ML-para-Data-Science/Notebooks/Clase7.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Reg_Logistica.ipynb",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dr9REwfDfQF0"
      },
      "source": [
        "\n",
        "#**Regresión Logística**\n",
        "\n",
        "Técnica probabilística de clasificación discriminante que permite predecir la probabilidad de obtener una variable categórica dada una combinación lineal en el espacio de entrada\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NoPPMlYO-Ylz"
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd"
      ],
      "execution_count": 66,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2aOa2v3SidcC"
      },
      "source": [
        "# 1. Dataset Digits"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Av4Cmd6igz9z",
        "outputId": "94c048db-e49d-4412-cf0c-33778df499e8"
      },
      "source": [
        "from sklearn.datasets import load_digits\n",
        "\n",
        "digits = load_digits()\n",
        "digits.data.shape"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1797, 64)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 275
        },
        "id": "ZbTKLxSTAvJ8",
        "outputId": "9537a5d4-2a11-4d64-db07-0ee1240dd265"
      },
      "source": [
        "fig = plt.figure(figsize=(10, 5))  # tamaño en pulgadas\n",
        "for i in range(10):\n",
        "    ax = fig.add_subplot(2, 5, i + 1, xticks=[], yticks=[])\n",
        "    ax.imshow(digits.images[i], cmap=plt.cm.binary, interpolation='nearest')"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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QS0/S1wbmbGbPQfZdu2bNmlQ+Iv9M2fdLFwbibGbfm0888UQq//DDD6fyEcvy3sxacg5Dt2/fvtcF/4mIr1t7HO7X1og428DnmGd/aGKeZtkfnM1anM06lpxlp8LzYERsiYjLEfFPe8/FPayMiCcj4tuI+LuBzzPP3mpynmbZW85mLc5mHR1n2anwAACU4JeWAYDyFB4AoDyFBwAoT+EBAMr7H2xMH6jxGTlxAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x360 with 10 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bD4qLuLiI0_r"
      },
      "source": [
        "## División de datos en entrenamiento y prueba\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_fSkGYN7AxF9"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "#por defecto: 0.75 train - 0.25 test\n",
        "Xtrain, Xtest, ytrain, ytest = train_test_split(digits.data, digits.target,random_state=0)"
      ],
      "execution_count": 69,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qdEdvFutNizH"
      },
      "source": [
        "## Configuración del clasificador"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wXbUjj0ufNUD"
      },
      "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "logisticRegr = LogisticRegression(max_iter = 5000) #lr=0.0001"
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mCOEyPK1l0D9"
      },
      "source": [
        "## Entrenamiento"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "76rMc6w5brrC"
      },
      "source": [
        "![(145) Regresión Logística en Python. Sistema de Clasificación Supervisado - YouTube - Google 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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QHrebxmdZIyr"
      },
      "source": [
        "![(145) Regresión Logística en Python. Sistema de Clasificación Supervisado - YouTube - Google 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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LaFIbW7fcfcU"
      },
      "source": [
        "### Función de verosimilitud"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ItHSO_ezcYeR"
      },
      "source": [
        "![(145) Regresión Logística en Python. Sistema de Clasificación Supervisado - YouTube - Google 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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KkaDw9wzdua9"
      },
      "source": [
        "![(145) Regresión Logística en Python. Sistema de Clasificación Supervisado - YouTube - Google 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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MydZySKJeCUy"
      },
      "source": [
        "![(145) Regresión Logística en Python. Sistema de Clasificación Supervisado - YouTube - Google 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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GsIYAerXeqXu"
      },
      "source": [
        "### Actualización de parámetros"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Hndu1SYyemvz"
      },
      "source": [
        "![(145) Regresión Logística en Python. Sistema de Clasificación Supervisado - YouTube - Google 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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c1NLPoHdBPtG",
        "outputId": "9860d7ac-ef68-49b9-f07c-64f30f6bfb38"
      },
      "source": [
        "logisticRegr.fit(Xtrain, ytrain)"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
              "                   intercept_scaling=1, l1_ratio=None, max_iter=5000,\n",
              "                   multi_class='auto', n_jobs=None, penalty='l2',\n",
              "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n",
              "                   warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bRWAmLKJmAOl"
      },
      "source": [
        "## Predicción"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "srJVzejzbIMN"
      },
      "source": [
        "![(145) Regresión Logística en Python. Sistema de Clasificación Supervisado - YouTube - Google 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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "id": "y-sMo1HaBeot",
        "outputId": "0c56fb63-30a1-4615-836e-cccf049822d9"
      },
      "source": [
        "from mlxtend.plotting import plot_confusion_matrix\n",
        "from sklearn.metrics import confusion_matrix\n",
        "ypred = logisticRegr.predict(Xtest)\n",
        "matriz = confusion_matrix(ytest,ypred)\n",
        "\n",
        "plot_confusion_matrix(conf_mat=matriz, figsize=(6,6), show_normed=False)\n",
        "plt.tight_layout()"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JIzatVqO897S"
      },
      "source": [
        "# 2. Dataset IRIS "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2_uidI088-fq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "64223f95-56c4-4275-c620-80bbfaaec659"
      },
      "source": [
        "from sklearn.datasets import load_iris\n",
        "\n",
        "# cargamos el dataset\n",
        "iris = load_iris()\n",
        "\n",
        "# Imprimimos especies y características\n",
        "print(iris.target_names)\n",
        "print(iris.feature_names)"
      ],
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['setosa' 'versicolor' 'virginica']\n",
