{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>year</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>2007</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>2007</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>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</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>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3650.0</td>\n",
       "      <td>2007</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>269</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>Biscoe</td>\n",
       "      <td>47.2</td>\n",
       "      <td>13.7</td>\n",
       "      <td>214.0</td>\n",
       "      <td>4925.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</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>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</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>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</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>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</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>2009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>274 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    species     island  bill_length_mm  bill_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            36.7           19.3              193.0   \n",
       "4    Adelie  Torgersen            39.3           20.6              190.0   \n",
       "..      ...        ...             ...            ...                ...   \n",
       "269  Gentoo     Biscoe            47.2           13.7              214.0   \n",
       "270  Gentoo     Biscoe            46.8           14.3              215.0   \n",
       "271  Gentoo     Biscoe            50.4           15.7              222.0   \n",
       "272  Gentoo     Biscoe            45.2           14.8              212.0   \n",
       "273  Gentoo     Biscoe            49.9           16.1              213.0   \n",
       "\n",
       "     body_mass_g  year  \n",
       "0         3750.0  2007  \n",
       "1         3800.0  2007  \n",
       "2         3250.0  2007  \n",
       "3         3450.0  2007  \n",
       "4         3650.0  2007  \n",
       "..           ...   ...  \n",
       "269       4925.0  2009  \n",
       "270       4850.0  2009  \n",
       "271       5750.0  2009  \n",
       "272       5200.0  2009  \n",
       "273       5400.0  2009  \n",
       "\n",
       "[274 rows x 7 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\n",
    "    \"../coal-price-data/palmer_penguins_for_binary_classification/penguins_binary_classification.csv\",\n",
    "    header=0,\n",
    ")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>year</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",
       "      <td>2007</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",
       "      <td>2007</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",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>36.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>39.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3650.0</td>\n",
       "      <td>2007</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>269</th>\n",
       "      <td>47.2</td>\n",
       "      <td>13.7</td>\n",
       "      <td>214.0</td>\n",
       "      <td>4925.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>46.8</td>\n",
       "      <td>14.3</td>\n",
       "      <td>215.0</td>\n",
       "      <td>4850.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>50.4</td>\n",
       "      <td>15.7</td>\n",
       "      <td>222.0</td>\n",
       "      <td>5750.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>45.2</td>\n",
       "      <td>14.8</td>\n",
       "      <td>212.0</td>\n",
       "      <td>5200.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>49.9</td>\n",
       "      <td>16.1</td>\n",
       "      <td>213.0</td>\n",
       "      <td>5400.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>274 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     bill_length_mm  bill_depth_mm  flipper_length_mm  body_mass_g  year\n",
       "0              39.1           18.7              181.0       3750.0  2007\n",
       "1              39.5           17.4              186.0       3800.0  2007\n",
       "2              40.3           18.0              195.0       3250.0  2007\n",
       "3              36.7           19.3              193.0       3450.0  2007\n",
       "4              39.3           20.6              190.0       3650.0  2007\n",
       "..              ...            ...                ...          ...   ...\n",
       "269            47.2           13.7              214.0       4925.0  2009\n",
       "270            46.8           14.3              215.0       4850.0  2009\n",
       "271            50.4           15.7              222.0       5750.0  2009\n",
       "272            45.2           14.8              212.0       5200.0  2009\n",
       "273            49.9           16.1              213.0       5400.0  2009\n",
       "\n",
       "[274 rows x 5 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numeric_df = df.select_dtypes(include=[\"float64\", \"int64\"])\n",
    "numeric_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Select only numeric columns for correlation\n",
    "numeric_df = df.select_dtypes(include=[\"float64\", \"int64\"])\n",
    "\n",
    "plt.figure(figsize=(8, 4))\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "sns.heatmap(numeric_df.corr(), annot=True, fmt=\".0%\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x176291fa0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1350.5x1250 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# let Create a pair plot of some columns\n",
    "df_temp = df.drop(columns=[\"bill_length_mm\", \"body_mass_g\"])\n",
    "sns.pairplot(\n",
    "    df.iloc[:, :], hue=\"species\"\n",
    ")  # graph also  tell us about the the realationship between the two columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# One-hot encode the categorical data and sort by flipper_length_mm\n",
    "df_dummy = pd.get_dummies(df, dtype=int).sort_values(\n",
    "    by=\"flipper_length_mm\", ascending=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>year</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>2007</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>2007</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>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</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>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3650.0</td>\n",
       "      <td>2007</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>269</th>\n",
       "      <td>Gentoo</td>\n",
       "      <td>Biscoe</td>\n",
       "      <td>47.2</td>\n",
       "      <td>13.7</td>\n",
       "      <td>214.0</td>\n",
       "      <td>4925.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</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>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</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>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</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>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</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>2009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>274 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    species     island  bill_length_mm  bill_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            36.7           19.3              193.0   \n",
