NNW/Lösungen_N/AB1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "abb2a68a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "581c7c84",
   "metadata": {},
   "source": [
    "a)\n",
    "Vier Datenpunkte pro Iris-Art\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7978a573",
   "metadata": {},
   "outputs": [],
   "source": [
    "#b) \n",
    "iris_data= np.loadtxt(\"../supplement_files/iris.csv\", delimiter=\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a1122915",
   "metadata": {},
   "outputs": [],
   "source": [
    "#c)\n",
    "iris_data\n",
    "X = iris_data[:,:4]\n",
    "T = iris_data[:,4]\n",
    "# Zeilenvektoren in Spaltenvektoren konvertieren\n",
    "X = X.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5d22693",
   "metadata": {},
   "source": [
    "d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5f5b8df7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#e)\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.scatter(X[0], X[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a21fe3c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#f)\n",
    "plt.scatter(X[0], X[1],c=T, cmap=plt.cm.prism)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c4882c4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "hovertemplate": "x=%{x}<br>y=%{y}<br>z=%{z}<br>color=%{marker.color}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": {
           "bdata": "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAADwPwAAAAAAAPA/AAAAAAAA8D8AAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABA",
           "dtype": "f8"
          },
          "coloraxis": "coloraxis",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "",
         "scene": "scene",
         "showlegend": false,
         "type": "scatter3d",
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     "metadata": {},
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   ],
   "source": [
    "#3b)\n",
    "import plotly.express as px\n",
    "fig = px.scatter_3d(X, X[0], X[1], X[2], color=T, color_discrete_map=plt.cm.prism)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7c79c288",
   "metadata": {},
   "outputs": [],
   "source": [
    "#c)\n",
    "fig = px.scatter_3d(X, X[0], X[1], X[2], color=T, color_discrete_map=plt.cm.prism)\n",
    "fig.write_html('my_figure.html', auto_open=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c48aed8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#d)\n",
    "fig = px.scatter_3d(X, X[1], X[2], X[3], color=T, color_discrete_map=plt.cm.prism)\n",
    "fig.write_html('my_figure_3d.html', auto_open=True)"
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  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "75905dec",
   "metadata": {},
   "outputs": [],
   "source": [
    "#4a)\n",
    "thyroid_data = np.loadtxt(\"../supplement_files/thyroid-ann-train.data\", delimiter=\" \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ac076008",
