notebooks/Binary Classification Of Cells Using Logistic Regression.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binary Classification of Cells Using Logistic Regression\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python version     : 3.6\n",
      "Tensorflow version : 1.4.0\n",
      "numpy version      : 1.13.3\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "import os\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn\n",
    "\n",
    "print('Python version     :', '{0[0]}.{0[1]}'.format(sys.version_info))\n",
    "print('Tensorflow version :', tf.__version__)\n",
    "print('numpy version      :', np.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset\n",
    "\n",
    "Our dataset consists of total of over 12,000 cells with a total of 2 categories; over 2,000 cells in sequential category  (labelled SQNC) and over 10,000 in combinational category (labelled COMB). \n",
    "Each cell in the dataset is represented as a 2D matrix of transistor devices and their parameters given below:\n",
    "\n",
    "\n",
    "| Device | param1 | param2 | param3 | param4 | param5 | ...... | ...... | param13 |\n",
    "|--------|--------|--------|--------|--------|--------|--------|--------|---------|\n",
    "|   10   |    6   |    6   |    3   |    3   |    5   |        |        |    2    |\n",
    "|   10   |    8   |    3   |    2   |    4   |    4   |    2   |    3   |    6    |\n",
    "|   20   |    7   |    3   |    2   |    4   |    4   |    2   |    3   |    2    |\n",
    "|  ...   |  ...   |  ...   |  ...   |  ...   |  ...   |  ...   |  ...   |  ...    |\n",
    "|  ...   |  ...   |  ...   |  ...   |  ...   |  ...   |  ...   |  ...   |  ...    |\n",
    "|   20   |    7   |    3   |    2   |    4   |    5   |    2   |    3   |    2    |\n",
    "\n",
    "\n",
    "Entire dataset consists of 12,000 such tables labelled as ‘COMB’ or ‘SQNC’ shown in the next picture."
   ]
  },
  {
   "attachments": {
    "CellDatasetAsStackOfTables.jpg": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "![Cell Dataset As Stack Of Tables](https://github.com/srohit0/mida/blob/master/data/CellDatasetAsStackOfTables.jpg?raw=true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# max_devices_per_cell is also max number of rows in circuit files in the training set\n",
    "max_devices_per_cell = 351; \n",
    "# feature_per_device is different from max number of cols (14) in circuit files in training set\n",
    "feature_per_device   = 5; \n",
    "feature_indices = (0,2,5,8,11)\n",
    "\n",
    "def load_one_cell(cell_file):\n",
    "    cell_cols = 14\n",
    "    cell_data = np.zeros(shape=(max_devices_per_cell, cell_cols), dtype=np.float32)\n",
    "    cell_mat  = np.loadtxt(cell_file, dtype=np.float32, ndmin=2)\n",
    "    nrows     = cell_mat.shape[0]\n",
    "    ncols     = cell_mat.shape[1]\n",
    "    cell_data[:nrows, :ncols] = cell_mat\n",
    "    cell_data = cell_data[:, feature_indices]\n",
    "    return cell_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COMB : shape= (10096, 351, 5) , Mean= 0.686939 , sigma= 2.95702\n",
      "SQNC : shape= (2096, 351, 5) , Mean= 1.36903 , sigma= 4.67975\n"
     ]
    }
   ],
   "source": [
    "def load_cells(folder):\n",
    "  #Load the data for a single label.\n",
    "  cell_files = os.listdir(folder)\n",
    "  dataset = np.zeros(shape=(len(cell_files), max_devices_per_cell, feature_per_device),\n",
    "                         dtype=np.float32)\n",
    "  cell_index = 0\n",
    "  for cell in cell_files:\n",
    "    cell_file = os.path.join(folder, cell)\n",
    "    try:\n",
    "      cell_data = load_one_cell(cell_file)\n",
    "\n",
