part3_load_own_images.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# python notebook for Make Your Own Neural Network\n",
    "# code for a 3-layer neural network, and code for learning the MNIST dataset\n",
    "# (c) Tariq Rashid, 2016\n",
    "# license is GPLv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# helper to load data from PNG image files\n",
    "import scipy.misc\n",
    "# glob helps select multiple files using patterns\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy\n",
    "# library for plotting arrays\n",
    "import matplotlib.pyplot\n",
    "# ensure the plots are inside this notebook, not an external window\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# our own image test data set\n",
    "our_own_dataset = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.85247058  0.4875294   0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01388235  0.77482355  0.54576474  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.32835296  0.56905884  0.01388235  0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.02164706  0.22352943  0.02552941  0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01      ]\n",
      "loading ...  my_own_images/2828_my_own_2.png\n",
      "0.01\n",
      "1.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 2.          0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.07211765\n",
      "  0.52247059  0.71658826  0.61952943  0.29729411  0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.27400002\n",
      "  0.79423529  0.79423529  0.84470588  1.          1.          0.59623533\n",
      "  0.01776471  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.23905884  0.70494121  0.32835296  0.01        0.01        0.18858825\n",
      "  0.92235297  1.          0.35552943  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.34388235  0.28952941  0.01        0.01        0.01        0.01\n",
      "  0.50305885  1.          0.61176473  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.37105882  1.          0.61564708  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.43705884  1.          0.42152941  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.68941176  0.86800003  0.09152941  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.21964706  0.88741177  0.37494117  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01388235  0.68941176  0.55741179  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.46811765  0.63505882  0.02941176  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.36329412  0.68164706  0.09541176  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.27011764  0.69329411  0.12258823  0.01        0.01        0.01        0.01\n",
      "  0.15752943  0.01776471  0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.24294119  0.81364709  0.32447058  0.01        0.01388235  0.02941176\n",
      "  0.14588237  0.64670593  0.4875294   0.01388235  0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.04882353  0.46423531  1.          1.          1.          1.          1.\n",
      "  1.          1.          1.          0.1847059   0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.08376471  0.46811765  0.5069412   0.44482353  0.51082355  0.53023529\n",
      "  0.53023529  0.53023529  0.5069412   0.29341176  0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01      ]\n"
     ]
    }
   ],
   "source": [
    "for image_file_name in glob.glob('my_own_images/2828_my_own_?.png'):\n",
    "    print (\"loading ... \", image_file_name)\n",
    "    # use the filename to set the correct label\n",
    "    label = int(image_file_name[-5:-4])\n",
    "    # load image data from png files into an array\n",
    "    img_array = scipy.misc.imread(image_file_name, flatten=True)\n",
    "    # reshape from 28x28 to list of 784 values, invert values\n",
    "    img_data  = 255.0 - img_array.reshape(784)\n",
    "    # then scale data to range from 0.01 to 1.0\n",
    "    img_data = (img_data / 255.0 * 0.99) + 0.01\n",
    "    print(numpy.min(img_data))\n",
    "    print(numpy.max(img_data))\n",
    "    # append label and image data  to test data set\n",
    "    record = numpy.append(label,img_data)\n",
    "    print(record)\n",
    "    our_own_dataset.append(record)\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3f12ce5438>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3f12d58898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.pyplot.imshow(our_own_dataset[3][1:].reshape(28,28), cmap='Greys', interpolation='None')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 6.          0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.15364707  0.06047059  0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.19635296  0.59235299  0.22741178  0.06435294  0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        1.          0.45647058  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.60788238  0.59623533  0.18082353  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.47588235  0.98835295  0.08764706  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.56129414  1.          0.06435294  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.09929412  0.63117647  0.35164705  0.05270588  0.01388235  0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.7437647   0.65058827  0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.75929415  0.57294118  0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.05270588\n",
      "  0.13035294  0.7437647   0.67388237  0.79811764  0.98835295  0.60788238\n",
      "  0.38658825  0.04882353  0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.02941176\n",
      "  0.18858825  0.2507059   0.22352943  1.          0.88352942  0.65058827\n",
      "  0.58847064  0.42152941  0.86023527  0.65447062  0.02552941  0.13811766\n",
      "  0.04882353  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.04105882  0.1847059   0.06435294  0.39047059  0.96894115\n",
      "  0.04494118  0.01        0.01        0.01        0.43317646  0.95341176\n",
      "  0.1264706   0.15364707  0.04882353  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.61176473  0.60400003  0.01        0.01        0.01        0.01        0.01\n",
      "  0.57682353  0.71270591  0.04105882  0.04882353  0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.32447058  0.78258824  0.11094118  0.01        0.01        0.01        0.01\n",
      "  0.05270588  0.1847059   0.89129412  0.42541176  0.09541176  0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.58847064  0.96894115  0.01        0.01        0.01        0.01        0.01\n",
      "  0.02164706  0.01        0.84082353  0.41376472  0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.49141178  0.4875294   0.02552941  0.01        0.01        0.01        0.01\n",
      "  0.01776471  0.11482353  0.46423531  0.83305883  0.11870588  0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.05270588  0.87964708  0.50305885  0.01        0.01        0.01        0.01\n",
      "  0.01        0.07211765  0.18858825  0.01        0.5069412   0.93011767\n",
      "  0.10317647  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.03717647  0.58070588  0.77482355  0.02164706  0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.09152941\n",
      "  0.7437647   0.08376471  0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01388235  0.05270588  0.67388237  0.23129413\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.70105886  0.12258823  0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.07600001  0.84082353\n",
      "  0.53023529  0.38658825  0.3827059   0.32835296  0.31282353  0.28952941\n",
      "  0.30894119  0.86411768  1.          0.25847059  0.05658824  0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.02941176  0.48364705  0.64670593  0.70105886  0.77870589  0.7515294\n",
      "  0.80199999  0.7709412   0.72435296  0.7282353   0.35552943  0.22352943\n",
      "  0.06047059  0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.09929412  0.13811766  0.04105882  0.01        0.01\n",
      "  0.01        0.08376471  0.01388235  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.03329412  0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
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      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01        0.01        0.01        0.01        0.01        0.01        0.01\n",
      "  0.01      ]\n"
     ]
    }
   ],
   "source": [
    "print(our_own_dataset[0])"
   ]
  },
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   },
   "outputs": [],
   "source": []
  }
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