   "metadata": {},
   "outputs": [],
   "source": [
    "#4a)\n",
    "# Es gibt 21 Merkmale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9d377058",
   "metadata": {},
   "outputs": [],
   "source": [
    "#4b)\n",
    "# 6 kontinuierlich und 15 diskrete/binäre Merkmale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f4093931",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Es gibt 3 Patientengruppen\n"
     ]
    }
   ],
   "source": [
    "#4c)\n",
    "num_patient_grps = len(np.unique(thyroid_data[:,-1]))\n",
    "num_patient_grps\n",
    "print(f\"Es gibt {num_patient_grps} Patientengruppen\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2cda1596",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Patientengruppe 1.0 hat 93 Einträge\n",
      "Patientengruppe 2.0 hat 191 Einträge\n",
      "Patientengruppe 3.0 hat 3488 Einträge\n"
     ]
    }
   ],
   "source": [
    "#4d)\n",
    "grps, counts = np.unique(thyroid_data[:,-1], return_counts=True)\n",
    "for grp, count in zip(grps,counts):\n",
    "    print(f\"Patientengruppe {grp} hat {count} Einträge\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "28fdf622",
   "metadata": {},
   "outputs": [
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iQD8vbqMBvAViP5LLf0i/fU0//Knx0k1iUD9hMlUwKqlTPy1DHOviNho/88gfDDz3Xj85tMh2vp+aPy9uowG8BVI/rthfdk8edj/zyB8MPPdeP8e6uI0G8FY/88gfDDz3Xj/zyB8MPPdeP/PIHww8914/88gfDDz3Xj/6fmq8dJNoPy1DHOviNlo/XwfOGVHaWz8730+Nl26CP/PIHww8914/+n5qvHSTWD8tQxzr4jYqP/yp8dJNYlA/LUMc6+I2Gj+Sy39Iv31dPy1DHOviNho//Knx0k1iUD8vbqMBvAVyP/p+arx0k4g/lPYGX5hMVT9hMlUwKqlDP8e6uI0G8EY//Knx0k1iQD+Sy39Iv31NP8e6uI0G8FY/kst/SL99TT8tQxzr4jZaP5T2Bl+YTFU/XwfOGVHaWz8tQxzr4jYqPy1DHOviNko/LUMc6+I2Kj9hMlUwKqlTP2EyVTAqqUM/LUMc6+I2Kj8vbqMBvAViPy1DHOviNjo/h/nyAuyjgz9KDAIrhxa5P5LLf0i/fV0/Gy/dJAaBlT9GJXUCmghrPy1DHOviNio/88gfDDz3Xj97FK5H4XpkP2EyVTAqqTM/xY8xdy0hXz9hMlUwKqkzP5T2Bl+YTFU/88gfDDz3Xj/6fmq8dJNYP2EyVTAqqTM/YTJVMCqpUz/8qfHSTWJQP2EyVTAqqTM/x7q4jQbwRj9hMlUwKqlTP/yp8dJNYlA/kst/SL99TT9hMlUwKqkzPy1DHOviNlo/YTJVMCqpYz9hMlUwKqlDP/yp8dJNYlA/YTJVMCqpMz8ZBFYOLbKdP2EyVTAqqTM/88gfDDz3Xj/zyB8MPPdeP/PIHww8914/88gfDDz3Xj/zyB8MPPdeP5LLf0i/fU0/YTJVMCqpMz9hMlUwKqkzP5LLf0i/fU0/Gy/dJAaBlT/zyB8MPPdeP/PIHww8914/YTJVMCqpMz8tQxzr4jZ6P/PIHww8914/lPYGX5hMVT9hMlUwKqkjP2EyVTAqqTM/YTJVMCqpIz/8qfHSTWJAP/yp8dJNYkA/nMQgsHJokT9aZDvfT42XPzvfT42XbpI/nzws1JrmfT/zyB8MPPdeP/PIHww8914/88gfDDz3Xj9hMlUwKqkjP/PIHww8914/88gfDDz3Xj/zyB8MPPdeP/PIHww8914/YTJVMCqpIz9hMlUwKqkzP0PFOH8TCmE/YTJVMCqpIz9hMlUwKqkjP8e6uI0G8FY//Knx0k1iQD9hMlUwKqkjP2EyVTAqqSM/YTJVMCqpIz/8qfHSTWJQP5LLf0i/fU0/YTJVMCqpIz97FK5H4XpkP2EyVTAqqUM/YTJVMCqpIz9hMlUwKqkjP2EyVTAqqTM/x7q4jQbwVj9hMlUwKqlDP/PIHww8914/pHA9CtejsD9hMlUwKqkjPy1DHOviNio/YTJVMCqpIz97FK5H4XqEP2EyVTAqqSM//Knx0k1iUD9DxTh/EwphP/p+arx0k5g/YTJVMCqpIz9hMlUwKqkjP/PIHww8914/88gfDDz3Xj/zyB8MPPdePy1DHOviNho/+n5qvHSTeD9fB84ZUdpbP2EyVTAqqSM/YTJVMCqpIz9hMlUwKqkjP2EyVTAqqSM/YTJVMCqpIz8tQxzr4jZKP/PIHww8914/YTJVMCqpIz8vbqMBvAVSPy1DHOviNjo/XwfOGVHaWz8vbqMBvAVSP5LLf0i/fU0/x7q4jQbwRj9hMlUwKqkjP2EyVTAqqUM/LUMc6+I2Sj/zyB8MPPdeP2EyVTAqqVM/LUMc6+I2Kj9hMlUwKqlDPy1DHOviNlo/+n5qvHSTiD8tQxzr4jZaP2EyVTAqqUM/LUMc6+I2Kj8tQxzr4jYqP/yp8dJNYlA/U5YhjnVxez8tQxzr4jYqPy1DHOviNio/lPYGX5hMVT+u2F92Tx5mP8WPMXctIW8/LUMc6+I2Kj8tQxzr4jYqPy1DHOviNio/88gfDDz3Xj/8qfHSTWJQP/PIHww8914/88gfDDz3Xj/zyB8MPPdeP/PIHww8914/88gfDDz3Xj/zyB8MPPdePxsv3SQGgZU/eekmMQisbD/8qfHSTWIwP/PIHww8914/x7q4jQbwVj/8qfHSTWIwP8e6uI0G8FY//Knx0k1iQD/8qfHSTWIwP/yp8dJNYjA//Knx0k1iMD+U9gZfmExVP/yp8dJNYjA//Knx0k1iMD/8qfHSTWIwP/yp8dJNYkA//Knx0k1iMD/6fmq8dJNYP2EyVTAqqUM/XwfOGVHaWz+U9gZfmExVP/yp8dJNYjA/x7q4jQbwZj9IUPwYc9diP5qZmZmZmbk/88gfDDz3Xj+Sy39Iv31NPy9uowG8BVI/7FG4HoXroT/8qfHSTWIwP0PFOH8TCmE/LUMc6+I2Kj/HuriNBvBGP7pJDAIrh4Y/LUMc6+I2Kj8tQxzr4jY6Py1DHOviNio/x7q4jQbwVj9hMlUwKqlDP2EyVTAqqVM/x7q4jQbwRj8tQxzr4jZKPy1DHOviNio/LUMc6+I2Kj8tQxzr4jYqPy1DHOviNio//Knx0k1iUD/HuriNBvBGP2EyVTAqqUM/LUMc6+I2Kj8tQxzr4jYqP/PIHww8914/88gfDDz3Xj/zyB8MPPdeP/PIHww8914/88gfDDz3Xj9hMlUwKqkjP+CcEaW9wWc/YTJVMCqpUz8tQxzr4jYqP8e6uI0G8EY/LUMc6+I2Wj9hMlUwKqkjP/PIHww8914/xY8xdy0hXz+Sy39Iv31NPy9uowG8BWI//Knx0k1iUD/HuriNBvBWPy1DHOviNho/ObTIdr6fmj9DxTh/EwphP/yp8dJNYlA/YTJVMCqpIz+U9gZfmExlP2EyVTAqqUM//Knx0k1iQD/HuriNBvBGPy1DHOviNjo/YTJVMCqpIz9hMlUwKqkjP2EyVTAqqSM//Knx0k1icD9IUPwYc9eSPy1DHOviNio//Knx0k1iQD8tQxzr4jYaPy1DHOviNko/LUMc6+I2Oj8tQxzr4jYqP/PIHww8914/x7q4jQbwRj/HuriNBvBGP0hQ/Bhz12I/XwfOGVHaWz/zyB8MPPdeP/p+arx0k1g/YTJVMCqpMz8tQxzr4jYqP/PIHww8914/88gfDDz3Xj8tQxzr4jYqPy1DHOviNio/LUMc6+I2Kj8TYcPTK2V5P/p+arx0k2g/x7q4jQbwRj/8qfHSTWJQP/yp8dJNYmA/x7q4jQbwVj+6SQwCK4eGPy1DHOviNio/xY8xdy0hbz8tQxzr4jYqP8e6uI0G8EY/2c73U+Olmz8tQxzr4jYqP/PIHww8914/kst/SL99TT/6fmq8dJOIP8e6uI0G8EY/L26jAbwFUj8tQxzr4jYqP2EyVTAqqTM/INJvXwfOeT+4HoXrUbh+P5LLf0i/fV0/88gfDDz3Xj/zyB8MPPdeP/PIHww8914/88gfDDz3Xj+U9gZfmExVPzvfT42XbqI//Knx0k1iQD8tQxzr4jZaP0PFOH8TCmE/YTJVMCqpQz8vbqMBvAVSP/yp8dJNYjA//Knx0k1iMD/zyB8MPPdeP5LLf0i/fU0/88gfDDz3Xj/zyB8MPPdePy1DHOviNko/XwfOGVHaWz/8qfHSTWIwP/PIHww8914/LUMc6+I2Kj/8qfHSTWIwP/yp8dJNYjA/SFD8GHPXYj/8qfHSTWIwP5LLf0i/fV0/88gfDDz3Xj/zyB8MPPdeP7gehetRuJ4/88gfDDz3Xj/8qfHSTWIwPwkbnl4py4A//Knx0k1iMD/zyB8MPPdePy1DHOviNgo/x7q4jQbwRj/gnBGlvcFnP/yp8dJNYjA/LUMc6+I2Cj8tQxzr4jY6Py1DHOviNgo/L26jAbwFUj8tQxzr4jYqP5T2Bl+YTFU/YTJVMCqpUz9hMlUwKqkzP/PIHww8914/88gfDDz3Xj97FK5H4XqEPy1DHOviNjo/LUMc6+I2Cj8tQxzr4jYqP18HzhlR2ls/LUMc6+I2Cj/8qfHSTWJQPy1DHOviNgo/LUMc6+I2Cj8tQxzr4jYKPy1DHOviNio/LUMc6+I2Cj/8qfHSTWJAP/yp8dJNYkA//Knx0k1iQD/6fmq8dJNYP2EyVTAqqTM/O99PjZducj8tQxzr4jYKP/yp8dJNYmA/LUMc6+I2Cj8tQxzr4jYKP4GVQ4ts57s/YTJVMCqpUz8tQxzr4jYKPy1DHOviNgo/LUMc6+I2Oj9hMlUwKqlDPy1DHOviNgo/uB6F61G4fj8tQxzr4jYKP/yp8dJNYmA/lPYGX5hMVT8tQxzr4jYKP/yp8dJNYlA/LUMc6+I2Cj9IUPwYc9diP/yp8dJNYjA//Knx0k1iMD/HuriNBvBWP/PIHww8914//Knx0k1iMD8tQxzr4jZaP5T2Bl+YTGU/LUMc6+I2Cj/8qfHSTWIwP/yp8dJNYjA/+n5qvHSTWD/8qfHSTWJgPy1DHOviNio//Knx0k1iMD8tQxzr4jZaP/yp8dJNYjA//Knx0k1iMD9hMlUwKqlDP0jElEiil4E/kst/SL