1-data-ingestion.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (C) Microsoft Corporation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Data ingestion and preperation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "**Important**: Make sure the kernel is set to \"Your project name myvm\" which can be done from the *Kernel* menu under *Change kernel*."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook provides the steps required to prepare the data for modelling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "from os import path\n",
    "from glob import glob, iglob\n",
    "import zipfile\n",
    "from azure.storage.blob import BlockBlobService\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When executing on a remote compute target, Azure ML Workbench uses a shared folder for hosting data such as training data which remains the same accross independent runs of the notebook. The shared folder feature allows you to read from or write to a special folder identified by the environment variable AZUREML_NATIVE_SHARE_DIRECTORY. We will use this location to save our training images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/azureml-share/'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "save_path = os.environ['AZUREML_NATIVE_SHARE_DIRECTORY']\n",
    "save_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download data from blob storage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, you will download the train.zip file from blob storage to AZUREML_NATIVE_SHARE_DIRECTORY. Locate your storage account name and key as described in the Getting Started document of this tutorial and provide your values in the following cell where indicated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ACCOUNT_NAME = 'Your Storage Account Name Here!!'\n",
    "ACCOUNT_KEY = 'Your Storage Account Key Here!!'\n",
    "CONTAINER_NAME = \"images\"\n",
    "ZIP_FILE = 'train.zip'\n",
    "DESTINATION_FILE = path.join(save_path, ZIP_FILE )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You will use [Azure Storage SDK](https://github.com/Azure/azure-storage-python/) to download the training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<azure.storage.blob.models.Blob at 0x7f880806e898>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "block_blob_service = BlockBlobService(account_name=ACCOUNT_NAME, account_key=ACCOUNT_KEY)\n",
    "block_blob_service.get_blob_to_path(container_name=CONTAINER_NAME, blob_name=ZIP_FILE, file_path=DESTINATION_FILE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract train.zip to the share folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "zip_file_path = path.join(save_path, ZIP_FILE)\n",
    "zip = zipfile.ZipFile(zip_file_path)\n",
    "zip.extractall(save_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check if the files are downloaded and extracted to the share folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train  train.zip\r\n"
     ]
    }
   ],
   "source": [
    "!ls $save_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rename image files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the names of the image files in the train folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " '/azureml-share/train/cat.10620.jpg',\n",
       " '/azureml-share/train/cat.10621.jpg',\n",
       " '/azureml-share/train/cat.10622.jpg',\n",
       " '/azureml-share/train/cat.10623.jpg',\n",
       " '/azureml-share/train/cat.10624.jpg',\n",
       " '/azureml-share/train/cat.10625.jpg',\n",
       " '/azureml-share/train/cat.10626.jpg',\n",
       " '/azureml-share/train/cat.10627.jpg',\n",
       " '/azureml-share/train/cat.10628.jpg',\n",
       " '/azureml-share/train/cat.10629.jpg',\n",
       " '/azureml-share/train/cat.1063.jpg',\n",
       " '/azureml-share/train/cat.10630.jpg',\n",
       " '/azureml-share/train/cat.10631.jpg',\n",
       " '/azureml-share/train/cat.10632.jpg',\n",
       " '/azureml-share/train/cat.10633.jpg',\n",
       " '/azureml-share/train/cat.10634.jpg',\n",
       " '/azureml-share/train/cat.10635.jpg',\n",
       " '/azureml-share/train/cat.10636.jpg',\n",
       " '/azureml-share/train/cat.10637.jpg',\n",
