187.0       3800.0\n",
       "324              47.3             13.8              216.0       4725.0\n",
       "144              37.3             16.8              192.0       3000.0\n",
       "209              49.3             19.9              203.0       4050.0\n",
       "254              49.1             14.8              220.0       5150.0\n",
       "..                ...              ...                ...          ...\n",
       "189              52.0             20.7              210.0       4800.0\n",
       "72               39.6             17.2              196.0       3550.0\n",
       "107              38.2             20.0              190.0       3900.0\n",
       "271              48.5             14.1              220.0       5300.0\n",
       "103              37.8             20.0              190.0       4250.0\n",
       "\n",
       "[256 rows x 4 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Xtrain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3a0c1bf1-255a-45bd-b9de-528b13431001",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>culmen_length_mm</th>\n",
       "      <th>culmen_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>46.2</td>\n",
       "      <td>14.5</td>\n",
       "      <td>209.0</td>\n",
       "      <td>4800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>37.3</td>\n",
       "      <td>20.5</td>\n",
       "      <td>199.0</td>\n",
       "      <td>3775.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>39.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>191.0</td>\n",
       "      <td>3900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44.1</td>\n",
       "      <td>19.7</td>\n",
       "      <td>196.0</td>\n",
       "      <td>4400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>41.5</td>\n",
       "      <td>18.3</td>\n",
       "      <td>195.0</td>\n",
       "      <td>4300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>48.7</td>\n",
       "      <td>15.1</td>\n",
       "      <td>222.0</td>\n",
       "      <td>5350.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>40.8</td>\n",
       "      <td>18.9</td>\n",
       "      <td>208.0</td>\n",
       "      <td>4300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>54.3</td>\n",
       "      <td>15.7</td>\n",
       "      <td>231.0</td>\n",
       "      <td>5650.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>37.8</td>\n",
       "      <td>18.1</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>34.4</td>\n",
       "      <td>18.4</td>\n",
       "      <td>184.0</td>\n",
       "      <td>3325.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>86 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     culmen_length_mm  culmen_depth_mm  flipper_length_mm  body_mass_g\n",
       "238              46.2             14.5              209.0       4800.0\n",
       "117              37.3             20.5              199.0       3775.0\n",
       "114              39.6             20.7              191.0       3900.0\n",
       "43               44.1             19.7              196.0       4400.0\n",
       "127              41.5             18.3              195.0       4300.0\n",
       "..                ...              ...                ...          ...\n",
       "239              48.7             15.1              222.0       5350.0\n",
       "95               40.8             18.9              208.0       4300.0\n",
       "283              54.3             15.7              231.0       5650.0\n",
       "149              37.8             18.1              193.0       3750.0\n",
       "18               34.4             18.4              184.0       3325.0\n",
       "\n",
       "[86 rows x 4 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Xtest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ea1a3966-2440-4466-84a3-f3e18096db2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Gentoo', 'Chinstrap', 'Adelie', 'Adelie', 'Adelie', 'Adelie',\n",
       "       'Adelie', 'Adelie', 'Gentoo', 'Adelie', 'Adelie', 'Gentoo',\n",
       "       'Gentoo', 'Gentoo', 'Adelie', 'Adelie', 'Adelie', 'Adelie',\n",
       "       'Adelie', 'Adelie', 'Adelie', 'Adelie', 'Gentoo', 'Adelie',\n",
       "       'Adelie', 'Adelie', 'Gentoo', 'Chinstrap', 'Chinstrap', 'Gentoo',\n",
