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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import silx\n",
    "\n",
    "comp1 = \"/users/garrigaf/Documents/tests/Nexus/heat1/layer0\"\n",
    "comp2 = \"/users/garrigaf/Documents/tests/Nexus/heat1/layer1\"\n",
    "\n",
    "from darfix.io.utils import read_components\n",
    "\n",
    "d1, c1, W1 = read_components(comp1)\n",
    "d2, c2, W2 = read_components(comp2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z = kmeans.predict(W.T).reshape((2, len(c1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[12,  4,  8, 14, 28, 17,  7, 11, 10, 26, 19,  6, 23,  1,  0, 21,\n",
       "        13, 15, 20,  2,  4, 20, 18, 24,  3, 27, 16,  9, 22,  5],\n",
       "       [20, 13,  6, 18, 25,  7,  9, 11, 29, 15,  4, 19, 27, 21, 20, 14,\n",
       "         8,  0, 10, 17,  5,  1,  3, 24, 23, 16, 16, 22,  2, 22]],\n",
       "      dtype=int32)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fd3d29f8128>"
      ]
     },
     "execution_count": 62,
     "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 matplotlib import pyplot as plt\n",
    "keys = list(d1.keys())\n",
    "plt.scatter(d1[keys[0]], d1[keys[1]], c=W1.T[1], cmap=\"jet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fd3d2833dd8>"
      ]
     },
     "execution_count": 64,
     "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": [
    "plt.scatter(d2[keys[0]], d2[keys[1]], c=W2.T[10], cmap=\"jet\")"
   ]
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}