{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1a7e7e50",
   "metadata": {},
   "source": [
    "[← Anterior](08_numpy.ipynb) · [Índice](README.md)\n",
    "\n",
    "# 09 · Gráficos con Matplotlib\n",
    "\n",
    "**Audiencia.** Personas que ya han visto algo de programación y quieren repasar Python de forma práctica.  \n",
    "**Prerrequisitos.** NumPy y análisis básico de datos. Requiere `matplotlib`.  \n",
    "**Duración orientativa.** 60–90 minutos, incluida la práctica.\n",
    "\n",
    "## Objetivos de aprendizaje\n",
    "\n",
    "- Construir figuras con la interfaz orientada a objetos de Matplotlib.\n",
    "- Elegir entre línea, dispersión, barras e histograma.\n",
    "- Crear subgráficos, etiquetas, leyendas y anotaciones legibles.\n",
    "- Guardar figuras y aplicar principios básicos de comunicación visual.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a5d1f4c",
   "metadata": {},
   "source": [
    "## Itinerario\n",
    "\n",
    "1. Modelo figura–ejes\n",
    "2. Líneas\n",
    "3. Dispersión\n",
    "4. Barras\n",
    "5. Histogramas\n",
    "6. Subgráficos\n",
    "7. Anotación y guardado\n",
    "8. Práctica\n",
    "\n",
    "> **Cómo trabajar:** ejecuta las celdas en orden, predice el resultado antes de verlo y modifica los ejemplos. Cada bloque termina con un ejercicio, un punto de partida y una solución posible.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e518f329",
   "metadata": {},
   "source": [
    "## 1. Figura y ejes\n",
    "\n",
    "Matplotlib distingue `Figure` (lienzo completo) y `Axes` (zona con coordenadas). La interfaz orientada a objetos —`fig, ax = plt.subplots()`— escala mejor que depender del estado global. `tight_layout` o `constrained_layout` evita solapamientos.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a7125945",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:29:58.980980Z",
     "iopub.status.busy": "2026-08-02T22:29:58.980874Z",
     "iopub.status.idle": "2026-08-02T22:29:59.555731Z",
     "shell.execute_reply": "2026-08-02T22:29:59.555494Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use(\"seaborn-v0_8-whitegrid\")\n",
    "COLOR_PRINCIPAL = \"#3366CC\"\n",
    "COLOR_SECUNDARIO = \"#E45756\"\n",
    "rng = np.random.default_rng(2026)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 2.8), constrained_layout=True)\n",
    "ax.text(0.5, 0.5, \"Figure contiene uno o más Axes\", ha=\"center\", va=\"center\", fontsize=13)\n",
    "ax.set_axis_off()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05ba049c",
   "metadata": {},
   "source": [
    "## 2. Gráficos de líneas\n",
    "\n",
    "Una línea muestra evolución sobre una variable ordenada, normalmente tiempo. Incluye unidades, título informativo y leyenda solo cuando haya varias series.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6bcec303",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:29:59.557230Z",
     "iopub.status.busy": "2026-08-02T22:29:59.557082Z",
     "iopub.status.idle": "2026-08-02T22:29:59.623142Z",
     "shell.execute_reply": "2026-08-02T22:29:59.622871Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meses = np.arange(1, 13)\n",
    "ventas_2025 = np.array([20, 22, 21, 25, 28, 30, 29, 31, 35, 34, 38, 42])\n",
    "ventas_2026 = ventas_2025 * np.array([1.05, 1.02, 1.08, 1.1, 1.07, 1.12, 1.11, 1.08, 1.13, 1.15, 1.12, 1.1])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 3.5), constrained_layout=True)\n",
    "ax.plot(meses, ventas_2025, marker=\"o\", label=\"2025\")\n",
    "ax.plot(meses, ventas_2026, marker=\"o\", label=\"2026\")\n",
    "ax.set(title=\"Ventas mensuales\", xlabel=\"Mes\", ylabel=\"Miles de euros\")\n",
    "ax.set_xticks(meses)\n",
    "ax.legend(frameon=False)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f25055e",
   "metadata": {},
   "source": [
    "## 3. Dispersión\n",
    "\n",