       "4    Adelie  Torgersen            39.3           20.6              190.0   \n",
       "..      ...        ...             ...            ...                ...   \n",
       "269  Gentoo     Biscoe            47.2           13.7              214.0   \n",
       "270  Gentoo     Biscoe            46.8           14.3              215.0   \n",
       "271  Gentoo     Biscoe            50.4           15.7              222.0   \n",
       "272  Gentoo     Biscoe            45.2           14.8              212.0   \n",
       "273  Gentoo     Biscoe            49.9           16.1              213.0   \n",
       "\n",
       "     body_mass_g  year  \n",
       "0         3750.0  2007  \n",
       "1         3800.0  2007  \n",
       "2         3250.0  2007  \n",
       "3         3450.0  2007  \n",
       "4         3650.0  2007  \n",
       "..           ...   ...  \n",
       "269       4925.0  2009  \n",
       "270       4850.0  2009  \n",
       "271       5750.0  2009  \n",
       "272       5200.0  2009  \n",
       "273       5400.0  2009  \n",
       "\n",
       "[274 rows x 7 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>year</th>\n",
       "      <th>species_Adelie</th>\n",
       "      <th>species_Gentoo</th>\n",
       "      <th>island_Biscoe</th>\n",
       "      <th>island_Dream</th>\n",
       "      <th>island_Torgersen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>37.9</td>\n",
       "      <td>18.6</td>\n",
       "      <td>172.0</td>\n",
       "      <td>3150.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>37.8</td>\n",
       "      <td>18.3</td>\n",
       "      <td>174.0</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>40.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>37.2</td>\n",
       "      <td>18.1</td>\n",
       "      <td>178.0</td>\n",
       "      <td>3900.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>39.5</td>\n",
       "      <td>16.7</td>\n",
       "      <td>178.0</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>49.8</td>\n",
       "      <td>16.8</td>\n",
       "      <td>230.0</td>\n",
       "      <td>5700.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>59.6</td>\n",
       "      <td>17.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>6050.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>48.6</td>\n",
       "      <td>16.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>5800.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>51.5</td>\n",
       "      <td>16.3</td>\n",
       "      <td>230.0</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>54.3</td>\n",
       "      <td>15.7</td>\n",
       "      <td>231.0</td>\n",
       "      <td>5650.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>274 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     bill_length_mm  bill_depth_mm  flipper_length_mm  body_mass_g  year  \\\n",
       "27             37.9           18.6              172.0       3150.0  2007   \n",
       "19             37.8           18.3              174.0       3400.0  2007   \n",
       "121            40.2           17.0              176.0       3450.0  2009   \n",
       "30             37.2           18.1              178.0       3900.0  2007   \n",
       "29             39.5           16.7              178.0       3250.0  2007   \n",
       "..              ...            ...                ...          ...   ...   \n",
       "216            49.8           16.8              230.0       5700.0  2008   \n",
       "184            59.6           17.0              230.0       6050.0  2007   \n",
       "226            48.6           16.0              230.0       5800.0  2008   \n",
       "264            51.5           16.3              230.0       5500.0  2009   \n",
       "214            54.3           15.7              231.0       5650.0  2008   \n",
       "\n",
       "     species_Adelie  species_Gentoo  island_Biscoe  island_Dream  \\\n",
       "27                1               0              1             0   \n",
       "19                1               0              1             0   \n",
       "121               1               0              0             0   \n",
       "30                1               0              0             1   \n",
       "29                1               0              0             1   \n",
       "..              ...             ...            ...           ...   \n",
       "216               0               1              1             0   \n",
       "184               0               1              1             0   \n",
       "226               0               1              1             0   \n",
       "264               0               1              1             0   \n",
       "214               0               1              1             0   \n",
       "\n",
       "     island_Torgersen  \n",
       "27                  0  \n",
       "19                  0  \n",
       "121                 1  \n",
       "30                  0  \n",
       "29                  0  \n",
       "..                ...  \n",
       "216                 0  \n",
       "184                 0  \n",
       "226                 0  \n",
       "264                 0  \n",
       "214                 0  \n",
       "\n",
       "[274 rows x 10 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dummy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select the features and the target variable\n",
    "X = df_dummy[[\"bill_length_mm\", \"bill_depth_mm\", \"flipper_length_mm\", \"body_mass_g\"]]\n",
    "# X = df_dummy[[\"flipper_length_mm\"]]\n",
    "Y = df_dummy[\"species_Gentoo\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>bill_length_mm</th>\n",
       "      <th>bill_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>27</th>\n",
       "      <td>37.9</td>\n",
       "      <td>18.6</td>\n",
       "      <td>172.0</td>\n",
       "      <td>3150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>37.8</td>\n",
       "      <td>18.3</td>\n",
       "      <td>174.0</td>\n",
       "      <td>3400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>40.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>3450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>37.2</td>\n",
       "      <td>18.1</td>\n",
       "      <td>178.0</td>\n",
       "      <td>3900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>39.5</td>\n",
       "      <td>16.7</td>\n",
       "      <td>178.0</td>\n",
       "      <td>3250.0</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>216</th>\n",
       "      <td>49.8</td>\n",
       "      <td>16.8</td>\n",
       "      <td>230.0</td>\n",
       "      <td>5700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>59.6</td>\n",
       "      <td>17.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>6050.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>48.6</td>\n",
       "      <td>16.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>5800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>51.5</td>\n",
       "      <td>16.3</td>\n",
       "      <td>230.0</td>\n",
       "      <td>5500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>54.3</td>\n",
       "      <td>15.7</td>\n",