    "      cell_rows = cell_data.shape[0]\n",
    "      cell_cols = cell_data.shape[1]\n",
    "      dataset[cell_index, :cell_rows, :cell_cols] = cell_data\n",
    "\n",
    "      cell_index = cell_index + 1\n",
    "    except IOError as e:\n",
    "      print('Could not read:', cell_file, ':', e, '- it\\'s ok, skipping.')\n",
    "    \n",
    "  dataset = dataset[0:cell_index, :, :]\n",
    "\n",
    "  print(os.path.basename(folder), ': shape=', dataset.shape, ', Mean=', np.mean(dataset), ', sigma=', np.std(dataset))\n",
    "  return dataset\n",
    "\n",
    "comb_dataset = load_cells(os.path.join('..','data','2classes','COMB'))\n",
    "sqnc_dataset = load_cells(os.path.join('..','data','2classes','SQNC'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create one hot labels\n",
    "#         COMB_LABEL=[1.0, 0.0], SQNC_LABEL=[0.0, 1.0]\n",
    "labels = np.asarray([[1.0, 0.0] if (i<comb_dataset.shape[0]) else [0.0, 1.0] for i in range(comb_dataset.shape[0]+sqnc_dataset.shape[0])])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Randomize Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Full dataset: no. of cells= (12192, 351, 5) Min= 0.0 Max= 50.0 Mean= 0.804201 Sigma= 3.32745\n"
     ]
    }
   ],
   "source": [
    "# randomize comb and sqnc dataset\n",
    "np.random.shuffle(comb_dataset)\n",
    "np.random.shuffle(sqnc_dataset)\n",
    "\n",
    "# Create a combined dataset\n",
    "dataset = np.append(comb_dataset, sqnc_dataset, axis=0)\n",
    "\n",
    "# randomize dataset and labels together to keep'em in sync.\n",
    "def randomize(dataset, labels):\n",
    "  permutation = np.random.permutation(labels.shape[0])\n",
    "  shuffled_dataset = dataset[permutation,:,:]\n",
    "  shuffled_labels = labels[permutation]\n",
    "  return shuffled_dataset, shuffled_labels\n",
    "\n",
    "# randomize dataset\n",
    "dataset, labels = randomize(dataset, labels)\n",
    "\n",
    "print('Full dataset: no. of cells=', dataset.shape, 'Min=', np.min(dataset), 'Max=',np.max(dataset), \n",
    "      'Mean=', np.mean(dataset), 'Sigma=', np.std(dataset))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize Dataset\n",
    "Visualizing your dataset in single dimension gives you clues. Visualizing cells with over 1700 dimensions is a bit overwhelming. So we'll reduce our matrix to a single number including mean, sigma and frobenius norm and see, if there\n",
    "is a trend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BAKByLI8Ex4wxJ/XUm24yxvzAGLOp7nRVivMGoWlbmSQwiFHadk6gUsNiTcaY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\nO6nLSw2SHdQB5kJq3muoT7qaAValommLagZYyQHg3byG1j7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4AR79bdeBg+SYL2CO+8FX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HgLU2TTcN3FEBKm0JItGX2Em0ef9C0V4eDgnldXAUGVg9Vo8g7rIkvljXwkVKZf/3RBNaEbgl\n5dV2TxrppOWZ6ChOpt3ekp04nUa+nPWVABt9tdb+wdba/9xa++e0Z0IRYKMXQD1ACTAkWiRS50ib\neLtdi9rarWcE3FFlLc5pmSsdVFa+khMGddoEyQqzT1DnTsfRbLA9kW0PWhf+t1d3615Cls1oTZ5u\ntmxRoOOA5rv8qxxDFiLAMs5Ib+xoR5b1OD6Ve+kjPDVE+jYjB9I74FF0psMqOmeQdr8SYCH75wcg\nAfbHW2t/nPz937XW/gUvfXHzUBVG2lrRcYNc06TOO24kTsbXweug6NcosiQ9FJmkoDsCLJrODLOu\nlcTXgqQtoKY1bevM18GULEtvpu+1pRyYa/eEXdPrc3JJbsR2yILrE/q7gEsTYKoMVdij7DnRnkiM\nwY289dp46Nyg2aUKkH4duen65unZMbi5ufnBTHLdCvd+1Fr7L1tr/2dr7aezsfKrSjp/tLX2R1tr\n7Xvf+95nf+7P/bnWWmu/+Iu/p/3Kr/yu9uMf/532C7/wt0rL/vt//+ft8fGmvXo1tb/0l/6H3X0v\n71/8xd/T/vyf/12tNT0ND7/xG7/RvvOd72SKL6KqvXg6P/rii/bfPzx05cPrmi0r8p70jNffFLy+\nP/ilX2q/9nM/Z76zPCP1KU/vJeCpjX9n+/GPf1o+NvX89v0+Uo4oqsfqIo+ttbT+GAVUhqv1MzLO\nekHL/Ef+yF9b62nVJaI7KDLjPtumUl7PMja1ZZ56//gqpYuscn3xxRd/dZqmN+FEr3Bxc3PzurX2\nV1trv6e19qenafp32X3RdpJAZeRsc9IPfumX2g9++ZfV+7/25Zcb3fAbv/Eb7Q/++MdqHRZdQuvJ\n9Us0Tw9a+0ptLem6H/zSLz3la9QzqiOROv7gl395V75K+aBl5v1B85bmnWwfLfl470vp/OiLL8J9\nT/NEoNWV52mlyduvtdb+6V/4hfY7vv7azV9Lk7Zba81tO6SdNNtpyetHX3yxlsmyvSvtA62tpfrQ\nckplXNJD5RR9FpFdS96WOvboOU3+aJ9W9EskjUx+NJelzAAAIABJREFUGX2mrem8OUUqm/T7H/vi\ni/ZXpukmVKiPFNzXdHNz8ydbaz/XWvt/W2t/pbX270zT9Pdubm7+VGvtL0/T9J/Mz/2Z1tp/O03T\nfyGkqdpOFT6PBdV6q2cst9baX/iVX2nf+c53NnX8z7/46+0/aj/f/s32H7Y/9HDrjpclrcV+aK21\n39K+be/bb2mv22+232y/1S2PZKMtaVt/e7B8MR5+9MUX7V99+037lV/5Xe3nH/90+0MPO9dmCart\n70hdrXkMhWR7ZNJY5qdf+7mf26yzf/zjvyOOtx998cUqvwjouP2v//w/7sp0T30sHWGtAZA5NoOl\nPel45Pi1L798+je4pvCeX2wpnrb2bqSuR/iJFlgyga7r+HOSPdGabctJiMobiqifwHoG6dfM3Ar7\nnBCWLHs1OwLsH2rPx/f8gdba30TS9D5GWoWKKAQ0jVCkxRnBGN5Mv4TC0ZFzg428pWdC/d2xw1Cs\n58gdYBfCkRF8I/IbcsRAAEcd3ZiBJcPWLq0e9EZKZoD2aXquOHLcC3ktZ3Hftq/1nWBglJrV1+0a\nATb8aq39jtbaQ2vtVnvmxUSATdNz+ZSdpg8PD1gdRh0n5L1vRP+oeQl13dWzI+JAHftaWapglZ/8\nrerjTP2156hcRd/N5ikAthO9NL0dtrztvN2gVvskd32LR8ihO06j+fVEbmj5gdGDFzsCEX0efQ94\ndq1r9tizo9EhF6EjiwJtfo0AC9k/G19Ta+0faa29bq29aq39B621Pzv//qdaa/86ee7PtNb+NS/9\nne0E+DxOcRKLM/Z2x7LR46PJu+vRhsv3jRDdwp4Jr+E0fRrVcxREH6WPaR1x9LOUz4KCaMNDvgHG\n0VtuSX688YQcf06wGbfZ+bICrT3X7827rX2j2OXdEWC8PemYFWzqrujFzmi6S/nC3TpH53rgt598\n+WVXW03TBEevpxBdbxllGdWvqM/pUKPEefbXWmv/sPec9zHSHvBj8dC0e8tR9a2dDEraMHGUFwdU\nV2BiRvIWjz+MEA3ZkPCJHFkEKrhTGNHTFK7z3R05Vq3gOzIe4TVSF1i/LRg1ViuOuKxuG8s5R/vl\nQzzKkuLh4WHI+KPHNRwGYQwtv09T/zfArHa6EmDHXK21P9GEY3+WyyTARhyDMhLUFhBkFibAMnke\n8T5IMHQRYFr6koNplHwgZMeMixFgVXUP9M0QAkwiI7y2146bAuVz954At181x4xWDgsV40OD4xg9\nDQHmOXAjfejVFS17FS4wT4UcVoE2vxJgIdvH2my93mtVRyCy/pLInUusWXZI2PPSWuDuzbu9s9zL\nN3gc1oqATQCnSZ+lvpjesozSN/zoZv57ECkCrKduFe2SnDcidd2sWyO2VDXu7/VPyyD2RAU0O2v+\nP6zPMraKA3GT1AHY1Tm6OYvrCvqvcv293/f74jrHO9qcP9trByP5APhoCbDW2j/a2noE4z/bWvs/\nlr+tK/INsJ7vv6iDXRC+XkMHiQCrJOSkKI2l/BlHb4WTOEqA8e/YoIQXh1T/IYSTZXQZSuTm5un2\nzU1xeaJIKDrUqe7hrn216aNpugwJZI3zUYpcyjNKMkX0E5KeReKuZ8C/eYdW0cx3+f2TT6aptcfp\n9na+MdoAmneSlS5i5zZTPxQN1KlHjsW6zGPz7dtvIFIuk/+VABtmX32vtfY75v//A621/7G19ge1\n51fbCRk7BYvuoaALteh3nnrzRNFTHikvvpCqrqfmYNIcWUXOGXNBRdLcRZVE6+9F3dH8rb6W2ghB\noH1UOzFad+585+XmbY/Wy5JP9PkZoX61yu/h889z/baA5s9lCeiTLgIsqrOnSf9uhyfj1u/Rui6/\nV39DRIPUP1EE3x0VAfb91n46FdsML/USIsD+MfL/f7u19p/N//8nW2tft9Z+W2vtZ1tr/3tr7bWX\n/g+/+92wbhq+eTWjExikMm70Mc0rO+/w8kQ3jFj5NuG7Y55dNaebjgDrmUN68yP/j8hXqK4Z3Rlx\nwKNIpgHXtUqmi7CLxnTm6XKfE82Tztfzb10RYN4z0Qiwg8bgJSLAokESYrpeuarso+gYYfdfLAHW\nWvtPW2v/V2vt2/b0na9/o7X28621n5/v/1uttV+djZG/3Fr7F5F0OQFmOSijzksoAkwQrKwzXiNv\nlvtv334j1sXLz6u3lNZCtERD+JcIquWKGnxSXVWQCYESV14fW+3BI8C6Hd7zAHc/MGnsCqTtTl+5\nKBIFqCLAFsKgtfooywjOGAGG1Cuin5D0RhzjKeZ7f0/6/vHpPiWNBkVKLrs537795nQRYD1yLNZl\n7rdXr0j7BtOT5rGtDrsSYCOu1to/1Vr7X1pr/2tr7a+31v6E9fxqO0UXKBeffAgiDtheQ1/KOwNn\nIbum7Th6pCu1WzCat0aAGc6Z8vyso21ovlFSUSobks7gMQEvgr1y9O5YjZDL9HkOXk6SbjgCLCvv\nmX7Ljg0Bm3pGdAn6rOeMQOuC9qH226WiJmh5esZnRE9MjnMuO/7u76er3QTbQZKv6T9urf1vs230\n3zBC7N9rrf3t1trfaK39K0geXgSY9Fto7ZAZE0E5RQHpqez4suYsVG+w99cNha+V8lbqI2QOqdRv\nho0VWQsOP02Kt0lGPor6KVzXijmjAsH6D+nTxYaL9EOFjeS0PUKAXeS0LKvcS929tmFpiHX1ZDPS\nniPlPFjOF0uAjbpGRoBBKBAej7xZ7r969bj+FnF6RyLArN+QCZbWRSLRPEh1XWEoj2XXz237emrt\nUTzCMBIlxt9Jy8wsH7u2m39HyINohM8hSMh9ZQRYbxuMbsfTnlEcfB6OAFugLEqi+Xu/395O2yNG\njDHTC1MnFeGJGHof/sZbuRzP7bhGgAUi9xZ9L81jtD+ujpxzXC+CAFvg6J2VADtD2TMLbM3BJi0g\nqvoqosvpwO/NG0mjNYwAQ/PpgSdXBQ6wsiMQ+bPL81JfS/Uy+iMELV2kXzkRFylHNRmDjGVLJx0J\nr+96+1D6bYmyq2pvDZajWysriuD8OCoC7Go3necSCTBHt7y+eY+vSTLyOsi2gSJVK8dXNBqb/b1G\ngN0paffqo0w0RlTPJaLt1rUgsGb7IAgwL00QHywBRiHZagyH2RMVdgJH0I5D5tjS03pQROd64Lc0\nAYbqqKycF0Qcu3UtwkdDgO0QmHhSzsQCJblx6t68hyLApPteuXudpWgEmBs1B+QRjQCj0BRfdXQM\nhLlsu3Tn38UBz2T2FKRXwnDcGGTzc7vjCRDj8JI7SBV4fXIpAkyF0ka95Pk0KQskUC92GSk0D74I\nGhQBNgp048ChBlvh2KKvXSPAzn+FCLAKg3kkHL3zogkwHn1g6MWyneVoJENvfoYz7KIEWERvFshc\nCQEW3X1K6+GRoV4dEXmZ00n1a3Djzfpsb98gY9nSSUdiKUd2zs9EIPJ1Du/vs9QNSRt8ZtevmShU\n4fer3XSea3gEWGZ8DLJtDiHAkPmSjnErbzafuHlzHRUBEnWd0XeoPkN0sIBDCLBL6GEBL44AU/BB\nE2DBd5DvbPLTvA4BYqN6z3uRfdIY9zYa0ed7I/+tskefYfevBFjwcgkwoJOsY/92CAhPNaH29u03\nXQP6Iox4EqGwe9DQRPqjvI20ss3HnZ2OKCEw2wsYV7wtH5xvKMHjJWmYIHKBlsGTk9P1q9JmXn3D\nRyBqixQlrzRR1eHogPTDwaTrk7EmR65m00u1a8diEM3z6sg5x/UZKtsn3ICwg7No3RwhdzS89kO+\nhyOVW1jcrPXU3ovWv+eIoqycIIvIJhAl3sJtpBxbZS6QOZgAyx7fJI0f6f9aXaJ11ORy6VctosdL\nzyqH5ySIfJcqe5QdkbMPLgIMGT+Kc9o9mrX3m2C87D1jPeMg4jo4W27j96vddJ5r53dCnZsokLF4\nkF0GEWCRvNDNEBxo3pHIT5JfWh8H8uhOk6clPQfkVT73ZPuUvu8hOZ7cup5xfZMoE9SnFXWpkmWK\n4BoJjbI+3Oc9oG2QIIldOt7fyD3ld/OTHUg/Gvd/8uWXejk7cCXADPDd9yWEVWvQ4NMigyQs32XJ\nDuje6CwvzUqEdh31GJoM3fVBj0G4eT9N03M9L7JbwYEpv0Cb87Z8eHhYo2mkOsKTVbK/kchAtAwf\nXARYss1ub59evb3Vn4HG6tRvjOzaPLnLPhUh2oyd6Uh5Dzai023duxiEsrg6cs5whSLAKLwF+CWw\nlOPs5J0RJeG+R99HFxBoBI8GtI0kR0dWNqzjzKx+HLEwr0irIB9oEazB2kDG5YIfvVS1W1TKG7mi\npGmWAMwCGVfKva4+RYD2Xabt6HvAM5sIsBEbEaT0aP/2yipH1bxikfW7YlztprNcot/pCNJ1gSbv\n1TjCfkLthp72s9qxd0MCL29Fm2ltgLQVIAenOwIxYgMHEYrIRctyNAC5gfq0om7RfqiI9mN/owTY\n4adnRW0p4Dm4X7MbHy1dI2D1LSHfhw+O+2sEWIUhsq252zhdg0QbeO2rqTWf0NC+DSWhNwLMzPfC\n6XBoTnXRqXyGHegaWH9KpNA0dR6BNiAaZT2SsyMCjGOzCDby/RAiwDxwRX5xgjPQZrQN3PEdMPat\nto1EZy7l2TybrB9choYRYGrbOXogW+aq51dwh9UAXB0557g+aAIs6GTw5p7DwB0Yy29F6bnHx/X0\nNVIOSzZ67RS2sxtdBKuolAWaVq8DLLu7FylbtoyW/FQ5OOZrd4xnJj30nSrbOeFg2ES6ZQnqCIKO\njlR66E7u3npmI/AyeSPthujgCK4E2Kkv1+80TX0yPr+r2vFS2oN0B7rBMQ1vzPbML155SdrpcZvd\nsJN5XrKxRkUL9SBq4w6c98J2YnFZSnxKQJkOI8COgGRPE3Tb/lU4YIMAFBXVs/ZC7cK5ruJnbLS6\nem3g9WsRPh4C7Ogdv4rwvG7fTq0BkSRv3k2v27fTbftaFypph0pnPaqOI+PvDCEQSBtLDvnDWf4I\nHMVcEgFWrPwhUjMhf2ufVjjCBr+nkYCorHFFHiE4S+S5Qw/S/kfKUrFAikTLikfVjjaA2t7hKrWN\n2nasfNHo4MNC+Xt3QwK4OnLOcX3QBBgHOM9evLx8obL8FkFEt/faw2jZlnyyuxAjUWbz/09FgFlR\nVgXlKifApknvq0jkl5V+pEwkbYgAG7nLPgMrLeXepp783xFA5KAiPeGZ4Q4rKT0qB0x3dKfNfyf/\nL7GdhDy/39pPpxPYDdcL/PZ8j4zP76p2vybvAzCEABvtp0uM9WFrnl4boCI6kOFwAozbpN7zhbg0\nAVaydq/q00uvfxBw3SmMn3BUXyUQQme0bYluNEIAni6S0TOu7vP6tQgfDwG2r/k0TQNJEkV4diyp\nM0DNsMLWpru7pyMQkaMSs6g4omxpAtR5LsIYiHftq+n1zXvV6Xw6OP00arHUg0OOtexEqoyBdqKE\nFZUtVNZ6IsCGyDOpu9d20balJO5yvGVPxFKqfPf3JQS+ivt7ldRc3l9kRexjJnvRiDdUdqS0M+1y\nJcBe/rXaTmSTjYtKwxvJCwU6z1oL81HgZIH3LaKOY9zSEWDZRZCUhvZ3YCG0ScMqT087HtH3vc6v\nGUMIMO0Z6XlLfpD0e/oR6cuMDXyUrlLunYYAyyJAMu7kt7LtST7qbyx6NISgbhy1pvvs6beL2w3X\nC/Q7eXIGOFJX2/3NO1/2Bs1nwyPAJId3LxJj/TACrHdzhlcnoM7DCTBPtg8MVAgTYINOVOre0OxA\n7NOKdj7ajgbWSJuoqKNPAEPGZqWeRO33at1coGfcjSDaSS3F+OgJsMNJkqAwrkpS+rBcE74nNsAQ\n6VXU1GHbG7UQMboufrycBUc5owPeO54tkmcpAnlllZsXaQMjMGYoobHIs1YWCT2KfAgBSeperQv5\nMZ6vX/flkX13iQy7uenIy5BnKwJsyXtNCzA8PdLPjHgL1CnSnkueb99+g2WWwJUAO8e1sZ2y9gR/\n72jDH3xWjT4e6XBe8vMWoD1lYO9v6hlZ+GplyJTNiobSgC4ql/8LGxLS7TjSXsosTIXnQ6c/ZJwe\nngPSWtij9eN5VDrBRo/jAVgJsIMcgYc7iqZp7ZfDIw6W35CrIgKu4ig1Le0ZVwLsPBfkd+oh7UcQ\n/kkMJ8B4uhV5LO0XINqH6agMwZe1lcD0h+tjCxH7swA/+fLLMfr/ksgea5lpZ0TeKttQWlOy30Sd\ndFQ/Su2RtWWV363Tg7rzRFGgZ0LPTVcCrNsQuXvzbutInBv/8GPyqhxK82/DI8AKlEdF5IHogGV1\nFQmRm/dTa8dGgVXIFDrgN05sZDftUThAuaHHXqr9QY9BCaCnfy9pYIrlJnWv1oWbCLA5OrMnj827\nAb2UEf9dOY2XLQKM5g2R1BNOGEai46Q6RfpiKcerV4/+w0lcCbBzXN0EmETeVM49kbSyG02OmCtR\ncqEg/XQEWPR3pDyRaMHEonJ3Nn6lzZ1FZlEKvNPlhESe9440pPKTXXiD4wA6AtFKW8JZnFxoJNxZ\nytsLGhU1sk7auKLgOnCQgyhl+wNj6kqAneeq+Pb85pmoLB64xj+cABvpTDcwdM3uza/W8xwFjumL\nE2Aj1w0Mw4/fpbggCeP2aXazHSJv1eu+jD18lE608on6GpV1z/oJpfatWH8xner6Z23qDmLuSoB1\nGiK7b2+xxq4+/kuFITxmHksoO7JISiyY1Lw7Bk/WYS2BOmC1qDiREGlfHUtwKuWIYkgE2IHG8REG\nJjomxWieCzkZLmlginJ5obp269OAfJVEghr5WUcgutFnQrpRYovnOQLdEWD0uCAFVwLsHFc3ATZ6\nIVuY1osmwJDoA8/pq5WhcsHMnVzo3EwXuCSNMsfGSBkoar+hBBjSF9rCPrLwBsdBigA7UcQEisOP\nQMygyG5M9Wk1etv66CMQWX5XAuw8V8m35z19aOGosXTUGnrU+vQA/0QYhfYenH72qLGKfqk+BSFY\