{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "id": "BC4I4LgwAfaG"
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "id": "vdkeG1dyiCpI"
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "id": "huvr8cn3Ozmx"
   },
   "outputs": [],
   "source": [
    "width = 5\n",
    "height = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "id": "GZ9tAdmoh6Tn"
   },
   "outputs": [],
   "source": [
    "rgen = np.random.RandomState(1)\n",
    "bitmap=rgen.choice(range(255),size=width*height*3).reshape(width*height,3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "id": "3UP2P001h_5Y"
   },
   "outputs": [],
   "source": [
    "bitmap = np.array( bitmap,dtype='float64' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "id": "u1bTgLPs3dM4"
   },
   "outputs": [],
   "source": [
    "def normalize( INPUT ):\n",
    "    val=0.0\n",
    "    for indeks in range(0,INPUT.shape[0]):\n",
    "      val+=INPUT[indeks]**2\n",
    "    val=np.sqrt(val)\n",
    "\n",
    "    for indeks in range(0,INPUT.shape[0]):\n",
    "      if INPUT[indeks] != 0 and val != 0:\n",
    "        INPUT[indeks]/=val\n",
    "    return INPUT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "id": "wQiSb05Y6K1U"
   },
   "outputs": [],
   "source": [
    "for indeks in range(bitmap.shape[0]):\n",
    "  normalize( bitmap[indeks] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 228
    },
    "id": "TaU9NqPe5ORT",
    "outputId": "ea9fbbeb-3af1-4408-c74c-fca1ff578f92"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x8b19b222e0>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = bitmap.reshape(width,height,3)\n",
    "fig, ax = plt.subplots(nrows=1, ncols=1, sharex=True, sharey=True)\n",
    "\n",
    "fig.set_size_inches(3, 3)\n",
    "\n",
    "ax.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "id": "bQSnOj7SAufw"
   },
   "outputs": [],
   "source": [
    "class SOM(object):\n",
    "  def __init__(self, eta=0.01, n_iter=50):\n",
    "    self.eta = eta\n",
    "    self.n_iter = n_iter\n",
    "    self.W_ = np.array( [] )\n",
    "\n",
    "  def dist(self, A,B):\n",
    "    sum=0\n",
    "    for i in range (0,A.shape[0]):\n",
    "      sum += (A[i]-B[i])**2\n",
    "    return np.sqrt(sum)\n",
    "  \n",
    "  def winner(self, p ):\n",
    "    calculated=999\n",
    "    winner_id=0\n",
    "    for indeks in range(0,self.W_.shape[0]):\n",
    "      if calculated > self.dist( p,self.W_[indeks]):\n",
    "        calculated=self.dist( p,self.W_[indeks])\n",
    "        winner_id=indeks\n",
    "    return winner_id, calculated\n",