    "Un diagrama de dispersión muestra relación entre dos variables numéricas. Color y tamaño pueden codificar dimensiones adicionales, pero conviene no sobrecargar. Una barra de color debe indicar la escala.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c2b3deeb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:29:59.624741Z",
     "iopub.status.busy": "2026-08-02T22:29:59.624628Z",
     "iopub.status.idle": "2026-08-02T22:29:59.705274Z",
     "shell.execute_reply": "2026-08-02T22:29:59.705011Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 650x380 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "horas = rng.uniform(1, 12, 45)\n",
    "experiencia = rng.integers(0, 6, 45)\n",
    "puntuacion = 45 + 4 * horas + 2 * experiencia + rng.normal(0, 6, 45)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6.5, 3.8), constrained_layout=True)\n",
    "puntos = ax.scatter(horas, puntuacion, c=experiencia, s=55, cmap=\"viridis\", alpha=0.8, edgecolor=\"white\")\n",
    "ax.set(title=\"Práctica y resultado\", xlabel=\"Horas de práctica\", ylabel=\"Puntuación\")\n",
    "fig.colorbar(puntos, ax=ax, label=\"Años de experiencia\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e51141b3",
   "metadata": {},
   "source": [
    "## 4. Barras\n",
    "\n",
    "Las barras comparan magnitudes por categoría. El eje cuantitativo suele comenzar en cero. Ordenar categorías ayuda a encontrar patrones; las barras horizontales funcionan bien con etiquetas largas.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d86661a8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:29:59.706781Z",
     "iopub.status.busy": "2026-08-02T22:29:59.706677Z",
     "iopub.status.idle": "2026-08-02T22:29:59.752682Z",
     "shell.execute_reply": "2026-08-02T22:29:59.752410Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 650x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "categorias = np.array([\"Documentación\", \"Práctica\", \"Vídeos\", \"Tutoría\"])\n",
    "valoraciones = np.array([8.7, 9.2, 7.4, 8.1])\n",
    "orden = np.argsort(valoraciones)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6.5, 3.5), constrained_layout=True)\n",
    "barras = ax.barh(categorias[orden], valoraciones[orden], color=COLOR_PRINCIPAL)\n",
    "ax.bar_label(barras, fmt=\"%.1f\", padding=3)\n",
    "ax.set(title=\"Valoración de recursos\", xlabel=\"Puntuación sobre 10\", xlim=(0, 10))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d115e496",
   "metadata": {},
   "source": [
    "## 5. Histogramas\n",
    "\n",
    "Un histograma aproxima la distribución de una variable continua. El número de intervalos cambia la lectura: prueba varios y justifica la elección. Para comparar grupos, considera paneles separados o transparencia moderada.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fc961c4a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:29:59.754049Z",
     "iopub.status.busy": "2026-08-02T22:29:59.753950Z",
     "iopub.status.idle": "2026-08-02T22:29:59.823343Z",
     "shell.execute_reply": "2026-08-02T22:29:59.823082Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 650x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tiempos = rng.lognormal(mean=2.3, sigma=0.35, size=500)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6.5, 3.5), constrained_layout=True)\n",
    "ax.hist(tiempos, bins=\"auto\", color=COLOR_PRINCIPAL, alpha=0.8, edgecolor=\"white\")\n",
    "ax.axvline(np.median(tiempos), color=COLOR_SECUNDARIO, linestyle=\"--\", label=f\"Mediana: {np.median(tiempos):.1f}\")\n",
    "ax.set(title=\"Distribución del tiempo de resolución\", xlabel=\"Minutos\", ylabel=\"Frecuencia\")\n",
    "ax.legend(frameon=False)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cd41e97",
   "metadata": {},
   "source": [
    "## 6. Subgráficos y escalas compartidas\n",
    "\n",