npkMJsKPGpWcjau9U2vO96S5A/d0EEAGGysnoExUsKM9BEWBSGStRpZNH6mCwjB8NAeYRIZ4DsczB\naHRMKA8y+Ct24qh5dwyeTZpGOpHohbdvv3lOd44qMZ3FAyaeKFk64ls7UJqSU+IonMjAdMndwe1C\n8z9dBFhBGpq8W2QJ1zfhsgX7rFt/G/lZEWBuvYpk76hI5rT8krGmlfVKgJ3j+qzXsdFa7fesBjpb\n0kcDZhDNo9D5sxu3GnGBljFTNk3XWXYK/X/W0Zxt17M5RDznRjTN6GI80heW8yN5DOeQaKHePh7g\noP0gCLCi8rwIAkxLj+F6BOLLv8IRYMjG5qitdBCGRoCNrscZ/BOjbc4EwQTXdYTOlmyGSBsEy3Ql\nwMg7SDsjJzeMlGduV/I00fEUtXsr1wvRvHufGUGAVWGkDuZrFfWxj4QA8xr7sAiwjjJsQBRBhSFy\ne/v06u0tK1NHBBXKVkec0w8PD5t03XcHDP6oMz30PLhbEErTc04EJyQ3QjGZ18VIoYOcC7SvLnrE\nQAEkudO+LSUdl7fI0O3tVpbCBFWwz8L6OyDPXX16wIK1cu6qIMA08rO1H/zd6QS2w8d+7SLAKo7h\nob8NcjBmcJoIsMF6QF3sj4yQyS5IUVlR5m9owd9T3gpk2lVyDvWUN7qwR/qC/l212K+MoInmPfp9\nASIBZvXVJY5FLKq3SoCNqJN1NA/9d5BMXI9AfPlXmACrsJUuMf6nwQRYdXofgn9itM3pydp0AQKs\n0uYKlsndKFWJUX0LtF/aHvagzdujbGiaDs+f2ojI5qxI/arsWFJO8fdouyH5Va9bEAzYYNhFgBnr\nvRdLgP3wu991BUpzDB7+XbBMnmQgW4aIFbFBndCLU7K1x6ejBef0d2eOZgeTIeyRulvRFtM0PfVr\n+2p63b7d1COigNc037zrLi/6/PqdpPlYx5IIMGUnbQRpstHJ6yJRURc6+nBkXY/WVb0RYJoMufW4\nUN+tMOT5UqTmJY5HrIwAW+af5ZjI1j6bphPYDh/7tSPAvHkjutO0dzFYuJg8nACTjvAbnc/EIt0i\neVeWUUsru3N0SS96jM8l6s6Rma+Ed4Y6IXm6Vvqew8GqL1juknm22o4Y0OabSDc04vZo9ORZffQV\nCsMRcoRMXCPAXv7VTYCNPFarGO7c0+vs9jA6/Rmbeo5aZ3o6ryJfKX322+77qZG0esHXGtVzcdRO\n7MGl/BVCG4hEX7ZskfULsnb0gJBZZOy4RyBGbAvE7pWe91Bk00FjVZpfRqOyHWYMIcBam14sASZF\ngHGH4TPps3Uijv6eygKPXNh9QwtRWkyorIiN5VryoH+vZchGgA2aAOhA0L7tgx69qGF9v32bKmMG\nNM+7u+dvnfVg5yDvaYvXgMMdUTrTNE3396GoqGEkz1LGSx0bMfXXrUdXadFYVZD6Fa3vUUcHpvOr\nigDrANr3F4kAAwzXZXPFUodrBNg5rjABxuEttHsN5MKxfzgBlmmH3nwmUs9Ri7rKtFAnSNbRfIm6\nD8IQAqzCCRspC/jsRxUBduEy7DByPefNF1U4atwrbSH2a4GT9/ut/XQ6gd1wvQACTNqUam1URWTx\nQvOUSwz1OF+r610VATbSLpTSropKXdLIRsccQehEN8pFy6TZxEfgqDEq5FMaARbpH2/tGJUZ2t9K\nuVQCDJGTo09U6HwGkt8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yt76/Y9XJrG9AqSDRQ7vjKTU0Zcd2TxkKnhcxt5HY30r78XEE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AaYhKoso7itOUskW0DdUAJs5YK9qA0RDRYOXVbKgqJ5d/pD9G5Gh/Wu/D/S84osIKverXkO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XKTIXPQHqOlWWajsN6QDrDe/9lQCuBADn3N9675+2ZJH2BOo6PeaiJ0Bdp8pc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\nUvz/3mw+B3hpdgcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x264cdfa9d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Frobenius norm of matrices\n",
    "comb_norms = [np.linalg.norm(cell) for cell in comb_dataset]\n",
    "sqnc_norms = [np.linalg.norm(cell) for cell in sqnc_dataset]\n",
    "\n",
    "comb_mean  = [np.mean(cell) for cell in comb_dataset]\n",
    "sqnc_mean  = [np.mean(cell) for cell in sqnc_dataset]\n",
    "\n",
    "comb_sigma = [np.std(cell) for cell in comb_dataset]\n",
    "sqnc_sigma = [np.std(cell) for cell in sqnc_dataset]\n",
    "\n",
    "comb_size = comb_dataset.shape[0]\n",
    "sqnc_size = sqnc_dataset.shape[0]\n",
    "\n",
    "plt.figure(figsize=(30,10))\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.grid()\n",
    "plt.xlim(0,sqnc_size)\n",
    "plt.ylim(0,4)\n",
    "plt.plot([i for i in range(comb_size)], comb_mean, 'ro', label='COMB', marker='+', markersize=8)\n",
    "plt.plot([i for i in range(sqnc_size)], sqnc_mean, 'bo', label='SQNC', marker='.', markersize=4)\n",
    "plt.title('Cell Structure Mean')\n",
    "plt.xlabel('Cell Index')\n",
    "plt.ylabel('Cell Mean')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.grid()\n",
    "plt.xlim(0,sqnc_size)\n",
    "plt.ylim(0,8)\n",
    "plt.plot([i for i in range(comb_size)], comb_sigma, 'ro', label='COMB', marker='+', markersize=8)\n",
    "plt.plot([i for i in range(sqnc_size)], sqnc_sigma, 'bx', label='SQNC', marker='.', markersize=4)\n",
    "plt.title('Cell Structure Sigma')\n",
    "plt.xlabel('Cell Index')\n",
