{ "cells": [ { "cell_type": "markdown", "id": "66aa7da7-bfa4-44d9-8d1f-b289931187f1", "metadata": {}, "source": [ "# Iris\n", "\n", "Mit dem Iris-Datensatz werden wir uns noch häufiger beschäftigen, auch in den Übungsaufgaben.\n", "Hier sehen wir uns erst einmal eine Plot-Technik \"jittering\" an, die es ermöglicht Daten mit einem Scatterplot darzustellen, die häufig den selben Wert annehmen. Das ist eine Alternative zu Histogramm-Techniken sowie einer Anpassung der Transparenz (des Alpha-Werts)." ] }, { "cell_type": "code", "execution_count": 1, "id": "db48fff4-f9c6-4a19-95a6-7dc177351a15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[5.1 3.5 1.4 0.2]\n", " [4.9 3. 1.4 0.2]\n", " [4.7 3.2 1.3 0.2]\n", " [4.6 3.1 1.5 0.2]\n", " [5. 3.6 1.4 0.2]]\n", "[0 0 0 0 0]\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn import datasets\n", "\n", "iris = datasets.load_iris()\n", "x = iris.data\n", "classes = iris.target\n", "\n", "print(x[:5])\n", "print(classes[:5])" ] }, { "cell_type": "code", "execution_count": 2, "id": "34796b74-d57a-499f-ab9b-c561cb1916cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 1440x1440 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def jitter(xs):\n", " \"\"\"jitter your values if they are too often the same\"\"\"\n", " b = np.diff(np.sort(xs))\n", " distance = b[b>0].min()\n", " return xs + distance * (2*np.random.random(len(xs)) - 1)\n", "\n", "fig, (ax1,ax2) = plt.subplots(2, figsize=(20,20))\n", "\n", "petlen, petwid = jitter(x[:, 2]), jitter(x[:, 3]) # jitter!\n", "#petlen, petwid = x[:, 2], x[:, 3] # no jitter here, it looks like a grid <---- Probieren Sie den Unterschied!\n", "plmin, plmax = np.min(petlen), np.max(petlen)\n", "cmap = plt.cm.cividis_r\n", "\n", "ax1.scatter(petlen, petwid, c=classes, cmap=cmap, alpha=0.7, s=200)\n", "for c in sorted(list(set(classes))):\n", " ax2.hist(petlen[classes == c], range=(plmin,plmax), bins=50, color=cmap(c/2-0.1))\n", "\n", "ax2.set_xlabel(\"Petal length\")\n", "ax2.set_ylabel(\"Petal width\")\n", "ax1.set_ylabel(\"Petal width\")\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }