{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5ade661c",
   "metadata": {},
   "source": [
    "# Criando um LDA para Iris Flower"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6c701269",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6d4b4ea",
   "metadata": {},
   "source": [
    "## Importando dados do excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "581724da",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_excel('IrisData.xls',sheet_name='Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "537b75b2",
   "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_No</th>\n",
       "      <th>Petal_width</th>\n",
       "      <th>Petal_length</th>\n",
       "      <th>Sepal_width</th>\n",
       "      <th>Sepal_length</th>\n",
       "      <th>Species_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.1</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.6</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.6</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Setosa</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>5.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>6.3</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>5.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>6.2</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Species_No  Petal_width  Petal_length  Sepal_width  Sepal_length  \\\n",
       "0             1          0.2           1.4          3.5           5.1   \n",
       "1             1          0.2           1.4          3.0           4.9   \n",
       "2             1          0.2           1.3          3.2           4.7   \n",
       "3             1          0.2           1.5          3.1           4.6   \n",
       "4             1          0.2           1.4          3.6           5.0   \n",
       "..          ...          ...           ...          ...           ...   \n",
       "145           3          2.3           5.2          3.0           6.7   \n",
       "146           3          1.9           5.0          2.5           6.3   \n",
       "147           3          2.0           5.2          3.0           6.5   \n",
       "148           3          2.3           5.4          3.4           6.2   \n",
       "149           3          1.8           5.1          3.0           5.9   \n",
       "\n",
       "    Species_name  \n",
       "0         Setosa  \n",
       "1         Setosa  \n",
       "2         Setosa  \n",
       "3         Setosa  \n",
       "4         Setosa  \n",
       "..           ...  \n",
       "145    Verginica  \n",
       "146    Verginica  \n",
       "147    Verginica  \n",
       "148    Verginica  \n",
       "149    Verginica  \n",
       "\n",
       "[150 rows x 6 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23eed81c",
   "metadata": {},
   "source": [
    "# Usando seaborn para plotar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "33b3eb95",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e7ce174",
   "metadata": {},
   "source": [
    "### Usando pairplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8c42719c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1122.25x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=sns.pairplot(df[df.columns[1:]],hue='Species_name') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a795a61",
   "metadata": {},
   "source": [
    "### Usando PairGrid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "74d72fe6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#criando os eixos\n",
    "pair_grid = sns.PairGrid(df[df.columns[1:-1]]) \n",
    "\n",
    "#cria uma linha de regressão e scatter, na parte de cima (map_upper)\n",
    "pair_grid = pair_grid.map_upper(sns.regplot)   \n",
    "\n",
    "#mostra as curvas de contorno na parte de baixo (map_lower)\n",
    "pair_grid = pair_grid.map_lower(sns.kdeplot)   \n",
    "pair_grid = pair_grid.map_diag(sns.histplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9bc91e3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "7c5cea50",
   "metadata": {},
   "source": [
    "### Extraindo as classes ou grupos\n",
    "#### Coluna Species_No, primeira coluna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9f880ab4",
   "metadata": {},
   "outputs": [],
   "source": [
    "classe=np.array(df[df.columns[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fa4ba9e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classe"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05e58358",
   "metadata": {},
   "source": [
    "### Transformando os dados do dataframe em um tabela \n",
    "#### A coluna Species_name não interessa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8d198993",
   "metadata": {},
   "outputs": [],
   "source": [
    "Xtab=np.array(df[df.columns[1:-1]],dtype=float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "79174658",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.2, 1.4, 3.5, 5.1],\n",
       "       [0.2, 1.4, 3. , 4.9],\n",
       "       [0.2, 1.3, 3.2, 4.7],\n",
       "       [0.2, 1.5, 3.1, 4.6],\n",
       "       [0.2, 1.4, 3.6, 5. ],\n",
       "       [0.4, 1.7, 3.9, 5.4],\n",
       "       [0.3, 1.4, 3.4, 4.6],\n",
       "       [0.2, 1.5, 3.4, 5. ],\n",
       "       [0.2, 1.4, 2.9, 4.4],\n",
       "       [0.1, 1.5, 3.1, 4.9],\n",
       "       [0.2, 1.5, 3.7, 5.4],\n",
       "       [0.2, 1.6, 3.4, 4.8],\n",
       "       [0.1, 1.4, 3. , 4.8],\n",
       "       [0.1, 1.1, 3. , 4.3],\n",
       "       [0.2, 1.2, 4. , 5.8],\n",
       "       [0.4, 1.5, 4.4, 5.7],\n",
       "       [0.4, 1.3, 3.9, 5.4],\n",
       "       [0.3, 1.4, 3.5, 5.1],\n",
       "       [0.3, 1.7, 3.8, 5.7],\n",
       "       [0.3, 1.5, 3.8, 5.1],\n",
       "       [0.2, 1.7, 3.4, 5.4],\n",
       "       [0.4, 1.5, 3.7, 5.1],\n",
       "       [0.2, 1. , 3.6, 4.6],\n",
       "       [0.5, 1.7, 3.3, 5.1],\n",
       "       [0.2, 1.9, 3.4, 4.8],\n",
       "       [0.2, 1.6, 3. , 5. ],\n",
       "       [0.4, 1.6, 3.4, 5. ],\n",
       "       [0.2, 1.5, 3.5, 5.2],\n",
       "       [0.2, 1.4, 3.4, 5.2],\n",
       "       [0.2, 1.6, 3.2, 4.7],\n",
       "       [0.2, 1.6, 3.1, 4.8],\n",
       "       [0.4, 1.5, 3.4, 5.4],\n",
       "       [0.1, 1.5, 4.1, 5.2],\n",
       "       [0.2, 1.4, 4.2, 5.5],\n",
       "       [0.2, 1.5, 3.1, 4.9],\n",
       "       [0.2, 1.2, 3.2, 5. ],\n",
       "       [0.2, 1.3, 3.5, 5.5],\n",
