{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c949b847",
   "metadata": {},
   "source": [
    "# Fundamentos de Matplotlib\n",
    "\n",
    "Objetivos: dominar la estructura figura-ejes, los gráficos de líneas, dispersión y barras, y personalizar cada detalle. Refuerza el quiz de Matplotlib."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2cecb9e4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:02.909391Z",
     "iopub.status.busy": "2026-09-29T14:55:02.909276Z",
     "iopub.status.idle": "2026-09-29T14:55:03.299389Z",
     "shell.execute_reply": "2026-09-29T14:55:03.298765Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "rng = np.random.default_rng(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "750874df",
   "metadata": {},
   "source": [
    "## Figura y ejes\n",
    "\n",
    "`plt.subplots()` devuelve la figura (el lienzo) y los ejes (donde se dibuja). Dibuja siempre sobre `ax`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4885e656",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:03.300738Z",
     "iopub.status.busy": "2026-09-29T14:55:03.300582Z",
     "iopub.status.idle": "2026-09-29T14:55:03.414686Z",
     "shell.execute_reply": "2026-09-29T14:55:03.414212Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meses = np.arange(1, 13)\n",
    "ventas = np.array([12, 15, 14, 18, 21, 25, 24, 27, 23, 20, 17, 22])\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "ax.plot(meses, ventas, marker=\"o\", label=\"Ventas 2025\")\n",
    "ax.set_title(\"Ventas mensuales\")\n",
    "ax.set_xlabel(\"Mes\")\n",
    "ax.set_ylabel(\"Miles de unidades\")\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ed53841",
   "metadata": {},
   "source": [
    "## Dispersión y barras\n",
    "\n",
    "La dispersión muestra relaciones entre dos variables; las barras comparan categorías. `alpha` ayuda cuando los puntos se superponen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b3239ab3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:03.420717Z",
     "iopub.status.busy": "2026-09-29T14:55:03.420591Z",
     "iopub.status.idle": "2026-09-29T14:55:03.524402Z",
     "shell.execute_reply": "2026-09-29T14:55:03.523728Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = rng.normal(0, 1, 150)\n",
    "y = 2 * x + rng.normal(0, 0.6, 150)\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))\n",
    "ax1.scatter(x, y, alpha=0.6)\n",
    "ax1.set_title(\"Relación entre x e y\")\n",
    "ax2.bar([\"A\", \"B\", \"C\", \"D\"], [23, 45, 12, 36], color=\"#2563EB\")\n",
    "ax2.set_title(\"Unidades por producto\")\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "366ae68b",
   "metadata": {},
   "source": [
    "## Personalizar\n",
    "\n",
    "Colores con intención, ejes limpios, rejilla suave y anotaciones que cuentan la historia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bbe6a96b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:03.530479Z",
     "iopub.status.busy": "2026-09-29T14:55:03.530353Z",
     "iopub.status.idle": "2026-09-29T14:55:03.596585Z",
     "shell.execute_reply": "2026-09-29T14:55:03.596092Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xs = np.linspace(0, 10, 60)\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "ax.plot(xs, np.sin(xs), color=\"#2563EB\", linewidth=2.5, label=\"Serie principal\")\n",
    "ax.plot(xs, np.cos(xs), color=\"#94A3B8\", linestyle=\"--\", label=\"Referencia\")\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "ax.grid(alpha=0.3)\n",
    "ax.legend(frameon=False)\n",
    "ax.set_title(\"Destacar la serie importante\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bdda5896",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:03.602736Z",
     "iopub.status.busy": "2026-09-29T14:55:03.602576Z",
     "iopub.status.idle": "2026-09-29T14:55:03.652851Z",
     "shell.execute_reply": "2026-09-29T14:55:03.652304Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "valores = [3, 4, 4, 5, 7, 12, 9, 8, 7, 6, 5, 5]\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(range(1, 13), valores, marker=\"o\")\n",
    "ax.annotate(\"Pico de junio\", xy=(6, 12), xytext=(8, 11.5), arrowprops={\"arrowstyle\": \"->\"})\n",
    "ax.set_ylim(0, 14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a54f16f",
   "metadata": {},
   "source": [
    "## Subgráficos comparables\n",
    "\n",
    "`sharey=True` hace que los paneles compartan la escala vertical para comparar de forma honesta."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "65f7b45c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T14:55:03.658674Z",
     "iopub.status.busy": "2026-09-29T14:55:03.658479Z",
     "iopub.status.idle": "2026-09-29T14:55:03.889742Z",
     "shell.execute_reply": "2026-09-29T14:55:03.889149Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(12, 3.5), sharey=True)\n",
    "for ax, (nombre, media) in zip(axes, [(\"Norte\", 50), (\"Centro\", 65), (\"Sur\", 40)]):\n",
    "    ax.hist(rng.normal(media, 10, 300), bins=20, color=\"#22D3EE\")\n",
    "    ax.set_title(nombre)\n",
    "fig.suptitle(\"Distribución de ventas por región\")\n",
    "fig.tight_layout()\n",
    "fig.savefig(\"regiones.png\", dpi=150)\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
}