99TT8tQxzr4jY6P/yp8dJNYjA//Knx0k1iMD/zyB8MPPdeP/yp8dJNYlA//Knx0k1iQD/8qfHSTWIwP2EyVTAqqUM//Knx0k1iMD/8qfHSTWIwP/yp8dJNYjA/L26jAbwFYj+srdhfdk9+PwfwFkhQ/Hg/LUMc6+I2Sj9hMlUwKqlDP/yp8dJNYkA/YTJVMCqpIz/zyB8MPPdeP5LLf0i/fU0/YTJVMCqpIz/zyB8MPPdePy1DHOviNio//Knx0k1iQD9hMlUwKqlTP1Q1QdR9AII/Q8U4fxMKYT/8qfHSTWJAP3sUrkfhemQ/L26jAbwFUj9hMlUwKqlDP2EyVTAqqSM//Knx0k1iQD/8qfHSTWJQP2EyVTAqqSM/YTJVMCqpIz9hMlUwKqkzP2EyVTAqqUM/LUMc6+I2Kj/FjzF3LSFvP5zEILByaJE/LUMc6+I2Kj+Sy39Iv31NPy1DHOviNio/88gfDDz3Xj9fB84ZUdprP26jAbwFEnQ/E2HD0ytleT9fB84ZUdpbP/PIHww8914/x7q4jQbwRj9hMlUwKqkzP2EyVTAqqUM/88gfDDz3Xj8tQxzr4jYqP5LLf0i/fU0/LUMc6+I2Kj/HuriNBvBWP/yp8dJNYlA/XwfOGVHaaz/8qfHSTWJQPy1DHOviNko/h/nyAuyjgz9hMlUwKqlDP/yp8dJNYlA/LUMc6+I2Kj/6fmq8dJNYPy1DHOviNio/x7q4jQbwRj9U46WbxCDAP18HzhlR2ls/LUMc6+I2Kj8tQxzr4jYqP/yp8dJNYlA/LUMc6+I2Kj8tQxzr4jYqPy9uowG8BVI/LUMc6+I2Kj/8qfHSTWJAPy1DHOviNio/x7q4jQbwRj/zyB8MPPdeP2EyVTAqqWM/LUMc6+I2Kj8tQxzr4jYqPy1DHOviNko/LUMc6+I2Sj/8qfHSTWJAP8e6uI0G8EY/88gfDDz3Xj/HuriNBvBGPy1DHOviNio//Knx0k1iQD8tQxzr4jYqPy1DHOviNio/YTJVMCqpUz/8qfHSTWJAP2EyVTAqqUM/+n5qvHSTWD8tQxzr4jYqP/yp8dJNYkA/YTJVMCqpUz9hMlUwKqlDPy1DHOviNio/xY8xdy0hXz9hMlUwKqlDPy1DHOviNio/YTJVMCqpQz8tQxzr4jYqP/PIHww8914/88gfDDz3Xj/zyB8MPPdePy1DHOviNio/L26jAbwFYj8JG55eKctwPy1DHOviNio/LUMc6+I2Kj/HuriNBvBWP8WPMXctIV8/YTJVMCqpQz8tQxzr4jYqP5LLf0i/fU0/eekmMQisbD8tQxzr4jYqP3npJjEIrIw/kst/SL99TT+srdhfdk9uP+CcEaW9wWc/kst/SL99TT/zyB8MPPdePy1DHOviNio/LUMc6+I2Kj9fB84ZUdpbPy1DHOviNio/88gfDDz3Xj/zyB8MPPdeP/PIHww8914/YTJVMCqpQz/8qfHSTWJAP/yp8dJNYlA/LUMc6+I2Kj/8qfHSTWJQPy1DHOviNko/L26jAbwFUj8tQxzr4jZaP2q8dJMYBKY/88gfDDz3Xj/LoUW28/20P/yp8dJNYjA//Knx0k1iMD/8qfHSTWIwP/yp8dJNYjA//Knx0k1iMD/8qfHSTWIwP/yp8dJNYjA/kst/SL99TT+u2F92Tx52P/p+arx0k1g//Knx0k1iMD9hMlUwKqlDP/yp8dJNYjA/88gfDDz3Xj/oaiv2l92DP2EyVTAqqUM/E2HD0ytlaT/zyB8MPPdeP6yt2F92T24//Knx0k1iMD/zyB8MPPdePy1DHOviNko/kst/SL99XT/8qfHSTWIwP2EyVTAqqVM/kst/SL99TT/8qfHSTWIwP/yp8dJNYjA/x7q4jQbwRj/8qfHSTWIwPy1DHOviNko/kst/SL99TT9hMlUwKqlDP67YX3ZPHnY//Knx0k1iMD8vbqMBvAVSP/PIHww8914//Knx0k1iMD/FjzF3LSF/P0PFOH8TCmE/YTJVMCqpQz8tQxzr4jZKPy1DHOviNko/kst/SL99TT/zyB8MPPdeP2EyVTAqqUM/LUMc6+I2Wj+U9gZfmExlP2EyVTAqqUM/eekmMQisbD8tQxzr4jZqP/PIHww8914//Knx0k1iMD+Sy39Iv31tP/PIHww8914/YTJVMCqpQz8vbqMBvAVyP2EyVTAqqUM/L26jAbwFUj/gnBGlvcFnP18HzhlR2ls/+n5qvHSTmD+Sy39Iv31NPy1DHOviNjo//Knx0k1iMD/sUbgeheuhP/yp8dJNYjA//Knx0k1iMD/8qfHSTWIwP2EyVTAqqSM/RiV1ApoIez/8qfHSTWJgP2EyVTAqqSM/lPYGX5hMRT+Sy39Iv31dP/p+arx0k1g/88gfDDz3Xj/zyB8MPPdeP/PIHww8914/xY8xdy0hXz/xaOOItfgEP8e6uI0G8FY/aR1VTRB1Hz/zyB8MPPdeP/Fo44i1+AQ/bHh6pSxDfD/8qfHSTWIwP0jElEiil4E/88gfDDz3Xj/zyB8MPPdeP/Fo44i1+AQ/eekmMQisbD8tQxzr4jZaP/PIHww8914/L26jAbwFUj/6fmq8dJNYPy9uowG8BVI/88gfDDz3Xj/xaOOItfgEP3sUrkfhesQ/kst/SL99XT8vbqMBvAViP7gehetRuI4/+n5qvHSTeD+U9gZfmExlP/PIHww8914/8WjjiLX4JD9DxTh/EwpBP0PFOH8TCmE/lPYGX5hMVT8tQxzr4jZqP6BP5EnSNXM/S7A4nPnVTD9hMlUwKqljP67YX3ZPHmY/Q8U4fxMKMT8TYcPTK2VpP/Fo44i1+PQ+5SfVPh2POT8vbqMBvAVSP0GasWg6O0k/dnEbDeAtgD/b+X5qvHSTP/yp8dJNYmA/4JwRpb3BZz8TYcPTK2VpP/p+arx0k2g/0vvG155ZEj97FK5H4XqkP/PIHww8914/2ubG9IQlLj/HuriNBvBmP/PIHww8914/LUMc6+I2Wj9pHVVNEHUfP5LLf0i/fV0/lPYGX5hMRT8vbqMBvAVSP/Fo44i1+PQ+eekmMQisnD+8eapDboZLPy1DHOviNlo/x7q4jQbwVj9IUPwYc9diP8WPMXctIV8/B/AWSFD8eD9IUPwYc9eCP/p+arx0k1g/88gfDDz3Xj/zyB8MPPdeP/PIHww8914/88gfDDz3Xj+U9gZfmExVPy9uowG8BWI/x7q4jQbwdj/xaOOItfj0PsWPMXctIU8/KuPfZ1w4UD85tMh2vp+KPzm0yHa+n3o/88gfDDz3Xj9hMlUwKqlTP8WPMXctIV8/YTJVMCqpQz/FjzF3LSFvP/PIHww8914/WDm0yHa+nz/FjzF3LSFfP3506spneU4/hxbZzvdTwz/HuriNBvBmPxoXDoRkAUM/QZqxaDo7ST9hGoaPiClxP/Fo44i1+OQ+8WjjiLX45D4tQxzr4jZaP3sUrkfhemQ/4JwRpb3Bdz/zyB8MPPdeP/PIHww8914/A5Xx7zMuPD9GJXUCmgh7P2EyVTAqqTM/SgwCK4cWuT/zyB8MPPdeP9QrZRniWHc/LUMc6+I2Cj+U9gZfmExFP0PFOH8TCmE/INJvXwfOeT+U9gZfmExVP/yp8dJNYjA/aR1VTRB1Hz+8eapDboY7Pw/W/znMlxc/88gfDDz3Xj/8qfHSTWJgP2Eaho+IKXE//Knx0k1iYD/zyB8MPPdeP/yp8dJNYjA/rK3YX3ZPbj8730+Nl25yP/Fo44i1+OQ+lPYGX5hMVT8aFw6EZAFDP/Fo44i1+PQ+4JwRpb3Bdz8vbqMBvAViP5T2Bl+YTEU/XwfOGVHaWz8hAg6hSs1OPxNhw9MrZWk/a0jcY+lDRz/xaOOItfjkPrJjIxCv60c/ibX4FADjST9hGoaPiClxP2EyVTAqqVM/lPYGX5hMVT/HuriNBvBWP6yt2F92T24/x7q4jQbwVj9DxTh/EwpBP+kmMQisHKo/CtejcD0Kpz/xaOOItfj0PvPIHww8914/8WjjiLX49D7xaOOItfjkPpT2Bl+YTFU/mG4Sg8DKwT+U9gZfmExVP7x5qkNuhjs/YTJVMCqpUz9GJXUCmghrP8WPMXctIV8/8WjjiLX49D5fB84ZUdpbP18HzhlR2ks/rthfdk8eZj/FjzF3LSFfP2EyVTAqqVM/3nGKjuTybz9DxTh/EwphP8e6uI0G8FY/eekmMQisbD/HuriNBvA2P3sUrkfhemQ/vHmqQ26GOz8Nq3gj88hPP3npJjEIrJw/88gfDDz3Xj9fB84ZUdpbP8e6uI0G8FY/LUMc6+I2Cj9fB84ZUdpbP18HzhlR2ls/L26jAbwFUj9IUPwYc9dyPy1DHOviNlo/x7q4jQbwRj+U9gZfmExVPy9uowG8BVI/QZqxaDo7ST8JG55eKctwP8WPMXctIV8/GOyGbYsySz9rSNxj6UNHP8e6uI0G8FY/RiV1ApoIaz8JG55eKctwP0hQ/Bhz12I/LUMc6+I2aj/6fmq8dJNYP8e6uI0G8GY/8WjjiLX45D5pHVVNEHUPPy1DHOviNlo/88gfDDz3Xj85tMh2vp96P/Fo44i1+EQ/+n5qvHSTWD/8qfHSTWJgP5LLf0i/fV0/YTJVMCqpUz/zyB8MPPdeP/yp8dJNYlA/Q8U4fxMKYT/8qfHSTWJQPw2reCPzyE8/8WjjiLX45D4GgZVDi2zHP03bv7LSpEQ/oDcVqTC2QD+gT+RJ0jVzP4vgfyvZsUE/88gfDDz3Xj8tQxzr4jZaP/Fo44i1+OQ+LUMc6+I2Cj8P1v85zJdHP1bxRuaRP0g/8WjjiLX45D7zyB8MPPdeP/Fo44i1+OQ+8WjjiLX49D5GJXUCmghrP7pJDAIrh3Y//Knx0k1iQD/HuriNBvBmP2x4eqUsQ3w/OIQqNXugNT+yYyMQr+tHP5T2Bl+YTGU/xY8xdy0hfz8H8BZIUPx4P8e6uI0G8GY/YTJVMCqpQz8vbqMBvAViP/yp8dJNYmA/rK3YX3ZPbj/zyB8MPPdeP/Fo44i1+OQ+kst/SL99XT/S+8bXnlkyP/Fo44i1+OQ+8WjjiLX45D6Sy39Iv31dP7x5qkNuhjs/8WjjiLX49D6U9gZfmExlP/Fo44i1+OQ+CRueXinLcD9W8UbmkT84P2EyVTAqqWM/XwfOGVHaWz+eDI6SV+coP/yp8dJNYoA//Knx0k1iYD9hMlUwKqljP3506spneU4/gJ9x4UBINj8JG55eKctwP/Fo44i1+OQ+8WjjiLX45D4tQxzr4jZaP0hQ/Bhz12I/x7q4jQbwVj/gnBGlvcFnP0GasWg6O0k/LUMc6+I2Wj9hMlUwKqlTP/yp8dJNYmA/xY8xdy0hXz+U9gZfmExVP4vgfyvZsUE//Knx0k1iMD/8qfHSTWJgP/Fo44i1+OQ+8WjjiLX45D57FK5H4XqEP9L7xteeWSI/exSuR+F6dD9hMlUwKqljP95xio7k8m8/XwfOGVHaWz/lJ9U+HY9JP8WPMXctIU8/gJ9x4UBIJj9LsDic+dU8P3npJjEIrJw/lPYGX5hMVT/6fmq8dJNYPwOV8e8zLkw/L26jAbwFYj/oaiv2l92DPy9uowG8BVI/lPYGX5hMZT8tQxzr4jZqP8e6uI0G8FY/xY8xdy0hXz8vbqMBvAVyP0YldQKaCGs/hlrTvOMUfT8tQxzr4jZaP2kdVU0Qdf8+8WjjiLX45D5hMlUwKqlTP/Fo44i1+EQ/YTJVMCqpQz8vbqMBvAVSP9rmxvSEJU4/aR1VTRB1/z4P1v85zJcXP8e6uI0G8EY/YTJVMCqpYz9YHM78ag5AP5T2Bl+YTFU/GhcOhGQBMz/xaOOItfgkP95xio7k8m8/8WjjiLX4RD9DxTh/EwphP/PIHww8914//Knx0k1iYD/xaOOItfgEP/Fo44i1+PQ+YTJVMCqpIz/8qfHSTWJAPy1DHOviNko/K4cW2c73sz+srdhfdk9uP8e6uI0G8GY/AAAAAAAAAABDxTh/EwphP3ReY5eo3ko/LUMc6+I2aj+4HoXrUbh+PwAAAAAAAAAA5SfVPh2POT8pXI/C9SisP2kdVU0QdU8/+n5qvHSTWD8TYcPTK2V5Py1DHOviNno/kst/SL99bT8vbqMBvAVSP8WPMXctIV8//Knx0k1iYD8vbqMBvAVSP8e6uI0G8FY/x7q4jQbwVj9IUPwYc9diP5T2Bl+YTFU//Knx0k1iYD90XmOXqN5KP18HzhlR2ms/XwfOGVHaaz+Sy39Iv31dP3aJ6q2BrUI/kst/SL99XT/HuriNBvBWPzvfT42XbnI/dF5jl6jeSj/HuriNBvBWP3ReY5eo3ko/Q8U4fxMKQT9hMlUwKqljP/PIHww8914/xY8xdy0hXz+U9gZfmExVP/p+arx0k2g/XwfOGVHaWz/HuriNBvBWP/yp8dJNYjA/hxbZzvdTwz8vbqMBvAVSP/PIHww8914/L26jAbwFYj8aFw6EZAFDP9rmxvSEJT4/rthfdk8edj8tQxzr4jYaP6ipZWt9kYA/LUMc6+I2Wj/HuriNBvBWP/Fo44i1+OQ+Q8U4fxMKYT/6fmq8dJOIP/Fo44i1+PQ+Iv32deCccT/6fmq8dJNIPy9uowG8BVI/+n5qvHSTiD9IUPwYc9diP2EyVTAqqUM/5SfVPh2PST+cxCCwcmiBP7UaEvdY+oA/aJHtfD813j97FK5H4Xp0P+CcEaW9wWc/Q8U4fxMKYT/xaOOItfgEP1bxRuaRP0g/x7q4jQbwVj8tQxzr4jYKPxjshm2LMks/SFD8GHPXYj+6SQwCK4d2P6A3FakwtkA/kst/SL99XT+4HoXrUbiOP/Fo44i1+PQ+L26jAbwFUj/bbRea6zSCP95xio7k8m8/rthfdk8edj9hMlUwKqlTP0YldQKaCGs/lPYGX5hMVT/gnBGlvcFnP7x5qkNuhks/x7q4jQbwVj/6fmq8dJNoP95xio7k8m8/XwfOGVHaWz/6fmq8dJNYPxoXDoRkAUM/E2HD0ytlaT8TYcPTK2V5PxNhw9MrZWk/8WjjiLX49D5IUPwYc9diP2EyVTAqqVM//Knx0k1icD+hZ7Pqc7V1P0YldQKaCGs/LUMc6+I2Oj97FK5H4XpkP6BP5EnSNXM/rthfdk8eZj8tQxzr4jZaP8WPMXctIV8/L26jAbwFUj9hMlUwKqlzPzvfT42XboI/XwfOGVHaWz/ecYqO5PJ/Py9uowG8BXI/8WjjiLX49D7S+8bXnlkyPy1DHOviNlo/88gfDDz3Xj9hMlUwKqljP8WPMXctIV8/oE/kSdI1cz+6SQwCK4eGP2EyVTAqqVM/exSuR+F6hD9BmrFoOjtJPw2reCPzyE8/YTJVMCqpUz8JG55eKctwP18HzhlR2ls/x7q4jQbwZj9IUPwYc9diPwAAAAAAAAAAAAAAAAAAAADHuriNBvB2P/p+arx0k1g/L26jAbwFUj/xaOOItfj0PnsUrkfhemQ/XwfOGVHaaz/xaOOItfgUPxkEVg4tsq0/xY8xdy0hXz/HuriNBvBWPxNhw9MrZWk/kst/SL99XT8i/fZ14JxxPxNhw9MrZXk/GhcOhGQBQz/8qfHSTWJQP18HzhlR2ls/8WjjiLX49D5hMlUwKqlTPy9uowG8BVI/xY8xdy0hXz/zyB8MPPdeP5LLf0i/fV0/RiV1ApoIaz+IhVrTvON0P5LLf0i/fW0/cT0K16NwzT/zyB8MPPdeP/Fo44i1+PQ+bqMBvAUSdD/zyB8MPPdeP2tI3GPpQ0c/8WjjiLX4FD8730+Nl26CP3sUrkfhemQ/kst/SL99XT+Sy39Iv31dP/yp8dJNYmA/LUMc6+I2aj+6SQwCK4eWP+hqK/aX3YM/eekmMQisfD/zyB8MPPdeP6lNnNzvUDQ/+n5qvHSTWD8P1v85zJdHPy1DHOviNko/YTJVMCqpUz/xaOOItfj0PtL7xteeWRI/8WjjiLX49D7FjzF3LSFfP/Fo44i1+BQ/LUMc6+I2Gj/HuriNBvBWP0hQ/Bhz12I/donqrYGtQj8i/fZ14JxxP9DQP8HFiko/lPYGX5hMZT/xaOOItfj0Pqyt2F92T24/rthfdk8edj/gnBGlvcFnP3sUrkfhemQ/+n5qvHSTmD9IUPwYc9diP5T2Bl+YTFU/88gfDDz3Xj/gnBGlvcFnPzvfT42XbnI/x7q4jQbwZj9hMlUwKqkjPxNhw9MrZWk/XwfOGVHaaz/zyB8MPPdePwOV8e8zLkw/88gfDDz3Xj/zyB8MPPdeP/Fo44i1+BQ/LUMc6+I2Wj+IhVrTvON0P6Z+3lSkwog/8WjjiLX49D7HuriNBvBmP/Fo44i1+PQ+8WjjiLX49D4tQxzr4jZaP9L7xteeWUI/Dat4I/PITz/FjzF3LSFfP0PFOH8TCmE/XwfOGVHaaz9hMlUwKqljP/yp8dJNYkA/1CtlGeJYdz8tQxzr4jZaP0hQ/Bhz12I/rthfdk8eZj9hMlUwKqlTP3sUrkfhemQ/88gfDDz3Xj8vbqMBvAVSP3506spneU4/x7q4jQbwZj9IUPwYc9dyP/Fo44i1+AQ/XwfOGVHaSz8tQxzr4jYKP/PIHww8914/YTJVMCqpcz+4HoXrUbiuP6rx0k1iEKg/fnTqymd5Tj85tMh2vp+KP7JjIxCv60c//Knx0k1iUD8tQxzr4jYqP/PIHww8914/Q8U4fxMKIT8Y7IZtizJLP/Fo44i1+PQ+YTJVMCqpYz/HuriNBvBWP0PFOH8TCmE/LUMc6+I2Gj8TYcPTK2VpP8e6uI0G8DY/XwfOGVHaWz9DxTh/EwphP8e6uI0G8FY/+n5qvHSTWD/HuriNBvBmPy9uowG8BWI/kst/SL99fT9uowG8BRJ0P5T2Bl+YTGU/kst/SL99XT/FjzF3LSFfP8e6uI0G8EY/88gfDDz3Xj/zyB8MPPdeP0YldQKaCGs/+n5qvHSTaD/FjzF3LSFfP3npJjEIrIw/+n5qvHSTWD/HuriNBvBmP0hQ/Bhz14I/YTJVMCqpYz9pHVVNEHUPPyECDqFKzU4/LUMc6+I2Cj9DxTh/EwphP/PIHww8914/exSuR+F6ZD/HuriNBvBWP6yt2F92T24/+n5qvHSTiD/zyB8MPPdeP/PIHww8914/88gfDDz3Xj/gnBGlvcFnP/PIHww8914/SFD8GHPXYj/HuriNBvBWP/PIHww8914/XwfOGVHaWz+4HoXrUbiOP3sUrkfhemQ/xY8xdy0hXz/FjzF3LSFfPy9uowG8BVI/+n5qvHSTaD/gnBGlvcFnP5T2Bl+YTFU/kst/SL99XT+Sy39Iv31tP9v5fmq8dJM/x7q4jQbwZj8Nq3gj88hPP3sUrkfhemQ/L26jAbwFYj9fB84ZUdp7P5LLf0i/fX0/LUMc6+I2Wj90XmOXqN46P85wAz4/jFA/D9b/OcyXRz9pHVVNEHX/PmEyVTAqqWM/+n5qvHSTaD/HuriNBvBWP4iFWtO843Q/kst/SL99PT+eDI6SV+c4P9nO91Pjpbs/4JwRpb3BZz/zyB8MPPdeP18HzhlR2ls/rthfdk8eZj/zyB8MPPdeP8e6uI0G8FY/exSuR+F6ZD/uPVxy3ClNP1gczvxqDlA/88gfDDz3Xj/HuriNBvBWPyECDqFKzU4/SFD8GHPXYj9IUPwYc9eCPy1DHOviNlo//Knx0k1iUD/6fmq8dJNYP6rx0k1iEMg/88gfDDz3Xj+IhVrTvON0P/Fo44i1+AQ/x7q4jQbwZj/6fmq8dJNYPy1DHOviNko/+n5qvHSTeD8vbqMBvAVSPy9uowG8BVI/SFD8GHPXYj/8qfHSTWJAPy9uowG8BWI/L26jAbwFUj+Sy39Iv31dP/PIHww8914/kst/SL99jT8vbqMBvAViP6BP5EnSNXM/xY8xdy0hXz8tQxzr4jY6P5LLf0i/fU0/YTJVMCqpQz/zyB8MPPdeP2EyVTAqqVM//Knx0k1igD+fPCzUmuZ9P/Fo44i1+AQ/CKwcWmQ7nz/HuriNBvBGP/Fo44i1+AQ/YTJVMCqpUz/8qfHSTWJQP5LLf0i/fV0/LUMc6+I2Oj+U9gZfmExVPy9uowG8BVI/XwfOGVHaWz+Sy39Iv31NP5T2Bl+YTGU/xY8xdy0hXz9DxTh/EwphP2EyVTAqqVM/88gfDDz3Xj8vbqMBvAVSP1pkO99Pjac/rthfdk8eZj/8qfHSTWJQPxNhw9MrZWk/L26jAbwFYj9hMlUwKqkzP67YX3ZPHmY/L26jAbwFUj/xaOOItfjkPvPIHww8914/rthfdk8eZj/xaOOItfgEP0PFOH8TCmE/8WjjiLX4BD+cxCCwcmiRP/Fo44i1+AQ/LUMc6+I2Wj9hMlUwKqlDP/yp8dJNYlA/+n5qvHSTaD+u2F92Tx5mP3npJjEIrGw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",
          "dtype": "f8"
         }
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "color"
          }
         },
         "colorscale": [
          [
           0,
           "#0d0887"
          ],
          [
           0.1111111111111111,
           "#46039f"
          ],
          [
           0.2222222222222222,
           "#7201a8"
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   ],
   "source": [
    "#4e) -- i)\n",
    "fig = px.scatter_3d(thyroid_data, thyroid_data[:,0], thyroid_data[:,16], thyroid_data[:,17], color=thyroid_data[:,-1])\n",
    "fig.update_traces(marker={'size': 3})\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0dacf983",
   "metadata": {},
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          "dtype": "f8"
         }
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "color"
          }
         },
         "colorscale": [
          [
           0,
           "#0d0887"
          ],
          [
           0.1111111111111111,
           "#46039f"
          ],
          [
           0.2222222222222222,
           "#7201a8"
          ],
          [
           0.3333333333333333,