       " '/azureml-share/train/cat.10638.jpg',\n",
       " '/azureml-share/train/cat.10639.jpg',\n",
       " '/azureml-share/train/cat.1064.jpg',\n",
       " '/azureml-share/train/cat.10640.jpg',\n",
       " '/azureml-share/train/cat.10641.jpg',\n",
       " '/azureml-share/train/cat.10642.jpg',\n",
       " '/azureml-share/train/cat.10643.jpg',\n",
       " '/azureml-share/train/cat.10644.jpg',\n",
       " '/azureml-share/train/cat.10645.jpg',\n",
       " '/azureml-share/train/cat.10646.jpg',\n",
       " '/azureml-share/train/cat.10647.jpg',\n",
       " '/azureml-share/train/cat.10648.jpg',\n",
       " '/azureml-share/train/cat.10649.jpg',\n",
       " '/azureml-share/train/cat.1065.jpg',\n",
       " '/azureml-share/train/cat.10650.jpg',\n",
       " '/azureml-share/train/cat.10651.jpg',\n",
       " '/azureml-share/train/cat.10652.jpg',\n",
       " '/azureml-share/train/cat.10653.jpg',\n",
       " '/azureml-share/train/cat.10654.jpg',\n",
       " '/azureml-share/train/cat.10655.jpg',\n",
       " '/azureml-share/train/cat.10656.jpg',\n",
       " '/azureml-share/train/cat.10657.jpg',\n",
       " '/azureml-share/train/cat.10658.jpg',\n",
       " '/azureml-share/train/cat.10659.jpg',\n",
       " '/azureml-share/train/cat.1066.jpg',\n",
       " '/azureml-share/train/cat.10660.jpg',\n",
       " '/azureml-share/train/cat.10661.jpg',\n",
       " '/azureml-share/train/cat.10662.jpg',\n",
       " '/azureml-share/train/cat.10663.jpg',\n",
       " '/azureml-share/train/cat.10664.jpg',\n",
       " '/azureml-share/train/cat.10665.jpg',\n",
       " '/azureml-share/train/cat.10666.jpg',\n",
       " '/azureml-share/train/cat.10667.jpg',\n",
       " '/azureml-share/train/cat.10668.jpg',\n",
       " '/azureml-share/train/cat.10669.jpg',\n",
       " '/azureml-share/train/cat.1067.jpg',\n",
       " '/azureml-share/train/cat.10670.jpg',\n",
       " '/azureml-share/train/cat.10671.jpg',\n",
       " '/azureml-share/train/cat.10672.jpg',\n",
       " '/azureml-share/train/cat.10673.jpg',\n",
       " '/azureml-share/train/cat.10674.jpg',\n",
       " '/azureml-share/train/cat.10675.jpg',\n",
       " '/azureml-share/train/cat.10676.jpg',\n",
       " '/azureml-share/train/cat.10677.jpg',\n",
       " '/azureml-share/train/cat.10678.jpg',\n",
       " '/azureml-share/train/cat.10679.jpg',\n",
       " '/azureml-share/train/cat.1068.jpg',\n",
       " '/azureml-share/train/cat.10680.jpg',\n",
       " '/azureml-share/train/cat.10681.jpg',\n",
       " '/azureml-share/train/cat.10682.jpg',\n",
       " '/azureml-share/train/cat.10683.jpg',\n",
       " '/azureml-share/train/cat.10684.jpg',\n",
       " '/azureml-share/train/cat.10685.jpg',\n",
       " '/azureml-share/train/cat.10686.jpg',\n",
       " '/azureml-share/train/cat.10687.jpg',\n",
       " '/azureml-share/train/cat.10688.jpg',\n",
       " '/azureml-share/train/cat.10689.jpg',\n",
       " '/azureml-share/train/cat.1069.jpg',\n",
       " '/azureml-share/train/cat.10690.jpg',\n",
       " '/azureml-share/train/cat.10691.jpg',\n",
       " '/azureml-share/train/cat.10692.jpg',\n",
       " '/azureml-share/train/cat.10693.jpg',\n",
       " '/azureml-share/train/cat.10694.jpg',\n",
       " '/azureml-share/train/cat.10695.jpg',\n",
       " '/azureml-share/train/cat.10696.jpg',\n",
       " '/azureml-share/train/cat.10697.jpg',\n",
       " '/azureml-share/train/cat.10698.jpg',\n",
       " '/azureml-share/train/cat.10699.jpg',\n",
       " '/azureml-share/train/cat.107.jpg',\n",
       " '/azureml-share/train/cat.1070.jpg',\n",
       " '/azureml-share/train/cat.10700.jpg',\n",
       " '/azureml-share/train/cat.10701.jpg',\n",
       " '/azureml-share/train/cat.10702.jpg',\n",
       " '/azureml-share/train/cat.10703.jpg',\n",
       " '/azureml-share/train/cat.10704.jpg',\n",
       " '/azureml-share/train/cat.10705.jpg',\n",
       " '/azureml-share/train/cat.10706.jpg',\n",
       " '/azureml-share/train/cat.10707.jpg',\n",
       " '/azureml-share/train/cat.10708.jpg',\n",
       " '/azureml-share/train/cat.10709.jpg',\n",
       " '/azureml-share/train/cat.1071.jpg',\n",
       " '/azureml-share/train/cat.10710.jpg',\n",
       " '/azureml-share/train/cat.10711.jpg',\n",