       "       [0.1, 1.4, 3.6, 4.9],\n",
       "       [0.2, 1.3, 3. , 4.4],\n",
       "       [0.2, 1.5, 3.4, 5.1],\n",
       "       [0.3, 1.3, 3.5, 5. ],\n",
       "       [0.3, 1.3, 2.3, 4.5],\n",
       "       [0.2, 1.3, 3.2, 4.4],\n",
       "       [0.6, 1.6, 3.5, 5. ],\n",
       "       [0.4, 1.9, 3.8, 5.1],\n",
       "       [0.3, 1.4, 3. , 4.8],\n",
       "       [0.2, 1.6, 3.8, 5.1],\n",
       "       [0.2, 1.4, 3.2, 4.6],\n",
       "       [0.2, 1.5, 3.7, 5.3],\n",
       "       [0.2, 1.4, 3.3, 5. ],\n",
       "       [1.4, 4.7, 3.2, 7. ],\n",
       "       [1.5, 4.5, 3.2, 6.4],\n",
       "       [1.5, 4.9, 3.1, 6.9],\n",
       "       [1.3, 4. , 2.3, 5.5],\n",
       "       [1.5, 4.6, 2.8, 6.5],\n",
       "       [1.3, 4.5, 2.8, 5.7],\n",
       "       [1.6, 4.7, 3.3, 6.3],\n",
       "       [1. , 3.3, 2.4, 4.9],\n",
       "       [1.3, 4.6, 2.9, 6.6],\n",
       "       [1.4, 3.9, 2.7, 5.2],\n",
       "       [1. , 3.5, 2. , 5. ],\n",
       "       [1.5, 4.2, 3. , 5.9],\n",
       "       [1. , 4. , 2.2, 6. ],\n",
       "       [1.4, 4.7, 2.9, 6.1],\n",
       "       [1.3, 3.6, 2.9, 5.6],\n",
       "       [1.4, 4.4, 3.1, 6.7],\n",
       "       [1.5, 4.5, 3. , 5.6],\n",
       "       [1. , 4.1, 2.7, 5.8],\n",
       "       [1.5, 4.5, 2.2, 6.2],\n",
       "       [1.1, 3.9, 2.5, 5.6],\n",
       "       [1.8, 4.8, 3.2, 5.9],\n",
       "       [1.3, 4. , 2.8, 6.1],\n",
       "       [1.5, 4.9, 2.5, 6.3],\n",
       "       [1.2, 4.7, 2.8, 6.1],\n",
       "       [1.3, 4.3, 2.9, 6.4],\n",
       "       [1.4, 4.4, 3. , 6.6],\n",
       "       [1.4, 4.8, 2.8, 6.8],\n",
       "       [1.7, 5. , 3. , 6.7],\n",
       "       [1.5, 4.5, 2.9, 6. ],\n",
       "       [1. , 3.5, 2.6, 5.7],\n",
       "       [1.1, 3.8, 2.4, 5.5],\n",
       "       [1. , 3.7, 2.4, 5.5],\n",
       "       [1.2, 3.9, 2.7, 5.8],\n",
       "       [1.6, 5.1, 2.7, 6. ],\n",
       "       [1.5, 4.5, 3. , 5.4],\n",
       "       [1.6, 4.5, 3.4, 6. ],\n",
       "       [1.5, 4.7, 3.1, 6.7],\n",
       "       [1.3, 4.4, 2.3, 6.3],\n",
       "       [1.3, 4.1, 3. , 5.6],\n",
       "       [1.3, 4. , 2.5, 5.5],\n",
       "       [1.2, 4.4, 2.6, 5.5],\n",
       "       [1.4, 4.6, 3. , 6.1],\n",
       "       [1.2, 4. , 2.6, 5.8],\n",
       "       [1. , 3.3, 2.3, 5. ],\n",
       "       [1.3, 4.2, 2.7, 5.6],\n",
       "       [1.2, 4.2, 3. , 5.7],\n",
       "       [1.3, 4.2, 2.9, 5.7],\n",
       "       [1.3, 4.3, 2.9, 6.2],\n",
       "       [1.1, 3. , 2.5, 5.1],\n",
       "       [1.3, 4.1, 2.8, 5.7],\n",
       "       [2.5, 6. , 3.3, 6.3],\n",
       "       [1.9, 5.1, 2.7, 5.8],\n",
       "       [2.1, 5.9, 3. , 7.1],\n",
       "       [1.8, 5.6, 2.9, 6.3],\n",
       "       [2.2, 5.8, 3. , 6.5],\n",
       "       [2.1, 6.6, 3. , 7.6],\n",
       "       [1.7, 4.5, 2.5, 4.9],\n",
       "       [1.8, 6.3, 2.9, 7.3],\n",
       "       [1.8, 5.8, 2.5, 6.7],\n",
       "       [2.5, 6.1, 3.6, 7.2],\n",
       "       [2. , 5.1, 3.2, 6.5],\n",
       "       [1.9, 5.3, 2.7, 6.4],\n",
       "       [2.1, 5.5, 3. , 6.8],\n",
       "       [2. , 5. , 2.5, 5.7],\n",
       "       [2.4, 5.1, 2.8, 5.8],\n",
       "       [2.3, 5.3, 3.2, 6.4],\n",
       "       [1.8, 5.5, 3. , 6.5],\n",
       "       [2.2, 6.7, 3.8, 7.7],\n",
       "       [2.3, 6.9, 2.6, 7.7],\n",
       "       [1.5, 5. , 2.2, 6. ],\n",
       "       [2.3, 5.7, 3.2, 6.9],\n",
       "       [2. , 4.9, 2.8, 5.6],\n",
       "       [2. , 6.7, 2.8, 7.7],\n",
       "       [1.8, 4.9, 2.7, 6.3],\n",
       "       [2.1, 5.7, 3.3, 6.7],\n",
       "       [1.8, 6. , 3.2, 7.2],\n",
       "       [1.8, 4.8, 2.8, 6.2],\n",
       "       [1.8, 4.9, 3. , 6.1],\n",
       "       [2.1, 5.6, 2.8, 6.4],\n",
       "       [1.6, 5.8, 3. , 7.2],\n",
       "       [1.9, 6.1, 2.8, 7.4],\n",
       "       [2. , 6.4, 3.8, 7.9],\n",
       "       [2.2, 5.6, 2.8, 6.4],\n",
       "       [1.5, 5.1, 2.8, 6.3],\n",
       "       [1.4, 5.6, 2.6, 6.1],\n",
       "       [2.3, 6.1, 3. , 7.7],\n",
       "       [2.4, 5.6, 3.4, 6.3],\n",
       "       [1.8, 5.5, 3.1, 6.4],\n",
       "       [1.8, 4.8, 3. , 6. ],\n",
       "       [2.1, 5.4, 3.1, 6.9],\n",
       "       [2.4, 5.6, 3.1, 6.7],\n",
       "       [2.3, 5.1, 3.1, 6.9],\n",
       "       [1.9, 5.1, 2.7, 5.8],\n",
       "       [2.3, 5.9, 3.2, 6.8],\n",
       "       [2.5, 5.7, 3.3, 6.7],\n",
       "       [2.3, 5.2, 3. , 6.7],\n",
       "       [1.9, 5. , 2.5, 6.3],\n",
       "       [2. , 5.2, 3. , 6.5],\n",
       "       [2.3, 5.4, 3.4, 6.2],\n",
       "       [1.8, 5.1, 3. , 5.9]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Xtab"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c9880e9",
   "metadata": {},
   "source": [
    "### Dimensão de Xtab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d7874fb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[n,d]=Xtab.shape\n",
    "d"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0116edf",
   "metadata": {},
   "source": [
    "## Notação algébrica de Xtab (X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bfa9b22d",
   "metadata": {},
   "outputs": [],
   "source": [
    "X=Xtab.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cf028fa5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.2, 0.2, 0.2, 0.2, 0.2, 0.4, 0.3, 0.2, 0.2, 0.1, 0.2, 0.2, 0.1,\n",
       "        0.1, 0.2, 0.4, 0.4, 0.3, 0.3, 0.3, 0.2, 0.4, 0.2, 0.5, 0.2, 0.2,\n",
       "        0.4, 0.2, 0.2, 0.2, 0.2, 0.4, 0.1, 0.2, 0.2, 0.2, 0.2, 0.1, 0.2,\n",
       "        0.2, 0.3, 0.3, 0.2, 0.6, 0.4, 0.3, 0.2, 0.2, 0.2, 0.2, 1.4, 1.5,\n",
       "        1.5, 1.3, 1.5, 1.3, 1.6, 1. , 1.3, 1.4, 1. , 1.5, 1. , 1.4, 1.3,\n",
       "        1.4, 1.5, 1. , 1.5, 1.1, 1.8, 1.3, 1.5, 1.2, 1.3, 1.4, 1.4, 1.7,\n",
       "        1.5, 1. , 1.1, 1. , 1.2, 1.6, 1.5, 1.6, 1.5, 1.3, 1.3, 1.3, 1.2,\n",
       "        1.4, 1.2, 1. , 1.3, 1.2, 1.3, 1.3, 1.1, 1.3, 2.5, 1.9, 2.1, 1.8,\n",
       "        2.2, 2.1, 1.7, 1.8, 1.8, 2.5, 2. , 1.9, 2.1, 2. , 2.4, 2.3, 1.8,\n",
       "        2.2, 2.3, 1.5, 2.3, 2. , 2. , 1.8, 2.1, 1.8, 1.8, 1.8, 2.1, 1.6,\n",
       "        1.9, 2. , 2.2, 1.5, 1.4, 2.3, 2.4, 1.8, 1.8, 2.1, 2.4, 2.3, 1.9,\n",
       "        2.3, 2.5, 2.3, 1.9, 2. , 2.3, 1.8],\n",
       "       [1.4, 1.4, 1.3, 1.5, 1.4, 1.7, 1.4, 1.5, 1.4, 1.5, 1.5, 1.6, 1.4,\n",
       "        1.1, 1.2, 1.5, 1.3, 1.4, 1.7, 1.5, 1.7, 1.5, 1. , 1.7, 1.9, 1.6,\n",