    "`plt.subplots(filas, columnas)` devuelve una cuadrícula de ejes. Comparte escalas con `sharex` o `sharey` cuando facilite comparaciones. No metas demasiada información en un solo panel.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2c17a76e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:29:59.824838Z",
     "iopub.status.busy": "2026-08-02T22:29:59.824723Z",
     "iopub.status.idle": "2026-08-02T22:29:59.909954Z",
     "shell.execute_reply": "2026-08-02T22:29:59.909685Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x320 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 2 * np.pi, 200)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(9, 3.2), sharey=True, constrained_layout=True)\n",
    "axes[0].plot(x, np.sin(x), color=COLOR_PRINCIPAL)\n",
    "axes[0].set(title=\"Seno\", xlabel=\"x\", ylabel=\"amplitud\")\n",
    "axes[1].plot(x, np.cos(x), color=COLOR_SECUNDARIO)\n",
    "axes[1].set(title=\"Coseno\", xlabel=\"x\")\n",
    "fig.suptitle(\"Funciones periódicas\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f915d2de",
   "metadata": {},
   "source": [
    "## 7. Matrices y mapas de calor\n",
    "\n",
    "`imshow` representa una matriz con color. Usa un mapa secuencial para magnitudes y uno divergente cuando existe un centro significativo. La barra de color comunica la escala.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "11ed086b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:29:59.911526Z",
     "iopub.status.busy": "2026-08-02T22:29:59.911400Z",
     "iopub.status.idle": "2026-08-02T22:29:59.981849Z",
     "shell.execute_reply": "2026-08-02T22:29:59.981475Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 480x380 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlaciones = np.array([\n",
    "    [1.00, 0.72, -0.18],\n",
    "    [0.72, 1.00, -0.35],\n",
    "    [-0.18, -0.35, 1.00],\n",
    "])\n",
    "etiquetas = [\"Práctica\", \"Nota\", \"Errores\"]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4.8, 3.8), constrained_layout=True)\n",
    "imagen = ax.imshow(correlaciones, cmap=\"coolwarm\", vmin=-1, vmax=1)\n",
    "ax.set_xticks(range(3), etiquetas, rotation=30, ha=\"right\")\n",
    "ax.set_yticks(range(3), etiquetas)\n",
    "for i in range(3):\n",
    "    for j in range(3):\n",
    "        ax.text(j, i, f\"{correlaciones[i, j]:.2f}\", ha=\"center\", va=\"center\")\n",
    "fig.colorbar(imagen, ax=ax, label=\"Correlación\")\n",
    "ax.set_title(\"Relaciones entre variables\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ee1a5e0",
   "metadata": {},
   "source": [
    "## 8. Anotación y guardado\n",
    "\n",
    "Anota solo puntos que apoyen el mensaje. Al guardar, elige formato: PNG para mapa de bits, SVG/PDF para vector. `dpi` afecta a formatos raster. Aquí guardamos en memoria para mantener el notebook autocontenido.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a23059af",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:29:59.983503Z",
     "iopub.status.busy": "2026-08-02T22:29:59.983392Z",
     "iopub.status.idle": "2026-08-02T22:30:00.091813Z",
     "shell.execute_reply": "2026-08-02T22:30:00.091540Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PNG generado en memoria: 37.7 KiB\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from io import BytesIO\n",
    "\n",
    "x = np.arange(1, 8)\n",
    "y = np.array([3, 5, 4, 8, 7, 11, 10])\n",
    "maximo = int(np.argmax(y))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 3.2), constrained_layout=True)\n",
    "ax.plot(x, y, marker=\"o\", color=COLOR_PRINCIPAL)\n",
    "ax.annotate(\n",
    "    \"Máximo\",\n",
    "    xy=(x[maximo], y[maximo]),\n",
    "    xytext=(-35, 25),\n",
    "    textcoords=\"offset points\",\n",
    "    arrowprops={\"arrowstyle\": \"->\"},\n",
    ")\n",
    "ax.set(title=\"Serie con punto destacado\", xlabel=\"Semana\", ylabel=\"Valor\")\n",
    "\n",
