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              {
                "output_type": "display_data",
                "data": {
                  "text/plain": "<Figure size 1200x600 with 1 Axes>",
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                  "\n",
                  "💡 Aplicación financiera:\n",
                  "- Analizar ventas mensuales, precios de acciones o tipo de cambio.\n",
                  "- Identificar tendencia y estacionalidad es clave para pronósticos y planificación.\n",
                  "- Ajustar amplitud, frecuencia y ruido permite experimentar con distintos escenarios financieros.\n"
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              "<function __main__.simulador_series_tiempo(n=120, pendiente=0.5, estacionalidad=10, frecuencia=12, ruido=5)>"
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              "         var(--colab-secondary-surface-color); padding: 8px 12px;\n",
              "         border-bottom: 1px solid var(--colab-border-color);\"><b>simulador_series_tiempo</b><br/>def simulador_series_tiempo(n=120, pendiente=0.5, estacionalidad=10, frecuencia=12, ruido=5)</pre><pre class=\"function-repr-contents function-repr-contents-collapsed\" style=\"\"><a class=\"filepath\" style=\"display:none\" href=\"#\">/tmp/ipykernel_955/3681242661.py</a>Simula una serie de tiempo con tendencia, estacionalidad y ruido.\n",
              "\n",
              "Parámetros:\n",
              "- n: número de periodos\n",
              "- pendiente: pendiente de la tendencia lineal\n",
              "- estacionalidad: amplitud de la componente estacional\n",
              "- frecuencia: número de periodos por ciclo estacional\n",
              "- ruido: desviación estándar del ruido aleatorio</pre></div>"
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      "source": [
        "# 📦 Librerías necesarias\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from ipywidgets import interact, IntSlider, FloatSlider\n",
        "\n",
        "# 🔹 Función simuladora de series de tiempo\n",
        "def simulador_series_tiempo(n=120, pendiente=0.5, estacionalidad=10, frecuencia=12, ruido=5):\n",
        "    \"\"\"\n",
        "    Simula una serie de tiempo con tendencia, estacionalidad y ruido.\n",
        "\n",
        "    Parámetros:\n",
        "    - n: número de periodos\n",
        "    - pendiente: pendiente de la tendencia lineal\n",
        "    - estacionalidad: amplitud de la componente estacional\n",
        "    - frecuencia: número de periodos por ciclo estacional\n",
        "    - ruido: desviación estándar del ruido aleatorio\n",
        "    \"\"\"\n",
        "\n",
        "    # 🔹 Generar índice temporal\n",
        "    t = np.arange(n)\n",
        "\n",
        "    # 🔹 Componente de tendencia\n",
        "    tendencia = pendiente * t\n",
        "\n",
        "    # 🔹 Componente estacional (seno)\n",
        "    estacional = estacionalidad * np.sin(2 * np.pi * t / frecuencia)\n",
        "\n",
        "    # 🔹 Ruido aleatorio\n",
        "    ruido_aleatorio = np.random.normal(0, ruido, n)\n",
        "\n",
        "    # 🔹 Serie temporal final\n",
        "    serie = tendencia + estacional + ruido_aleatorio\n",
        "\n",
        "    # 🔹 Mostrar gráfica\n",
        "    plt.figure(figsize=(12,6))\n",
        "    plt.plot(t, serie, label='Serie Simulada', color='blue')\n",
        "    plt.plot(t, tendencia, label='Tendencia', color='red', linestyle='--')\n",
        "    plt.plot(t, estacional, label='Estacionalidad', color='green', linestyle=':')\n",
        "    plt.xlabel('Periodo')\n",
        "    plt.ylabel('Valor')\n",
        "    plt.title('Simulación de Serie de Tiempo: Tendencia y Estacionalidad')\n",
        "    plt.legend()\n",
        "    plt.show()\n",
        "\n",
        "    print(\"\\n💡 Aplicación financiera:\")\n",
        "    print(\"- Analizar ventas mensuales, precios de acciones o tipo de cambio.\")\n",
        "    print(\"- Identificar tendencia y estacionalidad es clave para pronósticos y planificación.\")\n",
        "    print(\"- Ajustar amplitud, frecuencia y ruido permite experimentar con distintos escenarios financieros.\")\n",
        "\n",
        "# 🔹 Interactividad\n",
        "interact(\n",
        "    simulador_series_tiempo,\n",
        "    n=IntSlider(value=120, min=24, max=240, step=12, description='Periodos'),\n",
        "    pendiente=FloatSlider(value=0.5, min=-5, max=5, step=0.1, description='Pendiente'),\n",
        "    estacionalidad=FloatSlider(value=10, min=0, max=50, step=1, description='Amplitud Estacional'),\n",
        "    frecuencia=IntSlider(value=12, min=2, max=24, step=1, description='Frecuencia'),\n",
        "    ruido=FloatSlider(value=5, min=0, max=20, step=1, description='Ruido')\n",
        ")"
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