       "        1.6, 1.5, 1.4, 1.6, 1.6, 1.5, 1.5, 1.4, 1.5, 1.2, 1.3, 1.4, 1.3,\n",
       "        1.5, 1.3, 1.3, 1.3, 1.6, 1.9, 1.4, 1.6, 1.4, 1.5, 1.4, 4.7, 4.5,\n",
       "        4.9, 4. , 4.6, 4.5, 4.7, 3.3, 4.6, 3.9, 3.5, 4.2, 4. , 4.7, 3.6,\n",
       "        4.4, 4.5, 4.1, 4.5, 3.9, 4.8, 4. , 4.9, 4.7, 4.3, 4.4, 4.8, 5. ,\n",
       "        4.5, 3.5, 3.8, 3.7, 3.9, 5.1, 4.5, 4.5, 4.7, 4.4, 4.1, 4. , 4.4,\n",
       "        4.6, 4. , 3.3, 4.2, 4.2, 4.2, 4.3, 3. , 4.1, 6. , 5.1, 5.9, 5.6,\n",
       "        5.8, 6.6, 4.5, 6.3, 5.8, 6.1, 5.1, 5.3, 5.5, 5. , 5.1, 5.3, 5.5,\n",
       "        6.7, 6.9, 5. , 5.7, 4.9, 6.7, 4.9, 5.7, 6. , 4.8, 4.9, 5.6, 5.8,\n",
       "        6.1, 6.4, 5.6, 5.1, 5.6, 6.1, 5.6, 5.5, 4.8, 5.4, 5.6, 5.1, 5.1,\n",
       "        5.9, 5.7, 5.2, 5. , 5.2, 5.4, 5.1],\n",
       "       [3.5, 3. , 3.2, 3.1, 3.6, 3.9, 3.4, 3.4, 2.9, 3.1, 3.7, 3.4, 3. ,\n",
       "        3. , 4. , 4.4, 3.9, 3.5, 3.8, 3.8, 3.4, 3.7, 3.6, 3.3, 3.4, 3. ,\n",
       "        3.4, 3.5, 3.4, 3.2, 3.1, 3.4, 4.1, 4.2, 3.1, 3.2, 3.5, 3.6, 3. ,\n",
       "        3.4, 3.5, 2.3, 3.2, 3.5, 3.8, 3. , 3.8, 3.2, 3.7, 3.3, 3.2, 3.2,\n",
       "        3.1, 2.3, 2.8, 2.8, 3.3, 2.4, 2.9, 2.7, 2. , 3. , 2.2, 2.9, 2.9,\n",
       "        3.1, 3. , 2.7, 2.2, 2.5, 3.2, 2.8, 2.5, 2.8, 2.9, 3. , 2.8, 3. ,\n",
       "        2.9, 2.6, 2.4, 2.4, 2.7, 2.7, 3. , 3.4, 3.1, 2.3, 3. , 2.5, 2.6,\n",
       "        3. , 2.6, 2.3, 2.7, 3. , 2.9, 2.9, 2.5, 2.8, 3.3, 2.7, 3. , 2.9,\n",
       "        3. , 3. , 2.5, 2.9, 2.5, 3.6, 3.2, 2.7, 3. , 2.5, 2.8, 3.2, 3. ,\n",
       "        3.8, 2.6, 2.2, 3.2, 2.8, 2.8, 2.7, 3.3, 3.2, 2.8, 3. , 2.8, 3. ,\n",
       "        2.8, 3.8, 2.8, 2.8, 2.6, 3. , 3.4, 3.1, 3. , 3.1, 3.1, 3.1, 2.7,\n",
       "        3.2, 3.3, 3. , 2.5, 3. , 3.4, 3. ],\n",
       "       [5.1, 4.9, 4.7, 4.6, 5. , 5.4, 4.6, 5. , 4.4, 4.9, 5.4, 4.8, 4.8,\n",
       "        4.3, 5.8, 5.7, 5.4, 5.1, 5.7, 5.1, 5.4, 5.1, 4.6, 5.1, 4.8, 5. ,\n",
       "        5. , 5.2, 5.2, 4.7, 4.8, 5.4, 5.2, 5.5, 4.9, 5. , 5.5, 4.9, 4.4,\n",
       "        5.1, 5. , 4.5, 4.4, 5. , 5.1, 4.8, 5.1, 4.6, 5.3, 5. , 7. , 6.4,\n",
       "        6.9, 5.5, 6.5, 5.7, 6.3, 4.9, 6.6, 5.2, 5. , 5.9, 6. , 6.1, 5.6,\n",
       "        6.7, 5.6, 5.8, 6.2, 5.6, 5.9, 6.1, 6.3, 6.1, 6.4, 6.6, 6.8, 6.7,\n",
       "        6. , 5.7, 5.5, 5.5, 5.8, 6. , 5.4, 6. , 6.7, 6.3, 5.6, 5.5, 5.5,\n",
       "        6.1, 5.8, 5. , 5.6, 5.7, 5.7, 6.2, 5.1, 5.7, 6.3, 5.8, 7.1, 6.3,\n",
       "        6.5, 7.6, 4.9, 7.3, 6.7, 7.2, 6.5, 6.4, 6.8, 5.7, 5.8, 6.4, 6.5,\n",
       "        7.7, 7.7, 6. , 6.9, 5.6, 7.7, 6.3, 6.7, 7.2, 6.2, 6.1, 6.4, 7.2,\n",
       "        7.4, 7.9, 6.4, 6.3, 6.1, 7.7, 6.3, 6.4, 6. , 6.9, 6.7, 6.9, 5.8,\n",
       "        6.8, 6.7, 6.7, 6.3, 6.5, 6.2, 5.9]])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "88576ecc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f26f8ced",
   "metadata": {},
   "source": [
    "### Médias de cada classe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b461de1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.246, 1.462, 3.428, 5.006],\n",
       "       [1.326, 4.26 , 2.77 , 5.936],\n",
       "       [2.026, 5.552, 2.974, 6.588]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uClasse=np.array(df[df.columns[:-1]].groupby('Species_No').mean())\n",
    "uClasse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "40f69c0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([' Setosa', ' Verginica', ' Versicolor'], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nomeEspecie=np.array(df[df.columns[1:]].groupby('Species_name').mean().index)\n",
    "nomeEspecie"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "184457ef",
   "metadata": {},
   "source": [
    "### Numero de elementos por classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "730b2eed",
   "metadata": {},
   "outputs": [],
   "source": [
    "nEl=df.groupby('Species_No')['Species_No'].count()\n",
    "numElClasses=np.array(nEl)\n",
    "classes=np.array(nEl.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "33c69156",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([50, 50, 50])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numElClasses"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bdb508f",
   "metadata": {},
   "source": [
    "### Identificação das classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "81049901",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f8005b5",
   "metadata": {},
   "source": [
    "### Número de classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "29824643",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nClasse=classes.size\n",
    "nClasse"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1414e64c",
   "metadata": {},
   "source": [
    "### Média geral, em notação algébrica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8e070f96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.19933333],\n",
       "       [3.758     ],\n",
       "       [3.05733333],\n",
       "       [5.84333333]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u=(np.array(df[df.columns[1:-1]].mean(),dtype=float)).reshape(d,1)\n",
    "u"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1448725",
   "metadata": {},
   "source": [
    "### Caso queira repetir cada média em n colunas\n",
    "#### Veja em Dicas.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3c05e3b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333],\n",
       "       [3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ],\n",
       "       [3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333],\n",
       "       [5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uCol=u@np.ones((1,n))\n",
    "uCol"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c06a959f",
   "metadata": {},
   "source": [
    "### Daí podemos subtrair as médias de X com X-uCol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "247c5326",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-9.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -9.99333333e-01, -9.99333333e-01, -7.99333333e-01,\n",
       "        -8.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -1.09933333e+00, -9.99333333e-01, -9.99333333e-01,\n",
       "        -1.09933333e+00, -1.09933333e+00, -9.99333333e-01,\n",
       "        -7.99333333e-01, -7.99333333e-01, -8.99333333e-01,\n",
