{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!wget https://raw.githubusercontent.com/apache/incubator-mxnet/master/tools/im2rec.py ./\n",
    "!pip install mxnet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0530-0001.jpeg to data/normal/IM-0530-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0528-0001.jpeg to data/normal/IM-0528-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0532-0001.jpeg to data/normal/IM-0532-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0529-0001.jpeg to data/normal/IM-0529-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0531-0001-0001.jpeg to data/normal/IM-0531-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0531-0001.jpeg to data/normal/IM-0531-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0533-0001-0002.jpeg to data/normal/IM-0533-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0533-0001-0001.jpeg to data/normal/IM-0533-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0534-0001.jpeg to data/normal/IM-0534-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0551-0001-0002.jpeg to data/normal/IM-0551-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0553-0001-0001.jpeg to data/normal/IM-0553-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0551-0001.jpeg to data/normal/IM-0551-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0553-0001-0002.jpeg to data/normal/IM-0553-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0552-0001.jpeg to data/normal/IM-0552-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0533-0001.jpeg to data/normal/IM-0533-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0555-0001-0002.jpeg to data/normal/IM-0555-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0554-0001.jpeg to data/normal/IM-0554-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0553-0001-0003.jpeg to data/normal/IM-0553-0001-0003.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0555-0001-0001.jpeg to data/normal/IM-0555-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0553-0001.jpeg to data/normal/IM-0553-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0560-0001.jpeg to data/normal/IM-0560-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0555-0001.jpeg to data/normal/IM-0555-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0556-0001.jpeg to data/normal/IM-0556-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0559-0001.jpeg to data/normal/IM-0559-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0563-0001.jpeg to data/normal/IM-0563-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0562-0001.jpeg to data/normal/IM-0562-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0564-0001.jpeg to data/normal/IM-0564-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0561-0001.jpeg to data/normal/IM-0561-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0565-0001.jpeg to data/normal/IM-0565-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0575-0001.jpeg to data/normal/IM-0575-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0566-0001.jpeg to data/normal/IM-0566-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0574-0001.jpeg to data/normal/IM-0574-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0569-0001.jpeg to data/normal/IM-0569-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0557-0001.jpeg to data/normal/IM-0557-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0570-0001.jpeg to data/normal/IM-0570-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0568-0001.jpeg to data/normal/IM-0568-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0571-0001.jpeg to data/normal/IM-0571-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0577-0001.jpeg to data/normal/IM-0577-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0578-0001.jpeg to data/normal/IM-0578-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0583-0001.jpeg to data/normal/IM-0583-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0580-0001.jpeg to data/normal/IM-0580-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0581-0001.jpeg to data/normal/IM-0581-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0584-0001.jpeg to data/normal/IM-0584-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0579-0001.jpeg to data/normal/IM-0579-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0588-0001.jpeg to data/normal/IM-0588-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0586-0001.jpeg to data/normal/IM-0586-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0590-0001.jpeg to data/normal/IM-0590-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0591-0001.jpeg to data/normal/IM-0591-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0582-0001.jpeg to data/normal/IM-0582-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0596-0001.jpeg to data/normal/IM-0596-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0598-0001.jpeg to data/normal/IM-0598-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0599-0001.jpeg to data/normal/IM-0599-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0593-0001.jpeg to data/normal/IM-0593-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0592-0001.jpeg to data/normal/IM-0592-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0602-0001.jpeg to data/normal/IM-0602-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0608-0001-0001.jpeg to data/normal/IM-0608-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0600-0001.jpeg to data/normal/IM-0600-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0605-0001.jpeg to data/normal/IM-0605-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0604-0001.jpeg to data/normal/IM-0604-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0595-0001.jpeg to data/normal/IM-0595-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0607-0001.jpeg to data/normal/IM-0607-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0606-0001.jpeg to data/normal/IM-0606-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0601-0001.jpeg to data/normal/IM-0601-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0608-0001-0002.jpeg to data/normal/IM-0608-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0609-0001.jpeg to data/normal/IM-0609-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0612-0001-0002.jpeg to data/normal/IM-0612-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0608-0001.jpeg to data/normal/IM-0608-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0614-0001.jpeg to data/normal/IM-0614-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0612-0001-0001.jpeg to data/normal/IM-0612-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0612-0001.jpeg to data/normal/IM-0612-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0616-0001.jpeg to data/normal/IM-0616-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0615-0001.jpeg to data/normal/IM-0615-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0613-0001.jpeg to data/normal/IM-0613-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0618-0001-0002.jpeg to data/normal/IM-0618-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0617-0001.jpeg to data/normal/IM-0617-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0620-0001-0001.jpeg to data/normal/IM-0620-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0618-0001-0001.jpeg to data/normal/IM-0618-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0618-0001.jpeg to data/normal/IM-0618-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0620-0001.jpeg to data/normal/IM-0620-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0622-0001-0001.jpeg to data/normal/IM-0622-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0622-0001.jpeg to data/normal/IM-0622-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0622-0001-0002.jpeg to data/normal/IM-0622-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0620-0001-0002.jpeg to data/normal/IM-0620-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0624-0001-0002.jpeg to data/normal/IM-0624-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0627-0001.jpeg to data/normal/IM-0627-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0623-0001.jpeg to data/normal/IM-0623-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0624-0001.jpeg to data/normal/IM-0624-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0621-0001.jpeg to data/normal/IM-0621-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0628-0001.jpeg to data/normal/IM-0628-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0626-0001-0001.jpeg to data/normal/IM-0626-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0625-0001.jpeg to data/normal/IM-0625-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0629-0001-0001.jpeg to data/normal/IM-0629-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0629-0001.jpeg to data/normal/IM-0629-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0626-0001-0002.jpeg to data/normal/IM-0626-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0629-0001-0003.jpeg to data/normal/IM-0629-0001-0003.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0630-0001.jpeg to data/normal/IM-0630-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0629-0001-0002.jpeg to data/normal/IM-0629-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0631-0001-0002.jpeg to data/normal/IM-0631-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0631-0001-0001.jpeg to data/normal/IM-0631-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0632-0001.jpeg to data/normal/IM-0632-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0635-0001.jpeg to data/normal/IM-0635-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0631-0001.jpeg to data/normal/IM-0631-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0633-0001.jpeg to data/normal/IM-0633-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0634-0001.jpeg to data/normal/IM-0634-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0640-0001.jpeg to data/normal/IM-0640-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0640-0001-0001.jpeg to data/normal/IM-0640-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0641-0001.jpeg to data/normal/IM-0641-0001.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0644-0001-0002.jpeg to data/normal/IM-0644-0001-0002.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0619-0001.jpeg to data/normal/IM-0619-0001.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0650-0001.jpeg to data/normal/IM-0650-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0648-0001.jpeg to data/normal/IM-0648-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0652-0001-0002.jpeg to data/normal/IM-0652-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0651-0001.jpeg to data/normal/IM-0651-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0656-0001-0002.jpeg to data/normal/IM-0656-0001-0002.