Lung Cancer Pre-Processing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pydicom\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import math\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reduced Image pixel size and the depth to process data without cloud\n",
    "IMG_PXL_SIZE = 50\n",
    "HM_SLICES = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Path\n",
    "data_labels = pd.read_csv('D:/Documents/Major Project/Jupyter Notebooks/stage1_labels.csv',index_col=0)\n",
    "data_dir = 'D:/Documents/Major Project/sample_images/'\n",
    "patients = os.listdir(data_dir)\n",
    "test_patients = pd.read_csv('D:/Documents/Major Project/Jupyter Notebooks/stage1_sample_submission.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 198 entries, 0 to 197\n",
      "Data columns (total 2 columns):\n",
      "id        198 non-null object\n",
      "cancer    198 non-null float64\n",
      "dtypes: float64(1), object(1)\n",
      "memory usage: 3.2+ KB\n"
     ]
    }
   ],
   "source": [
    "test_patients.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(patients) # sample data of 20 patients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to break a list of slices into chunks of lists\n",
    "def chunks(l, n):\n",
    "    \"\"\"Yield successive n-sized chunks from l.\"\"\"\n",
    "    for i in range(0, len(l), n):\n",
    "        yield l[i:i + n]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mean(l):\n",
    "    return sum(l)/len(l)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Function to limit depth\n",
    "\n",
    "This function will limit the depth of 3-D CT Scans to 20 slices. Because of variable number of slices, it can not be used with a neural network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to process data\n",
    "def process_data(patient, data_labels, img_pxl_size=20, hm_slices=20, vizualize = False):\n",
    "\n",
    "    label = data_labels.get_value(patient,'cancer')\n",
    "    path = data_dir + patient\n",
    "    slices = [dicom.read_file(path + '/' + s) for s in os.listdir(path)]\n",
    "    slices.sort(key = lambda x: float(x.ImagePositionPatient[2]))\n",
    "    #print(len(slices), label)\n",
    "    #print(slices[0])\n",
    "    #plt.imshow(slices[0].pixel_array)\n",
    "    #plt.show()\n",
    "\n",
    "    new_slices = []\n",
    "\n",
    "    slices = [cv2.resize(np.array(each_slice.pixel_array),(IMG_PXL_SIZE,IMG_PXL_SIZE)) for each_slice in slices]\n",
    "\n",
    "    chunk_sizes = math.ceil(len(slices) / HM_SLICES)\n",
    "\n",
    "\n",
    "\n",
    "    for slice_chunk in chunks(slices,chunk_sizes):\n",
    "        slice_chunk = list(map(mean, zip(*slice_chunk)))\n",
    "        new_slices.append(slice_chunk)\n",
    "\n",
    "\n",
    "    if len(new_slices) == HM_SLICES-1:\n",
    "        new_slices.append(new_slices[-1])\n",
    "\n",
    "    if len(new_slices) == HM_SLICES-2:\n",
    "        new_slices.append(new_slices[-1])\n",
    "        new_slices.append(new_slices[-1])\n",
    "\n",
    "    if len(new_slices) == HM_SLICES+2:\n",
    "        new_val = list(map(mean, zip(*[new_slices[HM_SLICES-1],new_slices[HM_SLICES]])))\n",
    "        del new_slices[HM_SLICES]\n",
    "        new_slices[HM_SLICES-1] = new_val\n",
    "\n",
    "    if len(new_slices) == HM_SLICES+1:\n",
    "        new_val = list(map(mean, zip(*[new_slices[HM_SLICES-1],new_slices[HM_SLICES]])))\n",
    "        del new_slices[HM_SLICES]\n",
    "        new_slices[HM_SLICES-1] = new_val\n",
    "\n",
    "\n",
    "    if vizualize:\n",
    "        fig = plt.figure()\n",
    "        for num,each_slice in enumerate(slices[:12]):\n",
    "            y = fig.add_subplot(4,5,num+1)\n",
    "            #new_image = scipy.misc.imresize(np.array(each_slice.pixel_array),(IMG_PXL_SIZE,IMG_PXL_SIZE))\n",
    "            #y.imshow(slices[0].pixel_array)\n",
    "            #y.imshow(each_slice)\n",
    "\n",
    "        plt.show()\n",
    "\n",
    "    if label == 1: label = np.array([0,1])\n",
    "    elif label == 0: label = np.array([1,0])\n",
    "\n",
    "    return np.array(new_slices), label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Function to process CT Scans and save them as #-Dimensional Arrays forneural network\n",
    "\n",
    "** This function converted approximatey 150 Gigabytes of CT Scan data to just ~850 Megabytes of numpy arrays**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
      "350\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "400\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) [1 0]\n",
      "450\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) [1 0]\n",
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      "(20, 50, 50) [1 0]\n",
      "500\n",
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      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
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      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "550\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
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      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "600\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "650\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "700\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(17, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "750\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "800\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
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      "850\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "900\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) [0 1]\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) [1 0]\n",
      "950\n",
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      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
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      "(20, 50, 50) [0 1]\n",
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      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
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      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
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      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "1000\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
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      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
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      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
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      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "1050\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
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      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "1100\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "1150\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "1200\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "1250\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "1300\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "1350\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "1400\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "1450\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "1500\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "1550\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [0 1]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) \tThis is unlabeled data\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "(20, 50, 50) [1 0]\n",
      "Finished processing\n"
     ]
    }
   ],
   "source": [
    "# Save processed data in a list\n",
    "\n",
    "train_data = []\n",
    "\n",
    "test_data = []\n",
    "\n",
    "for num, patient in enumerate(patients):\n",
    "        if num%50 == 0:\n",
    "            print(num)\n",
    "\n",
    "        try:\n",
    "            img_data, label = process_data(patient, data_labels, img_pxl_size=IMG_PXL_SIZE, hm_slices=HM_SLICES)\n",
    "            train_data.append([img_data,label])\n",
    "            print(img_data.shape, label)\n",
    "\n",
    "        except KeyError as e:\n",
    "            test_data.append([img_data])\n",
    "            print(img_data.shape , '\\tThis is unlabeled data')\n",
    "\n",
    "np.save('traindata-{}-{}-{}.npy'.format(IMG_PXL_SIZE,IMG_PXL_SIZE,HM_SLICES), train_data)\n",
    "np.save('testdata-{}-{}-{}.npy'.format(IMG_PXL_SIZE,IMG_PXL_SIZE,HM_SLICES), test_data)\n",
    "print('Finished processing')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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