    "  \n",
    "  def WTA(self,winner,p,normalize=False):\n",
    "    \n",
    "    for indeks in range(0,self.W_.shape[1]):\n",
    "      self.W_[winner][indeks]=self.W_[winner][indeks]+self.eta*1*(p[indeks]-self.W_[winner][indeks])\n",
    "    \n",
    "    if normalize:\n",
    "      #NORMALIZE\n",
    "      val=0.0\n",
    "      for indeks in range(0,self.W_.shape[1]):\n",
    "        val+=self.W_[winner][indeks]**2\n",
    "      val=np.sqrt(val)\n",
    "\n",
    "      for indeks in range(0,self.W_.shape[1]):\n",
    "        if self.W_[winner][indeks] != 0 and val != 0:\n",
    "          self.W_[winner][indeks]/=val\n",
    "      #END OF NORMALIZE\n",
    "   \n",
    "    return self\n",
    "    \n",
    "  \n",
    "  def WTA_iter(self,X,n_iter):\n",
    "    input_winner_list=[]\n",
    "    weights_list=[]\n",
    "    for _ in range(n_iter):      \n",
    "      for p_indeks in range( len(X) ):\n",
    "        weights_list.append(np.array(self.W_))\n",
    "        winner = som.winner(X[p_indeks])\n",
    "        input_winner_list.append(winner)\n",
    "        som.WTA(winner[0],X[p_indeks])\n",
    "    return input_winner_list,weights_list   \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "id": "xPCuaBjeCAH5"
   },
   "outputs": [],
   "source": [
    "som=SOM(eta=0.1)\n",
    "som.W_=bitmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "id": "jgiwSuGCpjMv"
   },
   "outputs": [],
   "source": [
    "X=np.array( [[1.0,0.0,0.0],[0.0,1.0,0.0],[0.0,0.0,1.0],[1.0,1.0,0.0]] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "id": "NJuaCldXNYV4",
    "outputId": "8b63ae93-2c27-4999-b7b8-ae01f769bb28"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x8b19961520>"
      ]
     },
     "execution_count": 52,
     "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": [
    "fig, ax = plt.subplots(nrows=1, ncols=1, sharex=True, sharey=True)\n",
    "\n",
    "img = X.reshape(2,2,3)\n",
    "ax.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "id": "m8aLtLyJ4RBZ"
   },
   "outputs": [],
   "source": [
    "for indeks in range(som.W_.shape[0]):\n",
    "  normalize( som.W_[indeks] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "id": "c6bnSqrOZja0"
   },
   "outputs": [],
   "source": [
    "winners,weights=som.WTA_iter( X ,10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "id": "2NnbrO42wijP",
    "outputId": "578ed869-116d-46b4-fd18-708da1bd7e4d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x8b19797880>"
      ]
     },
     "execution_count": 55,