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0654-0001.jpeg to data/normal/IM-0654-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0655-0001.jpeg to data/normal/IM-0655-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0657-0001.jpeg to data/normal/IM-0657-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0660-0001-0001.jpeg to data/normal/IM-0660-0001-0001.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0652-0001.jpeg to data/normal/IM-0652-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0659-0001.jpeg to data/normal/IM-0659-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0658-0001.jpeg to data/normal/IM-0658-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0649-0001.jpeg to data/normal/IM-0649-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0661-0001.jpeg to data/normal/IM-0661-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0664-0001.jpeg to data/normal/IM-0664-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0662-0001.jpeg to data/normal/IM-0662-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0660-0001.jpeg to data/normal/IM-0660-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0665-0001.jpeg to data/normal/IM-0665-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0666-0001-0002.jpeg to data/normal/IM-0666-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0666-0001-0001.jpeg to data/normal/IM-0666-0001-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0663-0001.jpeg to data/normal/IM-0663-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0667-0001.jpeg to data/normal/IM-0667-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0660-0001-0002.jpeg to data/normal/IM-0660-0001-0002.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0668-0001.jpeg to data/normal/IM-0668-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0666-0001.jpeg to data/normal/IM-0666-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0671-0001.jpeg to data/normal/IM-0671-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0672-0001.jpeg to data/normal/IM-0672-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0675-0001.jpeg to data/normal/IM-0675-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0670-0001.jpeg to data/normal/IM-0670-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0673-0001.jpeg to data/normal/IM-0673-0001.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/normal/IM-0674-0001.jpeg to data/normal/IM-0674-0001.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1017_bacteria_2948.jpeg to data/pneumonia/person1017_bacteria_2948.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1015_virus_1701.jpeg to data/pneumonia/person1015_virus_1701.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1001_bacteria_2932.jpeg to data/pneumonia/person1001_bacteria_2932.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1035_bacteria_2969.jpeg to data/pneumonia/person1035_bacteria_2969.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1038_bacteria_2972.jpeg to data/pneumonia/person1038_bacteria_2972.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1082_bacteria_3022.jpeg to data/pneumonia/person1082_bacteria_3022.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person108_virus_200.jpeg to data/pneumonia/person108_virus_200.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1094_virus_1814.jpeg to data/pneumonia/person1094_virus_1814.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1093_bacteria_3033.jpeg to data/pneumonia/person1093_bacteria_3033.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1092_virus_1811.jpeg to data/pneumonia/person1092_virus_1811.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1097_bacteria_3038.jpeg to data/pneumonia/person1097_bacteria_3038.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1095_virus_1815.jpeg to data/pneumonia/person1095_virus_1815.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1099_virus_1819.jpeg to data/pneumonia/person1099_virus_1819.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1098_virus_1818.jpeg to data/pneumonia/person1098_virus_1818.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1096_bacteria_3037.jpeg to data/pneumonia/person1096_bacteria_3037.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person109_virus_203.jpeg to data/pneumonia/person109_virus_203.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1100_virus_1820.jpeg to data/pneumonia/person1100_virus_1820.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1098_bacteria_3039.jpeg to data/pneumonia/person1098_bacteria_3039.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1097_virus_1817.jpeg to data/pneumonia/person1097_virus_1817.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person10_bacteria_43.jpeg to data/pneumonia/person10_bacteria_43.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1101_bacteria_3042.jpeg to data/pneumonia/person1101_bacteria_3042.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1102_bacteria_3043.jpeg to data/pneumonia/person1102_bacteria_3043.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1099_bacteria_3040.jpeg to data/pneumonia/person1099_bacteria_3040.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1105_bacteria_3046.jpeg to data/pneumonia/person1105_bacteria_3046.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1103_bacteria_3044.jpeg to data/pneumonia/person1103_bacteria_3044.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1100_bacteria_3041.jpeg to data/pneumonia/person1100_bacteria_3041.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1104_virus_1826.jpeg to data/pneumonia/person1104_virus_1826.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1102_virus_1822.jpeg to data/pneumonia/person1102_virus_1822.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1107_virus_1831.jpeg to data/pneumonia/person1107_virus_1831.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1107_bacteria_3048.jpeg to data/pneumonia/person1107_bacteria_3048.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1103_virus_1825.jpeg to data/pneumonia/person1103_virus_1825.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1108_virus_1833.jpeg to data/pneumonia/person1108_virus_1833.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person110_virus_205.jpeg to data/pneumonia/person110_virus_205.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1110_bacteria_3051.jpeg to data/pneumonia/person1110_bacteria_3051.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1109_bacteria_3050.jpeg to data/pneumonia/person1109_bacteria_3050.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1107_virus_1832.jpeg to data/pneumonia/person1107_virus_1832.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person110_virus_207.jpeg to data/pneumonia/person110_virus_207.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1108_bacteria_3049.jpeg to data/pneumonia/person1108_bacteria_3049.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1092_bacteria_3032.jpeg to data/pneumonia/person1092_bacteria_3032.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person110_virus_206.jpeg to data/pneumonia/person110_virus_206.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1111_bacteria_3052.jpeg to data/pneumonia/person1111_bacteria_3052.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1111_virus_1836.jpeg to data/pneumonia/person1111_virus_1836.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1106_virus_1829.jpeg to data/pneumonia/person1106_virus_1829.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1110_virus_1835.jpeg to data/pneumonia/person1110_virus_1835.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1116_virus_1841.jpeg to data/pneumonia/person1116_virus_1841.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1114_bacteria_3055.jpeg to data/pneumonia/person1114_bacteria_3055.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1119_virus_1844.jpeg to data/pneumonia/person1119_virus_1844.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1120_virus_1845.jpeg to data/pneumonia/person1120_virus_1845.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person111_virus_209.jpeg to data/pneumonia/person111_virus_209.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1122_bacteria_3063.jpeg to data/pneumonia/person1122_bacteria_3063.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person111_virus_212.jpeg to data/pneumonia/person111_virus_212.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1124_virus_1851.jpeg to data/pneumonia/person1124_virus_1851.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1126_virus_1853.jpeg to data/pneumonia/person1126_virus_1853.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1127_virus_1854.jpeg to data/pneumonia/person1127_virus_1854.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1129_bacteria_3070.jpeg to data/pneumonia/person1129_bacteria_3070.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1130_virus_1860.jpeg to data/pneumonia/person1130_virus_1860.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1133_virus_1865.jpeg to data/pneumonia/person1133_virus_1865.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1128_bacteria_3069.jpeg to data/pneumonia/person1128_bacteria_3069.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1132_virus_1863.jpeg to data/pneumonia/person1132_virus_1863.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person112_virus_213.jpeg to data/pneumonia/person112_virus_213.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1135_bacteria_3077.jpeg to data/pneumonia/person1135_bacteria_3077.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1138_bacteria_3080.jpeg to data/pneumonia/person1138_bacteria_3080.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1137_virus_1876.jpeg to data/pneumonia/person1137_virus_1876.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1141_bacteria_3084.jpeg to data/pneumonia/person1141_bacteria_3084.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1141_virus_1886.jpeg to data/pneumonia/person1141_virus_1886.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1142_virus_1892.jpeg to data/pneumonia/person1142_virus_1892.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1143_virus_1897.jpeg to data/pneumonia/person1143_virus_1897.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1143_virus_1896.jpeg to data/pneumonia/person1143_virus_1896.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1145_virus_1906.jpeg to data/pneumonia/person1145_virus_1906.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1138_virus_1877.jpeg to data/pneumonia/person1138_virus_1877.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1146_bacteria_3091.jpeg to data/pneumonia/person1146_bacteria_3091.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1149_bacteria_3094.jpeg to data/pneumonia/person1149_bacteria_3094.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1147_virus_1917.jpeg to data/pneumonia/person1147_virus_1917.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1149_virus_1924.jpeg to data/pneumonia/person1149_virus_1924.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1153_virus_1932.jpeg to data/pneumonia/person1153_virus_1932.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person114_virus_217.jpeg to data/pneumonia/person114_virus_217.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1149_virus_1925.jpeg to data/pneumonia/person1149_virus_1925.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1150_bacteria_3095.jpeg to data/pneumonia/person1150_bacteria_3095.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1154_bacteria_3099.jpeg to data/pneumonia/person1154_bacteria_3099.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1152_virus_1930.jpeg to data/pneumonia/person1152_virus_1930.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1155_virus_1934.jpeg to data/pneumonia/person1155_virus_1934.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1155_bacteria_3100.jpeg to data/pneumonia/person1155_bacteria_3100.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1151_virus_1928.jpeg to data/pneumonia/person1151_virus_1928.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1157_bacteria_3102.jpeg to data/pneumonia/person1157_bacteria_3102.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1156_bacteria_3101.jpeg to data/pneumonia/person1156_bacteria_3101.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1154_virus_1933.jpeg to data/pneumonia/person1154_virus_1933.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1158_bacteria_3103.jpeg to data/pneumonia/person1158_bacteria_3103.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1158_virus_1938.jpeg to data/pneumonia/person1158_virus_1938.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1238_virus_2098.jpeg to data/pneumonia/person1238_virus_2098.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1158_virus_1941.jpeg to data/pneumonia/person1158_virus_1941.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1240_bacteria_3196.jpeg to data/pneumonia/person1240_bacteria_3196.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1238_bacteria_3194.jpeg to data/pneumonia/person1238_bacteria_3194.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1158_virus_1942.jpeg to data/pneumonia/person1158_virus_1942.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1241_bacteria_3197.jpeg to data/pneumonia/person1241_bacteria_3197.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1239_bacteria_3195.jpeg to data/pneumonia/person1239_bacteria_3195.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1159_virus_1944.jpeg to data/pneumonia/person1159_virus_1944.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1242_virus_2109.jpeg to data/pneumonia/person1242_virus_2109.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1237_virus_2097.jpeg to data/pneumonia/person1237_virus_2097.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1239_virus_2099.jpeg to data/pneumonia/person1239_virus_2099.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1242_virus_2108.jpeg to data/pneumonia/person1242_virus_2108.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1242_bacteria_3198.jpeg to data/pneumonia/person1242_bacteria_3198.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1248_bacteria_3204.jpeg to data/pneumonia/person1248_bacteria_3204.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1262_bacteria_3220.jpeg to data/pneumonia/person1262_bacteria_3220.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person612_bacteria_2478.jpeg to data/pneumonia/person612_bacteria_2478.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person619_bacteria_2490.jpeg to data/pneumonia/person619_bacteria_2490.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person623_bacteria_2495.jpeg to data/pneumonia/person623_bacteria_2495.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person623_virus_1197.jpeg to data/pneumonia/person623_virus_1197.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person626_bacteria_2502.jpeg to data/pneumonia/person626_bacteria_2502.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person629_bacteria_2507.jpeg to data/pneumonia/person629_bacteria_2507.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person628_bacteria_2505.jpeg to data/pneumonia/person628_bacteria_2505.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person62_bacteria_299.jpeg to data/pneumonia/person62_bacteria_299.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person627_virus_1204.jpeg to data/pneumonia/person627_virus_1204.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person630_bacteria_2515.jpeg to data/pneumonia/person630_bacteria_2515.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person630_bacteria_2516.jpeg to data/pneumonia/person630_bacteria_2516.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person630_bacteria_2512.jpeg to data/pneumonia/person630_bacteria_2512.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person632_bacteria_2521.jpeg to data/pneumonia/person632_bacteria_2521.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person619_virus_1190.jpeg to data/pneumonia/person619_virus_1190.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person636_bacteria_2527.jpeg to data/pneumonia/person636_bacteria_2527.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person639_virus_1220.jpeg to data/pneumonia/person639_virus_1220.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person636_virus_1217.jpeg to data/pneumonia/person636_virus_1217.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person633_bacteria_2522.jpeg to data/pneumonia/person633_bacteria_2522.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person635_bacteria_2526.jpeg to data/pneumonia/person635_bacteria_2526.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person640_bacteria_2532.jpeg to data/pneumonia/person640_bacteria_2532.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person70_bacteria_341.jpeg to data/pneumonia/person70_bacteria_341.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person71_bacteria_349.jpeg to data/pneumonia/person71_bacteria_349.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person730_bacteria_2632.jpeg to data/pneumonia/person730_bacteria_2632.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person731_bacteria_2633.jpeg to data/pneumonia/person731_bacteria_2633.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person72_bacteria_353.jpeg to data/pneumonia/person72_bacteria_353.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person734_virus_1355.jpeg to data/pneumonia/person734_virus_1355.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person732_bacteria_2634.jpeg to data/pneumonia/person732_bacteria_2634.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person733_bacteria_2635.jpeg to data/pneumonia/person733_bacteria_2635.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person735_virus_1356.jpeg to data/pneumonia/person735_virus_1356.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person732_virus_1353.jpeg to data/pneumonia/person732_virus_1353.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person736_virus_1358.jpeg to data/pneumonia/person736_virus_1358.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person736_bacteria_2639.jpeg to data/pneumonia/person736_bacteria_2639.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person738_bacteria_2641.jpeg to data/pneumonia/person738_bacteria_2641.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person741_virus_1364.jpeg to data/pneumonia/person741_virus_1364.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person749_bacteria_2652.jpeg to data/pneumonia/person749_bacteria_2652.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person745_virus_1368.jpeg to data/pneumonia/person745_virus_1368.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person744_virus_1367.jpeg to data/pneumonia/person744_virus_1367.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person749_virus_1374.jpeg to data/pneumonia/person749_virus_1374.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person750_bacteria_2653.jpeg to data/pneumonia/person750_bacteria_2653.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person754_virus_1379.jpeg to data/pneumonia/person754_virus_1379.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person755_bacteria_2659.jpeg to data/pneumonia/person755_bacteria_2659.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person758_bacteria_2662.jpeg to data/pneumonia/person758_bacteria_2662.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person75_bacteria_366.jpeg to data/pneumonia/person75_bacteria_366.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person755_virus_1380.jpeg to data/pneumonia/person755_virus_1380.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person759_virus_1387.jpeg to data/pneumonia/person759_virus_1387.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person759_bacteria_2663.jpeg to data/pneumonia/person759_bacteria_2663.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person761_bacteria_2665.jpeg to data/pneumonia/person761_bacteria_2665.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person760_bacteria_2664.jpeg to data/pneumonia/person760_bacteria_2664.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person764_bacteria_2668.jpeg to data/pneumonia/person764_bacteria_2668.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person769_bacteria_2673.jpeg to data/pneumonia/person769_bacteria_2673.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person768_virus_1396.jpeg to data/pneumonia/person768_virus_1396.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person764_virus_1392.jpeg to data/pneumonia/person764_virus_1392.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person768_bacteria_2672.jpeg to data/pneumonia/person768_bacteria_2672.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person767_bacteria_2671.jpeg to data/pneumonia/person767_bacteria_2671.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person762_virus_1390.jpeg to data/pneumonia/person762_virus_1390.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person765_bacteria_2669.jpeg to data/pneumonia/person765_bacteria_2669.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person766_bacteria_2670.jpeg to data/pneumonia/person766_bacteria_2670.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person771_bacteria_2675.jpeg to data/pneumonia/person771_bacteria_2675.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person770_virus_1398.jpeg to data/pneumonia/person770_virus_1398.