       "       'Chinstrap', 'Adelie', 'Adelie', 'Gentoo', 'Adelie', 'Adelie',\n",
       "       'Chinstrap', 'Gentoo', 'Gentoo', 'Adelie', 'Adelie', 'Adelie',\n",
       "       'Gentoo', 'Gentoo', 'Adelie', 'Adelie', 'Gentoo', 'Gentoo',\n",
       "       'Adelie', 'Adelie', 'Gentoo', 'Adelie', 'Gentoo', 'Gentoo',\n",
       "       'Adelie', 'Adelie', 'Adelie', 'Gentoo', 'Gentoo', 'Adelie',\n",
       "       'Gentoo', 'Gentoo', 'Gentoo', 'Gentoo', 'Adelie', 'Chinstrap',\n",
       "       'Adelie', 'Adelie', 'Chinstrap', 'Adelie', 'Adelie', 'Adelie',\n",
       "       'Gentoo', 'Gentoo', 'Gentoo', 'Adelie', 'Gentoo', 'Chinstrap',\n",
       "       'Gentoo', 'Adelie', 'Adelie', 'Gentoo', 'Adelie', 'Gentoo',\n",
       "       'Adelie', 'Adelie'], dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier # 1. choose model class\n",
    "model = KNeighborsClassifier(n_neighbors=3)        # 2. instantiate model\n",
    "model.fit(Xtrain, ytrain)                          # 3. fit model to data\n",
    "y_model = model.predict(Xtest)                     # 4. predict on new data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c56ef3f8-5553-4a06-abde-0ad6c45b7259",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8023255813953488"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "accuracy_score(ytest, y_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a365c178-8eae-4ded-b1e6-d64a1f462603",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Gentoo', 'Adelie', 'Adelie', 'Chinstrap', 'Adelie', 'Gentoo',\n",
       "       'Chinstrap', 'Chinstrap', 'Gentoo', 'Adelie', 'Adelie', 'Gentoo',\n",
       "       'Gentoo', 'Gentoo', 'Adelie', 'Chinstrap', 'Adelie', 'Adelie',\n",
       "       'Chinstrap', 'Adelie', 'Chinstrap', 'Adelie', 'Gentoo', 'Adelie',\n",
       "       'Adelie', 'Adelie', 'Adelie', 'Chinstrap', 'Adelie', 'Gentoo',\n",
       "       'Chinstrap', 'Adelie', 'Adelie', 'Gentoo', 'Adelie', 'Adelie',\n",
       "       'Chinstrap', 'Gentoo', 'Chinstrap', 'Adelie', 'Adelie', 'Adelie',\n",
       "       'Gentoo', 'Gentoo', 'Adelie', 'Chinstrap', 'Gentoo', 'Gentoo',\n",
       "       'Adelie', 'Adelie', 'Gentoo', 'Adelie', 'Gentoo', 'Adelie',\n",
       "       'Adelie', 'Chinstrap', 'Adelie', 'Gentoo', 'Gentoo', 'Adelie',\n",
       "       'Gentoo', 'Gentoo', 'Gentoo', 'Gentoo', 'Adelie', 'Chinstrap',\n",
       "       'Adelie', 'Adelie', 'Adelie', 'Adelie', 'Adelie', 'Adelie',\n",
       "       'Gentoo', 'Gentoo', 'Gentoo', 'Adelie', 'Gentoo', 'Chinstrap',\n",
       "       'Gentoo', 'Adelie', 'Adelie', 'Gentoo', 'Adelie', 'Gentoo',\n",
       "       'Adelie', 'Adelie'], dtype='<U9')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB # 1. choose model class\n",
    "model = GaussianNB()                       # 2. instantiate model\n",
    "model.fit(Xtrain, ytrain)                  # 3. fit model to data\n",
    "y_model = model.predict(Xtest)             # 4. predict on new data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c73d8242-313b-4b76-8e10-38efb9ad7f64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9418604651162791"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "accuracy_score(ytest, y_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "02b2800c-ea57-4ddd-94d8-3e638dc71f04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[31mInit signature:\u001b[39m GaussianNB(*, priors=\u001b[38;5;28;01mNone\u001b[39;00m, var_smoothing=\u001b[32m1e-09\u001b[39m)\n",
       "\u001b[31mDocstring:\u001b[39m     \n",
       "Gaussian Naive Bayes (GaussianNB).\n",
       "\n",
       "Can perform online updates to model parameters via :meth:`partial_fit`.\n",
       "For details on algorithm used to update feature means and variance online,\n",
       "see `Stanford CS tech report STAN-CS-79-773 by Chan, Golub, and LeVeque\n",
       "<http://i.stanford.edu/pub/cstr/reports/cs/tr/79/773/CS-TR-79-773.pdf>`_.\n",
       "\n",
       "Read more in the :ref:`User Guide <gaussian_naive_bayes>`.\n",
       "\n",
       "Parameters\n",
       "----------\n",
       "priors : array-like of shape (n_classes,), default=None\n",
       "    Prior probabilities of the classes. If specified, the priors are not\n",
       "    adjusted according to the data.\n",
       "\n",
       "var_smoothing : float, default=1e-9\n",