       " '/azureml-share/train/cat.10712.jpg',\n",
       " '/azureml-share/train/cat.10713.jpg',\n",
       " '/azureml-share/train/cat.10714.jpg',\n",
       " '/azureml-share/train/cat.10715.jpg',\n",
       " '/azureml-share/train/cat.10716.jpg',\n",
       " '/azureml-share/train/cat.10717.jpg',\n",
       " '/azureml-share/train/cat.10718.jpg',\n",
       " '/azureml-share/train/cat.10719.jpg',\n",
       " '/azureml-share/train/cat.1072.jpg',\n",
       " '/azureml-share/train/cat.10720.jpg',\n",
       " '/azureml-share/train/cat.10721.jpg',\n",
       " '/azureml-share/train/cat.10722.jpg',\n",
       " '/azureml-share/train/cat.10723.jpg',\n",
       " '/azureml-share/train/cat.10724.jpg',\n",
       " '/azureml-share/train/cat.10725.jpg',\n",
       " '/azureml-share/train/cat.10726.jpg',\n",
       " '/azureml-share/train/cat.10727.jpg',\n",
       " '/azureml-share/train/cat.10728.jpg',\n",
       " '/azureml-share/train/cat.10729.jpg',\n",
       " '/azureml-share/train/cat.1073.jpg',\n",
       " '/azureml-share/train/cat.10730.jpg',\n",
       " '/azureml-share/train/cat.10731.jpg',\n",
       " '/azureml-share/train/cat.10732.jpg',\n",
       " '/azureml-share/train/cat.10733.jpg',\n",
       " '/azureml-share/train/cat.10734.jpg',\n",
       " '/azureml-share/train/cat.10735.jpg',\n",
       " '/azureml-share/train/cat.10736.jpg',\n",
       " '/azureml-share/train/cat.10737.jpg',\n",
       " '/azureml-share/train/cat.10738.jpg',\n",
       " '/azureml-share/train/cat.10739.jpg',\n",
       " '/azureml-share/train/cat.1074.jpg',\n",
       " '/azureml-share/train/cat.10740.jpg',\n",
       " '/azureml-share/train/cat.10741.jpg',\n",
       " '/azureml-share/train/cat.10742.jpg',\n",
       " '/azureml-share/train/cat.10743.jpg',\n",
       " '/azureml-share/train/cat.10744.jpg',\n",
       " '/azureml-share/train/cat.10745.jpg',\n",
       " '/azureml-share/train/cat.10746.jpg',\n",
       " '/azureml-share/train/cat.10747.jpg',\n",
       " '/azureml-share/train/cat.10748.jpg',\n",
       " '/azureml-share/train/cat.10749.jpg',\n",
       " '/azureml-share/train/cat.1075.jpg',\n",
       " '/azureml-share/train/cat.10750.jpg',\n",
       " '/azureml-share/train/cat.10751.jpg',\n",
       " '/azureml-share/train/cat.10752.jpg',\n",
       " '/azureml-share/train/cat.10753.jpg',\n",
       " '/azureml-share/train/cat.10754.jpg',\n",
       " '/azureml-share/train/cat.10755.jpg',\n",
       " '/azureml-share/train/cat.10756.jpg',\n",
       " '/azureml-share/train/cat.10757.jpg',\n",
       " '/azureml-share/train/cat.10758.jpg',\n",
       " '/azureml-share/train/cat.10759.jpg',\n",
       " '/azureml-share/train/cat.1076.jpg',\n",
       " '/azureml-share/train/cat.10760.jpg',\n",
       " '/azureml-share/train/cat.10761.jpg',\n",
       " '/azureml-share/train/cat.10762.jpg',\n",
       " '/azureml-share/train/cat.10763.jpg',\n",
       " '/azureml-share/train/cat.10764.jpg',\n",
       " '/azureml-share/train/cat.10765.jpg',\n",
       " '/azureml-share/train/cat.10766.jpg',\n",
       " '/azureml-share/train/cat.10767.jpg',\n",
       " '/azureml-share/train/cat.10768.jpg',\n",
       " '/azureml-share/train/cat.10769.jpg',\n",
       " '/azureml-share/train/cat.1077.jpg',\n",
       " '/azureml-share/train/cat.10770.jpg',\n",
       " '/azureml-share/train/cat.10771.jpg',\n",
       " '/azureml-share/train/cat.10772.jpg',\n",
       " '/azureml-share/train/cat.10773.jpg',\n",
       " '/azureml-share/train/cat.10774.jpg',\n",
       " '/azureml-share/train/cat.10775.jpg',\n",
       " '/azureml-share/train/cat.10776.jpg',\n",
       " '/azureml-share/train/cat.10777.jpg',\n",
       " '/azureml-share/train/cat.10778.jpg',\n",
       " '/azureml-share/train/cat.10779.jpg',\n",
       " '/azureml-share/train/cat.1078.jpg',\n",
       " '/azureml-share/train/cat.10780.jpg',\n",
       " '/azureml-share/train/cat.10781.jpg',\n",
       " '/azureml-share/train/cat.10782.jpg',\n",
       " '/azureml-share/train/cat.10783.jpg',\n",
       " '/azureml-share/train/cat.10784.jpg',\n",
       " '/azureml-share/train/cat.10785.jpg',\n",
       " '/azureml-share/train/cat.10786.jpg',\n",