       "        -8.99333333e-01, -8.99333333e-01, -9.99333333e-01,\n",
       "        -7.99333333e-01, -9.99333333e-01, -6.99333333e-01,\n",
       "        -9.99333333e-01, -9.99333333e-01, -7.99333333e-01,\n",
       "        -9.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -9.99333333e-01, -7.99333333e-01, -1.09933333e+00,\n",
       "        -9.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -9.99333333e-01, -1.09933333e+00, -9.99333333e-01,\n",
       "        -9.99333333e-01, -8.99333333e-01, -8.99333333e-01,\n",
       "        -9.99333333e-01, -5.99333333e-01, -7.99333333e-01,\n",
       "        -8.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -9.99333333e-01, -9.99333333e-01,  2.00666667e-01,\n",
       "         3.00666667e-01,  3.00666667e-01,  1.00666667e-01,\n",
       "         3.00666667e-01,  1.00666667e-01,  4.00666667e-01,\n",
       "        -1.99333333e-01,  1.00666667e-01,  2.00666667e-01,\n",
       "        -1.99333333e-01,  3.00666667e-01, -1.99333333e-01,\n",
       "         2.00666667e-01,  1.00666667e-01,  2.00666667e-01,\n",
       "         3.00666667e-01, -1.99333333e-01,  3.00666667e-01,\n",
       "        -9.93333333e-02,  6.00666667e-01,  1.00666667e-01,\n",
       "         3.00666667e-01,  6.66666667e-04,  1.00666667e-01,\n",
       "         2.00666667e-01,  2.00666667e-01,  5.00666667e-01,\n",
       "         3.00666667e-01, -1.99333333e-01, -9.93333333e-02,\n",
       "        -1.99333333e-01,  6.66666667e-04,  4.00666667e-01,\n",
       "         3.00666667e-01,  4.00666667e-01,  3.00666667e-01,\n",
       "         1.00666667e-01,  1.00666667e-01,  1.00666667e-01,\n",
       "         6.66666667e-04,  2.00666667e-01,  6.66666667e-04,\n",
       "        -1.99333333e-01,  1.00666667e-01,  6.66666667e-04,\n",
       "         1.00666667e-01,  1.00666667e-01, -9.93333333e-02,\n",
       "         1.00666667e-01,  1.30066667e+00,  7.00666667e-01,\n",
       "         9.00666667e-01,  6.00666667e-01,  1.00066667e+00,\n",
       "         9.00666667e-01,  5.00666667e-01,  6.00666667e-01,\n",
       "         6.00666667e-01,  1.30066667e+00,  8.00666667e-01,\n",
       "         7.00666667e-01,  9.00666667e-01,  8.00666667e-01,\n",
       "         1.20066667e+00,  1.10066667e+00,  6.00666667e-01,\n",
       "         1.00066667e+00,  1.10066667e+00,  3.00666667e-01,\n",
       "         1.10066667e+00,  8.00666667e-01,  8.00666667e-01,\n",
       "         6.00666667e-01,  9.00666667e-01,  6.00666667e-01,\n",
       "         6.00666667e-01,  6.00666667e-01,  9.00666667e-01,\n",
       "         4.00666667e-01,  7.00666667e-01,  8.00666667e-01,\n",
       "         1.00066667e+00,  3.00666667e-01,  2.00666667e-01,\n",
       "         1.10066667e+00,  1.20066667e+00,  6.00666667e-01,\n",
       "         6.00666667e-01,  9.00666667e-01,  1.20066667e+00,\n",
       "         1.10066667e+00,  7.00666667e-01,  1.10066667e+00,\n",
       "         1.30066667e+00,  1.10066667e+00,  7.00666667e-01,\n",
       "         8.00666667e-01,  1.10066667e+00,  6.00666667e-01],\n",
       "       [-2.35800000e+00, -2.35800000e+00, -2.45800000e+00,\n",
       "        -2.25800000e+00, -2.35800000e+00, -2.05800000e+00,\n",
       "        -2.35800000e+00, -2.25800000e+00, -2.35800000e+00,\n",
       "        -2.25800000e+00, -2.25800000e+00, -2.15800000e+00,\n",
       "        -2.35800000e+00, -2.65800000e+00, -2.55800000e+00,\n",
       "        -2.25800000e+00, -2.45800000e+00, -2.35800000e+00,\n",
       "        -2.05800000e+00, -2.25800000e+00, -2.05800000e+00,\n",
       "        -2.25800000e+00, -2.75800000e+00, -2.05800000e+00,\n",
       "        -1.85800000e+00, -2.15800000e+00, -2.15800000e+00,\n",
       "        -2.25800000e+00, -2.35800000e+00, -2.15800000e+00,\n",
       "        -2.15800000e+00, -2.25800000e+00, -2.25800000e+00,\n",
       "        -2.35800000e+00, -2.25800000e+00, -2.55800000e+00,\n",
       "        -2.45800000e+00, -2.35800000e+00, -2.45800000e+00,\n",
       "        -2.25800000e+00, -2.45800000e+00, -2.45800000e+00,\n",
       "        -2.45800000e+00, -2.15800000e+00, -1.85800000e+00,\n",
       "        -2.35800000e+00, -2.15800000e+00, -2.35800000e+00,\n",
       "        -2.25800000e+00, -2.35800000e+00,  9.42000000e-01,\n",
       "         7.42000000e-01,  1.14200000e+00,  2.42000000e-01,\n",
       "         8.42000000e-01,  7.42000000e-01,  9.42000000e-01,\n",
       "        -4.58000000e-01,  8.42000000e-01,  1.42000000e-01,\n",
       "        -2.58000000e-01,  4.42000000e-01,  2.42000000e-01,\n",
       "         9.42000000e-01, -1.58000000e-01,  6.42000000e-01,\n",
       "         7.42000000e-01,  3.42000000e-01,  7.42000000e-01,\n",
       "         1.42000000e-01,  1.04200000e+00,  2.42000000e-01,\n",
       "         1.14200000e+00,  9.42000000e-01,  5.42000000e-01,\n",
       "         6.42000000e-01,  1.04200000e+00,  1.24200000e+00,\n",
       "         7.42000000e-01, -2.58000000e-01,  4.20000000e-02,\n",
       "        -5.80000000e-02,  1.42000000e-01,  1.34200000e+00,\n",
       "         7.42000000e-01,  7.42000000e-01,  9.42000000e-01,\n",
       "         6.42000000e-01,  3.42000000e-01,  2.42000000e-01,\n",
       "         6.42000000e-01,  8.42000000e-01,  2.42000000e-01,\n",
       "        -4.58000000e-01,  4.42000000e-01,  4.42000000e-01,\n",
       "         4.42000000e-01,  5.42000000e-01, -7.58000000e-01,\n",
       "         3.42000000e-01,  2.24200000e+00,  1.34200000e+00,\n",
       "         2.14200000e+00,  1.84200000e+00,  2.04200000e+00,\n",
       "         2.84200000e+00,  7.42000000e-01,  2.54200000e+00,\n",
       "         2.04200000e+00,  2.34200000e+00,  1.34200000e+00,\n",
       "         1.54200000e+00,  1.74200000e+00,  1.24200000e+00,\n",
       "         1.34200000e+00,  1.54200000e+00,  1.74200000e+00,\n",
       "         2.94200000e+00,  3.14200000e+00,  1.24200000e+00,\n",
       "         1.94200000e+00,  1.14200000e+00,  2.94200000e+00,\n",
       "         1.14200000e+00,  1.94200000e+00,  2.24200000e+00,\n",
       "         1.04200000e+00,  1.14200000e+00,  1.84200000e+00,\n",
       "         2.04200000e+00,  2.34200000e+00,  2.64200000e+00,\n",
       "         1.84200000e+00,  1.34200000e+00,  1.84200000e+00,\n",
       "         2.34200000e+00,  1.84200000e+00,  1.74200000e+00,\n",
       "         1.04200000e+00,  1.64200000e+00,  1.84200000e+00,\n",
       "         1.34200000e+00,  1.34200000e+00,  2.14200000e+00,\n",
       "         1.94200000e+00,  1.44200000e+00,  1.24200000e+00,\n",
       "         1.44200000e+00,  1.64200000e+00,  1.34200000e+00],\n",
       "       [ 4.42666667e-01, -5.73333333e-02,  1.42666667e-01,\n",
       "         4.26666667e-02,  5.42666667e-01,  8.42666667e-01,\n",
       "         3.42666667e-01,  3.42666667e-01, -1.57333333e-01,\n",
       "         4.26666667e-02,  6.42666667e-01,  3.42666667e-01,\n",
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       "         1.34266667e+00,  8.42666667e-01,  4.42666667e-01,\n",
       "         7.42666667e-01,  7.42666667e-01,  3.42666667e-01,\n",
       "         6.42666667e-01,  5.42666667e-01,  2.42666667e-01,\n",
       "         3.42666667e-01, -5.73333333e-02,  3.42666667e-01,\n",
       "         4.42666667e-01,  3.42666667e-01,  1.42666667e-01,\n",
       "         4.26666667e-02,  3.42666667e-01,  1.04266667e+00,\n",
       "         1.14266667e+00,  4.26666667e-02,  1.42666667e-01,\n",
       "         4.42666667e-01,  5.42666667e-01, -5.73333333e-02,\n",
       "         3.42666667e-01,  4.42666667e-01, -7.57333333e-01,\n",
       "         1.42666667e-01,  4.42666667e-01,  7.42666667e-01,\n",
       "        -5.73333333e-02,  7.42666667e-01,  1.42666667e-01,\n",
       "         6.42666667e-01,  2.42666667e-01,  1.42666667e-01,\n",
       "         1.42666667e-01,  4.26666667e-02, -7.57333333e-01,\n",
       "        -2.57333333e-01, -2.57333333e-01,  2.42666667e-01,\n",
       "        -6.57333333e-01, -1.57333333e-01, -3.57333333e-01,\n",
       "        -1.05733333e+00, -5.73333333e-02, -8.57333333e-01,\n",
       "        -1.57333333e-01, -1.57333333e-01,  4.26666667e-02,\n",
       "        -5.73333333e-02, -3.57333333e-01, -8.57333333e-01,\n",
       "        -5.57333333e-01,  1.42666667e-01, -2.57333333e-01,\n",
       "        -5.57333333e-01, -2.57333333e-01, -1.57333333e-01,\n",
       "        -5.73333333e-02, -2.57333333e-01, -5.73333333e-02,\n",
       "        -1.57333333e-01, -4.57333333e-01, -6.57333333e-01,\n",
       "        -6.57333333e-01, -3.57333333e-01, -3.57333333e-01,\n",
       "        -5.73333333e-02,  3.42666667e-01,  4.26666667e-02,\n",
       "        -7.57333333e-01, -5.73333333e-02, -5.57333333e-01,\n",
       "        -4.57333333e-01, -5.73333333e-02, -4.57333333e-01,\n",
       "        -7.57333333e-01, -3.57333333e-01, -5.73333333e-02,\n",
       "        -1.57333333e-01, -1.57333333e-01, -5.57333333e-01,\n",
       "        -2.57333333e-01,  2.42666667e-01, -3.57333333e-01,\n",
       "        -5.73333333e-02, -1.57333333e-01, -5.73333333e-02,\n",
       "        -5.73333333e-02, -5.57333333e-01, -1.57333333e-01,\n",
       "        -5.57333333e-01,  5.42666667e-01,  1.42666667e-01,\n",
       "        -3.57333333e-01, -5.73333333e-02, -5.57333333e-01,\n",
       "        -2.57333333e-01,  1.42666667e-01, -5.73333333e-02,\n",
       "         7.42666667e-01, -4.57333333e-01, -8.57333333e-01,\n",
       "         1.42666667e-01, -2.57333333e-01, -2.57333333e-01,\n",
       "        -3.57333333e-01,  2.42666667e-01,  1.42666667e-01,\n",
       "        -2.57333333e-01, -5.73333333e-02, -2.57333333e-01,\n",
       "        -5.73333333e-02, -2.57333333e-01,  7.42666667e-01,\n",
       "        -2.57333333e-01, -2.57333333e-01, -4.57333333e-01,\n",
       "        -5.73333333e-02,  3.42666667e-01,  4.26666667e-02,\n",
       "        -5.73333333e-02,  4.26666667e-02,  4.26666667e-02,\n",
       "         4.26666667e-02, -3.57333333e-01,  1.42666667e-01,\n",
       "         2.42666667e-01, -5.73333333e-02, -5.57333333e-01,\n",
       "        -5.73333333e-02,  3.42666667e-01, -5.73333333e-02],\n",
       "       [-7.43333333e-01, -9.43333333e-01, -1.14333333e+00,\n",
       "        -1.24333333e+00, -8.43333333e-01, -4.43333333e-01,\n",
       "        -1.24333333e+00, -8.43333333e-01, -1.44333333e+00,\n",
       "        -9.43333333e-01, -4.43333333e-01, -1.04333333e+00,\n",
       "        -1.04333333e+00, -1.54333333e+00, -4.33333333e-02,\n",
       "        -1.43333333e-01, -4.43333333e-01, -7.43333333e-01,\n",
       "        -1.43333333e-01, -7.43333333e-01, -4.43333333e-01,\n",
       "        -7.43333333e-01, -1.24333333e+00, -7.43333333e-01,\n",
       "        -1.04333333e+00, -8.43333333e-01, -8.43333333e-01,\n",
       "        -6.43333333e-01, -6.43333333e-01, -1.14333333e+00,\n",
       "        -1.04333333e+00, -4.43333333e-01, -6.43333333e-01,\n",
       "        -3.43333333e-01, -9.43333333e-01, -8.43333333e-01,\n",
       "        -3.43333333e-01, -9.43333333e-01, -1.44333333e+00,\n",
       "        -7.43333333e-01, -8.43333333e-01, -1.34333333e+00,\n",
       "        -1.44333333e+00, -8.43333333e-01, -7.43333333e-01,\n",
       "        -1.04333333e+00, -7.43333333e-01, -1.24333333e+00,\n",
       "        -5.43333333e-01, -8.43333333e-01,  1.15666667e+00,\n",
       "         5.56666667e-01,  1.05666667e+00, -3.43333333e-01,\n",
       "         6.56666667e-01, -1.43333333e-01,  4.56666667e-01,\n",
       "        -9.43333333e-01,  7.56666667e-01, -6.43333333e-01,\n",
       "        -8.43333333e-01,  5.66666667e-02,  1.56666667e-01,\n",
       "         2.56666667e-01, -2.43333333e-01,  8.56666667e-01,\n",
       "        -2.43333333e-01, -4.33333333e-02,  3.56666667e-01,\n",
       "        -2.43333333e-01,  5.66666667e-02,  2.56666667e-01,\n",
       "         4.56666667e-01,  2.56666667e-01,  5.56666667e-01,\n",
       "         7.56666667e-01,  9.56666667e-01,  8.56666667e-01,\n",
       "         1.56666667e-01, -1.43333333e-01, -3.43333333e-01,\n",
       "        -3.43333333e-01, -4.33333333e-02,  1.56666667e-01,\n",
       "        -4.43333333e-01,  1.56666667e-01,  8.56666667e-01,\n",
       "         4.56666667e-01, -2.43333333e-01, -3.43333333e-01,\n",
       "        -3.43333333e-01,  2.56666667e-01, -4.33333333e-02,\n",
       "        -8.43333333e-01, -2.43333333e-01, -1.43333333e-01,\n",
       "        -1.43333333e-01,  3.56666667e-01, -7.43333333e-01,\n",
       "        -1.43333333e-01,  4.56666667e-01, -4.33333333e-02,\n",
       "         1.25666667e+00,  4.56666667e-01,  6.56666667e-01,\n",
       "         1.75666667e+00, -9.43333333e-01,  1.45666667e+00,\n",
       "         8.56666667e-01,  1.35666667e+00,  6.56666667e-01,\n",
       "         5.56666667e-01,  9.56666667e-01, -1.43333333e-01,\n",