       "      <td>231.0</td>\n",
       "      <td>5650.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>274 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     bill_length_mm  bill_depth_mm  flipper_length_mm  body_mass_g\n",
       "27             37.9           18.6              172.0       3150.0\n",
       "19             37.8           18.3              174.0       3400.0\n",
       "121            40.2           17.0              176.0       3450.0\n",
       "30             37.2           18.1              178.0       3900.0\n",
       "29             39.5           16.7              178.0       3250.0\n",
       "..              ...            ...                ...          ...\n",
       "216            49.8           16.8              230.0       5700.0\n",
       "184            59.6           17.0              230.0       6050.0\n",
       "226            48.6           16.0              230.0       5800.0\n",
       "264            51.5           16.3              230.0       5500.0\n",
       "214            54.3           15.7              231.0       5650.0\n",
       "\n",
       "[274 rows x 4 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27     0\n",
       "19     0\n",
       "121    0\n",
       "30     0\n",
       "29     0\n",
       "      ..\n",
       "216    1\n",
       "184    1\n",
       "226    1\n",
       "264    1\n",
       "214    1\n",
       "Name: species_Gentoo, Length: 274, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Splitting into training and testing\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(\n",
    "    X, Y, test_size=0.5, random_state=41\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;LogisticRegression<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html\">?<span>Documentation for LogisticRegression</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>LogisticRegression()</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "LogisticRegression()"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fit the Logistic Regression model\n",
    "log = LogisticRegression()\n",
    "log.fit(X_train, Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0,\n",
       "       0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1,\n",
       "       1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0,\n",
       "       1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0,\n",
       "       1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1,\n",
       "       1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1,\n",
       "       0, 0, 0, 1, 0])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df_dummy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bill_length_mm         36.6\n",
       "bill_depth_mm          18.4\n",
       "flipper_length_mm     184.0\n",
       "body_mass_g          3475.0\n",
       "year                 2009.0\n",
       "species_Adelie          1.0\n",
       "species_Gentoo          0.0\n",
       "island_Biscoe           0.0\n",
       "island_Dream            1.0\n",
       "island_Torgersen        0.0\n",
       "Name: 146, dtype: float64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dummy.iloc[27]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df_dummy.iloc[27])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bill_length_mm         36.6\n",
       "bill_depth_mm          18.4\n",
       "flipper_length_mm     184.0\n",
       "body_mass_g          3475.0\n",
       "Name: 146, dtype: float64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dummy[[\"bill_length_mm\", \"bill_depth_mm\", \"flipper_length_mm\", \"body_mass_g\"]].iloc[27]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bill_length_mm         37.9\n",
       "bill_depth_mm          18.6\n",
       "flipper_length_mm     172.0\n",
       "body_mass_g          3150.0\n",
       "Name: 27, dtype: float64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dummy[[\"bill_length_mm\", \"bill_depth_mm\", \"flipper_length_mm\", \"body_mass_g\"]].loc[27]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = 250"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>year</th>\n",
       "      <th>species_Adelie</th>\n",
       "      <th>species_Gentoo</th>\n",
       "      <th>island_Biscoe</th>\n",
       "      <th>island_Dream</th>\n",
       "      <th>island_Torgersen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>51.1</td>\n",
       "      <td>16.5</td>\n",
       "      <td>225.0</td>\n",
       "      <td>5250.0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     bill_length_mm  bill_depth_mm  flipper_length_mm  body_mass_g  year  \\\n",
       "250            51.1           16.5              225.0       5250.0  2009   \n",
       "\n",
       "     species_Adelie  species_Gentoo  island_Biscoe  island_Dream  \\\n",
       "250               0               1              1             0   \n",
       "\n",
       "     island_Torgersen  \n",
       "250                 0  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dummy.filter(items=[index], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "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>bill_length_mm</th>\n",
       "      <th>bill_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>250</th>\n",
       "      <td>51.1</td>\n",
       "      <td>16.5</td>\n",
       "      <td>225.0</td>\n",
       "      <td>5250.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     bill_length_mm  bill_depth_mm  flipper_length_mm  body_mass_g\n",
       "250            51.1           16.5              225.0       5250.0"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dummy.filter(items=[index], axis=0)[[\"bill_length_mm\", \"bill_depth_mm\", \"flipper_length_mm\", \"body_mass_g\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "250    1\n",
       "Name: species_Gentoo, dtype: int64"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dummy.filter(items=[index], axis=0)[\"species_Gentoo\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1])"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log.predict(df_dummy.filter(items=[index], axis=0)[[\"bill_length_mm\", \"bill_depth_mm\", \"flipper_length_mm\", \"body_mass_g\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.55517882, -0.62488127,  0.51826964,  0.00488339])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log.coef_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-142.10422565020278"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log.intercept_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the sigmoid function\n",
    "def sigmoid(x0, x1, x2, x3, log_coeffisiens, log_intercept):\n",
    "    return 1 / (\n",
    "        1\n",
    "        + np.exp(\n",
    "            -log_coeffisiens[0] * x0\n",
    "            - log_coeffisiens[1] * x1\n",
    "            - log_coeffisiens[2] * x2\n",
    "            - log_coeffisiens[3] * x3\n",
    "            - log_intercept\n",
    "        )\n",
    "    )\n",
    "\n",
    "\n",
    "# Apply the sigmoid function using the coefficients\n",
    "# The .ravel() is used to convert the 2D array of coefficients to a 1D array for compatibility.\n",
    "log_coeffisiens = log.coef_[0]\n",
    "log_intercept = log.intercept_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>bill_length_mm</th>\n",
       "      <th>bill_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>229</th>\n",
       "      <td>45.2</td>\n",
       "      <td>13.8</td>\n",
       "      <td>215.0</td>\n",
       "      <td>4750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>47.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>5650.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>42.9</td>\n",
       "      <td>17.6</td>\n",
       "      <td>196.0</td>\n",
       "      <td>4700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>37.0</td>\n",
       "      <td>16.9</td>\n",
       "      <td>185.0</td>\n",
       "      <td>3000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>45.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>5050.0</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>112</th>\n",
       "      <td>42.2</td>\n",
       "      <td>19.5</td>\n",
       "      <td>197.0</td>\n",
       "      <td>4275.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</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>125</th>\n",
       "      <td>38.8</td>\n",
       "      <td>17.6</td>\n",
       "      <td>191.0</td>\n",
       "      <td>3275.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>48.2</td>\n",
       "      <td>15.6</td>\n",
       "      <td>221.0</td>\n",
       "      <td>5100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>35.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3700.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>137 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     bill_length_mm  bill_depth_mm  flipper_length_mm  body_mass_g\n",
       "229            45.2           13.8              215.0       4750.0\n",
       "178            47.8           15.0              215.0       5650.0\n",
       "80             42.9           17.6              196.0       4700.0\n",
       "43             37.0           16.9              185.0       3000.0\n",
       "206            45.0           15.4              220.0       5050.0\n",
       "..              ...            ...                ...          ...\n",
       "112            42.2           19.5              197.0       4275.0\n",
       "202            48.5           14.1              220.0       5300.0\n",
       "125            38.8           17.6              191.0       3275.0\n",
       "223            48.2           15.6              221.0       5100.0\n",
       "73             35.5           17.5              190.0       3700.0\n",
       "\n",
       "[137 rows x 4 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "229    45.2\n",
       "178    47.8\n",
       "80     42.9\n",
       "43     37.0\n",
       "206    45.0\n",
       "       ... \n",
       "112    42.2\n",
       "202    48.5\n",
       "125    38.8\n",
       "223    48.2\n",
       "73     35.5\n",
       "Name: bill_length_mm, Length: 137, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train[\"bill_length_mm\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a range of values for X to plot the sigmoid function smoothly\n",
    "x0_range = np.linspace(\n",
    "    X_train[\"bill_length_mm\"].min(), X_train[\"bill_length_mm\"].max(), 300\n",
    ").reshape(-1, 1)\n",
    "x1_range = np.linspace(\n",
    "    X_train[\"bill_depth_mm\"].min(), X_train[\"bill_depth_mm\"].max(), 300\n",
    ").reshape(-1, 1)\n",
    "x2_range = np.linspace(\n",
    "    X_train[\"flipper_length_mm\"].min(), X_train[\"flipper_length_mm\"].max(), 300\n",
    ").reshape(-1, 1)\n",
    "x3_range = np.linspace(\n",
    "    X_train[\"body_mass_g\"].min(), X_train[\"body_mass_g\"].max(), 300\n",
    ").reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[33.1       ],\n",
       "       [33.1735786 ],\n",
       "       [33.24715719],\n",
       "       [33.32073579],\n",
       "       [33.39431438],\n",
       "       [33.46789298],\n",
       "       [33.54147157],\n",
       "       [33.61505017],\n",
       "       [33.68862876],\n",
       "       [33.76220736],\n",
       "       [33.83578595],\n",
       "       [33.90936455],\n",
       "       [33.98294314],\n",
       "       [34.05652174],\n",
       "       [34.13010033],\n",
       "       [34.20367893],\n",
       "       [34.27725753],\n",
       "       [34.35083612],\n",
       "       [34.42441472],\n",
       "       [34.49799331],\n",
       "       [34.57157191],\n",
       "       [34.6451505 ],\n",
       "       [34.7187291 ],\n",
       "       [34.79230769],\n",
       "       [34.86588629],\n",
       "       [34.93946488],\n",
       "       [35.01304348],\n",
       "       [35.08662207],\n",
       "       [35.16020067],\n",
       "       [35.23377926],\n",
       "       [35.30735786],\n",
       "       [35.38093645],\n",
       "       [35.45451505],\n",
       "       [35.52809365],\n",
       "       [35.60167224],\n",
       "       [35.67525084],\n",
       "       [35.74882943],\n",
       "       [35.82240803],\n",
       "       [35.89598662],\n",
       "       [35.96956522],\n",
       "       [36.04314381],\n",
       "       [36.11672241],\n",
       "       [36.190301  ],\n",
       "       [36.2638796 ],\n",
       "       [36.33745819],\n",
       "       [36.41103679],\n",
       "       [36.48461538],\n",
       "       [36.55819398],\n",
       "       [36.63177258],\n",
       "       [36.70535117],\n",
       "       [36.77892977],\n",
       "       [36.85250836],\n",
       "       [36.92608696],\n",
       "       [36.99966555],\n",
       "       [37.07324415],\n",
       "       [37.14682274],\n",
       "       [37.22040134],\n",
       "       [37.29397993],\n",
       "       [37.36755853],\n",
       "       [37.44113712],\n",
       "       [37.51471572],\n",
       "       [37.58829431],\n",
       "       [37.66187291],\n",
       "       [37.73545151],\n",
       "       [37.8090301 ],\n",
       "       [37.8826087 ],\n",
       "       [37.95618729],\n",
       "       [38.02976589],\n",
       "       [38.10334448],\n",
       "       [38.17692308],\n",
       "       [38.25050167],\n",
       "       [38.32408027],\n",
       "       [38.39765886],\n",
       "       [38.47123746],\n",
       "       [38.54481605],\n",
       "       [38.61839465],\n",
       "       [38.69197324],\n",
       "       [38.76555184],\n",
       "       [38.83913043],\n",
       "       [38.91270903],\n",
       "       [38.98628763],\n",
       "       [39.05986622],\n",
       "       [39.13344482],\n",
       "       [39.20702341],\n",
       "       [39.28060201],\n",
       "       [39.3541806 ],\n",
       "       [39.4277592 ],\n",
       "       [39.50133779],\n",
       "       [39.57491639],\n",
       "       [39.64849498],\n",
       "       [39.72207358],\n",
       "       [39.79565217],\n",
       "       [39.86923077],\n",
       "       [39.94280936],\n",
       "       [40.01638796],\n",
       "       [40.08996656],\n",
       "       [40.16354515],\n",
       "       [40.23712375],\n",
       "       [40.31070234],\n",
       "       [40.38428094],\n",
       "       [40.45785953],\n",
       "       [40.53143813],\n",
       "       [40.60501672],\n",
       "       [40.67859532],\n",
       "       [40.75217391],\n",
       "       [40.82575251],\n",
       "       [40.8993311 ],\n",
       "       [40.9729097 ],\n",
       "       [41.04648829],\n",
       "       [41.12006689],\n",
       "       [41.19364548],\n",
       "       [41.26722408],\n",
       "       [41.34080268],\n",
       "       [41.41438127],\n",
       "       [41.48795987],\n",
       "       [41.56153846],\n",