       " '/azureml-share/train/cat.10787.jpg',\n",
       " '/azureml-share/train/cat.10788.jpg',\n",
       " '/azureml-share/train/cat.10789.jpg',\n",
       " '/azureml-share/train/cat.1079.jpg',\n",
       " '/azureml-share/train/cat.10790.jpg',\n",
       " '/azureml-share/train/cat.10791.jpg',\n",
       " '/azureml-share/train/cat.10792.jpg',\n",
       " '/azureml-share/train/cat.10793.jpg',\n",
       " '/azureml-share/train/cat.10794.jpg',\n",
       " '/azureml-share/train/cat.10795.jpg',\n",
       " '/azureml-share/train/cat.10796.jpg',\n",
       " '/azureml-share/train/cat.10797.jpg',\n",
       " '/azureml-share/train/cat.10798.jpg',\n",
       " '/azureml-share/train/cat.10799.jpg',\n",
       " '/azureml-share/train/cat.108.jpg',\n",
       " '/azureml-share/train/cat.1080.jpg',\n",
       " '/azureml-share/train/cat.10800.jpg',\n",
       " '/azureml-share/train/cat.10801.jpg',\n",
       " '/azureml-share/train/cat.10802.jpg',\n",
       " '/azureml-share/train/cat.10803.jpg',\n",
       " '/azureml-share/train/cat.10804.jpg',\n",
       " '/azureml-share/train/cat.10805.jpg',\n",
       " '/azureml-share/train/cat.10806.jpg',\n",
       " '/azureml-share/train/cat.10807.jpg',\n",
       " '/azureml-share/train/cat.10808.jpg',\n",
       " '/azureml-share/train/cat.10809.jpg',\n",
       " '/azureml-share/train/cat.1081.jpg',\n",
       " '/azureml-share/train/cat.10810.jpg',\n",
       " '/azureml-share/train/cat.10811.jpg',\n",
       " '/azureml-share/train/cat.10812.jpg',\n",
       " '/azureml-share/train/cat.10813.jpg',\n",
       " '/azureml-share/train/cat.10814.jpg',\n",
       " '/azureml-share/train/cat.10815.jpg',\n",
       " '/azureml-share/train/cat.10816.jpg',\n",
       " '/azureml-share/train/cat.10817.jpg',\n",
       " '/azureml-share/train/cat.10818.jpg',\n",
       " '/azureml-share/train/cat.10819.jpg',\n",
       " '/azureml-share/train/cat.1082.jpg',\n",
       " '/azureml-share/train/cat.10820.jpg',\n",
       " '/azureml-share/train/cat.10821.jpg',\n",
       " '/azureml-share/train/cat.10822.jpg',\n",
       " '/azureml-share/train/cat.10823.jpg',\n",
       " '/azureml-share/train/cat.10824.jpg',\n",
       " '/azureml-share/train/cat.10825.jpg',\n",
       " '/azureml-share/train/cat.10826.jpg',\n",
       " '/azureml-share/train/cat.10827.jpg',\n",
       " '/azureml-share/train/cat.10828.jpg',\n",
       " '/azureml-share/train/cat.10829.jpg',\n",
       " '/azureml-share/train/cat.1083.jpg',\n",
       " '/azureml-share/train/cat.10830.jpg',\n",
       " '/azureml-share/train/cat.10831.jpg',\n",
       " '/azureml-share/train/cat.10832.jpg',\n",
       " '/azureml-share/train/cat.10833.jpg',\n",
       " '/azureml-share/train/cat.10834.jpg',\n",
       " '/azureml-share/train/cat.10835.jpg',\n",
       " '/azureml-share/train/cat.10836.jpg',\n",
       " '/azureml-share/train/cat.10837.jpg',\n",
       " '/azureml-share/train/cat.10838.jpg',\n",
       " '/azureml-share/train/cat.10839.jpg',\n",
       " '/azureml-share/train/cat.1084.jpg',\n",
       " '/azureml-share/train/cat.10840.jpg',\n",
       " '/azureml-share/train/cat.10841.jpg',\n",
       " '/azureml-share/train/cat.10842.jpg',\n",
       " '/azureml-share/train/cat.10843.jpg',\n",
       " '/azureml-share/train/cat.10844.jpg',\n",
       " '/azureml-share/train/cat.10845.jpg',\n",
       " '/azureml-share/train/cat.10846.jpg',\n",
       " '/azureml-share/train/cat.10847.jpg',\n",
       " '/azureml-share/train/cat.10848.jpg',\n",
       " '/azureml-share/train/cat.10849.jpg',\n",
       " '/azureml-share/train/cat.1085.jpg',\n",
       " '/azureml-share/train/cat.10850.jpg',\n",
       " '/azureml-share/train/cat.10851.jpg',\n",
       " '/azureml-share/train/cat.10852.jpg',\n",
       " '/azureml-share/train/cat.10853.jpg',\n",
       " '/azureml-share/train/cat.10854.jpg',\n",
       " '/azureml-share/train/cat.10855.jpg',\n",
       " '/azureml-share/train/cat.10856.jpg',\n",
       " '/azureml-share/train/cat.10857.jpg',\n",
       " '/azureml-share/train/cat.10858.jpg',\n",
       " '/azureml-share/train/cat.10859.jpg',\n",
       " '/azureml-share/train/cat.1086.jpg',\n",
       " '/azureml-share/train/cat.10860.jpg',\n",
       " '/azureml-share/train/cat.10861.jpg',\n",
       " '/azureml-share/train/cat.10862.jpg',\n",
       " '/azureml-share/train/cat.10863.jpg',\n",
       " '/azureml-share/train/cat.10864.jpg',\n",
       " '/azureml-share/train/cat.10865.jpg',\n",
       " '/azureml-share/train/cat.10866.jpg',\n",
       " '/azureml-share/train/cat.10867.jpg',\n",
       " '/azureml-share/train/cat.10868.jpg',\n",
       " '/azureml-share/train/cat.10869.jpg',\n",
       " '/azureml-share/train/cat.1087.jpg',\n",
       " '/azureml-share/train/cat.10870.jpg',\n",
       " '/azureml-share/train/cat.10871.jpg',\n",
       " '/azureml-share/train/cat.10872.jpg',\n",
       " '/azureml-share/train/cat.10873.jpg',\n",
       " '/azureml-share/train/cat.10874.jpg',\n",
       " '/azureml-share/train/cat.10875.jpg',\n",
       " '/azureml-share/train/cat.10876.jpg',\n",
       " '/azureml-share/train/cat.10877.jpg',\n",
       " '/azureml-share/train/cat.10878.jpg',\n",
       " '/azureml-share/train/cat.10879.jpg',\n",
       " '/azureml-share/train/cat.1088.jpg',\n",
       " '/azureml-share/train/cat.10880.jpg',\n",
       " '/azureml-share/train/cat.10881.jpg',\n",
       " '/azureml-share/train/cat.10882.jpg',\n",
       " '/azureml-share/train/cat.10883.jpg',\n",
       " '/azureml-share/train/cat.10884.jpg',\n",
       " '/azureml-share/train/cat.10885.jpg',\n",
       " '/azureml-share/train/cat.10886.jpg',\n",
       " '/azureml-share/train/cat.10887.jpg',\n",
       " '/azureml-share/train/cat.10888.jpg',\n",
       " '/azureml-share/train/cat.10889.jpg',\n",
       " '/azureml-share/train/cat.1089.jpg',\n",
       " '/azureml-share/train/cat.10890.jpg',\n",
       " '/azureml-share/train/cat.10891.jpg',\n",
       " '/azureml-share/train/cat.10892.jpg',\n",
       " '/azureml-share/train/cat.10893.jpg',\n",
       " '/azureml-share/train/cat.10894.jpg',\n",
       " '/azureml-share/train/cat.10895.jpg',\n",
       " '/azureml-share/train/cat.10896.jpg',\n",
       " '/azureml-share/train/cat.10897.jpg',\n",
       " ...]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "old_file_names = glob(path.join(save_path, 'train/*'))\n",
    "sorted(old_file_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you are using your own image dataset, your file names will be different. Depending on your file names, you will need to carry out an appropriate approach to rename your files as fail and pass and also number them for uniqueness. Below, we just replace the \"cat\" in the file name with \"fail\" and replace \"dog\" with \"pass\" since the files are already numbered. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for f in old_file_names:\n",
    "    if 'cat' in f:\n",
    "        new_filename = f.replace('cat','fail')\n",
    "        os.rename(f,new_filename)\n",
    "    elif 'dog' in f:\n",
    "        new_filename = f.replace('dog','pass')\n",
    "        os.rename(f,new_filename)\n",
    "    else:\n",
    "        print(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After this process, you should have your image files named such as in the following."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/azureml-share/train/fail.0.jpg',\n",
       " '/azureml-share/train/fail.1.jpg',\n",
       " '/azureml-share/train/fail.10.jpg',\n",
       " '/azureml-share/train/fail.100.jpg',\n",
       " '/azureml-share/train/fail.1000.jpg',\n",
       " '/azureml-share/train/fail.10000.jpg',\n",
       " '/azureml-share/train/fail.10001.jpg',\n",
       " '/azureml-share/train/fail.10002.jpg',\n",
       " '/azureml-share/train/fail.10003.jpg',\n",
       " '/azureml-share/train/fail.10004.jpg',\n",
       " '/azureml-share/train/fail.10005.jpg',\n",
       " '/azureml-share/train/fail.10006.jpg',\n",
       " '/azureml-share/train/fail.10007.jpg',\n",
       " '/azureml-share/train/fail.10008.jpg',\n",
       " '/azureml-share/train/fail.10009.jpg',\n",
       " '/azureml-share/train/fail.1001.jpg',\n",
       " '/azureml-share/train/fail.10010.jpg',\n",
       " '/azureml-share/train/fail.10011.jpg',\n",
       " '/azureml-share/train/fail.10012.jpg',\n",
       " '/azureml-share/train/fail.10013.jpg',\n",
       " '/azureml-share/train/fail.10014.jpg',\n",
       " '/azureml-share/train/fail.10015.jpg',\n",
       " '/azureml-share/train/fail.10016.jpg',\n",
       " '/azureml-share/train/fail.10017.jpg',\n",
       " '/azureml-share/train/fail.10018.jpg',\n",
       " '/azureml-share/train/fail.10019.jpg',\n",
       " '/azureml-share/train/fail.1002.jpg',\n",
       " '/azureml-share/train/fail.10020.jpg',\n",
       " '/azureml-share/train/fail.10021.jpg',\n",
       " '/azureml-share/train/fail.10022.jpg',\n",
       " '/azureml-share/train/fail.10023.jpg',\n",
       " '/azureml-share/train/fail.10024.jpg',\n",
       " '/azureml-share/train/fail.10025.jpg',\n",
       " '/azureml-share/train/fail.10026.jpg',\n",
       " '/azureml-share/train/fail.10027.jpg',\n",
       " '/azureml-share/train/fail.10028.jpg',\n",
       " '/azureml-share/train/fail.10029.jpg',\n",
       " '/azureml-share/train/fail.1003.jpg',\n",
       " '/azureml-share/train/fail.10030.jpg',\n",
       " '/azureml-share/train/fail.10031.jpg',\n",
       " '/azureml-share/train/fail.10032.jpg',\n",
       " '/azureml-share/train/fail.10033.jpg',\n",
       " '/azureml-share/train/fail.10034.jpg',\n",
       " '/azureml-share/train/fail.10035.jpg',\n",
       " '/azureml-share/train/fail.10036.jpg',\n",
       " '/azureml-share/train/fail.10037.jpg',\n",
       " '/azureml-share/train/fail.10038.jpg',\n",
       " '/azureml-share/train/fail.10039.jpg',\n",
       " '/azureml-share/train/fail.1004.jpg',\n",
       " '/azureml-share/train/fail.10040.jpg',\n",
       " '/azureml-share/train/fail.10041.jpg',\n",
       " '/azureml-share/train/fail.10042.jpg',\n",
       " '/azureml-share/train/fail.10043.jpg',\n",
       " '/azureml-share/train/fail.10044.jpg',\n",
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       " '/azureml-share/train/fail.10746.jpg',\n",
       " '/azureml-share/train/fail.10747.jpg',\n",
       " '/azureml-share/train/fail.10748.jpg',\n",
       " '/azureml-share/train/fail.10749.jpg',\n",
       " '/azureml-share/train/fail.1075.jpg',\n",
       " '/azureml-share/train/fail.10750.jpg',\n",
       " '/azureml-share/train/fail.10751.jpg',\n",
       " '/azureml-share/train/fail.10752.jpg',\n",
       " '/azureml-share/train/fail.10753.jpg',\n",
       " '/azureml-share/train/fail.10754.jpg',\n",
       " '/azureml-share/train/fail.10755.jpg',\n",
       " '/azureml-share/train/fail.10756.jpg',\n",
       " '/azureml-share/train/fail.10757.jpg',\n",
       " '/azureml-share/train/fail.10758.jpg',\n",
       " '/azureml-share/train/fail.10759.jpg',\n",
       " '/azureml-share/train/fail.1076.jpg',\n",
       " '/azureml-share/train/fail.10760.jpg',\n",
       " '/azureml-share/train/fail.10761.jpg',\n",
       " '/azureml-share/train/fail.10762.jpg',\n",
       " '/azureml-share/train/fail.10763.jpg',\n",
       " '/azureml-share/train/fail.10764.jpg',\n",
       " '/azureml-share/train/fail.10765.jpg',\n",
       " '/azureml-share/train/fail.10766.jpg',\n",
       " '/azureml-share/train/fail.10767.jpg',\n",
       " '/azureml-share/train/fail.10768.jpg',\n",
       " '/azureml-share/train/fail.10769.jpg',\n",
       " '/azureml-share/train/fail.1077.jpg',\n",
       " '/azureml-share/train/fail.10770.jpg',\n",
       " '/azureml-share/train/fail.10771.jpg',\n",
       " '/azureml-share/train/fail.10772.jpg',\n",
       " '/azureml-share/train/fail.10773.jpg',\n",
       " '/azureml-share/train/fail.10774.jpg',\n",
       " '/azureml-share/train/fail.10775.jpg',\n",
       " '/azureml-share/train/fail.10776.jpg',\n",
       " '/azureml-share/train/fail.10777.jpg',\n",
       " '/azureml-share/train/fail.10778.jpg',\n",
       " '/azureml-share/train/fail.10779.jpg',\n",
       " '/azureml-share/train/fail.1078.jpg',\n",
       " '/azureml-share/train/fail.10780.jpg',\n",
       " '/azureml-share/train/fail.10781.jpg',\n",
       " '/azureml-share/train/fail.10782.jpg',\n",
       " '/azureml-share/train/fail.10783.jpg',\n",
       " '/azureml-share/train/fail.10784.jpg',\n",
       " '/azureml-share/train/fail.10785.jpg',\n",
       " '/azureml-share/train/fail.10786.jpg',\n",
       " '/azureml-share/train/fail.10787.jpg',\n",
       " '/azureml-share/train/fail.10788.jpg',\n",
       " '/azureml-share/train/fail.10789.jpg',\n",
       " '/azureml-share/train/fail.1079.jpg',\n",
       " '/azureml-share/train/fail.10790.jpg',\n",
       " '/azureml-share/train/fail.10791.jpg',\n",
       " '/azureml-share/train/fail.10792.jpg',\n",
       " '/azureml-share/train/fail.10793.jpg',\n",
       " '/azureml-share/train/fail.10794.jpg',\n",
       " '/azureml-share/train/fail.10795.jpg',\n",
       " '/azureml-share/train/fail.10796.jpg',\n",
       " '/azureml-share/train/fail.10797.jpg',\n",
       " '/azureml-share/train/fail.10798.jpg',\n",
       " '/azureml-share/train/fail.10799.jpg',\n",
       " '/azureml-share/train/fail.108.jpg',\n",
       " '/azureml-share/train/fail.1080.jpg',\n",
       " '/azureml-share/train/fail.10800.jpg',\n",
       " '/azureml-share/train/fail.10801.jpg',\n",
       " '/azureml-share/train/fail.10802.jpg',\n",
       " '/azureml-share/train/fail.10803.jpg',\n",
       " '/azureml-share/train/fail.10804.jpg',\n",
       " '/azureml-share/train/fail.10805.jpg',\n",
       " '/azureml-share/train/fail.10806.jpg',\n",
       " '/azureml-share/train/fail.10807.jpg',\n",
       " '/azureml-share/train/fail.10808.jpg',\n",
       " '/azureml-share/train/fail.10809.jpg',\n",
       " '/azureml-share/train/fail.1081.jpg',\n",
       " '/azureml-share/train/fail.10810.jpg',\n",
       " '/azureml-share/train/fail.10811.jpg',\n",
       " '/azureml-share/train/fail.10812.jpg',\n",
       " '/azureml-share/train/fail.10813.jpg',\n",
       " '/azureml-share/train/fail.10814.jpg',\n",
       " '/azureml-share/train/fail.10815.jpg',\n",
       " '/azureml-share/train/fail.10816.jpg',\n",
       " '/azureml-share/train/fail.10817.jpg',\n",
       " '/azureml-share/train/fail.10818.jpg',\n",
       " '/azureml-share/train/fail.10819.jpg',\n",
       " '/azureml-share/train/fail.1082.jpg',\n",
       " '/azureml-share/train/fail.10820.jpg',\n",
       " '/azureml-share/train/fail.10821.jpg',\n",
       " '/azureml-share/train/fail.10822.jpg',\n",
       " '/azureml-share/train/fail.10823.jpg',\n",
       " '/azureml-share/train/fail.10824.jpg',\n",
       " '/azureml-share/train/fail.10825.jpg',\n",
       " '/azureml-share/train/fail.10826.jpg',\n",
       " '/azureml-share/train/fail.10827.jpg',\n",
       " '/azureml-share/train/fail.10828.jpg',\n",
       " '/azureml-share/train/fail.10829.jpg',\n",
       " '/azureml-share/train/fail.1083.jpg',\n",
       " '/azureml-share/train/fail.10830.jpg',\n",
       " '/azureml-share/train/fail.10831.jpg',\n",
       " '/azureml-share/train/fail.10832.jpg',\n",
       " '/azureml-share/train/fail.10833.jpg',\n",
       " '/azureml-share/train/fail.10834.jpg',\n",
       " '/azureml-share/train/fail.10835.jpg',\n",
       " '/azureml-share/train/fail.10836.jpg',\n",
       " '/azureml-share/train/fail.10837.jpg',\n",
       " '/azureml-share/train/fail.10838.jpg',\n",
       " '/azureml-share/train/fail.10839.jpg',\n",
       " '/azureml-share/train/fail.1084.jpg',\n",
       " '/azureml-share/train/fail.10840.jpg',\n",
       " '/azureml-share/train/fail.10841.jpg',\n",
       " '/azureml-share/train/fail.10842.jpg',\n",
       " '/azureml-share/train/fail.10843.jpg',\n",
       " '/azureml-share/train/fail.10844.jpg',\n",
       " '/azureml-share/train/fail.10845.jpg',\n",
       " '/azureml-share/train/fail.10846.jpg',\n",
       " '/azureml-share/train/fail.10847.jpg',\n",
       " '/azureml-share/train/fail.10848.jpg',\n",
       " '/azureml-share/train/fail.10849.jpg',\n",
       " '/azureml-share/train/fail.1085.jpg',\n",
       " '/azureml-share/train/fail.10850.jpg',\n",
       " '/azureml-share/train/fail.10851.jpg',\n",
       " '/azureml-share/train/fail.10852.jpg',\n",
       " '/azureml-share/train/fail.10853.jpg',\n",
       " '/azureml-share/train/fail.10854.jpg',\n",
       " '/azureml-share/train/fail.10855.jpg',\n",
       " '/azureml-share/train/fail.10856.jpg',\n",
       " '/azureml-share/train/fail.10857.jpg',\n",
       " '/azureml-share/train/fail.10858.jpg',\n",
       " '/azureml-share/train/fail.10859.jpg',\n",
       " '/azureml-share/train/fail.1086.jpg',\n",
       " '/azureml-share/train/fail.10860.jpg',\n",