       "        -4.33333333e-02,  5.56666667e-01,  6.56666667e-01,\n",
       "         1.85666667e+00,  1.85666667e+00,  1.56666667e-01,\n",
       "         1.05666667e+00, -2.43333333e-01,  1.85666667e+00,\n",
       "         4.56666667e-01,  8.56666667e-01,  1.35666667e+00,\n",
       "         3.56666667e-01,  2.56666667e-01,  5.56666667e-01,\n",
       "         1.35666667e+00,  1.55666667e+00,  2.05666667e+00,\n",
       "         5.56666667e-01,  4.56666667e-01,  2.56666667e-01,\n",
       "         1.85666667e+00,  4.56666667e-01,  5.56666667e-01,\n",
       "         1.56666667e-01,  1.05666667e+00,  8.56666667e-01,\n",
       "         1.05666667e+00, -4.33333333e-02,  9.56666667e-01,\n",
       "         8.56666667e-01,  8.56666667e-01,  4.56666667e-01,\n",
       "         6.56666667e-01,  3.56666667e-01,  5.66666667e-02]])"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X-uCol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7816e5f9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fcdd081",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2924c5d1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c83d60f6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "900dc90e",
   "metadata": {},
   "source": [
    "## Maximizando a dispersão entre classes\n",
    "### Soma dos desvios da média geral com as médias das classes $S_{inter}$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7dffa1a",
   "metadata": {},
   "source": [
    "$$S_{inter}=\\sum\\limits_{i=1}^{nC} n_{C_i} (u_{C_i}-u)(u_{C_i}-u)^T$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "39fa3f0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#dispInterClasses é uma matriz quadrada\n",
    "dispInterClasses=np.zeros((d,d),dtype=float)\n",
    "\n",
    "for c,_ in enumerate(classes):\n",
    "    #Coloca a média da classe c como vetor algébrico\n",
    "    #Obs.: Se convertessemos em notação algébrica antes \n",
    "    #teríamos que fazer reshape do mesmo modo, pois o \n",
    "    #python forneceria um vetor linha\n",
    "    uc=uClasse[c].reshape(d,1)\n",
    "    dispInterClasses=dispInterClasses+numElClasses[c]*((u-uc)@(u-uc).T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "7733a0e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 80.41333333, 186.774     , -22.93266667,  71.27933333],\n",
       "       [186.774     , 437.1028    , -57.2396    , 165.2484    ],\n",
       "       [-22.93266667, -57.2396    ,  11.34493333, -19.95266667],\n",
       "       [ 71.27933333, 165.2484    , -19.95266667,  63.21213333]])"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dispInterClasses"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "796f81c8",
   "metadata": {},
   "source": [
    "## Minimizando a dispersão entre classes\n",
    "### Soma dos desvios da média geral com as médias das classes $S_{intra}$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38df0cbc",
   "metadata": {},
   "source": [
    "$$S_{i}=\\sum\\limits_{k \\in C_i} (x_k - u_{C_i})(x_k - u_{C_i})^T$$\n",
    "$$S_{intra} = \\sum\\limits_{i=1}^{nC} S_i$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "044d0337",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 6.1566,  6.2718,  4.8084,  5.645 ],\n",
       "       [ 6.2718, 27.2226,  8.1208, 24.6246],\n",
       "       [ 4.8084,  8.1208, 16.962 , 13.63  ],\n",
       "       [ 5.645 , 24.6246, 13.63  , 38.9562]])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dispIntraClasses=np.zeros((d,d))\n",
    "for i,c in enumerate(classes):\n",
    "    #Xc em notação algébrica\n",
    "    Xc=np.array(df[df['Species_No']==c])[:,1:-1].T\n",
    "    #A linha acima retorna um array do tipo tobject, devido ao valor string de Species_name\n",
    "    #Dando um cast para float em Xc\n",
    "    Xc=np.array(Xc, dtype=float)\n",
    "    #uc em notação algébrica    \n",
    "    uc=uClasse[i].reshape(d,1)    \n",
    "    dispIntraClasses=dispIntraClasses+(Xc-uc)@(Xc-uc).T\n",
    "dispIntraClasses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1b8ba1e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "9a3690b9",
   "metadata": {},
   "source": [
    "## Calcular os autovetores ordenados por ordem de autovalores da matriz $$S_{intra}^{-1}S_{inter}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "cedfe35c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 11.84588007,  27.54852482,  -3.41985449,  10.49708187],\n",
       "       [  9.14206468,  21.5115909 ,  -2.94271854,   8.07743878],\n",
       "       [ -6.30773951, -14.96461194,   2.17821866,  -5.56163926],\n",
       "       [ -3.45864987,  -8.1119227 ,   1.08138264,  -3.05836939]])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "M=np.linalg.inv(dispIntraClasses)@dispInterClasses\n",
    "M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "4f8d3dda",
   "metadata": {},
   "outputs": [],
   "source": [
    "[autoVal,V]=np.linalg.eig(M)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58d5897a",
   "metadata": {},
   "source": [
    "#### Mostrando os autovalores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "e3d0aeb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 3.21919292e+01,  2.85391043e-01, -4.29241615e-15,  2.18684210e-15])"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autoVal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64937f09",
   "metadata": {},
   "source": [
    "#### Mostrando os autovetores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "e19c76fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.7073504 , -0.76945309,  0.6363039 ,  0.8517617 ],\n",
       "       [-0.55401172,  0.25256154, -0.48526076, -0.20703393],\n",
       "       [ 0.38620369, -0.58661055, -0.43372849, -0.13519147],\n",
       "       [ 0.20874182, -0.00653196,  0.41414845, -0.46191149]])"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "V"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7266ad5",
   "metadata": {},
   "source": [
    "#### Encontrando os índices em ordem decrescente ([::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "b993191f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 3, 2])"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i=np.argsort(autoVal)[::-1] # inicio:fimExlusivo:passo. Se passo = -1, inverte\n",
    "i"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f700222",
   "metadata": {},
   "source": [