            "['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "H3GM3t4g9W2y",
        "outputId": "3e8a4b23-ef03-45d1-f492-bd5875ddb2e4"
      },
      "source": [
        "# Creamos dataframe para ver los datos\n",
        "import pandas as pd\n",
        "data=pd.DataFrame({\n",
        "    'sepal length':iris.data[:,0],\n",
        "    'sepal width':iris.data[:,1],\n",
        "    'petal length':iris.data[:,2],\n",
        "    'petal width':iris.data[:,3],\n",
        "    'species':iris.target\n",
        "})\n",
        "data.loc[0:150:10]"
      ],
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>sepal length</th>\n",
              "      <th>sepal width</th>\n",
              "      <th>petal length</th>\n",
              "      <th>petal width</th>\n",
              "      <th>species</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>5.1</td>\n",
              "      <td>3.5</td>\n",
              "      <td>1.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>5.4</td>\n",
              "      <td>3.7</td>\n",
              "      <td>1.5</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>5.4</td>\n",
              "      <td>3.4</td>\n",
              "      <td>1.7</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>4.8</td>\n",
              "      <td>3.1</td>\n",
              "      <td>1.6</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>5.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>1.3</td>\n",
              "      <td>0.3</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>7.0</td>\n",
              "      <td>3.2</td>\n",
              "      <td>4.7</td>\n",
              "      <td>1.4</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>5.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>5.9</td>\n",
              "      <td>3.2</td>\n",
              "      <td>4.8</td>\n",
              "      <td>1.8</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>80</th>\n",
              "      <td>5.5</td>\n",
              "      <td>2.4</td>\n",
              "      <td>3.8</td>\n",
              "      <td>1.1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>5.5</td>\n",
              "      <td>2.6</td>\n",
              "      <td>4.4</td>\n",
              "      <td>1.2</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>100</th>\n",
              "      <td>6.3</td>\n",
              "      <td>3.3</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2.5</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>110</th>\n",
              "      <td>6.5</td>\n",
              "      <td>3.2</td>\n",
              "      <td>5.1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>6.9</td>\n",
              "      <td>3.2</td>\n",
              "      <td>5.7</td>\n",
              "      <td>2.3</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>130</th>\n",
              "      <td>7.4</td>\n",
              "      <td>2.8</td>\n",
              "      <td>6.1</td>\n",
              "      <td>1.9</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>6.7</td>\n",
              "      <td>3.1</td>\n",
              "      <td>5.6</td>\n",
              "      <td>2.4</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     sepal length  sepal width  petal length  petal width  species\n",
              "0             5.1          3.5           1.4          0.2        0\n",
              "10            5.4          3.7           1.5          0.2        0\n",
              "20            5.4          3.4           1.7          0.2        0\n",
              "30            4.8          3.1           1.6          0.2        0\n",
              "40            5.0          3.5           1.3          0.3        0\n",
              "50            7.0          3.2           4.7          1.4        1\n",
              "60            5.0          2.0           3.5          1.0        1\n",
              "70            5.9          3.2           4.8          1.8        1\n",
              "80            5.5          2.4           3.8          1.1        1\n",
              "90            5.5          2.6           4.4          1.2        1\n",
              "100           6.3          3.3           6.0          2.5        2\n",
              "110           6.5          3.2           5.1          2.0        2\n",
              "120           6.9          3.2           5.7          2.3        2\n",
              "130           7.4          2.8           6.1          1.9        2\n",
              "140           6.7          3.1           5.6          2.4        2"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HlhSERmUlRgO"
      },
      "source": [
        "## División de datos en entrenamiento y prueba"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-Jn-PvgR9aXt"
      },
      "source": [
        "X = data.drop([\"species\"],axis = 1)\n",
        "y = data.species\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3)"
      ],
      "execution_count": 76,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2-rxybFviOVJ"
      },
      "source": [
        "## Clasificador"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xSxXbFaJ9fD5"
      },
      "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "logisticRegrIris = LogisticRegression(max_iter=1000)"
      ],
      "execution_count": 77,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XW9W7qo7nXCV"
      },
      "source": [
        "## Entrenamiento"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CRE2zaMI9mvp",
        "outputId": "99c4060f-dcf5-4850-df2e-0bd96b744519"
      },
      "source": [
        "logisticRegrIris.fit(X_train, y_train)"
      ],
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
              "                   intercept_scaling=1, l1_ratio=None, max_iter=1000,\n",
              "                   multi_class='auto', n_jobs=None, penalty='l2',\n",
              "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n",
              "                   warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rlnD2sNInb21"
      },
      "source": [
        "## Predicción"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HlqRjARb-Fyl",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "29c11069-d22c-47de-da57-7de846b2170c"
      },
      "source": [
        "from mlxtend.plotting import plot_confusion_matrix\n",
        "from sklearn.metrics import confusion_matrix\n",
        "ypred = logisticRegrIris.predict(X_test)\n",
        "matriz = confusion_matrix(y_test,ypred)\n",
        "\n",
        "plot_confusion_matrix(conf_mat=matriz, figsize=(4,4), show_normed=False)\n",
        "plt.tight_layout()"
      ],
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}