     "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": [
    "fig, ax = plt.subplots(nrows=1, ncols=1, sharex=True, sharey=True)\n",
    "\n",
    "img = som.W_.reshape(width,height,3)\n",
    "ax.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "7HRj43WtE6lq",
    "outputId": "1d1fb681-7525-4e8c-f5a7-4b66e4ea5907"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-56-cd2d3c5dc5f5>:2: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  fig, ax = plt.subplots(nrows=1, ncols=1, sharex=True, sharey=True)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPUAAAD4CAYAAAA0L6C7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAJtUlEQVR4nO3dX2idhR3G8ecxViutpbIJk6auguKswioLRVbYRfWiraK72VA2bxQ62GQVBKfDG+92MUQYjtmpc0NRBDsm4pCCishcNWoVu6h04rBWqP+ytoLV2mcXyaCbTfOe0/OeN+fH9wOBpCe856Hkm/fkJLzHSQSgjpO6HgBgsIgaKIaogWKIGiiGqIFiTm7joGNnLMnJK5a3ceiBWzy9rOsJPTn9064X9Canftn1hMaml4zOb4IOfbBPh/f/28e6rZWoT16xXOPbftLGoQfuvD9v7HpCT9bvONz1hJ4cOvdA1xMa+8va0fm/nfrFljlv4+E3UAxRA8UQNVAMUQPFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQTKOobW+w/abt3bZvaXsUgP7NG7XtMUl3SdooabWka2yvbnsYgP40OVOvlbQ7ydtJPpf0sKSr2p0FoF9Nol4h6d2jPt4z+2//w/Zm25O2J498MmKXvAQKaRL1sS5D+pVrqSbZmmQiycRJZyw58WUA+tIk6j2SVh718bikve3MAXCimkT9oqTzbJ9j+xRJV0t6rN1ZAPo178X8kxy2fYOkJyWNSbovya7WlwHoS6NX6EjyhKQnWt4CYAD4izKgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoppdJGEXn3jrWW6+dKNbRx64H658zddT+jJJWvGu57Qkwv3Tnc9obFLl/6t6wmNXTf23py3caYGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoohaqAYogaKmTdq2/fZ3mf79WEMAnBimpyp75e0oeUdAAZk3qiTPCvp4yFsATAA/EwNFDOwqG1vtj1pe/LgkelBHRZAjwYWdZKtSSaSTCw9afmgDgugRzz8Bopp8iuthyQ9L+l823tsX9/+LAD9mvcVOpJcM4whAAaDh99AMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRQz70US+vHR2V/oD79+r41DD9xtD3236wk9uXLyqa4n9OTu61d2PaGxnx68vesJjU3npjlv40wNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMfNGbXul7adtT9neZXvLMIYB6E+Ta5QdlnRTkpdtny7pJdvbk/yj5W0A+jDvmTrJ+0lenn3/gKQpSSvaHgagPz39TG17laSLJe04xm2bbU/anvxi//4BzQPQq8ZR214q6VFJNyb5SrVJtiaZSDKxaNmyQW4E0INGUdtepJmgH0yyrd1JAE5Ek2e/LeleSVNJ7mh/EoAT0eRMvU7StZLW2945+7ap5V0A+jTvr7SSPCfJQ9gCYAD4izKgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoppct3vnp269J8693s/aOPQA/fWZVNdT+jJhQ8c7HpCT3745He6ntDYzzdd1/WExn536t45b+NMDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFDNv1LYX237B9qu2d9m+fRjDAPSnyeWMDklan+Sg7UWSnrP91yR/b3kbgD7MG3WSSPrvhbEWzb6lzVEA+tfoZ2rbY7Z3StonaXuSHa2uAtC3RlEn+TLJGknjktbavuj/P8f2ZtuTtic/+2jAKwE01tOz30mmJT0jacMxbtuaZCLJxOKvDWYcgN41efb7TNvLZ98/TdJlkt5oeReAPjV59vssSX+0PaaZbwKPJHm83VkA+tXk2e/XJF08hC0ABoC/KAOKIWqgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoJgmVz7p2eEPL9DHd/+pjUMP3K/Ouq3rCT35/bee7XpCT3676eyuJzT2/c+2dT2hsQPTP5rzNs7UQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFNM4attjtl+x/XibgwCcmF7O1FskTbU1BMBgNIra9rikyyXd0+4cACeq6Zn6Tkk3Szoy1yfY3mx70vbk559+MohtAPowb9S2r5C0L8lLx/u8JFuTTCSZOGXJGQMbCKA3Tc7U6yRdafsdSQ9LWm/7gVZXAejbvFEnuTXJeJJVkq6W9FSSH7e+DEBf+D01UExPL7uT5BlJz7SyBMBAcKYGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoohaqAYJxn8Qe0PJP1rwIf9uqQPB3zMNo3S3lHaKo3W3ra2fjPJmce6oZWo22B7MslE1zuaGqW9o7RVGq29XWzl4TdQDFEDxYxS1Fu7HtCjUdo7Slul0do79K0j8zM1gGZG6UwNoAGiBooZiahtb7D9pu3dtm/pes/x2L7P9j7br3e9ZT62V9p+2vaU7V22t3S9aS62F9t+wfars1tv73pTE7bHbL9i+/Fh3eeCj9r2mKS7JG2UtFrSNbZXd7vquO6XtKHrEQ0dlnRTkgskXSLpZwv4//aQpPVJvi1pjaQNti/pdlIjWyRNDfMOF3zUktZK2p3k7SSfa+aVN6/qeNOckjwr6eOudzSR5P0kL8++f0AzX3wrul11bJlxcPbDRbNvC/pZXtvjki6XdM8w73cUol4h6d2jPt6jBfqFN8psr5J0saQdHU+Z0+xD2Z2S9knanmTBbp11p6SbJR0Z5p2OQtQ+xr8t6O/Qo8b2UkmPSroxyf6u98wlyZdJ1kgal7TW9kUdT5qT7Ssk7Uvy0rDvexSi3iNp5VEfj0va29GWcmwv0kzQDybZ1vWeJpJMa+bVVxfycxfrJF1p+x3N/Mi43vYDw7jjUYj6RUnn2T7H9imaeeH7xzreVIJtS7pX0lSSO7reczy2z7S9fPb90yRdJumNTkcdR5Jbk4wnWaWZr9mnkvx4GPe94KNOcljSDZKe1MwTOY8k2dXtqrnZfkjS85LOt73H9vVdbzqOdZKu1cxZZOfs26auR83hLElP235NM9/otycZ2q+JRgl/JgoUs+DP1AB6Q9RAMUQNFEPUQDFEDRRD1EAxRA0U8x/MaAw4w/8i3QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPUAAAD4CAYAAAA0L6C7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAJtElEQVR4nO3db2hdhR3G8ecx1lZaS2UKk6azguLshFUMRVbYoPNFq6Iw2KZM30zoYJNVEJyOvfH9EMcQZvHfhqIIdkycoxRURHDVqFXsoqMTh10L9V/WVrBaffYiGXSzac69veee3B/fDwSS3nDuQ8k35+YmnOskAlDHKV0PADBYRA0UQ9RAMUQNFEPUQDGntnHQsTOX5tSVK9o49MAtmV7e9YSenPFx1wt6k8Wfdz2hsemlo/OboCPvHdDRg//28W5rJepTV67Q+LaftHHogbvgj5u6ntCTDTuPdj2hJ0fOP9T1hMb+tG50/m+nfrFlztt4+A0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRTTKGrbG22/ZXuP7dvaHgWgf/NGbXtM0t2SNklaI+k622vaHgagP03O1Osk7UnydpJPJT0q6Zp2ZwHoV5OoV0p695iP987+2/+wvdn2pO3JLz4asUteAoU0ifp4lyH90rVUk2xNMpFk4pQzl578MgB9aRL1Xkmrjvl4XNK+duYAOFlNon5J0gW2z7N9mqRrJT3R7iwA/Zr3Yv5Jjtq+SdJ2SWOS7k+yu/VlAPrS6BU6kjwl6amWtwAYAP6iDCiGqIFiiBoohqiBYogaKIaogWKIGiiGqIFiiBoohqiBYogaKIaogWKIGiiGqIFiiBoohqiBYhpdJKFXX/37ct363U1tHHrgfrnrt11P6Mlla8e7ntCTb+yb7npCYz88f3SuA/K9xfvnvI0zNVAMUQPFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQDFEDxRA1UMy8Udu+3/YB228MYxCAk9PkTP2gpI0t7wAwIPNGneQ5SR8OYQuAAeBnaqCYgUVte7PtSduTh7+YHtRhAfRoYFEn2ZpkIsnEslNWDOqwAHrEw2+gmCa/0npE0guSLrS91/aN7c8C0K95X6EjyXXDGAJgMHj4DRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMUQNFEPUQDFEDRRD1EAxRA0UQ9RAMfNeJKEfH3ztMz3w63+1ceiB+9Uj3+p6Qk+unny66wk9uefGVV1PaOyn+3/T9YTGpj+7Zc7bOFMDxRA1UAxRA8UQNVAMUQPFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQzLxR215l+xnbU7Z3294yjGEA+tPkGmVHJd2S5BXbZ0h62faOJH9reRuAPsx7pk6yP8krs+8fkjQlaWXbwwD0p6efqW2vlnSJpJ3HuW2z7Unbk58dPDigeQB61Thq28skPS7p5iRfqjbJ1iQTSSYWLV8+yI0AetAoatuLNBP0w0m2tTsJwMlo8uy3Jd0naSrJne1PAnAympyp10u6QdIG27tm365oeReAPs37K60kz0vyELYAGAD+ogwohqiBYogaKIaogWKIGiiGqIFiiBoohqiBYogaKIaogWKIGiiGqIFiiBoohqiBYogaKIaogWKaXPe7Z4uX/UPnf/v7bRx64J669N2uJ/Tk9j8f7npCT36w/dKuJzT28yt+3PWExn63eN+ct3GmBoohaqAYogaKIWqgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGiiFqoBiiBoohaqAYogaKIWqgGKIGipk3attLbL9o+zXbu23fMYxhAPrT5HJGRyRtSHLY9iJJz9v+S5K/trwNQB/mjTpJJP33wliLZt/S5igA/Wv0M7XtMdu7JB2QtCPJzlZXAehbo6iTfJ5kraRxSetsX/z/n2N7s+1J25OffDDglQAa6+nZ7yTTkp6VtPE4t21NMpFkYslXBjMOQO+aPPt9tu0Vs++fLulySW+2vAtAn5o8+32OpN/bHtPMN4HHkjzZ7iwA/Wry7Pfrki4ZwhYAA8BflAHFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQDFEDxRA1UEyTK5/07Oj7F+nDe/7QxqEH7oE1N3c9oSfnfn171xN6svU7Z3U9obGrPtnW9YTGDk3/aM7bOFMDxRA1UAxRA8UQNVAMUQPFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQDFEDxRA1UAxRA8UQNVAMUQPFEDVQTOOobY/ZftX2k20OAnByejlTb5E01dYQAIPRKGrb45KulHRvu3MAnKymZ+q7JN0q6Yu5PsH2ZtuTtic//fijQWwD0Id5o7Z9laQDSV4+0ecl2ZpkIsnEaUvPHNhAAL1pcqZeL+lq2+9IelTSBtsPtboKQN/mjTrJ7UnGk6yWdK2kp5Nc3/oyAH3h99RAMT297E6SZyU928oSAAPBmRoohqiBYogaKIaogWKIGiiGqIFiiBoohqiBYogaKIaogWKIGiiGqIFiiBoohqiBYogaKIaogWKcZPAHtd+T9M8BH/YsSe8P+JhtGqW9o7RVGq29bW09N8nZx7uhlajbYHsyyUTXO5oapb2jtFUarb1dbOXhN1AMUQPFjFLUW7se0KNR2jtKW6XR2jv0rSPzMzWAZkbpTA2gAaIGihmJqG1vtP2W7T22b+t6z4nYvt/2AdtvdL1lPrZX2X7G9pTt3ba3dL1pLraX2H7R9muzW+/oelMTtsdsv2r7yWHd54KP2vaYpLslbZK0RtJ1ttd0u+qEHpS0sesRDR2VdEuSiyRdJulnC/j/9oikDUm+KWmtpI22L+t2UiNbJE0N8w4XfNSS1knak+TtJJ9q5pU3r+l405ySPCfpw653NJFkf5JXZt8/pJkvvpXdrjq+zDg8++Gi2bcF/Syv7XFJV0q6d5j3OwpRr5T07jEf79UC/cIbZbZXS7pE0s6Op8xp9qHsLkkHJO1IsmC3zrpL0q2SvhjmnY5C1D7Ovy3o79CjxvYySY9LujnJwa73zCXJ50nWShqXtM72xR1PmpPtqyQdSPLysO97FKLeK2nVMR+PS9rX0ZZybC/STNAPJ9nW9Z4mkkxr5tVXF/JzF+slXW37Hc38yLjB9kPDuONRiPolSRfYPs/2aZp54fsnOt5Ugm1Luk/SVJI7u95zIrbPtr1i9v3TJV0u6c1OR51AktuTjCdZrZmv2aeTXD+M+17wUSc5KukmSds180TOY0l2d7tqbrYfkfSCpAtt77V9Y9ebTmC9pBs0cxbZNft2Rdej5nCOpGdsv66Zb/Q7kgzt10SjhD8TBYpZ8GdqAL0haqAYogaKIWqgGKIGiiFqoBiiBor5D6R+DAHt8TYwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "for result_indeks in range(len(winners)-1):\n",
    "  fig, ax = plt.subplots(nrows=1, ncols=1, sharex=True, sharey=True)\n",
    "\n",
    "  img = weights[result_indeks].reshape(width,height,3)\n",
    "  ax.imshow(img)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Kohonen_v2.ipynb",
   "provenance": []
  },
  "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,
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