    "#### Mostrando os autovalores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "7a2ccef3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 3.21919292e+01,  2.85391043e-01,  2.18684210e-15, -4.29241615e-15])"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autoVal=autoVal[i]\n",
    "autoVal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b304463",
   "metadata": {},
   "source": [
    "#### Mostrando os autovetores ordenados por autovalores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "b0ca511c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.7073504 , -0.76945309,  0.8517617 ,  0.6363039 ],\n",
       "       [-0.55401172,  0.25256154, -0.20703393, -0.48526076],\n",
       "       [ 0.38620369, -0.58661055, -0.13519147, -0.43372849],\n",
       "       [ 0.20874182, -0.00653196, -0.46191149,  0.41414845]])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "V[:,i]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf625442",
   "metadata": {},
   "source": [
    "#### Porcentagem explicativa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "ad7960cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.9912126 1.        1.        1.       ]\n"
     ]
    }
   ],
   "source": [
    "pe=np.cumsum(autoVal)/np.sum(autoVal)\n",
    "print(pe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8f506a0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "e757b2b4",
   "metadata": {},
   "source": [
    "#### Autovetores reduzidos a dois eixos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "b19e1a0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.7073504 , -0.76945309],\n",
       "       [-0.55401172,  0.25256154],\n",
       "       [ 0.38620369, -0.58661055],\n",
       "       [ 0.20874182, -0.00653196]])"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "O = V[:,:2]\n",
    "O"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca1ef1e6",
   "metadata": {},
   "source": [
    "### Encontrando a nova tabela transformada (Ytab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "0a2d01a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.4992, -1.8868],\n",
       "       [ 1.2644, -1.5921],\n",
       "       [ 1.3553, -1.7334],\n",
       "       [ 1.185 , -1.6236],\n",
       "       [ 1.517 , -1.9448],\n",
       "       [ 1.4086, -2.2015],\n",
       "       [ 1.2855, -1.9018],\n",
       "       [ 1.3843, -1.8022],\n",
       "       [ 1.1214, -1.5302],\n",
       "       [ 1.3183, -1.5486],\n",
       "       [ 1.5837, -1.9808],\n",
       "       [ 1.2872, -1.7756],\n",
       "       [ 1.3142, -1.5145],\n",
       "       [ 1.3761, -1.587 ],\n",
       "       [ 1.9492, -2.2351],\n",
       "       [ 1.7752, -2.5473],\n",
       "       [ 1.6302, -2.3025],\n",
       "       [ 1.4285, -1.9637],\n",
       "       [ 1.5034, -2.0678],\n",
       "       [ 1.4889, -2.1144],\n",
       "       [ 1.357 , -1.7543],\n",
       "       [ 1.3796, -2.1327],\n",
       "       [ 1.6551, -2.0432],\n",
       "       [ 1.0436, -1.9245],\n",
       "       [ 1.121 , -1.6999],\n",
       "       [ 1.1744, -1.5423],\n",
       "       [ 1.1874, -1.9308],\n",
       "       [ 1.4647, -1.8622],\n",
       "       [ 1.4815, -1.8287],\n",
       "       [ 1.189 , -1.6576],\n",
       "       [ 1.1713, -1.5996],\n",
       "       [ 1.3263, -1.9587],\n",
       "       [ 1.7671, -2.1372],\n",
       "       [ 1.853 , -2.3   ],\n",
       "       [ 1.2476, -1.6255],\n",
       "       [ 1.4733, -1.7606],\n",
       "       [ 1.6381, -1.9146],\n",
       "       [ 1.5668, -1.8672],\n",
       "       [ 1.2154, -1.6141],\n",
       "       [ 1.4052, -1.8028],\n",
       "       [ 1.463 , -1.9883],\n",
       "       [ 0.8952, -1.2811],\n",
       "       [ 1.2926, -1.7315],\n",
       "       [ 1.0846, -2.1434],\n",
       "       [ 1.1966, -2.0903],\n",
       "       [ 1.1728, -1.6684],\n",
       "       [ 1.5043, -2.0122],\n",
       "       [ 1.279 , -1.7075],\n",
       "       [ 1.5628, -1.9801],\n",
       "       [ 1.4011, -1.7688],\n",
       "       [-0.8971, -1.8131],\n",
       "       [-0.9823, -1.9366],\n",
       "       [-1.1381, -1.7802],\n",
       "       [-1.0993, -1.3752],\n",
       "       [-1.1713, -1.6774],\n",
       "       [-1.1414, -1.5435],\n",
       "       [-1.1461, -2.0211],\n",
       "       [-0.5859, -1.3759],\n",
       "       [-0.9703, -1.5828],\n",
       "       [-1.0227, -1.7101],\n",
       "       [-0.8303, -1.0914],\n",
       "       [-0.9977, -1.8918],\n",
       "       [-0.8213, -1.0889],\n",
       "       [-1.2008, -1.6312],\n",
       "       [-0.6251, -1.8288],\n",
       "       [-0.8321, -1.8282],\n",
       "       [-1.2265, -1.8141],\n",
       "       [-0.7253, -1.3557],\n",
       "       [-1.4102, -1.3487],\n",
       "       [-0.8043, -1.3645],\n",
       "       [-1.4651, -2.0884],\n",
       "       [-0.7809, -1.6724],\n",
       "       [-1.4951, -1.4243],\n",
       "       [-1.098 , -1.4187],\n",
       "       [-0.8459, -1.6572],\n",
       "       [-0.8916, -1.7689],\n",
       "       [-1.1487, -1.5519],\n",
       "       [-1.4154, -1.8489],\n",
       "       [-1.1816, -1.758 ],\n",
       "       [-0.4524, -1.4479],\n",
       "       [-0.8084, -1.3305],\n",
       "       [-0.6822, -1.2788],\n",
       "       [-0.756 , -1.5601],\n",
       "       [-1.662 , -1.5661],\n",
       "       [-1.2683, -1.8128],\n",
       "       [-1.0593, -2.1283],\n",
       "       [-1.0691, -1.8294],\n",
       "       [-1.1539, -1.2794],\n",
       "       [-0.8634, -1.7612],\n",
       "       [-1.022 , -1.4925],\n",
       "       [-1.1343, -1.3732],\n",
       "       [-1.1068, -1.7151],\n",
       "       [-0.85  , -1.4762],\n",
       "       [-0.6036, -1.3179],\n",
       "       [-1.0347, -1.56  ],\n",
       "       [-0.8272, -1.6596],\n",
       "       [-0.9366, -1.6779],\n",
       "       [-0.8876, -1.6559],\n",
       "       [-0.41  , -1.5886],\n",
       "       [-0.9198, -1.6445],\n",
       "       [-2.5029, -2.3852],\n",
       "       [-1.916 , -1.7956],\n",
       "       [-2.1134, -1.9319],\n",
       "       [-1.9406, -1.713 ],\n",
       "       [-2.254 , -2.0302],\n",
       "       [-2.3969, -1.7584],\n",
       "       [-1.7072, -1.6701],\n",
       "       [-2.1197, -1.5427],\n",
       "       [-2.1224, -1.4304],\n",
       "       [-2.2546, -2.5418],\n",
       "       [-1.6475, -2.1705],\n",
       "       [-1.9015, -1.749 ],\n",
