From 59048bb105c02c5c2418908ae4e857dd6e31086e Mon Sep 17 00:00:00 2001 From: YannAhlgrim Date: Fri, 16 May 2025 12:42:24 +0200 Subject: [PATCH] zufallszahlenlabor update --- .../0_zufallszahlenlabor/main.ipynb | 164 ++++++++++++++++++ 1 file changed, 164 insertions(+) diff --git a/1_data_science/0_zufallszahlenlabor/main.ipynb b/1_data_science/0_zufallszahlenlabor/main.ipynb index 05d23fd..1b2d4ac 100644 --- a/1_data_science/0_zufallszahlenlabor/main.ipynb +++ b/1_data_science/0_zufallszahlenlabor/main.ipynb @@ -429,6 +429,170 @@ "print(f\"Minimaler Jahreseinkommen: {np.min(jahreseinkommen):.2f} Euro\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Beispiel: Beta-Verteilung" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lage- und Streuungsmaße:\n", + "Mittlerer BMI: 26.00\n", + "Standardabweichung: 3.05\n", + "Maximaler BMI: 38.31\n", + "Minimaler BMI: 18.21\n" + ] + } + ], + "source": [ + "# gegebene Parameter\n", + "anzahl_personen = 1_000_000\n", + "bmi_untere_grenze = 18\n", + "bmi_obere_grenze = 40\n", + "b = bmi_obere_grenze - bmi_untere_grenze\n", + "a = bmi_untere_grenze\n", + "mu = 26 # Durchschnittlicher BMI\n", + "\n", + "# alpha und beta für die Beta-Verteilung\n", + "alpha = 4\n", + "beta = 7\n", + "\n", + "\n", + "# Simulation der BMI-Werte (Beta-Verteilung)\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Erzeugung der Beta-Verteilung\n", + "x = np.random.beta(alpha, beta, anzahl_personen)\n", + "bmi = a + b * x\n", + "\n", + "# Plot der Verteilung als Histogramm\n", + "plt.hist(bmi, bins=100, density=True, alpha=0.7, color='blue', edgecolor='blue')\n", + "plt.title('Verteilung der BMI-Werte (Beta-Verteilung)')\n", + "plt.xlabel('BMI-Wert')\n", + "plt.ylabel('Häufigkeit')\n", + "plt.grid(axis='y', alpha=0.75)\n", + "plt.show()\n", + "\n", + "# Lage- und Streuungsmaße\n", + "print(\"Lage- und Streuungsmaße:\")\n", + "print(f\"Mittlerer BMI: {np.mean(bmi):.2f}\")\n", + "print(f\"Standardabweichung: {np.std(bmi):.2f}\")\n", + "print(f\"Maximaler BMI: {np.max(bmi):.2f}\")\n", + "print(f\"Minimaler BMI: {np.min(bmi):.2f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2.1 Multivariate Normalverteilung" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lage- und Streuungsmaße:\n", + "Sentiment: Mittelwert = -0.0006, Std = 1.0001\n", + "Rendite: Mittelwert = 0.0015, Std = 0.0600\n", + "Korrelation der erzeugten Zufallszahlenpaare: 0.5992\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Parameter\n", + "n = 1_000_000\n", + "mu_sentiment = 0\n", + "sigma_sentiment = 1\n", + "mu_rendite = 0.0015\n", + "sigma_rendite = 0.06\n", + "\n", + "# Korrelation\n", + "r = 0.6\n", + "\n", + "# Kovarianzmatrix\n", + "cov = [[sigma_sentiment**2, r * sigma_sentiment * sigma_rendite],\n", + " [r * sigma_sentiment * sigma_rendite, sigma_rendite**2]]\n", + "\n", + "mean = [mu_sentiment, mu_rendite]\n", + "\n", + "# Zufallszahlen erzeugen\n", + "data = np.random.multivariate_normal(mean, cov, n)\n", + "sentiment = data[:, 0]\n", + "rendite = data[:, 1]\n", + "\n", + "# Streudiagramm und Randverteilungen\n", + "fig = plt.figure(figsize=(10, 8))\n", + "gs = fig.add_gridspec(2, 2, width_ratios=(7, 2), height_ratios=(2, 7),\n", + " wspace=0.05, hspace=0.05)\n", + "\n", + "ax_scatter = fig.add_subplot(gs[1, 0])\n", + "ax_histx = fig.add_subplot(gs[0, 0], sharex=ax_scatter)\n", + "ax_histy = fig.add_subplot(gs[1, 1], sharey=ax_scatter)\n", + "\n", + "# Streudiagramm\n", + "ax_scatter.scatter(sentiment, rendite, alpha=0.05, s=1)\n", + "ax_scatter.set_xlabel('Social Media Sentiment')\n", + "ax_scatter.set_ylabel('Wöchentliche Rendite')\n", + "\n", + "# Histogramme\n", + "ax_histx.hist(sentiment, bins=100, color='blue', alpha=0.7)\n", + "ax_histy.hist(rendite, bins=100, orientation='horizontal', color='green', alpha=0.7)\n", + "\n", + "ax_histx.axis('off')\n", + "ax_histy.axis('off')\n", + "\n", + "plt.show()\n", + "\n", + "# Lage- und Streuungsmaße\n", + "print(\"Lage- und Streuungsmaße:\")\n", + "print(f\"Sentiment: Mittelwert = {np.mean(sentiment):.4f}, Std = {np.std(sentiment):.4f}\")\n", + "print(f\"Rendite: Mittelwert = {np.mean(rendite):.4f}, Std = {np.std(rendite):.4f}\")\n", + "\n", + "# Korrelation bestimmen\n", + "korrelation = np.corrcoef(sentiment, rendite)[0, 1]\n", + "print(f\"Korrelation der erzeugten Zufallszahlenpaare: {korrelation:.4f}\")" + ] + }, { "cell_type": "code", "execution_count": null,