           "#9c179e"
          ],
          [
           0.4444444444444444,
           "#bd3786"
          ],
          [
           0.5555555555555556,
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   ],
   "source": [
    "#4e) -- ii)\n",
    "fig = px.scatter_3d(thyroid_data, thyroid_data[:,0], thyroid_data[:,17], thyroid_data[:,18], color=thyroid_data[:,-1])\n",
    "fig.update_traces(marker={'size': 3})\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "80bfdd1d",
   "metadata": {},
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          "dtype": "f8"
         }
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "color"
          }
         },
         "colorscale": [
          [
           0,
           "#0d0887"
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   ],
   "source": [
    "#4e) -- iii) Merkmale 18, 19, 20\n",
    "fig = px.scatter_3d(thyroid_data, thyroid_data[:,18], thyroid_data[:,19], thyroid_data[:,20], color=thyroid_data[:,-1])\n",
    "fig.update_traces(marker={'size': 3})\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "171649dc",
   "metadata": {},
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          "dtype": "f8"
         }
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "color"
          }
         },
         "colorscale": [
          [
           0,
           "#0d0887"
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            "gridwidth": 2,
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            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
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          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
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          },
          "ternary": {
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            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
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           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
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      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4e) -- iv) Merkmale 16,18,20\n",
    "fig = px.scatter_3d(thyroid_data, thyroid_data[:,16], thyroid_data[:,18], thyroid_data[:,20], color=thyroid_data[:,-1])\n",
    "fig.update_traces(marker={'size': 3})\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8c9c1688",
   "metadata": {},
   "outputs": [],
   "source": [
    "#4f)\n",
    "# Merkmalsgruppen 1 und 4 sind am besten"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "dae26e9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4g)\n",
    "fig = plt.scatter(thyroid_data[:,16], thyroid_data[:,18], c=thyroid_data[:,-1], cmap=plt.cm.prism)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "nnw (3.14.x)",
   "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": "3.14.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}