       "       [41.63511706],\n",
       "       [41.70869565],\n",
       "       [41.78227425],\n",
       "       [41.85585284],\n",
       "       [41.92943144],\n",
       "       [42.00301003],\n",
       "       [42.07658863],\n",
       "       [42.15016722],\n",
       "       [42.22374582],\n",
       "       [42.29732441],\n",
       "       [42.37090301],\n",
       "       [42.44448161],\n",
       "       [42.5180602 ],\n",
       "       [42.5916388 ],\n",
       "       [42.66521739],\n",
       "       [42.73879599],\n",
       "       [42.81237458],\n",
       "       [42.88595318],\n",
       "       [42.95953177],\n",
       "       [43.03311037],\n",
       "       [43.10668896],\n",
       "       [43.18026756],\n",
       "       [43.25384615],\n",
       "       [43.32742475],\n",
       "       [43.40100334],\n",
       "       [43.47458194],\n",
       "       [43.54816054],\n",
       "       [43.62173913],\n",
       "       [43.69531773],\n",
       "       [43.76889632],\n",
       "       [43.84247492],\n",
       "       [43.91605351],\n",
       "       [43.98963211],\n",
       "       [44.0632107 ],\n",
       "       [44.1367893 ],\n",
       "       [44.21036789],\n",
       "       [44.28394649],\n",
       "       [44.35752508],\n",
       "       [44.43110368],\n",
       "       [44.50468227],\n",
       "       [44.57826087],\n",
       "       [44.65183946],\n",
       "       [44.72541806],\n",
       "       [44.79899666],\n",
       "       [44.87257525],\n",
       "       [44.94615385],\n",
       "       [45.01973244],\n",
       "       [45.09331104],\n",
       "       [45.16688963],\n",
       "       [45.24046823],\n",
       "       [45.31404682],\n",
       "       [45.38762542],\n",
       "       [45.46120401],\n",
       "       [45.53478261],\n",
       "       [45.6083612 ],\n",
       "       [45.6819398 ],\n",
       "       [45.75551839],\n",
       "       [45.82909699],\n",
       "       [45.90267559],\n",
       "       [45.97625418],\n",
       "       [46.04983278],\n",
       "       [46.12341137],\n",
       "       [46.19698997],\n",
       "       [46.27056856],\n",
       "       [46.34414716],\n",
       "       [46.41772575],\n",
       "       [46.49130435],\n",
       "       [46.56488294],\n",
       "       [46.63846154],\n",
       "       [46.71204013],\n",
       "       [46.78561873],\n",
       "       [46.85919732],\n",
       "       [46.93277592],\n",
       "       [47.00635452],\n",
       "       [47.07993311],\n",
       "       [47.15351171],\n",
       "       [47.2270903 ],\n",
       "       [47.3006689 ],\n",
       "       [47.37424749],\n",
       "       [47.44782609],\n",
       "       [47.52140468],\n",
       "       [47.59498328],\n",
       "       [47.66856187],\n",
       "       [47.74214047],\n",
       "       [47.81571906],\n",
       "       [47.88929766],\n",
       "       [47.96287625],\n",
       "       [48.03645485],\n",
       "       [48.11003344],\n",
       "       [48.18361204],\n",
       "       [48.25719064],\n",
       "       [48.33076923],\n",
       "       [48.40434783],\n",
       "       [48.47792642],\n",
       "       [48.55150502],\n",
       "       [48.62508361],\n",
       "       [48.69866221],\n",
       "       [48.7722408 ],\n",
       "       [48.8458194 ],\n",
       "       [48.91939799],\n",
       "       [48.99297659],\n",
       "       [49.06655518],\n",
       "       [49.14013378],\n",
       "       [49.21371237],\n",
       "       [49.28729097],\n",
       "       [49.36086957],\n",
       "       [49.43444816],\n",
       "       [49.50802676],\n",
       "       [49.58160535],\n",
       "       [49.65518395],\n",
       "       [49.72876254],\n",
       "       [49.80234114],\n",
       "       [49.87591973],\n",
       "       [49.94949833],\n",
       "       [50.02307692],\n",
       "       [50.09665552],\n",
       "       [50.17023411],\n",
       "       [50.24381271],\n",
       "       [50.3173913 ],\n",
       "       [50.3909699 ],\n",
       "       [50.46454849],\n",
       "       [50.53812709],\n",
       "       [50.61170569],\n",
       "       [50.68528428],\n",
       "       [50.75886288],\n",
       "       [50.83244147],\n",
       "       [50.90602007],\n",
       "       [50.97959866],\n",
       "       [51.05317726],\n",
       "       [51.12675585],\n",
       "       [51.20033445],\n",
       "       [51.27391304],\n",
       "       [51.34749164],\n",
       "       [51.42107023],\n",
       "       [51.49464883],\n",
       "       [51.56822742],\n",
       "       [51.64180602],\n",
       "       [51.71538462],\n",
       "       [51.78896321],\n",
       "       [51.86254181],\n",
       "       [51.9361204 ],\n",
       "       [52.009699  ],\n",
       "       [52.08327759],\n",
       "       [52.15685619],\n",
       "       [52.23043478],\n",
       "       [52.30401338],\n",
       "       [52.37759197],\n",
       "       [52.45117057],\n",
       "       [52.52474916],\n",
       "       [52.59832776],\n",
       "       [52.67190635],\n",
       "       [52.74548495],\n",
       "       [52.81906355],\n",
       "       [52.89264214],\n",
       "       [52.96622074],\n",
       "       [53.03979933],\n",
       "       [53.11337793],\n",
       "       [53.18695652],\n",
       "       [53.26053512],\n",
       "       [53.33411371],\n",
       "       [53.40769231],\n",
       "       [53.4812709 ],\n",
       "       [53.5548495 ],\n",
       "       [53.62842809],\n",
       "       [53.70200669],\n",
       "       [53.77558528],\n",
       "       [53.84916388],\n",
       "       [53.92274247],\n",
       "       [53.99632107],\n",
       "       [54.06989967],\n",
       "       [54.14347826],\n",
       "       [54.21705686],\n",
       "       [54.29063545],\n",
       "       [54.36421405],\n",
       "       [54.43779264],\n",
       "       [54.51137124],\n",
       "       [54.58494983],\n",
       "       [54.65852843],\n",
       "       [54.73210702],\n",
       "       [54.80568562],\n",
       "       [54.87926421],\n",
       "       [54.95284281],\n",
       "       [55.0264214 ],\n",
       "       [55.1       ]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x0_range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_predicted = sigmoid(\n",
    "    x0_range, x1_range, x2_range, x3_range, log_coeffisiens, log_intercept\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2.94434841e-13],\n",
       "       [3.50774347e-13],\n",
       "       [4.17894303e-13],\n",
       "       [4.97857526e-13],\n",
       "       [5.93121548e-13],\n",
       "       [7.06614147e-13],\n",
       "       [8.41823323e-13],\n",
       "       [1.00290450e-12],\n",
       "       [1.19480823e-12],\n",
       "       [1.42343235e-12],\n",
       "       [1.69580323e-12],\n",
       "       [2.02029171e-12],\n",
       "       [2.40687041e-12],\n",
       "       [2.86742016e-12],\n",
       "       [3.41609516e-12],\n",
       "       [4.06975800e-12],\n",
       "       [4.84849790e-12],\n",
       "       [5.77624808e-12],\n",
       "       [6.88152138e-12],\n",
       "       [8.19828646e-12],\n",
       "       [9.76701185e-12],\n",
       "       [1.16359097e-11],\n",
       "       [1.38624172e-11],\n",
       "       [1.65149625e-11],\n",
       "       [1.96750669e-11],\n",
       "       [2.34398508e-11],\n",
       "       [2.79250185e-11],\n",