       " '/azureml-share/train/fail.10861.jpg',\n",
       " '/azureml-share/train/fail.10862.jpg',\n",
       " '/azureml-share/train/fail.10863.jpg',\n",
       " '/azureml-share/train/fail.10864.jpg',\n",
       " '/azureml-share/train/fail.10865.jpg',\n",
       " '/azureml-share/train/fail.10866.jpg',\n",
       " '/azureml-share/train/fail.10867.jpg',\n",
       " '/azureml-share/train/fail.10868.jpg',\n",
       " '/azureml-share/train/fail.10869.jpg',\n",
       " '/azureml-share/train/fail.1087.jpg',\n",
       " '/azureml-share/train/fail.10870.jpg',\n",
       " '/azureml-share/train/fail.10871.jpg',\n",
       " '/azureml-share/train/fail.10872.jpg',\n",
       " '/azureml-share/train/fail.10873.jpg',\n",
       " '/azureml-share/train/fail.10874.jpg',\n",
       " '/azureml-share/train/fail.10875.jpg',\n",
       " '/azureml-share/train/fail.10876.jpg',\n",
       " '/azureml-share/train/fail.10877.jpg',\n",
       " '/azureml-share/train/fail.10878.jpg',\n",
       " '/azureml-share/train/fail.10879.jpg',\n",
       " '/azureml-share/train/fail.1088.jpg',\n",
       " '/azureml-share/train/fail.10880.jpg',\n",
       " '/azureml-share/train/fail.10881.jpg',\n",
       " '/azureml-share/train/fail.10882.jpg',\n",
       " '/azureml-share/train/fail.10883.jpg',\n",
       " '/azureml-share/train/fail.10884.jpg',\n",
       " '/azureml-share/train/fail.10885.jpg',\n",
       " '/azureml-share/train/fail.10886.jpg',\n",
       " '/azureml-share/train/fail.10887.jpg',\n",
       " '/azureml-share/train/fail.10888.jpg',\n",
       " '/azureml-share/train/fail.10889.jpg',\n",
       " '/azureml-share/train/fail.1089.jpg',\n",
       " '/azureml-share/train/fail.10890.jpg',\n",
       " '/azureml-share/train/fail.10891.jpg',\n",
       " '/azureml-share/train/fail.10892.jpg',\n",
       " '/azureml-share/train/fail.10893.jpg',\n",
       " '/azureml-share/train/fail.10894.jpg',\n",
       " '/azureml-share/train/fail.10895.jpg',\n",
       " '/azureml-share/train/fail.10896.jpg',\n",
       " '/azureml-share/train/fail.10897.jpg',\n",
       " ...]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_names = glob(path.join(save_path, 'train/*'))\n",
    "sorted(file_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create seperate lists for fail and pass files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "files_path = path.join(save_path, 'train')\n",
    "fail_files = sorted(iglob(path.join(files_path, '*fail*.jpg')))\n",
    "pass_files = sorted(iglob(path.join(files_path, '*pass*.jpg')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As an example, check the size of one of the fail and pass images. If you have your own images, you can also display the image by uncommenting the commented code in the following cells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 374)\n"
     ]
    }
   ],
   "source": [
    "pil_image = Image.open(fail_files[0])\n",
    "print(pil_image.size)\n",
    "#pil_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(499, 375)\n"
     ]
    }
   ],
   "source": [
    "pil_image = Image.open(pass_files[0])\n",
    "print(pil_image.size)\n",
    "#pil_image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram of size of the images"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For data exploration purposes, check the distribution of width and height of the images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "width = [Image.open(file).size[0] for file in file_names]\n",
    "height = [Image.open(file).size[1] for file in file_names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc22dcb8dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(width, bins=10)\n",
    "plt.title('Image Width Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc22db009b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(height, bins=10)\n",
    "plt.title('Image Height Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, go the the second notebook to train your transfer learning model."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "imgtutvso local",
   "language": "python",
   "name": "imgtutvso_local"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}