diff --git a/code/online-part-1/Plots.ipynb b/code/online-part-1/Plots.ipynb index 5dcccbc..8f2bae9 100644 --- a/code/online-part-1/Plots.ipynb +++ b/code/online-part-1/Plots.ipynb @@ -11,21 +11,20 @@ "id": "ad235393", "metadata": {}, "source": [ - "# Subplots\n", - "- $\\sin(x)$" + "# Subplots" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 35, "id": "4f0d058b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -36,54 +35,70 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "# Daten für alle Funktionen\n", - "x_trig = np.linspace(0, 2 * np.pi, 400)\n", - "x_exp = np.linspace(0, 4, 400)\n", - "x_log = np.linspace(0.1, 10, 400)\n", - "x_gauss = np.linspace(-5, 5, 400)\n", - "x_sigmoid = np.linspace(-10, 10, 400)\n", + "# 3×2 grid of axes\n", + "fig, axes = plt.subplots(3, 2, figsize=(6, 9))\n", + "fig.suptitle(\"Funky functions\", fontsize=14)\n", "\n", - "# Funktionen\n", - "y_sin = np.sin(x_trig)\n", - "y_cos = np.cos(x_trig)\n", - "y_exp = np.exp(x_exp)\n", - "y_log = np.log(x_log)\n", - "y_gauss = 1 / np.sqrt(2 * np.pi) * np.exp(-(x_gauss**2) / 2)\n", - "y_sigmoid = 1 / (1 + np.exp(-x_sigmoid))\n", + "# ---------- Row 1 -----------------------------------------------------\n", + "# 1) sine -------------------------------------------------------------\n", + "x = np.linspace(0, 2 * np.pi, 400)\n", + "y = np.sin(x)\n", + "ax = axes[0, 0]\n", + "ax.plot(x, y)\n", + "ax.set_title(r\"$f(x)=\\sin(x)$\", fontsize=12, style=\"italic\")\n", + "ax.set_xticks([0, np.pi / 2, np.pi, 3 * np.pi / 2, 2 * np.pi])\n", + "ax.set_xticklabels([\"0\", r\"$\\pi/2$\", r\"$\\pi$\", r\"$3\\pi/2$\", r\"$2\\pi$\"])\n", + "ax.set_yticks([-1.0, -0.5, 0, 0.5, 1.0])\n", + "ax.set_ylim(-1.1, 1.1)\n", "\n", - "# Figure und Achsen anlegen\n", - "fig, axs = plt.subplots(3, 2, figsize=(8, 10))\n", - "axs = axs.flatten()\n", + "# 2) cosine -----------------------------------------------------------\n", + "y = np.cos(x)\n", + "ax = axes[0, 1]\n", + "ax.plot(x, y)\n", + "ax.set_title(r\"$f(x)=\\cos(x)$\", fontsize=12, style=\"italic\")\n", + "ax.set_xticks([0, np.pi / 2, np.pi, 3 * np.pi / 2, 2 * np.pi])\n", + "ax.set_xticklabels([\"0\", r\"$\\pi/2$\", r\"$\\pi$\", r\"$3\\pi/2$\", r\"$2\\pi$\"])\n", + "ax.set_yticks([-1.0, -0.5, 0, 0.5, 1.0])\n", + "ax.set_ylim(-1.1, 1.1)\n", "\n", - "# Plot-Aufrufe\n", - "axs[0].plot(x_trig, y_sin)\n", - "axs[1].plot(x_trig, y_cos)\n", - "axs[2].plot(x_exp, y_exp)\n", - "axs[3].plot(x_log, y_log)\n", - "axs[4].plot(x_gauss, y_gauss)\n", - "axs[5].plot(x_sigmoid, y_sigmoid)\n", + "# ---------- Row 2 -----------------------------------------------------\n", + "# 3) exponential ------------------------------------------------------\n", + "x = np.linspace(0, 4, 400)\n", + "ax = axes[1, 0]\n", + "ax.plot(x, np.exp(x))\n", + "ax.set_title(r\"$f(x)=e^{x}$\", fontsize=12, style=\"italic\")\n", + "ax.set_yticks([0, 10, 20, 30, 40, 50])\n", "\n", - "# Titel mit LaTeX-Formeln\n", - "titles = [\n", - " r\"$f(x)=\\sin(x)$\",\n", - " r\"$f(x)=\\cos(x)$\",\n", - " r\"$f(x)=e^x$\",\n", - " r\"$f(x)=\\log(x)$\",\n", - " r\"$f(x)=\\frac{1}{\\sqrt{2\\pi}}e^{-x^2/2}$\",\n", - " r\"$f(x)=\\frac{1}{1+e^{-x}}$\",\n", - "]\n", - "for ax, title in zip(axs, titles):\n", - " ax.set_title(title)\n", + "# 4) logarithm --------------------------------------------------------\n", + "x = np.linspace(0.001, 10.0, 1000)\n", + "ax = axes[1, 1]\n", + "ax.plot(x, np.log(x))\n", + "ax.set_title(r\"$f(x)=\\log(x)$\", fontsize=12, style=\"italic\")\n", + "ax.set_yticks([-6, -6, -4, -2, 0, 2])\n", + "ax.set_xticks([0.0, 2.5, 5.0, 7.5, 10.0])\n", + "ax.set_ylim(-7.5, 3)\n", + "ax.set_xlim(-0.5, 10.5)\n", "\n", - "# Spezielle x-Ticks für die trigonometrischen Plots\n", - "for ax in (axs[0], axs[1]):\n", - " ax.set_xticks([0, np.pi / 2, np.pi, 3 * np.pi / 2, 2 * np.pi])\n", - " ax.set_xticklabels([\"0\", r\"$\\pi/2$\", r\"$\\pi$\", r\"$3\\pi/2$\", r\"$2\\pi$\"])\n", + "# ---------- Row 3 -----------------------------------------------------\n", + "# 5) normal pdf -------------------------------------------------------\n", + "x = np.linspace(-5, 5, 400)\n", + "norm_pdf = 1 / np.sqrt(2 * np.pi) * np.exp(-(x**2) / 2)\n", + "ax = axes[2, 0]\n", + "ax.plot(x, norm_pdf)\n", + "ax.set_title(r\"$f(x)=\\frac{1}{\\sqrt{2\\pi}}\\,e^{-x^{2}/2}$\", fontsize=12, style=\"italic\")\n", + "ax.set_yticks([0, 0.1, 0.2, 0.3, 0.4])\n", "\n", - "# Layout anpassen und anzeigen\n", - "plt.suptitle(\"Funky functions\", fontsize=16)\n", - "plt.tight_layout(rect=[0, 0, 1, 0.96])\n", - "plt.show()\n" + "# 6) sigmoid ----------------------------------------------------------\n", + "x = np.linspace(-10, 10, 400)\n", + "sigmoid = 1 / (1 + np.exp(-x))\n", + "ax = axes[2, 1]\n", + "ax.plot(x, sigmoid)\n", + "ax.set_title(r\"$f(x)=\\frac{1}{1+e^{-x}}$\", fontsize=12, style=\"italic\")\n", + "ax.set_yticks([0.0, 0.2, 0.4, 0.6, 0.8, 1.0])\n", + "\n", + "# ---------------------------------------------------------------------\n", + "fig.tight_layout(rect=(0, 0.03, 1, 0.95))\n", + "plt.show()" ] }, {