       "       [3.32684138e-11],\n",
       "       [3.96342570e-11],\n",
       "       [4.72181912e-11],\n",
       "       [5.62532959e-11],\n",
       "       [6.70172493e-11],\n",
       "       [7.98408633e-11],\n",
       "       [9.51182497e-11],\n",
       "       [1.13318933e-10],\n",
       "       [1.35002279e-10],\n",
       "       [1.60834690e-10],\n",
       "       [1.91610080e-10],\n",
       "       [2.28274279e-10],\n",
       "       [2.71954096e-10],\n",
       "       [3.23991958e-10],\n",
       "       [3.85987158e-10],\n",
       "       [4.59845014e-10],\n",
       "       [5.47835420e-10],\n",
       "       [6.52662610e-10],\n",
       "       [7.77548269e-10],\n",
       "       [9.26330545e-10],\n",
       "       [1.10358201e-09],\n",
       "       [1.31475017e-09],\n",
       "       [1.56632494e-09],\n",
       "       [1.86603802e-09],\n",
       "       [2.22310059e-09],\n",
       "       [2.64848635e-09],\n",
       "       [3.15526881e-09],\n",
       "       [3.75902306e-09],\n",
       "       [4.47830445e-09],\n",
       "       [5.33521887e-09],\n",
       "       [6.35610212e-09],\n",
       "       [7.57232929e-09],\n",
       "       [9.02127904e-09],\n",
       "       [1.07474824e-08],\n",
       "       [1.28039912e-08],\n",
       "       [1.52540088e-08],\n",
       "       [1.81728322e-08],\n",
       "       [2.16501665e-08],\n",
       "       [2.57928816e-08],\n",
       "       [3.07282967e-08],\n",
       "       [3.66080934e-08],\n",
       "       [4.36129771e-08],\n",
       "       [5.19582309e-08],\n",
       "       [6.19003318e-08],\n",
       "       [7.37448332e-08],\n",
       "       [8.78557555e-08],\n",
       "       [1.04666773e-07],\n",
       "       [1.24694544e-07],\n",
       "       [1.48554588e-07],\n",
       "       [1.76980200e-07],\n",
       "       [2.10844993e-07],\n",
       "       [2.51189743e-07],\n",
       "       [2.99254374e-07],\n",
       "       [3.56516067e-07],\n",
       "       [4.24734661e-07],\n",
       "       [5.06006731e-07],\n",
       "       [6.02830029e-07],\n",
       "       [7.18180242e-07],\n",
       "       [8.55602450e-07],\n",
       "       [1.01932007e-06],\n",
       "       [1.21436465e-06],\n",
       "       [1.44673051e-06],\n",
       "       [1.72355896e-06],\n",
       "       [2.05335778e-06],\n",
       "       [2.44626264e-06],\n",
       "       [2.91434865e-06],\n",
       "       [3.47200138e-06],\n",
       "       [4.13635902e-06],\n",
       "       [4.92783898e-06],\n",
       "       [5.87076539e-06],\n",
       "       [6.99411651e-06],\n",
       "       [8.33241529e-06],\n",
       "       [9.92679014e-06],\n",
       "       [1.18262387e-05],\n",
       "       [1.40891335e-05],\n",
       "       [1.67850152e-05],\n",
       "       [1.99967294e-05],\n",
       "       [2.38229717e-05],\n",
       "       [2.83813194e-05],\n",
       "       [3.38118433e-05],\n",
       "       [4.02814100e-05],\n",
       "       [4.79888058e-05],\n",
       "       [5.71708409e-05],\n",
       "       [6.81096196e-05],\n",
       "       [8.11411990e-05],\n",
       "       [9.66659011e-05],\n",
       "       [1.15160594e-04],\n",
       "       [1.37193316e-04],\n",
       "       [1.63440686e-04],\n",
       "       [1.94708639e-04],\n",
       "       [2.31957098e-04],\n",
       "       [2.76329351e-04],\n",
       "       [3.29187003e-04],\n",
       "       [3.92151563e-04],\n",
       "       [4.67153911e-04],\n",
       "       [5.56493115e-04],\n",
       "       [6.62906349e-04],\n",
       "       [7.89651964e-04],\n",
       "       [9.40608132e-04],\n",
       "       [1.12038993e-03],\n",
       "       [1.33448816e-03],\n",
       "       [1.58943389e-03],\n",
       "       [1.89299310e-03],\n",
       "       [2.25439688e-03],\n",
       "       [2.68461305e-03],\n",
       "       [3.19666617e-03],\n",
       "       [3.80601367e-03],\n",
       "       [4.53098684e-03],\n",
       "       [5.39330596e-03],\n",
       "       [6.41867999e-03],\n",
       "       [7.63750093e-03],\n",
       "       [9.08564321e-03],\n",
       "       [1.08053772e-02],\n",
       "       [1.28464030e-02],\n",
       "       [1.52670077e-02],\n",
       "       [1.81353395e-02],\n",
       "       [2.15307844e-02],\n",
       "       [2.55454123e-02],\n",
       "       [3.02854378e-02],\n",
       "       [3.58726107e-02],\n",
       "       [4.24454099e-02],\n",
       "       [5.01598620e-02],\n",
       "       [5.91897469e-02],\n",
       "       [6.97258803e-02],\n",
       "       [8.19740947e-02],\n",
       "       [9.61514793e-02],\n",
       "       [1.12480410e-01],\n",
       "       [1.31179935e-01],\n",
       "       [1.52454194e-01],\n",
       "       [1.76477817e-01],\n",
       "       [2.03378661e-01],\n",
       "       [2.33218789e-01],\n",
       "       [2.65975330e-01],\n",
       "       [3.01523480e-01],\n",
       "       [3.39624444e-01],\n",
       "       [3.79921163e-01],\n",
       "       [4.21944168e-01],\n",
       "       [4.65128692e-01],\n",
       "       [5.08842417e-01],\n",
       "       [5.52421342e-01],\n",
       "       [5.95209590e-01],\n",
       "       [6.36598199e-01],\n",
       "       [6.76058131e-01],\n",
       "       [7.13163919e-01],\n",
       "       [7.47606198e-01],\n",
       "       [7.79193249e-01],\n",
       "       [8.07843252e-01],\n",
       "       [8.33569880e-01],\n",
       "       [8.56464124e-01],\n",
       "       [8.76674960e-01],\n",
       "       [8.94390885e-01],\n",
       "       [9.09823654e-01],\n",
       "       [9.23194880e-01],\n",
       "       [9.34725683e-01],\n",
       "       [9.44629188e-01],\n",
       "       [9.53105503e-01],\n",
       "       [9.60338720e-01],\n",
       "       [9.66495474e-01],\n",
       "       [9.71724634e-01],\n",
       "       [9.76157794e-01],\n",
       "       [9.79910271e-01],\n",
       "       [9.83082388e-01],\n",
       "       [9.85760914e-01],\n",
       "       [9.88020523e-01],\n",
       "       [9.89925218e-01],\n",
       "       [9.91529669e-01],\n",
       "       [9.92880443e-01],\n",
       "       [9.94017107e-01],\n",
       "       [9.94973217e-01],\n",
       "       [9.95777182e-01],\n",
       "       [9.96453023e-01],\n",
       "       [9.97021023e-01],\n",
       "       [9.97498293e-01],\n",
       "       [9.97899260e-01],\n",
       "       [9.98236074e-01],\n",
       "       [9.98518967e-01],\n",
       "       [9.98756547e-01],\n",
       "       [9.98956055e-01],\n",
       "       [9.99123581e-01],\n",
       "       [9.99264243e-01],\n",
       "       [9.99382344e-01],\n",
       "       [9.99481497e-01],\n",
       "       [9.99564740e-01],\n",
       "       [9.99634623e-01],\n",
       "       [9.99693290e-01],\n",
       "       [9.99742540e-01],\n",
       "       [9.99783883e-01],\n",
       "       [9.99818588e-01],\n",
       "       [9.99847721e-01],\n",
       "       [9.99872176e-01],\n",
       "       [9.99892704e-01],\n",
       "       [9.99909936e-01],\n",
       "       [9.99924401e-01],\n",
       "       [9.99936542e-01],\n",
       "       [9.99946734e-01],\n",
       "       [9.99955289e-01],\n",
       "       [9.99962470e-01],\n",
       "       [9.99968498e-01],\n",
       "       [9.99973557e-01],\n",
       "       [9.99977804e-01],\n",
       "       [9.99981369e-01],\n",
       "       [9.99984361e-01],\n",