       "       [-1.9544, -2.031 ],\n",
       "       [-2.0294, -1.7799],\n",
       "       [-2.231 , -2.239 ],\n",
       "       [-1.9914, -2.3501],\n",
       "       [-1.8049, -1.7982],\n",
       "       [-2.1932, -2.2801],\n",
       "       [-2.8381, -1.6026],\n",
       "       [-1.729 , -1.2211],\n",
       "       [-2.1086, -2.2524],\n",
       "       [-1.879 , -1.9804],\n",
       "       [-2.4379, -1.5395],\n",
       "       [-1.6301, -1.7725],\n",
       "       [-1.9703, -2.1558],\n",
       "       [-1.8585, -1.7938],\n",
       "       [-1.5569, -1.8557],\n",
       "       [-1.556 , -1.9471],\n",
       "       [-2.1706, -1.8858],\n",
       "       [-1.6835, -1.5731],\n",
       "       [-2.0974, -1.6122],\n",
       "       [-1.8437, -2.2032],\n",
       "       [-2.2413, -1.9628],\n",
       "       [-1.49  , -1.5498],\n",
       "       [-1.8153, -1.2279],\n",
       "       [-2.2405, -2.0392],\n",
       "       [-2.1719, -2.468 ],\n",
       "       [-1.7871, -1.8562],\n",
       "       [-1.5214, -1.9717],\n",
       "       [-1.8395, -2.1156],\n",
       "       [-2.2043, -2.2946],\n",
       "       [-1.8148, -2.3452],\n",
       "       [-1.916 , -1.7956],\n",
       "       [-2.2403, -2.2012],\n",
       "       [-2.2532, -2.4636],\n",
       "       [-1.9506, -2.26  ],\n",
       "       [-1.8334, -1.7068],\n",
       "       [-1.7801, -2.0279],\n",
       "       [-2.0113, -2.4409],\n",
       "       [-1.7085, -1.8953]])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ytab=Xtab@O\n",
    "np.round(Ytab,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "dccc2208",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "plt.plot(Ytab[0:50,0],Ytab[0:50,1],'or',Ytab[50:100,0],Ytab[50:100,1],'og',Ytab[100:150,0],Ytab[100:150,1],'ob')\n",
    "\n",
    "plt.title(\"Rotação dos eixos principais de X. Ou seja, gerar um Y=XO\") #título do gráfico\n",
    "plt.xlabel('Eixo 1') #nome para eixo x\n",
    "plt.ylabel('Eixo 2') #nome para eixo y\n",
    "plt.legend(['Setosa','Versicolor', 'Verginica'],loc='best') #coloca legendas no gráfico\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea9879aa",
   "metadata": {},
   "source": [
    "## Classificando uma medida\n",
    "### Seja classificar as seguintes medidas\n",
    "$$x=\\begin{bmatrix}\n",
    "1.2\\\\\n",
    "3.7\\\\\n",
    "2.3\\\\\n",
    "4.5\n",
    "\\end{bmatrix}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b13c7f95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.2],\n",
       "       [1.4],\n",
       "       [3.6],\n",
       "       [5. ]])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#x em notação algébrica\n",
    "#x=np.array([1.2, 3.7, 2.3, 4.5]).reshape(d,1)\n",
    "x=np.array([0.2, 1.4, 3.6, 5. ]).reshape(d,1)\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfd7dacf",
   "metadata": {},
   "source": [
    "### Vamos calcular a função discriminante de $x$, que denotamos por $y_x$\n",
    "$$y_x = O^Tx$$\n",
    "### Vemos que os componentes de $O^T$ serão os coeficientes multiplicadores de $x$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "8e1b61a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.517 ],\n",
       "       [-1.9448]])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yx=(O.T)@x\n",
    "np.round(yx,4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fddbe969",
   "metadata": {},
   "source": [
    "### Calculando as funções discriminantes para as médias das classes $y_{u_c}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e039f724",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.38489447, -0.98916087, -1.98520406],\n",
       "       [-1.86364048, -1.60806761, -1.94430266]])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yuc=O.T@uClasse.T #uClasse não estava em notação algébrica\n",
    "yuc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "683310ad",
   "metadata": {},
   "source": [
    "### Calculando o desvio quadrado de cada eixo de $y$ a $y_{u_c}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "b03a8578",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.74402207e-02, 6.28062125e+00, 1.22651244e+01],\n",
       "       [6.58074588e-03, 1.13363296e-01, 2.11246399e-07]])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desv2=(yx-yuc)**2\n",
    "desv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "05bb3b71",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a79f7403",
   "metadata": {},
   "source": [
    "### Calculando a distância quadrada de $y_x$ ao $y_{u_c}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "0505d449",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.024 ,  6.394 , 12.2651])"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist=np.sum(desv2,axis=0) #axis=0, soma de cada coluna, axis=1, soma de cada linha\n",
    "np.round(dist,4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7cf178e",
   "metadata": {},
   "source": [
    "### $x$ pertencerá a classe de menor distância entre $y_x$ e $y_{u_c}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "a238cfe6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i=np.argmin(dist)\n",
    "i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "e80e58de",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classe vencedora: 1, nome:  Setosa\n"
     ]
    }
   ],
   "source": [
    "print(f'Classe vencedora: {classes[i]}, nome: {nomeEspecie[i]}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "514a0844",
   "metadata": {},
   "outputs": [],
   "source": [
    "x=np.array([0.2, 1.4, 3.6, 5. ]).reshape(d,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c70d0be",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "5b764680",
   "metadata": {},
   "source": [
    "## Como seria uma função de classificação?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "12e986b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Todos os parâmetros em notação algébrica\n",
    "def classificaLDA(x,O,uClasse):\n",
    "    #calcula yx=discLDA(x)\n",
    "    #calcula os yu=discLDA(uClasse)\n",
    "    #calcula as d=distancia(yx,yu) \n",
    "    #retorna o argmin de d\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "868bc0e1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2890023f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be150f8e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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