    "plt.ylabel('Cell Sigma')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.grid()\n",
    "plt.xlim(0,sqnc_size)\n",
    "plt.ylim(0,400)\n",
    "plt.plot([i for i in range(comb_size)], comb_norms, 'ro', label='COMB', marker='+', markersize=8)\n",
    "plt.plot([i for i in range(sqnc_size)], sqnc_norms, 'bo', label='SQNC', marker='.', markersize=4)\n",
    "plt.title('Cell Structure Norm')\n",
    "plt.xlabel('Cell Index')\n",
    "plt.ylabel('Cell Norm')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()\n",
    "plt.close(\"all\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reformat Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reformat(dataset):\n",
    "    dataset = dataset.reshape((-1, max_devices_per_cell*feature_per_device))\n",
    "    return dataset\n",
    "\n",
    "dataset = reformat(dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalize Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min= 0.0 Max= 1.0 Mean= 0.016084 sigma= 0.066549\n",
      "Dataset size (12192, 1755)\n"
     ]
    }
   ],
   "source": [
    "# normalize the dataset between 0 and 1.\n",
    "data_mean = 0;\n",
    "data_std  = (np.max(dataset)-np.min(dataset));\n",
    "\n",
    "def normalize(d, mean, std):\n",
    "    return (d - mean) / std\n",
    "\n",
    "def denormalize(d, mean, std):\n",
    "    return (d * std) + mean\n",
    "\n",
    "dataset = normalize(dataset, data_mean, data_std)\n",
    "\n",
    "print('Min=', np.min(dataset), 'Max=',np.max(dataset), 'Mean=',np.mean(dataset), 'sigma=', np.std(dataset))\n",
    "print('Dataset size', dataset.shape)\n",
    "#print('dataset feature min vector = ', np.min(dataset, axis=0))\n",
    "#print('dataset feature max vector = ', np.max(dataset, axis=0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Divide dataset\n",
    "into training dataset and validation dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9753, 1755)\n"
     ]
    }
   ],
   "source": [
    "# training dataset percentage is 80%\n",
    "def divide_dataset(dataset, labels):\n",
    "    train_pct = 0.8; \n",
    "    # divide dataset into training and validation set\n",
    "    train_index = int(dataset.shape[0]*train_pct)\n",
    "    t_X = dataset[:train_index, :]\n",
    "    t_Y = labels[:train_index,:]\n",
    "    v_X = dataset[train_index:,:]\n",
    "    v_Y = labels[train_index:,:]\n",
    "    \n",
    "    return t_X, t_Y, v_X, v_Y\n",
    "\n",
    "train_X, train_Y, valid_X, valid_Y = divide_dataset(dataset, labels)\n",
    "\n",
    "print(train_X.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Declare Graph Variables\n",
    "\n",
    "Place to declare plave holders and variables for compute graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "SIGMA      = np.sqrt(2.0/train_X.shape[0])\n",
    "n_features = train_X.shape[1]\n",
    "n_labels   = 2\n",
    "\n",
    "\n",
    "Weights = tf.Variable(tf.truncated_normal(shape=[n_features, n_labels], mean=3.0*SIGMA, stddev=SIGMA, dtype=tf.float32), trainable=True)\n",
    "Biases  = tf.Variable(tf.constant(value=SIGMA, dtype=tf.float32, shape=[n_labels]), trainable=True)\n",
    "\n",
    "t_dataset = tf.placeholder(tf.float32, shape=(None, n_features), name='t_dataset');\n",
    "t_labels  = tf.placeholder(tf.float32, shape=(None, n_labels), name='t_labels'); "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute Graph\n",
    "Construct a Logistic Regression model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions        = tf.matmul(t_dataset, Weights) + Biases\n",
    "\n",
    "t_labels_cls       = tf.argmax(t_labels, axis=1)\n",
    "predictions_cls    = tf.argmax(predictions, axis=1)\n",