    "buffer_png = BytesIO()\n",
    "fig.savefig(buffer_png, format=\"png\", dpi=150, bbox_inches=\"tight\")\n",
    "print(f\"PNG generado en memoria: {buffer_png.tell() / 1024:.1f} KiB\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2e71c2c",
   "metadata": {},
   "source": [
    "## Principios y errores habituales\n",
    "\n",
    "- Elige el gráfico según la pregunta, no por decoración.\n",
    "- Incluye unidades y contexto; evita títulos genéricos.\n",
    "- No uses un arcoíris ni dependas solo del color para distinguir series.\n",
    "- Evita ejes truncados en barras, 3D ornamental y leyendas redundantes.\n",
    "- Reduce tinta innecesaria y destaca una conclusión.\n",
    "\n",
    "**Extensión opcional:** explora escalas logarítmicas, fechas, estilos propios y animación. Para gráficos estadísticos de alto nivel, investiga Seaborn.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac2996ea",
   "metadata": {},
   "source": [
    "## Práctica · Mini panel de rendimiento\n",
    "\n",
    "Con las series mensuales dadas, crea una figura con dos paneles:\n",
    "\n",
    "1. línea de ingresos mensuales;\n",
    "2. barras de incidencias mensuales;\n",
    "3. título general, unidades, marcadores y colores accesibles;\n",
    "4. una anotación en el máximo de ingresos.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "203f1f8d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:30:00.093413Z",
     "iopub.status.busy": "2026-08-02T22:30:00.093310Z",
     "iopub.status.idle": "2026-08-02T22:30:00.095357Z",
     "shell.execute_reply": "2026-08-02T22:30:00.095102Z"
    },
    "tags": [
     "ejercicio"
    ]
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "meses = np.arange(1, 7)\n",
    "ingresos = np.array([21, 24, 23, 29, 31, 28])\n",
    "incidencias = np.array([14, 11, 13, 8, 6, 9])\n",
    "\n",
    "# TODO: crea `fig, axes` y dibuja los dos paneles.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ad191804",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-02T22:30:00.096679Z",
     "iopub.status.busy": "2026-08-02T22:30:00.096583Z",
     "iopub.status.idle": "2026-08-02T22:30:00.199394Z",
     "shell.execute_reply": "2026-08-02T22:30:00.199106Z"
    },
    "tags": [
     "solucion"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 950x350 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "meses = np.arange(1, 7)\n",
    "ingresos = np.array([21, 24, 23, 29, 31, 28])\n",
    "incidencias = np.array([14, 11, 13, 8, 6, 9])\n",
    "indice_max = int(np.argmax(ingresos))\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(9.5, 3.5), constrained_layout=True)\n",
    "axes[0].plot(meses, ingresos, marker=\"o\", color=COLOR_PRINCIPAL)\n",
    "axes[0].annotate(\n",
    "    \"máximo\",\n",
    "    xy=(meses[indice_max], ingresos[indice_max]),\n",
    "    xytext=(8, -28),\n",
    "    textcoords=\"offset points\",\n",
    "    arrowprops={\"arrowstyle\": \"->\"},\n",
    ")\n",
    "axes[0].set(title=\"Ingresos\", xlabel=\"Mes\", ylabel=\"Miles de euros\", xticks=meses)\n",
    "\n",
    "axes[1].bar(meses, incidencias, color=COLOR_SECUNDARIO)\n",
    "axes[1].set(title=\"Incidencias\", xlabel=\"Mes\", ylabel=\"Número\", xticks=meses)\n",
    "fig.suptitle(\"Rendimiento del primer semestre\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74a3f9ca",
   "metadata": {},
   "source": [
    "            ## Comprobación rápida\n",
    "\n",
    "            - [ ] Distingo figura y ejes y uso la interfaz orientada a objetos.\n",
    "- [ ] Sé elegir un gráfico básico según la pregunta.\n",
    "- [ ] Puedo etiquetar, anotar y guardar una visualización legible.\n",
    "\n",
    "            [← Anterior](08_numpy.ipynb) · [Volver al índice](README.md)\n"
   ]
  }
 ],
 "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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