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person76_bacteria_370.jpeg to data/pneumonia/person76_bacteria_370.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person772_virus_1401.jpeg to data/pneumonia/person772_virus_1401.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person771_virus_1399.jpeg to data/pneumonia/person771_virus_1399.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person770_bacteria_2674.jpeg to data/pneumonia/person770_bacteria_2674.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person774_virus_1403.jpeg to data/pneumonia/person774_virus_1403.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person776_bacteria_2680.jpeg to data/pneumonia/person776_bacteria_2680.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person778_virus_1408.jpeg to data/pneumonia/person778_virus_1408.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person775_virus_1404.jpeg to data/pneumonia/person775_virus_1404.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person775_bacteria_2679.jpeg to data/pneumonia/person775_bacteria_2679.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person779_virus_1409.jpeg to data/pneumonia/person779_virus_1409.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person77_bacteria_375.jpeg to data/pneumonia/person77_bacteria_375.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person780_virus_1411.jpeg to data/pneumonia/person780_virus_1411.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person77_bacteria_376.jpeg to data/pneumonia/person77_bacteria_376.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person778_bacteria_2682.jpeg to data/pneumonia/person778_bacteria_2682.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person779_bacteria_2683.jpeg to data/pneumonia/person779_bacteria_2683.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person781_virus_1412.jpeg to data/pneumonia/person781_virus_1412.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person782_bacteria_2686.jpeg to data/pneumonia/person782_bacteria_2686.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person787_bacteria_2691.jpeg to data/pneumonia/person787_bacteria_2691.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person789_virus_1420.jpeg to data/pneumonia/person789_virus_1420.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person788_virus_1419.jpeg to data/pneumonia/person788_virus_1419.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person795_virus_1427.jpeg to data/pneumonia/person795_virus_1427.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person796_bacteria_2702.jpeg to data/pneumonia/person796_bacteria_2702.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person793_virus_1424.jpeg to data/pneumonia/person793_virus_1424.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person790_virus_1421.jpeg to data/pneumonia/person790_virus_1421.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person797_virus_1429.jpeg to data/pneumonia/person797_virus_1429.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person800_bacteria_2706.jpeg to data/pneumonia/person800_bacteria_2706.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person803_bacteria_2710.jpeg to data/pneumonia/person803_bacteria_2710.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person7_bacteria_29.jpeg to data/pneumonia/person7_bacteria_29.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person804_bacteria_2711.jpeg to data/pneumonia/person804_bacteria_2711.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person806_virus_1439.jpeg to data/pneumonia/person806_virus_1439.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person808_bacteria_2716.jpeg to data/pneumonia/person808_bacteria_2716.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person810_bacteria_2719.jpeg to data/pneumonia/person810_bacteria_2719.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person811_virus_1447.jpeg to data/pneumonia/person811_virus_1447.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person813_virus_1449.jpeg to data/pneumonia/person813_virus_1449.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person825_bacteria_2736.jpeg to data/pneumonia/person825_bacteria_2736.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person826_virus_1462.jpeg to data/pneumonia/person826_virus_1462.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person829_bacteria_2740.jpeg to data/pneumonia/person829_bacteria_2740.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person830_virus_1466.jpeg to data/pneumonia/person830_virus_1466.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person814_bacteria_2725.jpeg to data/pneumonia/person814_bacteria_2725.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person82_virus_155.jpeg to data/pneumonia/person82_virus_155.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person832_bacteria_2743.jpeg to data/pneumonia/person832_bacteria_2743.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person834_bacteria_2747.jpeg to data/pneumonia/person834_bacteria_2747.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person835_bacteria_2750.jpeg to data/pneumonia/person835_bacteria_2750.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person837_bacteria_2754.jpeg to data/pneumonia/person837_bacteria_2754.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person837_virus_1475.jpeg to data/pneumonia/person837_virus_1475.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person833_virus_1469.jpeg to data/pneumonia/person833_virus_1469.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person837_bacteria_2753.jpeg to data/pneumonia/person837_bacteria_2753.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person835_virus_1472.jpeg to data/pneumonia/person835_virus_1472.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person839_bacteria_2757.jpeg to data/pneumonia/person839_bacteria_2757.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person83_virus_156.jpeg to data/pneumonia/person83_virus_156.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person840_bacteria_2759.jpeg to data/pneumonia/person840_bacteria_2759.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person842_bacteria_2762.jpeg to data/pneumonia/person842_bacteria_2762.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person841_virus_1481.jpeg to data/pneumonia/person841_virus_1481.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person848_bacteria_2769.jpeg to data/pneumonia/person848_bacteria_2769.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person846_bacteria_2766.jpeg to data/pneumonia/person846_bacteria_2766.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person845_virus_1489.jpeg to data/pneumonia/person845_virus_1489.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person841_bacteria_2761.jpeg to data/pneumonia/person841_bacteria_2761.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person844_virus_1487.jpeg to data/pneumonia/person844_virus_1487.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person849_bacteria_2770.jpeg to data/pneumonia/person849_bacteria_2770.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person846_virus_1491.jpeg to data/pneumonia/person846_virus_1491.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person849_virus_1494.jpeg to data/pneumonia/person849_virus_1494.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person847_bacteria_2767.jpeg to data/pneumonia/person847_bacteria_2767.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person853_bacteria_2774.jpeg to data/pneumonia/person853_bacteria_2774.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person850_bacteria_2771.jpeg to data/pneumonia/person850_bacteria_2771.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person84_virus_157.jpeg to data/pneumonia/person84_virus_157.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person858_bacteria_2780.jpeg to data/pneumonia/person858_bacteria_2780.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person852_virus_1497.jpeg to data/pneumonia/person852_virus_1497.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person861_virus_1506.jpeg to data/pneumonia/person861_virus_1506.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person854_bacteria_2776.jpeg to data/pneumonia/person854_bacteria_2776.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person853_virus_1498.jpeg to data/pneumonia/person853_virus_1498.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person860_virus_1505.jpeg to data/pneumonia/person860_virus_1505.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person862_bacteria_2784.jpeg to data/pneumonia/person862_bacteria_2784.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person859_virus_1504.jpeg to data/pneumonia/person859_virus_1504.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person863_bacteria_2785.jpeg to data/pneumonia/person863_bacteria_2785.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person888_bacteria_2812.jpeg to data/pneumonia/person888_bacteria_2812.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person888_virus_1538.jpeg to data/pneumonia/person888_virus_1538.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person88_virus_161.jpeg to data/pneumonia/person88_virus_161.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person890_virus_1540.jpeg to data/pneumonia/person890_virus_1540.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person893_bacteria_2818.jpeg to data/pneumonia/person893_bacteria_2818.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person896_bacteria_2821.jpeg to data/pneumonia/person896_bacteria_2821.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person899_virus_1553.jpeg to data/pneumonia/person899_virus_1553.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person904_bacteria_2829.jpeg to data/pneumonia/person904_bacteria_2829.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person911_virus_1567.jpeg to data/pneumonia/person911_virus_1567.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person913_bacteria_2838.jpeg to data/pneumonia/person913_bacteria_2838.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person930_bacteria_2855.jpeg to data/pneumonia/person930_bacteria_2855.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person932_virus_1593.jpeg to data/pneumonia/person932_virus_1593.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person935_virus_1597.jpeg to data/pneumonia/person935_virus_1597.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person93_virus_175.jpeg to data/pneumonia/person93_virus_175.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person940_bacteria_2865.jpeg to data/pneumonia/person940_bacteria_2865.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person942_bacteria_2867.jpeg to data/pneumonia/person942_bacteria_2867.jpeg\n",