       "       [9.99986873e-01],\n",
       "       [9.99988982e-01],\n",
       "       [9.99990751e-01],\n",
       "       [9.99992237e-01],\n",
       "       [9.99993484e-01],\n",
       "       [9.99994530e-01],\n",
       "       [9.99995409e-01],\n",
       "       [9.99996146e-01],\n",
       "       [9.99996765e-01],\n",
       "       [9.99997285e-01],\n",
       "       [9.99997721e-01],\n",
       "       [9.99998087e-01],\n",
       "       [9.99998394e-01],\n",
       "       [9.99998652e-01],\n",
       "       [9.99998869e-01],\n",
       "       [9.99999050e-01],\n",
       "       [9.99999203e-01],\n",
       "       [9.99999331e-01],\n",
       "       [9.99999438e-01],\n",
       "       [9.99999529e-01],\n",
       "       [9.99999604e-01],\n",
       "       [9.99999668e-01],\n",
       "       [9.99999721e-01],\n",
       "       [9.99999766e-01],\n",
       "       [9.99999804e-01],\n",
       "       [9.99999835e-01],\n",
       "       [9.99999862e-01],\n",
       "       [9.99999884e-01],\n",
       "       [9.99999902e-01],\n",
       "       [9.99999918e-01],\n",
       "       [9.99999931e-01],\n",
       "       [9.99999942e-01],\n",
       "       [9.99999952e-01],\n",
       "       [9.99999959e-01],\n",
       "       [9.99999966e-01],\n",
       "       [9.99999971e-01],\n",
       "       [9.99999976e-01],\n",
       "       [9.99999980e-01],\n",
       "       [9.99999983e-01],\n",
       "       [9.99999986e-01],\n",
       "       [9.99999988e-01],\n",
       "       [9.99999990e-01],\n",
       "       [9.99999992e-01],\n",
       "       [9.99999993e-01],\n",
       "       [9.99999994e-01],\n",
       "       [9.99999995e-01],\n",
       "       [9.99999996e-01],\n",
       "       [9.99999996e-01],\n",
       "       [9.99999997e-01],\n",
       "       [9.99999998e-01],\n",
       "       [9.99999998e-01],\n",
       "       [9.99999998e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_gentoo = df_dummy[df_dummy[\"species_Gentoo\"] == 1][\"flipper_length_mm\"].values\n",
    "X_adelie = df_dummy[df_dummy[\"species_Gentoo\"] == 0][\"flipper_length_mm\"].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([203., 207., 208., 208., 208., 208., 208., 208., 208., 209., 209.,\n",
       "       209., 209., 209., 210., 210., 210., 210., 210., 210., 210., 210.,\n",
       "       210., 210., 211., 211., 212., 212., 212., 212., 212., 212., 213.,\n",
       "       213., 213., 213., 213., 213., 214., 214., 214., 214., 214., 214.,\n",
       "       215., 215., 215., 215., 215., 215., 215., 215., 215., 215., 215.,\n",
       "       215., 216., 216., 216., 216., 216., 216., 216., 216., 217., 217.,\n",
       "       217., 217., 217., 217., 218., 218., 218., 218., 218., 219., 219.,\n",
       "       219., 219., 219., 220., 220., 220., 220., 220., 220., 220., 220.,\n",
       "       221., 221., 221., 221., 221., 222., 222., 222., 222., 222., 222.,\n",
       "       223., 223., 224., 224., 224., 225., 225., 225., 225., 226., 228.,\n",
       "       228., 228., 228., 229., 229., 230., 230., 230., 230., 230., 230.,\n",
       "       230., 231.])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_gentoo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy:  1.0\n",
      "A:  [[ 0.55517882 -0.62488127  0.51826964  0.00488339]] B:  [-142.10422565]\n"
     ]
    }
   ],
   "source": [
    "# Checking our accuracy\n",
    "accuracy = log.score(X_test, Y_test)\n",
    "print(\"Accuracy: \", accuracy)\n",
    "\n",
    "print(\"A: \", log.coef_, \"B: \", log.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2.94434841e-13],\n",
       "       [3.50774347e-13],\n",
       "       [4.17894303e-13],\n",
       "       [4.97857526e-13],\n",
       "       [5.93121548e-13],\n",
       "       [7.06614147e-13],\n",
       "       [8.41823323e-13],\n",
       "       [1.00290450e-12],\n",
       "       [1.19480823e-12],\n",
       "       [1.42343235e-12],\n",
       "       [1.69580323e-12],\n",
       "       [2.02029171e-12],\n",
       "       [2.40687041e-12],\n",
       "       [2.86742016e-12],\n",
       "       [3.41609516e-12],\n",
       "       [4.06975800e-12],\n",
       "       [4.84849790e-12],\n",
       "       [5.77624808e-12],\n",
       "       [6.88152138e-12],\n",
       "       [8.19828646e-12],\n",
       "       [9.76701185e-12],\n",
       "       [1.16359097e-11],\n",
       "       [1.38624172e-11],\n",
       "       [1.65149625e-11],\n",
       "       [1.96750669e-11],\n",
       "       [2.34398508e-11],\n",
       "       [2.79250185e-11],\n",
       "       [3.32684138e-11],\n",
       "       [3.96342570e-11],\n",
       "       [4.72181912e-11],\n",
       "       [5.62532959e-11],\n",
       "       [6.70172493e-11],\n",
       "       [7.98408633e-11],\n",
       "       [9.51182497e-11],\n",
       "       [1.13318933e-10],\n",
       "       [1.35002279e-10],\n",
       "       [1.60834690e-10],\n",
       "       [1.91610080e-10],\n",
       "       [2.28274279e-10],\n",
       "       [2.71954096e-10],\n",
       "       [3.23991958e-10],\n",
       "       [3.85987158e-10],\n",
       "       [4.59845014e-10],\n",
       "       [5.47835420e-10],\n",
       "       [6.52662610e-10],\n",
       "       [7.77548269e-10],\n",
       "       [9.26330545e-10],\n",
       "       [1.10358201e-09],\n",
       "       [1.31475017e-09],\n",
       "       [1.56632494e-09],\n",
       "       [1.86603802e-09],\n",
       "       [2.22310059e-09],\n",
       "       [2.64848635e-09],\n",
       "       [3.15526881e-09],\n",
       "       [3.75902306e-09],\n",
       "       [4.47830445e-09],\n",
       "       [5.33521887e-09],\n",
       "       [6.35610212e-09],\n",
       "       [7.57232929e-09],\n",
       "       [9.02127904e-09],\n",
       "       [1.07474824e-08],\n",
       "       [1.28039912e-08],\n",
       "       [1.52540088e-08],\n",
       "       [1.81728322e-08],\n",
       "       [2.16501665e-08],\n",
       "       [2.57928816e-08],\n",
       "       [3.07282967e-08],\n",
       "       [3.66080934e-08],\n",
       "       [4.36129771e-08],\n",
       "       [5.19582309e-08],\n",
       "       [6.19003318e-08],\n",
       "       [7.37448332e-08],\n",
       "       [8.78557555e-08],\n",
       "       [1.04666773e-07],\n",
       "       [1.24694544e-07],\n",
       "       [1.48554588e-07],\n",
       "       [1.76980200e-07],\n",
       "       [2.10844993e-07],\n",
       "       [2.51189743e-07],\n",
       "       [2.99254374e-07],\n",
       "       [3.56516067e-07],\n",
       "       [4.24734661e-07],\n",
       "       [5.06006731e-07],\n",
       "       [6.02830029e-07],\n",
       "       [7.18180242e-07],\n",
       "       [8.55602450e-07],\n",
       "       [1.01932007e-06],\n",
       "       [1.21436465e-06],\n",
       "       [1.44673051e-06],\n",
       "       [1.72355896e-06],\n",
       "       [2.05335778e-06],\n",
       "       [2.44626264e-06],\n",
       "       [2.91434865e-06],\n",
       "       [3.47200138e-06],\n",
       "       [4.13635902e-06],\n",
       "       [4.92783898e-06],\n",
       "       [5.87076539e-06],\n",
       "       [6.99411651e-06],\n",
       "       [8.33241529e-06],\n",
       "       [9.92679014e-06],\n",
       "       [1.18262387e-05],\n",
       "       [1.40891335e-05],\n",
       "       [1.67850152e-05],\n",
       "       [1.99967294e-05],\n",
       "       [2.38229717e-05],\n",
       "       [2.83813194e-05],\n",
