{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "13b364d0",
   "metadata": {},
   "source": [
    "# Gráficos estadísticos con Seaborn\n",
    "\n",
    "Objetivos: explorar el conjunto iris (incluido en scikit-learn, sin descargas) con los gráficos estadísticos más usados. Refuerza el quiz de Seaborn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d961bcc4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:20.535546Z",
     "iopub.status.busy": "2026-09-29T14:55:20.535390Z",
     "iopub.status.idle": "2026-09-29T14:55:22.053987Z",
     "shell.execute_reply": "2026-09-29T14:55:22.053547Z"
    }
   },
   "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>sepal_largo</th>\n",
       "      <th>sepal_ancho</th>\n",
       "      <th>petalo_largo</th>\n",
       "      <th>petalo_ancho</th>\n",
       "      <th>target</th>\n",
       "      <th>especie</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",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_largo  sepal_ancho  petalo_largo  petalo_ancho  target especie\n",
       "0          5.1          3.5           1.4           0.2       0  setosa\n",
       "1          4.9          3.0           1.4           0.2       0  setosa\n",
       "2          4.7          3.2           1.3           0.2       0  setosa\n",
       "3          4.6          3.1           1.5           0.2       0  setosa\n",
       "4          5.0          3.6           1.4           0.2       0  setosa"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_theme(style=\"whitegrid\")\n",
    "\n",
    "from sklearn.datasets import load_iris\n",
    "iris = load_iris(as_frame=True)\n",
    "df = iris.frame.copy()\n",
    "df.columns = [\"sepal_largo\", \"sepal_ancho\", \"petalo_largo\", \"petalo_ancho\", \"target\"]\n",
    "df[\"especie\"] = iris.target_names[iris.target]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "288bba9c",
   "metadata": {},
   "source": [
    "## Distribuciones\n",
    "\n",
    "`hue` separa los grupos por color; `kde=True` agrega una curva de densidad suavizada."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6bc3355d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:22.059892Z",
     "iopub.status.busy": "2026-09-29T14:55:22.059748Z",
     "iopub.status.idle": "2026-09-29T14:55:22.191005Z",
     "shell.execute_reply": "2026-09-29T14:55:22.190518Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "sns.histplot(data=df, x=\"petalo_largo\", hue=\"especie\", kde=True, ax=ax)\n",
    "ax.set_title(\"Largo del pétalo por especie\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c3b99fe",
   "metadata": {},
   "source": [
    "## Comparar grupos\n",
    "\n",
    "La caja resume mediana, cuartiles y atípicos; el violín muestra la forma completa."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "82400e25",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:22.199645Z",
     "iopub.status.busy": "2026-09-29T14:55:22.198529Z",
     "iopub.status.idle": "2026-09-29T14:55:22.992849Z",
     "shell.execute_reply": "2026-09-29T14:55:22.989376Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))\n",
    "sns.boxplot(data=df, x=\"especie\", y=\"petalo_largo\", ax=ax1)\n",
    "sns.violinplot(data=df, x=\"especie\", y=\"petalo_largo\", ax=ax2)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3df24b38",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:22.999310Z",
     "iopub.status.busy": "2026-09-29T14:55:22.998685Z",
     "iopub.status.idle": "2026-09-29T14:55:23.552335Z",
     "shell.execute_reply": "2026-09-29T14:55:23.547933Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4.5))\n",
    "sns.scatterplot(data=df, x=\"petalo_largo\", y=\"petalo_ancho\", hue=\"especie\", ax=ax)\n",
    "ax.set_title(\"El pétalo separa muy bien las especies\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce724017",
   "metadata": {},
   "source": [
    "## Funciones de figura\n",
    "\n",
    "`relplot`, `displot` y `catplot` crean su propia figura y admiten paneles con `col` y `row`. No aceptan `ax=`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e4a52608",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:23.560710Z",
     "iopub.status.busy": "2026-09-29T14:55:23.558221Z",
     "iopub.status.idle": "2026-09-29T14:55:25.374050Z",
     "shell.execute_reply": "2026-09-29T14:55:25.370876Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x320 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.relplot(data=df, x=\"sepal_largo\", y=\"petalo_largo\", col=\"especie\", height=3.2)\n",
    "g.set_titles(\"{col_name}\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6fae4519",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:25.380485Z",
     "iopub.status.busy": "2026-09-29T14:55:25.379244Z",
     "iopub.status.idle": "2026-09-29T14:55:32.384776Z",
     "shell.execute_reply": "2026-09-29T14:55:32.381524Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 920.625x800 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.pairplot(df.drop(columns=\"target\"), hue=\"especie\", height=2.0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d81fb9e9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:32.394883Z",
     "iopub.status.busy": "2026-09-29T14:55:32.394184Z",
     "iopub.status.idle": "2026-09-29T14:55:33.083696Z",
     "shell.execute_reply": "2026-09-29T14:55:33.081047Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = df.drop(columns=[\"target\", \"especie\"]).corr()\n",
    "fig, ax = plt.subplots(figsize=(6, 5))\n",
    "sns.heatmap(corr, annot=True, fmt=\".2f\", cmap=\"coolwarm\", vmin=-1, vmax=1, ax=ax)\n",
    "ax.set_title(\"Correlación entre medidas\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