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      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person942_virus_1611.jpeg to data/pneumonia/person942_virus_1611.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person943_bacteria_2868.jpeg to data/pneumonia/person943_bacteria_2868.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person940_virus_1607.jpeg to data/pneumonia/person940_virus_1607.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person944_bacteria_2869.jpeg to data/pneumonia/person944_bacteria_2869.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person941_virus_1610.jpeg to data/pneumonia/person941_virus_1610.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person940_virus_1602.jpeg to data/pneumonia/person940_virus_1602.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person945_bacteria_2870.jpeg to data/pneumonia/person945_bacteria_2870.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person947_bacteria_2872.jpeg to data/pneumonia/person947_bacteria_2872.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person951_bacteria_2876.jpeg to data/pneumonia/person951_bacteria_2876.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person945_virus_1616.jpeg to data/pneumonia/person945_virus_1616.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person950_virus_1621.jpeg to data/pneumonia/person950_virus_1621.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person949_virus_1620.jpeg to data/pneumonia/person949_virus_1620.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person949_bacteria_2874.jpeg to data/pneumonia/person949_bacteria_2874.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person953_bacteria_2878.jpeg to data/pneumonia/person953_bacteria_2878.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person946_bacteria_2871.jpeg to data/pneumonia/person946_bacteria_2871.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person954_bacteria_2879.jpeg to data/pneumonia/person954_bacteria_2879.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person952_virus_1623.jpeg to data/pneumonia/person952_virus_1623.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person952_bacteria_2877.jpeg to data/pneumonia/person952_bacteria_2877.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person947_virus_1618.jpeg to data/pneumonia/person947_virus_1618.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person954_virus_1626.jpeg to data/pneumonia/person954_virus_1626.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person951_virus_1622.jpeg to data/pneumonia/person951_virus_1622.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person957_bacteria_2882.jpeg to data/pneumonia/person957_bacteria_2882.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person955_bacteria_2880.jpeg to data/pneumonia/person955_bacteria_2880.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person94_virus_176.jpeg to data/pneumonia/person94_virus_176.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person956_bacteria_2881.jpeg to data/pneumonia/person956_bacteria_2881.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person958_bacteria_2883.jpeg to data/pneumonia/person958_bacteria_2883.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person956_virus_1628.jpeg to data/pneumonia/person956_virus_1628.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person957_virus_1629.jpeg to data/pneumonia/person957_virus_1629.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person960_bacteria_2885.jpeg to data/pneumonia/person960_bacteria_2885.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person959_bacteria_2884.jpeg to data/pneumonia/person959_bacteria_2884.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person962_bacteria_2887.jpeg to data/pneumonia/person962_bacteria_2887.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person958_virus_1630.jpeg to data/pneumonia/person958_virus_1630.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person961_virus_1634.jpeg to data/pneumonia/person961_virus_1634.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person95_virus_177.jpeg to data/pneumonia/person95_virus_177.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person960_virus_1633.jpeg to data/pneumonia/person960_virus_1633.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person963_virus_1636.jpeg to data/pneumonia/person963_virus_1636.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person964_virus_1637.jpeg to data/pneumonia/person964_virus_1637.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person963_bacteria_2888.jpeg to data/pneumonia/person963_bacteria_2888.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person965_bacteria_2890.jpeg to data/pneumonia/person965_bacteria_2890.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person962_virus_1635.jpeg to data/pneumonia/person962_virus_1635.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person965_virus_1638.jpeg to data/pneumonia/person965_virus_1638.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person966_bacteria_2891.jpeg to data/pneumonia/person966_bacteria_2891.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person955_virus_1627.jpeg to data/pneumonia/person955_virus_1627.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person967_bacteria_2892.jpeg to data/pneumonia/person967_bacteria_2892.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person969_bacteria_2894.jpeg to data/pneumonia/person969_bacteria_2894.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person970_virus_1644.jpeg to data/pneumonia/person970_virus_1644.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person964_bacteria_2889.jpeg to data/pneumonia/person964_bacteria_2889.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person968_bacteria_2893.jpeg to data/pneumonia/person968_bacteria_2893.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person966_virus_1639.jpeg to data/pneumonia/person966_virus_1639.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person967_virus_1640.jpeg to data/pneumonia/person967_virus_1640.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person968_virus_1642.jpeg to data/pneumonia/person968_virus_1642.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person970_bacteria_2895.jpeg to data/pneumonia/person970_bacteria_2895.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person96_virus_178.jpeg to data/pneumonia/person96_virus_178.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person969_virus_1643.jpeg to data/pneumonia/person969_virus_1643.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person96_virus_179.jpeg to data/pneumonia/person96_virus_179.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person976_virus_1651.jpeg to data/pneumonia/person976_virus_1651.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person972_bacteria_2897.jpeg to data/pneumonia/person972_bacteria_2897.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person974_bacteria_2899.jpeg to data/pneumonia/person974_bacteria_2899.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person973_virus_1647.jpeg to data/pneumonia/person973_virus_1647.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person971_bacteria_2896.jpeg to data/pneumonia/person971_bacteria_2896.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person972_virus_1646.jpeg to data/pneumonia/person972_virus_1646.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person974_virus_1649.jpeg to data/pneumonia/person974_virus_1649.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person976_bacteria_2901.jpeg to data/pneumonia/person976_bacteria_2901.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person978_virus_1653.jpeg to data/pneumonia/person978_virus_1653.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person975_virus_1650.jpeg to data/pneumonia/person975_virus_1650.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person977_virus_1652.jpeg to data/pneumonia/person977_virus_1652.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person979_bacteria_2905.jpeg to data/pneumonia/person979_bacteria_2905.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person97_virus_180.jpeg to data/pneumonia/person97_virus_180.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person97_virus_181.jpeg to data/pneumonia/person97_virus_181.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person978_bacteria_2904.jpeg to data/pneumonia/person978_bacteria_2904.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person980_virus_1655.jpeg to data/pneumonia/person980_virus_1655.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person979_virus_1654.jpeg to data/pneumonia/person979_virus_1654.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person981_virus_1657.jpeg to data/pneumonia/person981_virus_1657.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person980_bacteria_2906.jpeg to data/pneumonia/person980_bacteria_2906.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person977_bacteria_2902.jpeg to data/pneumonia/person977_bacteria_2902.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person982_bacteria_2909.jpeg to data/pneumonia/person982_bacteria_2909.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person981_bacteria_2907.jpeg to data/pneumonia/person981_bacteria_2907.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person981_bacteria_2908.jpeg to data/pneumonia/person981_bacteria_2908.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person987_bacteria_2914.jpeg to data/pneumonia/person987_bacteria_2914.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person983_bacteria_2910.jpeg to data/pneumonia/person983_bacteria_2910.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person988_bacteria_2915.jpeg to data/pneumonia/person988_bacteria_2915.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person985_bacteria_2912.jpeg to data/pneumonia/person985_bacteria_2912.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person983_virus_1660.jpeg to data/pneumonia/person983_virus_1660.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person984_bacteria_2911.jpeg to data/pneumonia/person984_bacteria_2911.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person982_virus_1658.jpeg to data/pneumonia/person982_virus_1658.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person991_bacteria_2918.jpeg to data/pneumonia/person991_bacteria_2918.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person988_virus_1666.jpeg to data/pneumonia/person988_virus_1666.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person992_bacteria_2919.jpeg to data/pneumonia/person992_bacteria_2919.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person992_bacteria_2920.jpeg to data/pneumonia/person992_bacteria_2920.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person986_bacteria_2913.jpeg to data/pneumonia/person986_bacteria_2913.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person961_bacteria_2886.jpeg to data/pneumonia/person961_bacteria_2886.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person98_virus_182.jpeg to data/pneumonia/person98_virus_182.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person990_bacteria_2917.jpeg to data/pneumonia/person990_bacteria_2917.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person989_virus_1667.jpeg to data/pneumonia/person989_virus_1667.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person995_virus_1676.jpeg to data/pneumonia/person995_virus_1676.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person992_virus_1670.jpeg to data/pneumonia/person992_virus_1670.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person993_bacteria_2921.jpeg to data/pneumonia/person993_bacteria_2921.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person994_virus_1672.jpeg to data/pneumonia/person994_virus_1672.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person996_virus_1677.jpeg to data/pneumonia/person996_virus_1677.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person991_virus_1669.jpeg to data/pneumonia/person991_virus_1669.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person993_virus_1671.jpeg to data/pneumonia/person993_virus_1671.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person997_virus_1678.jpeg to data/pneumonia/person997_virus_1678.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person9_bacteria_40.jpeg to data/pneumonia/person9_bacteria_40.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person996_bacteria_2924.jpeg to data/pneumonia/person996_bacteria_2924.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person9_bacteria_39.jpeg to data/pneumonia/person9_bacteria_39.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person998_bacteria_2927.jpeg to data/pneumonia/person998_bacteria_2927.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person9_bacteria_38.jpeg to data/pneumonia/person9_bacteria_38.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person994_bacteria_2922.jpeg to data/pneumonia/person994_bacteria_2922.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person995_bacteria_2923.jpeg to data/pneumonia/person995_bacteria_2923.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person99_virus_183.jpeg to data/pneumonia/person99_virus_183.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person9_bacteria_41.jpeg to data/pneumonia/person9_bacteria_41.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person997_bacteria_2926.jpeg to data/pneumonia/person997_bacteria_2926.jpeg\n",
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person998_bacteria_2928.jpeg to data/pneumonia/person998_bacteria_2928.jpeg\n"
     ]
    }
   ],
   "source": [
    "!aws s3 cp --recursive s3://easy-ml-pocs/pneumonia-image-data/ ./data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "normal 0\r\n",
      "pneumonia 1\r\n"
     ]
    }
   ],
   "source": [
    "!python im2rec.py ./data_rec ./data/ --recursive --list --num-thread 8 --test-ratio=0.3 --train-ratio=0.7\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data\t\t   data_rec_test.rec   data_rec_train.rec  prep data.ipynb\r\n",
      "data_rec_test.idx  data_rec_train.idx  im2rec.py\r\n",
      "data_rec_test.lst  data_rec_train.lst  im2rec.py.1\r\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating .rec file from /home/ec2-user/SageMaker/sm easy image classification/data_rec_train.lst in /home/ec2-user/SageMaker/sm easy image classification\n",
      "time: 0.07957172393798828  count: 0\n",
      "time: 0.6292400360107422  count: 1000\n",
      "Creating .rec file from /home/ec2-user/SageMaker/sm easy image classification/data_rec_test.lst in /home/ec2-user/SageMaker/sm easy image classification\n",
      "time: 0.03711295127868652  count: 0\n"
     ]
    }
   ],
   "source": [
    "!python im2rec.py ./data_rec ./data/ --recursive --pass-through --pack-label --num-thread 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1358 data_rec_train.lst\r\n"
     ]
    }
   ],
   "source": [
    "!wc -l data_rec_train.lst"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## upload to S3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sagemaker\n",
    "sess = sagemaker.Session()\n",
    "\n",
    "trainpath = sess.upload_data(\n",
    "    path='data_rec_train.rec', bucket='easy-ml-pocs',\n",
    "    key_prefix='sagemaker/pneumonia-image-data/input')\n",
    "\n",
    "testpath = sess.upload_data(\n",
    "    path='data_rec_test.rec', bucket='easy-ml-pocs',\n",
    "    key_prefix='sagemaker/pneumonia-image-data/input')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'s3://easy-ml-pocs/sagemaker/pneumonia-image-data/input/data_rec_train.rec'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trainpath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'s3://easy-ml-pocs/sagemaker/pneumonia-image-data/input/data_rec_test.rec'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testpath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The algorithm supports multiple network depth (number of layers). They are 18, 34, 50, 101, 152 and 200\n",
    "# For this training, we will use 18 layers\n",
    "num_layers = \"18\" \n",
    "# we need to specify the input image shape for the training data\n",
    "image_shape = \"3,1000,1000\"\n",
    "# we also need to specify the number of training samples in the training set\n",
    "# for caltech it is 15420\n",
    "num_training_samples = \"1358\"\n",
    "# specify the number of output classes\n",
    "num_classes = \"2\"\n",
    "# batch size for training\n",
    "mini_batch_size =  \"64\"\n",
    "# number of epochs\n",
    "epochs = \"2\"\n",
    "# learning rate\n",
    "learning_rate = \"0.01\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training job name: DEMO-imageclassification--2020-03-26-16-49-59\n",
      "\n",
      "Input Data Location: {'S3DataType': 'S3Prefix', 'S3Uri': 's3://easy-ml-pocs/sagemaker/pneumonia-image-data/input/data_rec_train.rec', 'S3DataDistributionType': 'FullyReplicated'}\n",
      "CPU times: user 85.5 ms, sys: 0 ns, total: 85.5 ms\n",
      "Wall time: 134 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import time\n",
    "import boto3\n",
    "from time import gmtime, strftime\n",
    "from sagemaker.amazon.amazon_estimator import get_image_uri\n",
    "from sagemaker import get_execution_role\n",
    "\n",
    "role = get_execution_role()\n",
    "\n",
    "bucket='easy-ml-pocs' # customize to your bucket\n",
    "\n",
    "training_image = get_image_uri(boto3.Session().region_name, 'image-classification')\n",
    "\n",
    "s3 = boto3.client('s3')\n",
    "# create unique job name \n",
    "job_name = 'DEMO-imageclassification-' + time.strftime('-%Y-%m-%d-%H-%M-%S', time.gmtime())\n",
    "training_params = \\\n",
    "{\n",
    "    # specify the training docker image\n",
    "    \"AlgorithmSpecification\": {\n",
    "        \"TrainingImage\": training_image,\n",
    "        \"TrainingInputMode\": \"File\"\n",
    "    },\n",
    "    \"RoleArn\": role,\n",
    "    \"OutputDataConfig\": {\n",
    "        \"S3OutputPath\": 's3://{}/sagemaker/{}/output'.format(bucket, 'DEMO-imageclassification-')\n",
    "    },\n",
    "    \"ResourceConfig\": {\n",
    "        \"InstanceCount\": 1,\n",
    "        \"InstanceType\": \"ml.p3.16xlarge\",\n",
    "        \"VolumeSizeInGB\": 50\n",
    "    },\n",
    "    \"TrainingJobName\": job_name,\n",
    "    \"HyperParameters\": {\n",
    "        \"image_shape\": image_shape,\n",
    "        \"num_layers\": str(num_layers),\n",
    "        \"num_training_samples\": str(num_training_samples),\n",
    "        \"num_classes\": str(num_classes),\n",
    "        \"mini_batch_size\": str(mini_batch_size),\n",
    "        \"epochs\": str(epochs),\n",
    "        \"learning_rate\": str(learning_rate)\n",
    "    },\n",
    "    \"StoppingCondition\": {\n",
    "        \"MaxRuntimeInSeconds\": 360000\n",
    "    },\n",
    "#Training data should be inside a subdirectory called \"train\"\n",
    "#Validation data should be inside a subdirectory called \"validation\"\n",
    "#The algorithm currently only supports fullyreplicated model (where data is copied onto each machine)\n",
    "    \"InputDataConfig\": [\n",
    "        {\n",
    "            \"ChannelName\": \"train\",\n",
    "            \"DataSource\": {\n",
    "                \"S3DataSource\": {\n",
    "                    \"S3DataType\": \"S3Prefix\",\n",
    "                    \"S3Uri\": trainpath,\n",
    "                    \"S3DataDistributionType\": \"FullyReplicated\"\n",
    "                }\n",
    "            },\n",
    "            \"ContentType\": \"application/x-recordio\",\n",
    "            \"CompressionType\": \"None\"\n",
    "        },\n",
    "        {\n",
    "            \"ChannelName\": \"validation\",\n",
    "            \"DataSource\": {\n",
    "                \"S3DataSource\": {\n",
    "                    \"S3DataType\": \"S3Prefix\",\n",
    "                    \"S3Uri\": testpath,\n",
    "                    \"S3DataDistributionType\": \"FullyReplicated\"\n",
    "                }\n",
    "            },\n",
    "            \"ContentType\": \"application/x-recordio\",\n",
    "            \"CompressionType\": \"None\"\n",
    "        }\n",
    "    ]\n",
    "}\n",
    "print('Training job name: {}'.format(job_name))\n",
    "print('\\nInput Data Location: {}'.format(training_params['InputDataConfig'][0]['DataSource']['S3DataSource']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training job current status: InProgress\n",
      "Training job ended with status: Completed\n"
     ]
    }
   ],
   "source": [
    "# create the Amazon SageMaker training job\n",
    "sagemaker = boto3.client(service_name='sagemaker')\n",
    "sagemaker.create_training_job(**training_params)\n",
    "\n",
    "# confirm that the training job has started\n",
    "status = sagemaker.describe_training_job(TrainingJobName=job_name)['TrainingJobStatus']\n",
    "print('Training job current status: {}'.format(status))\n",
    "\n",
    "try:\n",
    "    # wait for the job to finish and report the ending status\n",
    "    sagemaker.get_waiter('training_job_completed_or_stopped').wait(TrainingJobName=job_name)\n",
    "    training_info = sagemaker.describe_training_job(TrainingJobName=job_name)\n",
    "    status = training_info['TrainingJobStatus']\n",
    "    print(\"Training job ended with status: \" + status)\n",
    "except:\n",
