tp-apprentissage/tp.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "ad547a73",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "<class 'list'>\n",
      "<class 'list'>\n",
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     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1ae84018b80>"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.io import arff\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2sp2glob.arff','r'))[0]\n",
    "xaxis = []\n",
    "yaxis = []\n",
    "\n",
    "\n",
    "print(type(data))\n",
    "print(type(xaxis))\n",
    "print(type(yaxis))\n",
    "\n",
    "liste = []\n",
    "for i in range(0, len(data)-1):\n",
    "    liste += [[data[i][0],data[i][1]]]\n",
    "    xaxis.append(data[i][0])\n",
    "    yaxis.append(data[i][1])\n",
    "\n",
    "print(liste)\n",
    "#print(xaxis)\n",
    "#print(yaxis)    \n",
    "\n",
    "plt.scatter(xaxis, yaxis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "13b7eb33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[10.5       9.      ]\n",
      " [10.56717   9.268445]\n",
      " [ 8.27532  11.38221 ]\n",
      " ...\n",
      " [35.1861   29.35048 ]\n",
      " [35.2042   29.51478 ]\n",
      " [35.9212   27.96854 ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "plt.figure(figsize=(12, 12))\n",
    "\n",
    "n_samples = 1500\n",
    "random_state = 170\n",
    "X, y = make_blobs(n_samples=n_samples, random_state=random_state)\n",
    "\n",
    "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2sp2glob.arff','r'))[0]\n",
    "liste = []\n",
    "for i in range(0, len(data)-1):\n",
    "    liste += [[data[i][0],data[i][1]]]\n",
    "\n",
    "npliste = np.array([x for x in liste])\n",
    "\n",
    "print(npliste)\n",
    "    \n",
    "# Incorrect number of clusters\n",
    "y_pred = KMeans(n_clusters=2, random_state=random_state).fit_predict(npliste)\n",
    "\n",
    "\n",
    "#plt.subplot(221)\n",
    "plt.scatter(npliste[:, 0], npliste[:, 1], c=y_pred)\n",
    "plt.title(\"Incorrect Number of Blobs\")\n",
    "\n",
    "# Anisotropicly distributed data\n",
    "#transformation = [[0.60834549, -0.63667341], [-0.40887718, 0.85253229]]\n",
    "#X_aniso = np.dot(X, transformation)\n",
    "#y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_aniso)\n",
    "\n",
    "#plt.subplot(222)\n",
    "#plt.scatter(X_aniso[:, 0], X_aniso[:, 1], c=y_pred)\n",
    "#plt.title(\"Anisotropicly Distributed Blobs\")\n",
    "\n",
    "# Different variance\n",
    "#X_varied, y_varied = make_blobs(n_samples=n_samples,\n",
    "#                                cluster_std=[1.0, 2.5, 0.5],\n",
    "#                                random_state=random_state)\n",
    "#y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_varied)\n",
    "#\n",
    "#plt.subplot(223)\n",
    "#plt.scatter(X_varied[:, 0], X_varied[:, 1], c=y_pred)\n",
    "#plt.title(\"Unequal Variance\")\n",
    "\n",
    "# Unevenly sized blobs\n",
    "#X_filtered = np.vstack((X[y == 0][:500], X[y == 1][:100], X[y == 2][:10]))\n",
    "#y_pred = KMeans(n_clusters=3,\n",
    "#                random_state=random_state).fit_predict(X_filtered)\n",
    "#\n",
    "#plt.subplot(224)\n",
    "#plt.scatter(X_filtered[:, 0], X_filtered[:, 1], c=y_pred)\n",
    "#plt.title(\"Unevenly Sized Blobs\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e576f7bc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9fddea2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d75ca794",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}