iris.ipynb 93.5 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "66aa7da7-bfa4-44d9-8d1f-b289931187f1",
   "metadata": {},
   "source": [
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    "## 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)."
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   ]
  },
  {
   "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": {
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      "image/png": 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\n",
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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",
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    "#petlen, petwid = x[:, 2], x[:, 3] # no jitter here, it looks like a grid <---- Probieren Sie den Unterschied!\n",
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    "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": {
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   "display_name": "Python 3",
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   "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": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}