       "    Portion of the largest variance of all features that is added to\n",
       "    variances for calculation stability.\n",
       "\n",
       "    .. versionadded:: 0.20\n",
       "\n",
       "Attributes\n",
       "----------\n",
       "class_count_ : ndarray of shape (n_classes,)\n",
       "    number of training samples observed in each class.\n",
       "\n",
       "class_prior_ : ndarray of shape (n_classes,)\n",
       "    probability of each class.\n",
       "\n",
       "classes_ : ndarray of shape (n_classes,)\n",
       "    class labels known to the classifier.\n",
       "\n",
       "epsilon_ : float\n",
       "    absolute additive value to variances.\n",
       "\n",
       "n_features_in_ : int\n",
       "    Number of features seen during :term:`fit`.\n",
       "\n",
       "    .. versionadded:: 0.24\n",
       "\n",
       "feature_names_in_ : ndarray of shape (`n_features_in_`,)\n",
       "    Names of features seen during :term:`fit`. Defined only when `X`\n",
       "    has feature names that are all strings.\n",
       "\n",
       "    .. versionadded:: 1.0\n",
       "\n",
       "var_ : ndarray of shape (n_classes, n_features)\n",
       "    Variance of each feature per class.\n",
       "\n",
       "    .. versionadded:: 1.0\n",
       "\n",
       "theta_ : ndarray of shape (n_classes, n_features)\n",
       "    mean of each feature per class.\n",
       "\n",
       "See Also\n",
       "--------\n",
       "BernoulliNB : Naive Bayes classifier for multivariate Bernoulli models.\n",
       "CategoricalNB : Naive Bayes classifier for categorical features.\n",
       "ComplementNB : Complement Naive Bayes classifier.\n",
       "MultinomialNB : Naive Bayes classifier for multinomial models.\n",
       "\n",
       "Examples\n",
       "--------\n",
       ">>> import numpy as np\n",
       ">>> X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]])\n",
       ">>> Y = np.array([1, 1, 1, 2, 2, 2])\n",
       ">>> from sklearn.naive_bayes import GaussianNB\n",
       ">>> clf = GaussianNB()\n",
       ">>> clf.fit(X, Y)\n",
       "GaussianNB()\n",
       ">>> print(clf.predict([[-0.8, -1]]))\n",
       "[1]\n",
       ">>> clf_pf = GaussianNB()\n",
       ">>> clf_pf.partial_fit(X, Y, np.unique(Y))\n",
       "GaussianNB()\n",
       ">>> print(clf_pf.predict([[-0.8, -1]]))\n",
       "[1]\n",
       "\u001b[31mFile:\u001b[39m           ~/Dropbox/Documents/Teaching/cs503-2026sp/.pixi/envs/default/lib/python3.14/site-packages/sklearn/naive_bayes.py\n",
       "\u001b[31mType:\u001b[39m           ABCMeta\n",
       "\u001b[31mSubclasses:\u001b[39m     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "?GaussianNB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d8373e2e-0af6-4cfc-b534-f5dbbf56d428",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.n_features_in_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ce87e5c9-ceb5-4a9c-b296-2d5899624e8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(0.0006180169677734375)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.epsilon_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d6797ec-7a36-459d-94cc-9dc7293f03a6",
   "metadata": {},
   "source": [
    "### Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7e095132-1970-47ab-b894-dbd138335f34",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wh/31nq3r6s42jgshq2j9skw_vw0000gn/T/ipykernel_80120/668789359.py:4: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
      "  cmap = ListedColormap(get_cmap(\"tab10\").colors[:3])\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/html": [
       "<div style=\"vertical-align: middle;\"><strong>from_list</strong> </div><div class=\"cmap\"><img alt=\"from_list colormap\" title=\"from_list\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#1f77b4ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #1f77b4ff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#2ca02cff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #2ca02cff;\"></div></div></div>"
      ],
      "text/plain": [
       "<matplotlib.colors.ListedColormap at 0x13ff207d0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from matplotlib.colors import ListedColormap\n",
    "from matplotlib.cm import get_cmap\n",
    "\n",
    "cmap = ListedColormap(get_cmap(\"tab10\").colors[:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "24b7fcbc-7884-4c4c-9949-709a09d8ffe7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 2, 2, 2, 2, 2, 0, 2, 0, 2, 2, 2, 2, 0, 2, 2, 0, 2, 0, 2, 2, 2,\n",
       "       0, 2, 2, 2, 2, 2, 0, 2, 0, 2, 0, 2, 0, 0, 2, 2, 0, 2, 0, 2, 0, 2,\n",
       "       0, 2, 2, 2, 0, 2, 0, 2, 0, 2, 2, 2, 2, 2, 2, 2, 0, 2, 0, 2, 0, 2,\n",
       "       0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 2, 2, 2, 0,\n",
       "       2, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 2, 2, 0, 2, 0, 2,\n",
       "       0, 2, 0, 0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 0, 2, 0, 2, 2, 2,\n",
       "       0, 2, 0, 2, 0, 2, 0, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 0, 2, 0, 2,\n",
       "       2, 2, 0, 2, 2, 0, 2, 2, 2, 2, 0, 2, 0, 2, 2, 2, 0, 2, 2, 2, 2, 2,\n",
       "       0, 2, 2, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 0, 2, 2, 2, 2, 0, 2,\n",
       "       0, 2, 2, 2, 0, 2, 0, 2, 2, 2, 0, 2, 2, 0, 2, 2, 0, 2, 2, 0, 2, 0,\n",
       "       1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0,\n",
       "       1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1,\n",
       "       1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0,\n",
       "       1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1,\n",
       "       1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1,\n",
       "       1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "kmeans = KMeans(3, random_state=0)\n",
    "labels = kmeans.fit(penguins_X).predict(penguins_X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a4304feb-240a-405d-8ad3-45b4b83e70d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "plt.scatter(penguins_X['flipper_length_mm'], penguins_X['culmen_length_mm'], c=labels, s=40, cmap=cmap,vmin=0, vmax=2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "262bf804-ffb1-444b-95b6-23f8ee6433ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Adelie': 1, 'Chinstrap': 2, 'Gentoo': 0}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "species_map = {'Adelie': 1, 'Chinstrap': 2, 'Gentoo': 0}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e75b1192-020c-47bb-8d55-c5f5180005e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wh/31nq3r6s42jgshq2j9skw_vw0000gn/T/ipykernel_80120/1191939742.py:1: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
      "  cmap2 = ListedColormap([get_cmap(\"tab10\").colors[1], get_cmap(\"tab10\").colors[0], get_cmap(\"tab10\").colors[2]])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap2 = ListedColormap([get_cmap(\"tab10\").colors[1], get_cmap(\"tab10\").colors[0], get_cmap(\"tab10\").colors[2]])\n",
    "penguins_Y_map = penguins_Y.unique()\n",
    "plt.scatter(penguins_X['flipper_length_mm'], penguins_X['culmen_length_mm'], c=penguins_Y.map(species_map), s=40, cmap=cmap2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "988bb272-de87-41ac-9af6-b4e5a9b7eee1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.mixture import GaussianMixture     # 1. Choose the model class\n",
    "model = GaussianMixture(n_components=3,\n",
    "                        covariance_type='full') # 2. Instantiate the model with hyperparameters\n",
    "model.fit(penguins_X)                           # 3. Fit to data. Notice y is not specified!\n",
    "output_Y = model.predict(penguins_X)            # 4. Determine cluster labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "5b74a4d3-6748-41b4-96ea-8f8ab4f85499",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wh/31nq3r6s42jgshq2j9skw_vw0000gn/T/ipykernel_80120/3031664678.py:1: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
      "  cmap2 = ListedColormap([get_cmap(\"tab10\").colors[2], get_cmap(\"tab10\").colors[1], get_cmap(\"tab10\").colors[0]])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap2 = ListedColormap([get_cmap(\"tab10\").colors[2], get_cmap(\"tab10\").colors[1], get_cmap(\"tab10\").colors[0]])\n",
    "penguins_Y_map = penguins_Y.unique()\n",
    "plt.scatter(penguins_X['flipper_length_mm'], penguins_X['culmen_length_mm'], c=output_Y, s=40, cmap=cmap2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a3f573e-71e4-42ef-a5f3-39ef767b0c01",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.14.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