    "correct_prediction = tf.equal(predictions_cls, t_labels_cls)\n",
    "accuracy           = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))\n",
    "\n",
    "# change it to sigmoid_cross_entropy_with_logits\n",
    "cross_entropy = tf.nn.sparse_softmax_cross_entropy_with_logits(logits=predictions,\n",
    "                                                               labels=t_labels_cls)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hyper parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hyper parameters\n",
    "learning_rate = 100\n",
    "training_epochs = 1000\n",
    "display_step = 50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cost function and Optimizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "cost = tf.reduce_mean(cross_entropy)\n",
    "\n",
    "# Optimization algorithm\n",
    "optimizer = tf.train.GradientDescentOptimizer(learning_rate).minimize(cost)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 0050 cost= 0.406939030\n",
      "Epoch: 0100 cost= 0.161059424\n",
      "Epoch: 0150 cost= 0.080974564\n",
      "Epoch: 0200 cost= 0.044238828\n",
      "Epoch: 0250 cost= 0.026936773\n",
      "Epoch: 0300 cost= 0.020004423\n",
      "Epoch: 0350 cost= 0.015088888\n",
      "Epoch: 0400 cost= 0.012159305\n",
      "Epoch: 0450 cost= 0.010002324\n",
      "Epoch: 0500 cost= 0.008367569\n",
      "Epoch: 0550 cost= 0.006944286\n",
      "Epoch: 0600 cost= 0.005669394\n",
      "Epoch: 0650 cost= 0.004532886\n",
      "Epoch: 0700 cost= 0.003567187\n",
      "Epoch: 0750 cost= 0.002818421\n",
      "Epoch: 0800 cost= 0.002281346\n",
      "Epoch: 0850 cost= 0.001893163\n",
      "Epoch: 0900 cost= 0.001614858\n",
      "Epoch: 0950 cost= 0.001412674\n",
      "Epoch: 1000 cost= 0.001257285\n",
      "\n",
      "Optimization Finished!\n"
     ]
    }
   ],
   "source": [
    "# Initialize the variables (i.e. assign their default value)\n",
    "init = tf.global_variables_initializer()\n",
    "\n",
    "# Start training\n",
    "sess = tf.Session()\n",
    "sess.run(init)\n",
    "\n",
    "for epoch in range(training_epochs):\n",
    "    sess.run(optimizer, feed_dict={t_dataset:train_X, t_labels:train_Y})\n",
    "\n",
    "    #Display logs per epoch step\n",
    "    if (epoch+1) % display_step == 0:\n",
    "        c = sess.run(cost, feed_dict={t_dataset:train_X, t_labels:train_Y})\n",
    "        print (\"Epoch:\", '%04d' % (epoch+1), \"cost=\", \"{:.9f}\".format(c))\n",
    "\n",
    "print( \"\\nOptimization Finished!\" )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cost and Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training   cost    = 0.00125729\n",
      "Validation cost    = 0.0804221 \n",
      "\n",
      "Training   Accuracy = 0.999897\n",
      "Validation Accuracy = 0.99426\n"
     ]
    }
   ],
   "source": [
    "# Find cost on training dataset.\n",
    "t_cost, t_acc = sess.run([cost, accuracy], feed_dict={t_dataset:train_X, t_labels:train_Y})\n",
    "v_cost, v_acc = sess.run([cost, accuracy], feed_dict={t_dataset:valid_X, t_labels:valid_Y})\n",
    "\n",
    "print (\"Training   cost    =\", t_cost)\n",
    "print (\"Validation cost    =\", v_cost, '\\n')\n",
    "print(\"Training   Accuracy =\", t_acc)\n",
    "print(\"Validation Accuracy =\", v_acc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "W = Weights.eval(session=sess)\n",
    "B = Biases.eval(session=sess)\n",
    "\n",
    "def classifier(X):\n",
    "    #prediction = predictions_cls.eval(session=sess, feed_dict={t_dataset:X, t_labels:[[0, 0]]})\n",
    "    prediction = np.argmax((np.matmul(X, W) + B), axis=1)\n",