       "       [3.38118433e-05],\n",
       "       [4.02814100e-05],\n",
       "       [4.79888058e-05],\n",
       "       [5.71708409e-05],\n",
       "       [6.81096196e-05],\n",
       "       [8.11411990e-05],\n",
       "       [9.66659011e-05],\n",
       "       [1.15160594e-04],\n",
       "       [1.37193316e-04],\n",
       "       [1.63440686e-04],\n",
       "       [1.94708639e-04],\n",
       "       [2.31957098e-04],\n",
       "       [2.76329351e-04],\n",
       "       [3.29187003e-04],\n",
       "       [3.92151563e-04],\n",
       "       [4.67153911e-04],\n",
       "       [5.56493115e-04],\n",
       "       [6.62906349e-04],\n",
       "       [7.89651964e-04],\n",
       "       [9.40608132e-04],\n",
       "       [1.12038993e-03],\n",
       "       [1.33448816e-03],\n",
       "       [1.58943389e-03],\n",
       "       [1.89299310e-03],\n",
       "       [2.25439688e-03],\n",
       "       [2.68461305e-03],\n",
       "       [3.19666617e-03],\n",
       "       [3.80601367e-03],\n",
       "       [4.53098684e-03],\n",
       "       [5.39330596e-03],\n",
       "       [6.41867999e-03],\n",
       "       [7.63750093e-03],\n",
       "       [9.08564321e-03],\n",
       "       [1.08053772e-02],\n",
       "       [1.28464030e-02],\n",
       "       [1.52670077e-02],\n",
       "       [1.81353395e-02],\n",
       "       [2.15307844e-02],\n",
       "       [2.55454123e-02],\n",
       "       [3.02854378e-02],\n",
       "       [3.58726107e-02],\n",
       "       [4.24454099e-02],\n",
       "       [5.01598620e-02],\n",
       "       [5.91897469e-02],\n",
       "       [6.97258803e-02],\n",
       "       [8.19740947e-02],\n",
       "       [9.61514793e-02],\n",
       "       [1.12480410e-01],\n",
       "       [1.31179935e-01],\n",
       "       [1.52454194e-01],\n",
       "       [1.76477817e-01],\n",
       "       [2.03378661e-01],\n",
       "       [2.33218789e-01],\n",
       "       [2.65975330e-01],\n",
       "       [3.01523480e-01],\n",
       "       [3.39624444e-01],\n",
       "       [3.79921163e-01],\n",
       "       [4.21944168e-01],\n",
       "       [4.65128692e-01],\n",
       "       [5.08842417e-01],\n",
       "       [5.52421342e-01],\n",
       "       [5.95209590e-01],\n",
       "       [6.36598199e-01],\n",
       "       [6.76058131e-01],\n",
       "       [7.13163919e-01],\n",
       "       [7.47606198e-01],\n",
       "       [7.79193249e-01],\n",
       "       [8.07843252e-01],\n",
       "       [8.33569880e-01],\n",
       "       [8.56464124e-01],\n",
       "       [8.76674960e-01],\n",
       "       [8.94390885e-01],\n",
       "       [9.09823654e-01],\n",
       "       [9.23194880e-01],\n",
       "       [9.34725683e-01],\n",
       "       [9.44629188e-01],\n",
       "       [9.53105503e-01],\n",
       "       [9.60338720e-01],\n",
       "       [9.66495474e-01],\n",
       "       [9.71724634e-01],\n",
       "       [9.76157794e-01],\n",
       "       [9.79910271e-01],\n",
       "       [9.83082388e-01],\n",
       "       [9.85760914e-01],\n",
       "       [9.88020523e-01],\n",
       "       [9.89925218e-01],\n",
       "       [9.91529669e-01],\n",
       "       [9.92880443e-01],\n",
       "       [9.94017107e-01],\n",
       "       [9.94973217e-01],\n",
       "       [9.95777182e-01],\n",
       "       [9.96453023e-01],\n",
       "       [9.97021023e-01],\n",
       "       [9.97498293e-01],\n",
       "       [9.97899260e-01],\n",
       "       [9.98236074e-01],\n",
       "       [9.98518967e-01],\n",
       "       [9.98756547e-01],\n",
       "       [9.98956055e-01],\n",
       "       [9.99123581e-01],\n",
       "       [9.99264243e-01],\n",
       "       [9.99382344e-01],\n",
       "       [9.99481497e-01],\n",
       "       [9.99564740e-01],\n",
       "       [9.99634623e-01],\n",
       "       [9.99693290e-01],\n",
       "       [9.99742540e-01],\n",
       "       [9.99783883e-01],\n",
       "       [9.99818588e-01],\n",
       "       [9.99847721e-01],\n",
       "       [9.99872176e-01],\n",
       "       [9.99892704e-01],\n",
       "       [9.99909936e-01],\n",
       "       [9.99924401e-01],\n",
       "       [9.99936542e-01],\n",
       "       [9.99946734e-01],\n",
       "       [9.99955289e-01],\n",
       "       [9.99962470e-01],\n",
       "       [9.99968498e-01],\n",
       "       [9.99973557e-01],\n",
       "       [9.99977804e-01],\n",
       "       [9.99981369e-01],\n",
       "       [9.99984361e-01],\n",
       "       [9.99986873e-01],\n",
       "       [9.99988982e-01],\n",
       "       [9.99990751e-01],\n",
       "       [9.99992237e-01],\n",
       "       [9.99993484e-01],\n",
       "       [9.99994530e-01],\n",
       "       [9.99995409e-01],\n",
       "       [9.99996146e-01],\n",
       "       [9.99996765e-01],\n",
       "       [9.99997285e-01],\n",
       "       [9.99997721e-01],\n",
       "       [9.99998087e-01],\n",
       "       [9.99998394e-01],\n",
       "       [9.99998652e-01],\n",
       "       [9.99998869e-01],\n",
       "       [9.99999050e-01],\n",
       "       [9.99999203e-01],\n",
       "       [9.99999331e-01],\n",
       "       [9.99999438e-01],\n",
       "       [9.99999529e-01],\n",
       "       [9.99999604e-01],\n",
       "       [9.99999668e-01],\n",
       "       [9.99999721e-01],\n",
       "       [9.99999766e-01],\n",
       "       [9.99999804e-01],\n",
       "       [9.99999835e-01],\n",
       "       [9.99999862e-01],\n",
       "       [9.99999884e-01],\n",
       "       [9.99999902e-01],\n",
       "       [9.99999918e-01],\n",
       "       [9.99999931e-01],\n",
       "       [9.99999942e-01],\n",
       "       [9.99999952e-01],\n",
       "       [9.99999959e-01],\n",
       "       [9.99999966e-01],\n",
       "       [9.99999971e-01],\n",
       "       [9.99999976e-01],\n",
       "       [9.99999980e-01],\n",
       "       [9.99999983e-01],\n",
       "       [9.99999986e-01],\n",
       "       [9.99999988e-01],\n",
       "       [9.99999990e-01],\n",
       "       [9.99999992e-01],\n",
       "       [9.99999993e-01],\n",
       "       [9.99999994e-01],\n",
       "       [9.99999995e-01],\n",
       "       [9.99999996e-01],\n",
       "       [9.99999996e-01],\n",
       "       [9.99999997e-01],\n",
       "       [9.99999998e-01],\n",
       "       [9.99999998e-01],\n",
       "       [9.99999998e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [9.99999999e-01],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00],\n",
       "       [1.00000000e+00]])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Specie')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the predicted probabilities\n",
    "# plt.plot(x2_range, Y_predicted, label=\"Predicted\")\n",
    "plt.plot(Y_predicted, label=\"Predicted\")\n",
    "\n",
    "# Plot the actual values colored by class\n",
    "# plt.scatter(X_gentoo, Y[Y == 1], label=\"Gentoo\", color=\"orange\", alpha=0.5)\n",
    "# plt.scatter(X_adelie, Y[Y == 0], label=\"Adelie\", color=\"purple\", alpha=0.5)\n",
    "plt.xlabel(\"flipper_length_mm\", fontsize=15)\n",
    "plt.ylabel(\"Specie\", fontsize=15)\n",
    "\n",
    "# # Show the plot with legends\n",
    "# plt.legend()\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py312",
   "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": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}