    "    cell_type = 'COMB' if (prediction == 0 ) else 'SQNC'\n",
    "    return cell_type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test few cells\n",
    "\n",
    "We'll test few cells here. Uncomment the code below to find all incorrectly classified cells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..\\data\\2classes\\COMB\\AN2_1.mat          CLASS is : COMB\n",
      "..\\data\\2classes\\SQNC\\FSDNQO_2.mat       CLASS is : SQNC\n",
      "..\\data\\2classes\\COMB\\AN5_Y2_8_6.mat     CLASS is : COMB\n",
      "..\\data\\2classes\\COMB\\OAI22_TY2_16.mat   CLASS is : COMB\n",
      "..\\data\\2classes\\COMB\\MUX5_CTY2_24_1.mat CLASS is : COMB\n",
      "..\\data\\2classes\\SQNC\\FSDPQO_6_2.mat     CLASS is : COMB\n",
      "..\\data\\2classes\\COMB\\MUX3_CTY2_32.mat   CLASS is : COMB\n",
      "..\\data\\2classes\\SQNC\\FSDNQ_V2_1.mat     CLASS is : SQNC\n"
     ]
    }
   ],
   "source": [
    "sample_cells = [os.path.join('..','data','2classes','COMB', 'AN2_1.mat'), \n",
    "                os.path.join('..','data','2classes','SQNC', 'FSDNQO_2.mat'),\n",
    "                os.path.join('..','data','2classes','COMB', 'AN5_Y2_8_6.mat'),\n",
    "                os.path.join('..','data','2classes','COMB', 'OAI22_TY2_16.mat'),\n",
    "                os.path.join('..','data','2classes','COMB', 'MUX5_CTY2_24_1.mat'),\n",
    "                os.path.join('..','data','2classes','SQNC', 'FSDPQO_6_2.mat'),\n",
    "                os.path.join('..','data','2classes','COMB', 'MUX3_CTY2_32.mat'),\n",
    "                os.path.join('..','data','2classes','SQNC', 'FSDNQ_V2_1.mat')]\n",
    "\n",
    "for cell_file in sample_cells:\n",
    "    cell_data = normalize(reformat(load_one_cell(cell_file)), data_mean, data_std)\n",
    "    print (cell_file.ljust(40), 'CLASS is :', classifier(cell_data))\n",
    "\n",
    "\n",
    "# #Find all incorrectly predicted cells\n",
    "# print('Cells with incorrect classification: ')\n",
    "# incorrect_lbls = 0\n",
    "# for label in ('COMB', 'SQNC'):\n",
    "#     cell_files = os.listdir(os.path.join('..','data','2classes',label))\n",
    "#     for cell_file in cell_files:\n",
    "#         cell_data = normalize(reformat(\n",
    "#             load_one_cell(\n",
    "#                 os.path.join('..','data','2classes',label,cell_file)\n",
    "#             )\n",
    "#         ), data_mean, data_std)\n",
    "#         predicted_label = classifier(cell_data)\n",
    "#         if ( label != predicted_label ):\n",
    "#             print(cell_file, end=', ')\n",
    "#             incorrect_lbls += 1\n",
    "# print ('\\nTotal number of incrrection prediction is ', incorrect_lbls)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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48DdgQ+B2YKuU0qQKz02SVEWqNWHmttxWcEQMAvYA/pFSupXiPNY9I+K0Cs9NklRFPHip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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x264d37b7978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t_predictions = sess.run(predictions, feed_dict={t_dataset:dataset, t_labels:labels})\n",
    "cm = tf.confusion_matrix(labels=np.argmax(labels, axis=1), predictions=tf.argmax(t_predictions, axis=1), num_classes=2)\n",
    "cm_ary = cm.eval(session=sess)\n",
    "\n",
    "plt.figure(figsize = (8,8))\n",
    "sn.heatmap(cm_ary, xticklabels=['COMB', 'SQNC'], yticklabels=['COMB', 'SQNC'], \n",
    "           cmap=\"Blues\", annot=True, fmt='d', annot_kws={\"size\": 16})# font size\n",
    "sn.set(font_scale=1.4)#for label size\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "sess.close()"
   ]
  }
 ],
 "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}