    "    print('Training failed to start')\n",
    "     # if exception is raised, that means it has failed\n",
    "    message = sagemaker.describe_training_job(TrainingJobName=job_name)['FailureReason']\n",
    "    print('Training failed with the following error: {}'.format(message))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DEMO--classification-model-2020-03-26-19-02-09\n",
      "s3://easy-ml-pocs/sagemaker/DEMO-imageclassification-/output/DEMO-imageclassification--2020-03-26-16-49-59/output/model.tar.gz\n",
      "arn:aws:sagemaker:us-east-1:497456752804:model/demo--classification-model-2020-03-26-19-02-09\n"
     ]
    }
   ],
   "source": [
    "import boto3\n",
    "from time import gmtime, strftime\n",
    "\n",
    "sage = boto3.Session().client(service_name='sagemaker') \n",
    "\n",
    "model_name=\"DEMO--classification-model\" + time.strftime('-%Y-%m-%d-%H-%M-%S', time.gmtime())\n",
    "print(model_name)\n",
    "info = sage.describe_training_job(TrainingJobName=job_name)\n",
    "model_data = info['ModelArtifacts']['S3ModelArtifacts']\n",
    "print(model_data)\n",
    "\n",
    "hosting_image = get_image_uri(boto3.Session().region_name, 'image-classification')\n",
    "\n",
    "primary_container = {\n",
    "    'Image': hosting_image,\n",
    "    'ModelDataUrl': model_data,\n",
    "}\n",
    "\n",
    "create_model_response = sage.create_model(\n",
    "    ModelName = model_name,\n",
    "    ExecutionRoleArn = role,\n",
    "    PrimaryContainer = primary_container)\n",
    "\n",
    "print(create_model_response['ModelArn'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Endpoint configuration name: DEMO-imageclassification-epc--2020-03-26-19-02-48\n",
      "Endpoint configuration arn:  arn:aws:sagemaker:us-east-1:497456752804:endpoint-config/demo-imageclassification-epc--2020-03-26-19-02-48\n"
     ]
    }
   ],
   "source": [
    "from time import gmtime, strftime\n",
    "\n",
    "timestamp = time.strftime('-%Y-%m-%d-%H-%M-%S', time.gmtime())\n",
    "endpoint_config_name = 'DEMO-imageclassification' + '-epc-' + timestamp\n",
    "endpoint_config_response = sage.create_endpoint_config(\n",
    "    EndpointConfigName = endpoint_config_name,\n",
    "    ProductionVariants=[{\n",
    "        'InstanceType':'ml.m4.xlarge',\n",
    "        'InitialInstanceCount':1,\n",
    "        'ModelName':model_name,\n",
    "        'VariantName':'AllTraffic'}])\n",
    "\n",
    "print('Endpoint configuration name: {}'.format(endpoint_config_name))\n",
    "print('Endpoint configuration arn:  {}'.format(endpoint_config_response['EndpointConfigArn']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Endpoint name: DEMO-imageclassification-ep--2020-03-26-19-03-20\n",
      "EndpointArn = arn:aws:sagemaker:us-east-1:497456752804:endpoint/demo-imageclassification-ep--2020-03-26-19-03-20\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "timestamp = time.strftime('-%Y-%m-%d-%H-%M-%S', time.gmtime())\n",
    "endpoint_name = 'DEMO-imageclassification' + '-ep-' + timestamp\n",
    "print('Endpoint name: {}'.format(endpoint_name))\n",
    "\n",
    "endpoint_params = {\n",
    "    'EndpointName': endpoint_name,\n",
    "    'EndpointConfigName': endpoint_config_name,\n",
    "}\n",
    "endpoint_response = sagemaker.create_endpoint(**endpoint_params)\n",
    "print('EndpointArn = {}'.format(endpoint_response['EndpointArn']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deploy endpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EndpointStatus = Creating\n",
      "Endpoint creation ended with EndpointStatus = InService\n"
     ]
    }
   ],
   "source": [
    "# get the status of the endpoint\n",
    "response = sagemaker.describe_endpoint(EndpointName=endpoint_name)\n",
    "status = response['EndpointStatus']\n",
    "print('EndpointStatus = {}'.format(status))\n",
    "\n",
    "\n",
    "# wait until the status has changed\n",
    "sagemaker.get_waiter('endpoint_in_service').wait(EndpointName=endpoint_name)\n",
    "\n",
    "\n",
    "# print the status of the endpoint\n",
    "endpoint_response = sagemaker.describe_endpoint(EndpointName=endpoint_name)\n",
    "status = endpoint_response['EndpointStatus']\n",
    "print('Endpoint creation ended with EndpointStatus = {}'.format(status))\n",
    "\n",
    "if status != 'InService':\n",
    "    raise Exception('Endpoint creation failed.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "download: s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1096_bacteria_3037.jpeg to ../../../../tmp/test.jpg\r\n"
     ]
    }
   ],
   "source": [
    "import boto3\n",
    "runtime = boto3.Session().client(service_name='runtime.sagemaker') \n",
    "file_name = '/tmp/test.jpg'\n",
    "!aws s3 cp s3://easy-ml-pocs/pneumonia-image-data/pneumonia/person1096_bacteria_3037.jpeg {file_name}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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RsyeRSeX6U4Kc9KnS3ZgOMCrMUHltnJNXoQjMBjrWmkaHaNo9KmWMbugx3p/lKT90UnlRqCSMVVlSORiD09qZ5MeP4hTvJUcfMaTyhuwCc+9BiI5o2EYPUUmwHtVy3jKRg9eacHARs+lVx0paeoyfalJwwOasq2QGHenj1FLuPXioJCHGCOagZSPr2oRsnHep9uKeqcZxTiAafGpDDvzSBNpY5zk0evrTcdTR6ZxTeCaQHDHHapEYcCrJVdmRUJwox3qIjOSTULZznNRNkt1prZ7nrSbDjHalIC9OtNHvVdl5IpNvT9aNo9aAvPSmOgIIAxULoCKhFnIxBA+X1q1FZpGQT196sEqi4AGKbjdyePpTC+PlHap4bZpPmI+Wm3MsdumDgn0rn7y/diRGfm9ay3DOxZiST3JqPZg0bfagqfSkKnNJwKXGT0qxBbZ+dxwO1TP/APWxUZwKaRk0nTpQeTxQRk5pjMAOOaiJOTmjBNH50gzRikOKMc0hBz0xTeaOopKSkPWkNNPFITxSfSl5xRijGKTFPWPgE048VpGRvXFNyR1NA56CnjgbufalUlXGc9asrk9qUnHahi2cZwKjA55x+FTIM+9OZWOOO1AUg9Ril3Hp1FChm6jpUnb0HtQMY6YHaoJ/umqTD5DUAFKoycAVYSEAZY8+lO2jt1pjj5PeosUoXJHpUwXC570oXIzWnbfNCB3pQuTg0uznIHFLj5eaaI8Dg9ajdSM5FMC9V6ioGhK9OR60m3jmpY4DJ0GB61ZS3VR05qVYxn0+tSrGDUsMOWHH41oRoRjFSqQSMZ6VOMHmq8xD5C/pUKgnr+tKe2MfhRg/jS8HginhcnNLtBBGKjaMjp0q5CMRc+lNaP8AdMarbWH8+acvOMinf55pB1PpU8P3Me9TDpikf7uKrkEHOaYTu6ijYDTk3A88ip9wxyMUu8e9PTk8GkUnbmg9RSYyaQD1FNJ54pAMngc1Ki7SCetSd+KaRnINNZNwwMcio3g4+8PxqIxqoILCkPljjOfwpp29jmmHFNwaiI+Y4ptLj5enFG3ngE08QOw5GB7inizjByRz71JsC+mPSqs4Kn5BxUKgsccVYVGUYJ5PQCpYrZUYPJnPpSXF2EjIAwMdutc3dTmRycnrx7VQdc/Wo9vtxRs9uKQpx0pu2kK8YxSCMk4Aq1DbBRubk471MTkccComyenFMPAppHegIT1pGZU4PJqJnZqZ9aOp9aMU2getGM0KmcVIq46U4DsaQwK/3flNQPDJH95Tj1qOmk0ZzSH2pppKAM0vSjHrRT0TPJ71JimEcZrSVO5pAn404KQ2CvFBBY8cgdqcASwB4Oe1WBjBx19aTnP9aUqTzjjFNCgHsasp/q89Pahx3yQMVEzHPWlG/IAP5VKoKjOOTSkmjPynjgVVkORzVWT7oXrUWOKmiX5cmpgcA0EehpkoOwZPNQYNSxoTj0qXGfpT9vFXrLlD7HpVkxHcdo96BGQQcHHemmMgtQsR+tQzAq23rnmmBTjkdaURljhRn2FWFsFUB2/Kn7F4C8Cjac8CnKm89KsJbMevFWoYVU5dh7VMZIUHB5pBNGADgD8KWS7jVDwMY9KgS9hPUAetWFaKTptoMXsKZt//AF0BTj6U4KcdcUuMEdDT8K6Y71MYyseMfjTJRiMAVCB69qeEDe2aa0TA8AEUipjpUsYx+NSUxm61EWbaeM0zf6jilBB+6ealRDjpSleMYoApc7QaEcleKduPHSkLHPFHzGgcGnLjmnDryKNuDnPvSE/nTGbbwP8A9VRknuc1F3NNI6Um09MGjyiecU5YiuctzSeWvqfrTxHGe3505Y4vb6U8IvakJH4UhfjionB4qPZuyKUW+3BPApzTInCcn1qtNcvgnOB3zWTeXDS/KGwv0qjt9AaYy8+tN29MUhFNK+uaQrxxSpAznA/M1ajhVAR39aCc5GOajfkcVHj3+lJglqdsAXc3FQSSsxwvAqEr70nakxR3oxzSHOetJinIm7rwKk2+nAo2n0owTS8g81IJnAwRxSstvKPmTDeoqF9PQg7JR7A1A9hcIOFB+lV2jkX7yMPwqMt60mc07vkUoHvS5pVTnJqTGO1HemnpW35Eg6LmkMMijJTrR5TqM7efrTDEygZyKQK5wOcZqeOF8MRnFKQVOKdh2GAM00jZ1+99KcpJTJbHNEhJOBnFM2bjxUgG0gY5p3IOeKU4wQeoqN3J4HAqCXrVV+W9BQOv1qxGMDGBUn4UhXGTUUjZYAcgCmqpY+1ThcU8LxTwvH1q7YRsWbGMVouFjXI6EVVeRgrFTwD0o3k4JxyKsQtERh+KbLaRyMzRvnPb0qEWchYKBntVqK1+z8Yyx6mlZPfIqIwHG4ClWLpnIqVWSNeBVaW7YttU8VLESRlmNO27se1S7TgHj/61PZFbgiqMsBjf/ZpFO37pINWorhgAGJq0suQMYIqQMh5xg04YIJGD7CmnBPTFPQfMAO5q2BwM1HOudvQVX2nPNL0pQcU8KG6UojKjpTtpx0pmw89qTZnIxUBiIYjtTlUDtThnsacCcdTRu56UhBbigccetOyB+NBIxRvAIoyvoakGAuQDS8HoaUAGmngk+lQHk56nNIwLdBSGPpk04Iq89/emlgOmT/KmFmOe1MZjmk59c0gJI5pMnpmhWde5qUShuG608exz70m0/jTwuDnuabIGddhOBVGRgnXAxWdcTFwVWqpWm7etRlRnimlOeuaTbzxSbDmnrB3aplX06UEYHSmFSc/yqNh6imBMnpmnMFiXcevYVTkcyPk/gKZtxxRjrTTRik70hHPWk79KekJJzUgGTgdKUgA49PWjGRzjijp2/Sj5tucce9IBgckE0mScc0mR3p4n2jgnNO+0g9QDQTBJ96MflTTa2rjpjNINLhc/K5FNbSGH3JKj/sqYHqDS/wBn3A9KYbScHG3NNMEw6xnj0qMxy4+435VrvqwXjBP4VE2r99rVH/a5P8Bpp1N2PKfrQuqMCMIBVtNRkKt8n404XrnqgNKdQxx5fNRC+TPKMTU8dxEV5zz6ins8RA2sKaW44P0xSgnINOzzTTJjjv6VHkAZ71BMccZ5qAe9KOKsp9e1SYAFRuwAwCajA5GamRcAetSBQeafjinouR7Vo2IKqcnJPpUkzb12io/KPJ9uaAmcgdu1SbSEIP51Gmd2ASCemKvxyGNfVu5NSecjcMMHvSpCCNynNOFueoqCZQg3elZ0hdz1wKSOImQZHSrqLtUnp6Zp8a45NScEClIyPemMA64IH4VU2YOCKcBzUisVOR09KsxyBxyOakwRypwaUOejVPCN0gIIq0eAM1FKcv64FR0bc5wOlBUg4pwGB1zU6N8uCKdt54prgHtSYApjxhue/tTPKYDpTSuDzkUh+77Ui89/rTgMUd6NtGPajbmkRNz+w61YKkH6U3HoKMHpTWU1GVw3XNLnPSm854GaNpP3jj2pCg2kjtUXSoiwBo3bu3FO2kj2FJg5yBmkKuW6Gm+WQQTk1YhLEAN09anwoAOc4pjyBR1qvJL3ArPvFZvmzx7VTKjFMK8dKjdeaaVyOOaaVA9qFiYnnhalWIDp196d5fOKftAHvTGAJ/DmmlMfd/Go/LYj1B7Uj4gXJHNUJCWO4/hTMc0Hrim44pMcUmMcZo7Cm4PXtUiIep61Ko4p2OemBTCDjApdoXPpSFuOlJyaOgqNiB0H6U3OOo5ppI7Um/HHWjeTShj9KkDY6NUiyuOMmpRcOoGGNPF057j8qcLsk8op+gp4njbqmM+lLmA5+X8c1itjFRdWpdoA96btyeaVY+a0IUAU54FDDI9BTTxwKao55qYH5aax6UiOyHrn2NWFffwfwp7SkemfamBu/rS7+C386qsxdiTQKUe1PGeMHFPye9JinIvPPSp1XpT1BGPSpduV+vtUsSnHSr0Pyn8KU4LZ9TRt+U5BHanxggcDn1xSueQAM8c0+GMIA5GT2p5OSPagLuPIqaONj90kDvTpLsRfKRk+1Qlo5uQevaopLYgZVc1HEhDk4qfZkYp4X5RmgLz1704Dg0jLzkYzTZYcgMv41Bt5pwFOCkGp0k4wakK9/WpbcEPwelWt2XA7ioJDiQnHFJxTlxTxtJPNSCLdjHSnhMA5GKQgkgjpShSR1qByd9OX5hx19Kd7d6aQDgd6CgI4FNMeRxTApGeKcIyecYpTGfX8KPLp4jHenCMA4UAVJ5bEe9HlkL6k0zaeuOajZTnHFNKDoT+VNwo6frSMCTgYpMf/AFqACcj2qu0ZJ600Ii/MTmkLrzimgkjk05TgjtUyuCfmFP3RdgCaibB6GlVWYcmkaD3qNrfjAb61C9sSpXrkVnyROpII6VCwwBkHOaYVPpR5RPsDSqijHGTRtzTgh6U/acYAzSmPjHemeVtBPT0puwfU0pURoWJ5rOuD5r5HQVWI5x3ppFJ2pCM9KTHJ4pD19KQgelIBk49anA5qUD5QKTaScYpMCkxzjNMbrgjimHGcd6UkgDH61GSe1Rk8/NmmEgijFOAGMUdqkFPBpe3tTuhoDHtS5YDnFKGwaqXV3d30m+8vLq7kA2iS5uHmYD0DMSQOTx7mogAoFJnI4/WlHoOTS5C81aV+QPakyTxS4wGJ60gz6cVIFOMk8GhwoAx+dMLU3zSpypp6tnk04ygcDmmliw9qbmlHrTh1py8GpO3Wk9qmRccdamUe9P25walVflH17VJH/KrY+4OOopykYzUmzoScCnA7Vyrc0ka+Y2SOB1qQ8HrSBs1LCC74xgDrT7ibykCr95v0rPx3NOXjnv7VIszqPvVYilSQ4dAG9R3qURr/AA8U3b1HWjGOnagA56UY5pSKidATTAtOxyKXg9qlRv4TVuBep7mpMfOagByxDfhS4wetOA6ntTcZFSROQcEmrBOfpTW9Kap6nNNK87scmlXOfSlzxzR07cUDpzTgB9aYgBc84pxHPtQBkZ5peN3PNL2pu8g+9WVGUBNKfSmM3GMVXc5PpUeD0pNpNGKDx0pnQ81E4w3HH1qHGRzTdpOMfnSEGm+aeABn6imeYx6nFOWT35qZHB71LAcls9OlTkVGQFbHt3qNhyOPqarzR/P35qHyd3BAxTGtFwCuPxqu8TBsEYFMKdeKNnIOKlWL5ckYpfKIGSOKCD3FMZTjuaRVyT6Cq9y+QFHc81TZeT1qvImGPvUfek2knjvTxFgDPSmFDUZ680nSkBwRVkYBFSEjqelN/EU0k4x2FMbnkA0w4xTc4Hr9aaznGMe9MaRuuevamO5xznFR5GcCnA/hRu5GDThTwPengjNPB4+tKcjrQP0pRmpYbq6tX32l3d2shGC9rcPCxHoShBx049h6VQwI165Y1HtyOTS8Dj9Kazqo4qIMWbgcVbiBDrk1OCo56/WmliR9aT2FSj5V5OTTZpBxjt2qAkk5OcUAU/GeKcBg04gAUw5z7UoqQZPFOGOmakxz70qryKnQHOOtShexHBqUJ71IqYGKljHzc96nJ4GOlSKhOMD606Rcjr0qM5Y4Gc9qsgBE24yMc0pPGOM00A5Aq0nyR5rOkkLSMxHU0DJAwOaARjnipUjBGQ4+lS+Tz1qxGi7Op4p2xc5zS+UCOSfrR5PIOaTynJ9qDEx600xNUXlOOMdKXy2HUUgGOoNLir1rkp1p/ZqrgZ5NSA54PanEAA5puOhpQB171MDlR7UjZPemY4x3oBIxTwM80uMcmk+lHAPWpNvHFMQYUnjrSggk+1J3oH3hml60D5mA7d6n3cACjNIwB/Go2QHHNRlcd6RuKTn/ABph5phIHBqGRsnjqahb1qB5W/hNRHJ5Z/1pdygD95196cJEBxvFAaL+8KnjaPdww/Or0CoVLVMEx/FmmNGTz1pnksex5/So5YRgE9R61EUPSjyMjqaDZb1OSKrvYYOTIMdqYIIt2DJwPSpZDAqDbluMVA7KV+VaQBc/MflAp3lgjI70yVAq4796ypTuc4yO1RMM/wCNQyocdKhx3zToxluvSnkY4puMjGKgdcHPrTDTcc1ZH8NP9+KQjJz0xTGxuHaozwcHNMYZPGaYTwOMe9NJ9elMOD9aY/GeajUZ6Zp2D2FKI2yDg1IIy2Oaf5W3kmnGMdQTTgncmn8Ac80oHT/ClpG55zVMDJLN0pry4HAFQF2bpSY55NPXI7cGrKnG3J6VKOR0NBwAM4FRtcADao59aAxK9aV8cU3vxThzzTgMU8cU49OnSmUACnjpT14NPHvUka/NwDVhRyO1SonzAYqRQM1MNvWplXFSBMgHoKlQhRknPrTHznPanwgElvSpACSSRSiNnIwM1MkGG5P1p1w4jQqPSshpQSfzqIyHkimM2fu/lT0kYEYGPxq7FMx+Vvzq3HJtPJ4NShs4PH4U4cDpTlYil3kc0FuaQt780zJzTgeMUuAeoGKQxAjjjvip4hsjHHOKdn92TUKjccU4LzxTm9aKMZPenpxGf0oPJ4pQBjk0gFKOBwOKXI9PzowPX6UEdCKcBg0i8A0EDBpMY6ntS45BNL0pV6+lPGcHPWlFIzBR71AxOCRTACDinN3phbFMJPeonfBqnPciPpyapSXEjN1wPaojITgE/hTGbJwaN9AbjinKQRWhbQrgM4yewq4jL0HFTLIoOSxxThcIoyOaeLwZ5QkU77RCwIxg+9Rk46KDUDyN64z7VGzN6k0gPHPSq0kIGXX1pijA5PQdaj2d6D0/HGKli/1gB6Ut0VEW4Csdl9uetRsp5pj8jpVYrg06JcAnvmnHnnFKCvfj3qKUfJ61WIPFNPFWF5XOfzqTgjkUhHPemM2PWo3OQcHmmHkcdqaw471Gw29OlRkHsaYQScDrSgHrT+cU4Mfenr607vTxz9aUZ7U8AkClC89qcAMcqKQqMD1rMdy3AqLaB1OaCM9OBSEj604c4qb5cLUnnHGFwAahlYEgZ+tMHFTr90Urk5FIKeCKePrTh+dPJx+VM7+1A65xTx0+tSKvGfSninp8rVcVc4zUypk5BqQIuSTUqhVGVFPRcqT608fdI45606PuetPYjbg96kijPlhQM+9WEiCDLDJp2Mnpx6UjvtPB5qjdEtu6+tZxGRnvQF4oAUHOeT2pPMjB+8M/WrEdxHtX1HHSraTxsBnrU6Op9qmU5qUKWXikaNxxTSrDtzRg9f50pPIpD16U4c04HBzV14wyblxnFV5EKxjHrTFOB70/FKB60hQdhSfWnHOMY4pCO9L1HNOHtSjJA4pdpIyRSBaUAj8KGGVJpqAjIpcEdxRk0Ak0o+9Ts1Jx/wDroHtUTn5qYeKQdR1pSOcc1GwGagkkC8Dp1zWfNOWOBnr1qo565qFwcZ7U0ngnFRk+9J3qXBI4qxFGqcucn0qyGyOTj2qTzdqjHSnrJkDPSlLDHNO38Yof7h9+9NinaI4zkelWwyzISOtRsmDjFRDI7dTT0PHIpksKhcryD+lViqgcn8PWjbkZPSkyFOeaSfJhIxyazDkZzioyOozTCOozxVdxjOaI255pSOfammmy8oMCqx44700jjnrUkfK46VMO1IQSeOfxprAgYz+NMZfTGcVGEOMn1o5PXpTCM96YVA/lTdvPrTtvFPRBjpzTxF2x1pwix6U7yTjOcU7yWHWl8lu/SnCNhS7Dj7v604REjIA49alW3LdicVhYx1NRM/pTTk9aVVz1FP24pSeABSO+wADrTc5OetPUcnHSrC9AecUj9c0gp2Kd9aeh56U89aaetKBx605VqZRTwMdaXqatxHIIParC42jmnp71LwRzUi4UY6UuDnOOKljAVMetOWLecdFq8ihI1A/On9Qc1E7AA84qsTlqSUZXk4GKyZp44mKj5sVUa6Y8Z2ioWmIOSSaYspLcADFW42YqO1SqTnqfzq4j5IwTVtGIGATipELdQSKnWRs8Maf57BueamEit95cUfuy3UClEWehBpDGynODTlUlgPerTAheBTJO1MKg0AZoPHrRk9qXgn7tKyY6DNNA9RTsHd3p6p7UbcNSknFGRjBpMd6DyuBTV4NO6UnBPPWkIUEkZpy+uOaOc5yKXJzyaUHFQE5bFBORxRTsg5yeKgmfHToKzLifc5C9P51Vduh71G+WHAJpEjb+IgfjSG3BBBkGaZ9nAH3xSfZnxkYNSCKTHSpFRsdD7CnbWLdDj1py5C7cE1KpOO9PJGDxzQWwuetNkn/dikDgqPWnpI0b5zxmryuJFz1qN1weOBUe7A61NwQB1B61Xmiw/TjsagcALjr9Kbn2+lEjZTnqfSqEgG/p1qJgAajYZ5FRSqDVccHpUqkFe1NPBxUcjALioD3pp6U6L5oz35qZTilOeuBTBwxJ49qYyZOefpTNg6jNGBjrTcfL0zTG2lcZP5UgUepNKAc96eAMY5zUgYjgdKcpP5VIuSeKsKGcgBTUy28uMYx9aUWvqR781IscaNjcAMfWniSFTz81NkvVQfKige5rmPKY8scUwrGh5bP0ppkTGFXFHmHHQU0txjnNIWCj3qN3wAxNLHICtTIxyDVhOVFDHBxSZNOBp47GngD1pSentSZyaUVIvSpVHHFSgcUoFTw88elWl5x7U5eG5wam3beARTucZNSqflA71Ygh3jc3C1KzAZA7VJHzGKcSccDFQMpJqvJMicLye9U5Jy4O5vwFZFxIVkIHAqs5LMeaaTwF9Keg2tk1dhbgDHSp1GRwealR8HFW0J4zVhO/PvUqnrUi9akxxmjv0o5DZ5p6yOCOcip45cuMgVZJJAwaik+8BTe1LjigjPFN9qOaer9mFSbFfpTiMHA69qftJxikdc9ccVEVzQaMYGO1IcADFIck8UEED6U1eTipFQk5PSpHX06U0g9R0ppU5zQM5IFRFGz04NIBilNRu+BmqdxKcbRWecnjBpyQErufgU2aVQuFGKpvLk+hqRWymTnNNyKXOcDP1qZHIxmrCOG6inmRc4wBijjtSgjNLkE42jFBC4xtwPWoXCM2MdO9N2KuME1KqE8BgTUkZeE+3tV0hXQNioGTHAxQCSMUpBZeuTVN8cg8Goz14PWmyYAFVZPeoSCelMOOe3FRMMjrzVZhg0zOOlBY1G2c80wjimH25p0Zxkd6mQ8c4zTycL2zUZPJzz7U0k/SmbsYzikJ689KjLZX3qJjyacoYnIqQK+QT1qQQux6DmpUgGclsCnl4ol+8PrSHUIkPAz+FNbV2H3EA+tRtqlwehAqI39wePMppvJz/GfyphnmY8yNTCzHqxP41C0pJ61GcDrTSQKXdu4FIzY6HmmDJJJpsp/dD3psDjdg1eQZFWlAwBTT988d6QU9aeOKkHSjFIFNOC/nUiiplAA9KeKd2qSPqKupz09OacO/rUi4Kk96kVTtBqxDF5j/AOyO9Wn4Xap4qI1NbgliO2OKlkAQZc4X3rLuL0HcqDCjj61Qd2OSDx7VCGIbioLqPIDDt1qkeB05qM5pykgg54q/COAc4q2P1p/lk1YXJQc8+1W4+R+FTBcjipFHFSA0mOaXt0o+gqaAfP8AhU7A7x7Ux2DOc9qCc0DrTsjGKAAT96neWwGR0zTVQ55BqVQV4qVVyQcf/WoDYPb34oOcUmDjpSFVNN2d89aTYcEdKVV65NG0EY60AAdKcOehqQKCOvNNwQaaRxnFMY81CxJJpmTmkJOKjfgE1TZdzEmoxsQ8DFRyktnmqkhGeaqvnn2qRSRGOM5oYEjpTQHB6H8qmVmxyv6VL82BgH3qQcr0qRScAkdafk5AxTsHAOOajd9vXJNRbuCfWlJwRz19aeD71aQ5XrmrVq3BU4INLPBtO5fpVc5FHoy5qK4j5DdAarMCXIx+VRycnFV5PWoSpznmmMKicVBKvI/WoWGDxTTTcH2ph+vPtTO9Nz371KjCnlh9fao2NN3H8qD0BLL+NRmSLJzIPwphnhX+8aYLtO0Z/GkN4ccIBR9rlPTAFJ9olI5c/hSeY7HlzTcn604fpS54+lKMUdfrR2pCeKM44xUVzbNaShGmtJiRu3Wt1HcKPq0bMAeOmc9PWqzNtPvUe4k5JoEpJPYUBs96fn5TTZsGJR3FQglWB61oQvuUGri4+WkPU0oApRUn0qRRx9aXGTzSbcU8LxSqvNTr0p+R6c0o69Keo496uQkFPepeQcU5BkY9asxpvIUVobRFHtGPeom5anRx73x1NTSPFZKC/LZ4ArMublpmLMeOw9KoSMSuKhznINM3bRSAk8EdRVS4gKtvXoe1ViTjHegg+tXLZycDtWii8D2qdV5qROvSrMHHGKsqPwp4FPBxgUZ70oNKCParEHcipT/rKrMSWJ6U5T2NOwaOcU0CpEkKd6nz8mexpob5vrUquSMUwdxin9MUn60nQ08HOKAOtIOfpigdOeKQjigVJFg5GeKGGOB0qNzwMVCQQemTTCMnmk296ax5qtO+0Y61U3+/WoC/JzxTSTzg1CSd3Kg/WmNLEucomaEu4tpxjOOwqJ7nuAajN23ZcUfb5AeMYp6X8xOfl/KpV1B8fdTj2p4vmIwVFSJeBuCO1JJqCL8oxTBc5O7J5pwnUjnr7VJlGH3qB97tU0b7WHU1oW7Bl3CrLHK4NQZAByM0LFj7v5VDModSmOR0qptwpPeomGQfWq8i8Con4HNRFcHOeKjcd6gkFVzTCDkmmkU3HpTOpyKafek+nWnK/Ykj3pSVB6ioXlOCAAPeoGJP3iTTMUxuhxTR0pR0704dKUemKUdKUDinY4pBSmjPpRnFIcetS29ubmUoJ7SEgZ3XV1HAp9g0jAE+2c9fSs4sTwKhdwvTk1HnIzmk6EU/b3p3RcU2ZsACoc46Vbspfn2GtQYGPpSE807qKUdBT0qdBxS4zTgO+adjBHrSgd8VKq8cGnDvn1pwGc8c05RirFucMRjirR6ipAvGa0bOMqhkPXoKexJJoWPe49atMUs4CTgueg965+7uGkcljUIk3Q+4qF2phGVyPyphUnsTShHJ6GmmKTJBXiq8tpIBuQZqAW8nQ4yKsW8EgbHHXNa6xEgcVKIyop4RgMYqxHuyKnAbpipMH0oozilBpw/zirNvwv1NSA8sagAyaMe9PBz1PNB9OlGKD0x+tSxkmHr3pMfMDTwcdKkU5anHg/Sk/GjHOaX6Udz3470hzR25NJ3pcdacoCjikY8YzTaY7hewzULStnoKbvPWmM2KoTtljUG/gVBIygE5APpVYzkttGAKqySuzEE5zUTn5eetNVgCKl4K/So2OD701uB05py5IzT9xAyaXcT3pRIQrDPNRNyAe9G5gRhsU9ZSOuG96mjnGeuDU6TOO2atRzL361pWzfKMgAE1aJx06dqbuz6U5QeeaQqr5JNZ0ylXYEd6iH3se1RugbkH8KgZOTjmoXwB0qJhVeQcbarmmHOeaYQfwphGBTTTTg46YxTe9IfSmsRTCM0wimE9xUb/AHelJilxTgKADmnAij1pQeBSfhSg0HrSZo7UhrPZ93A4FQHihj2ppapYp0GA3FSl48cNUc2G24NQEYp8bFXBHWtyFxLGGHXFHtSg08GpF6VOpFKtSCgDnNPA9BUg4GKVelPAwKcPvcVNDw4Bq8BgA+1TQxl3Cgck1py/IoQHGOtQgb2x61dhVUOOprKvrgvKzE9OAKyHYuT1ojVlOWwBnFS+XFyev1pOFGABmm7jnA/QUbiM4I5pwTceWGetRujKcc4NQNAT8y9aaoYMOue9a0C4QEjnFS5buacGx2FWkIwOOasbx6U0yAdqcrgr0yaXcD1XpS4jJ5BFKYT1U59qmj+VcHijPyE1EDxmnjnpRt4pQBmgUpxjBqRBiM/WlBzSjmnKMNxUhOeTScUnfH60H9acfvEdsUg4H+NGcGgDuKUcij6U3HWjomark981H1NKelMYd6zph8xqpI5XgVTfcWNQsOSTUZPzZqIgkZpOh54NTRrvHfHpQ8fsc1Gy5zimA4BBNN8xicDil8xj1NOUjbnNKSMY7UhYd804NnGKcGQduacrkYOasQy73AIrbhlGxQKtxMGwB+VP24PGaU/dI70wMBx0FMmVZGI6GqDptYg9ahJIBGKZu56VE5BAFQMAT/WqsxqseaQ/Soz60wjNMIx3pp7ikwaaeO1NPXFMPemNmmFeaa44xmmZx0pRS5xSE80oagH8qcDxg0tHbmjNJ/Kj0pDisgSc0hkXJJPSq73aAnmqj3bN93NQmSRjkuamjnfbyxqyZnUrz2qwriRM9+9OXNaNnOEk2HgNV1lwaFp4xTx7VKh45qQHvUq5PrSge9PX0xTwO/NOUdM08YzgVIoJwaeg+YY/Or4GQDjtWhYR9ZD0HSpJMu3WpI12AmpEOMtWJcAea5c9SeKqlh0QYqBjz1zUkbbgUyMil5PBPNOCE+tN2/3akTg5wcClKbjnj8TSbAp+8PXimeSpO4nnNXYvlABJOKlAJOc0hiO4VZjUhRgVIPcGm9qepp460uRxxUikjvV1dskeWGDUMqYTgZ561BjnHpUi04Ube4pMUc8VIAQB9c0oB9KX0NOWnkH1pCpHuKXGDQFyetO7mkx3pvOc0ZPGaXPFKCPwpOQcdqbIflFVyOaTGP8AGlx8uKYwrJuiRJjp3qm7cE/1qoW9TUUjgcgVFuJyAvNL5ch6KaRrebglDU8IZAcqRUjyAdQcjtVaRsE+lVZMbsZ49aQkjHSkyD1pwY4A4xTgeOaYSdxFSdE3HNIpB696mXnCgcmtC3iEakkcmpxJk8E5qzFcGNuea1oJVnT5Tz6U4rjJx1qMqFzVdmJlJzjFJPGJU3L94VQI65BzUB4zUR5GMVE5wOnSqTkknmoj79qaR9KY2KYcZ6cUwj602kOKaTzUR4NMJzTT6UGo35FRn9aUDNLjilA6mm59qdmgGlz+FG7I60Zz35pAaQnrRXLefIx4OKT5iCWYnNM24FJtpcU1hgjFTiQHAPXFTQvtbHY1dU9+1SAkEnjitW0lE0PJ+YcGpiuDSipFweCKlxgdqdGDipxxSrzmpEBzzUpAx6UDrTgMnAqReMdakhG519a0Rx+Vaca+XaovQnrSBc8mpgvQnpTXkwCB0rEuV2uSSeearEYGajKgihVIPSrSLv4Awe9KU2df1qMuqdwfpUck5xjIxSCVj9MUwsSQSaTeP71X7eUGIZHSpdzD7vIoDybsnj8KkW5kXvxUyXbEcqDUqzRsDlSKlCoxG16d5ZXnrSDr0wakRcsMVbPCZpJG+VQKjGGp20elKAcUY70bQT1waVIznkcU7HPNGM9qULn6VJtwOO1AJo/Gjk9OKOlGSCSfWlHNIRg0d8YpcHHSkxzSEUx/u/SoTSYJPFLgrzxUbnnrWdeRhmJHf1rJnYqMZxVTDMflB+tTC0wheZgFPQCml1XiJcD3FM81j1NL57Y4PSkFxIB169zQsxLc4Jp5KMCCKhMcZwM1H5KNx/KkW3HrTjadcNxSi2wOTim/Z1z1pfJcjA5qSOwlJBPAq2sIj+6uT60u5jxn8KenXPSpRkgGrUMhQgg4IrXt50nAVsBsU24Ux8CqJXDZzyetSRNtYZ5BqrexeWxdRwTVFhzx6VHz3qvMeCD36VVYGoiD3phGBUbdKYeKQ9qbTSOPrTCMfWozimY5pDTTxUb9DUeeKcKdSE+lN3UA5o3UZzR3oHvRnvSbuKaX5rm1WnEdqaRSYoxTCMtTZBh+KVZcGtS1lEiVPnFTWs/lSg9AetbQw6gg8UmOKkQVLnilX5TmpxyP8acOPpUqDJFSkY6dqaBTwMHNOHUVPbr++HtWlGuZFB6ZrRfk4HbtUsce0ZbiiRselVXY/hVS6XcMr1FUDGTyT+ApfKJGfurUTTRRHlgTUH21y37sbQO9L5xmXLP8w60gkj+pphl9AOaczuVyDj2pv8PXJpB15FaNoMx8VbjHP40+VFB+Wogpzg09Ew1SjCmpVPNSrIyDg/nUolUn5k/KrEIjeQYOParDpgADmoZsgge1NXHrTx0604DBpaQVIhxwadw4460BMmnhR2pQCeMUzBXtSYzQPrQoyeKGx0pcU04Jp6pjmnnke1NbrTduTx+VJtwPmIqEqg5pOvAprAhfeoWUmq1zCWjznFZlxEuckZNU3bYMDFQmRmHLUgfFRs4yeMVGCx5x+VOJGMYoTABPb3qU8oCKY2OvfPpTRhvu4zTwnTipMYUAA5PtTliJ61IsSYG6nhFQ/L/KpMsBj+dOVug/WnKFPVBQEU+1K0bgDHIpVJHqKuRyFBuJ5HStG2m+2QFX++OtVZ49rHFRA+1TSp51sydwOKxiOSD1pjEIpJx+NU5DuNQng81Gw44HFRsKjPfmo2GaYRimnPWmsenNR8mmnmmnr9aaeKbg0xx7VFinZAP4UA5NGdoqPPNGaTdQTk0ZI70m/PejceOaTPFGcdKwlXmg9TTcUmKD1PsKYB84pJB8xqFh3qxYTbJgrd61mHcUwH5q19OuBjYTWgy4pV+lP/hpR1HNWE+lSIvoalQEcCpMGgLjpTsYPFO6VbtV+fOPrWjAMzKO+a0ggTJPX+VGSaglPNQlsD0qHAbjsaz7mRbdiQN2fes+W5kkBLthcdBVQygZx+ZphkJxg4FNLtnrmrMZDLno31pPmDcn8qkMgwMd6FbOc9KmXG3jmr1ocRnINW059aeST1pOSeKADmpOdtSIR61KO1PHbNTW/MlXCfmGKryPukPFKMdRzTwemelOAx+NPApAvrSgEED1pQDnipRkAU7HFN3c0oIxjtmgqDTcEUDAOaMc80pU4pMAU8deaeACKaeaRvftULuTUZ5NAUD8aa4J/rUTcc1DKflrJu1IJIrOkGVOe1RJnccfrSGN2fOP1oMJJxjr6U4Q7ABlRiml4g+HcD8aM25JwcipI3iCfLk0m+H0P5UL5GfvAZ9amRYSOCCadvjzgDFOUhuQx+tKsRIOCCKeIjuyRSMhz6nrTwh7j34qRVAx1xSgDPFOORxTxtx8/AppVmb5enpVqxJjmI6ZFXZgGH1qoV25BqSLGPrWZdQ7J29DzWfct82Kqkcc0049aa3HaoW//XURHPNNKnFMwe9RtwaYaYaa3FMI496MH6UmKY1QuKAadnnio5DxURYk0ZwOKNwxRmkLCmkknijcQOtJnPejnnNZSjAJplJRikPSkUZYVG/3jTCKap2yqw9a2oX3JjNB65qWCTy3DDtXQwSeZGOakA5qQj5c01RzU6H3qcYxUqDmpOaQA/0pSDn1zT1GW61oWy8k961bSLYQ79e1WZPmOaaeB6Gq7Kc5PSoZCqDLfhVCe5BOOg9BVCeQTqVPy9gayXyjsjc9qaSOvc0vUAUDr7U85BBqZXEgHHzelKACfrTlXHXvVlEBxir0C5SrKgjHPFOyBTgM4IqQDpSbR1/OheDnvVgckf1p6c1ZtxhjjpU5HU9qqdzT1JUnFShqcpPQ0/OKVWGe/NSBQ3Q0u0rg8U5BnHvT3wIxiosZ9aUU4YIAo7jmnHpSdKRjkUmOKXoKdHgtzTm46VGVyPeoWU/jSFDn3oK4qN/aoWGahk6c1SuI93I5rKlTyySelVndAcgUgnb0A+tMd3f+I4qKQEkZYmojbgtnnmrEEAVff1q2iLGmSOo6VCxGDgd6gcZwQCKao2jOetPDMP4s1IspUjgVNHLlshiPY1YWWQcZBHvUqyk8EVPHtkGBxU/kMOhBoEBNOMCqOeM+tM2Bu3FOULGf6VbtcOxb8KkkG05HSoJMZFCMPTvUF+o2q9YcpyWNVznFNPT8aYeajcdhxUZUHoaaR6U0qKiIyaaQajx7U1hg00jNJtApp7iom6VA/rSKcYpxbGahZ/ambqaHz9KN1G40mcUn40hY0gbFAbin3em2FvZvJD4g0+7kGMQww3Ss3PYvCq+/JHT14rKNJR2pG60i9c1GetMI4phrStmyg+lT96d2rU02fGFJ6cVsYxhgMil9KQcNUq9qsocipI8tmpe3pmkH+cU4DpUyIByeprW0623rvP3c1ekbJwOgp/JAp+3aCTwKo3NyqAgnnsKyZpy55JwaqkZHJNVmYj8KimQSrnGG7Gqn3SVPBFMLbee9PDcelPD5HJpQQDkdasRsG+YjBqUYPBI/OpEYAjBq1DIRk84NXozvHpT8Y9qcq9v1qTtxQBgc08RjGR3p4BB6YqRc8VZt+p4qRjhCc1XHSnKP5U5eKkHIz3p2c0gzUisV5qZjnB7UlPzkYNN7UnFLngU4YJp2BjtSNz2pKD1HFAFOAAFNLUKfwpjNg8c1Czsx60h+tNbmo2qFwMEVUckn0qlPbBz6iqT23OMdKhKAD3qFhj601MlqkA28YpGBDZ59KVpDjGeR0FPjG9cnrTSDyOKiwOnSlCgcClKehpy4B5OfeplZuvQ1YRiRyAc1aTA+uKmSVlwCam+1L909fUUhIbnORUbn0OAKizk881dhOxSB1qyDuXmjYGBIqADa3NR3/wDx559KwnHFVyMcc80wjj/CmN60wk+lIBTHAAqFjz0oHNMbHNQkjkimE5602kambqjY9agc8VGGyaHkCqRVfcT3oLHacdqjU8c0/NGcY5pCajZ+cCgNx1o3ZrRtrGxnt1km1+wtZTnMMsF0zLz3KQsvvwT19eKwj2FIetJQab60DhTUZppqNhV2wbgg9QauHNKp6etT2z+XMDXSW7eZCD1xTm7cUmKeuanjJIA7Vaj5XNSHrx0oAGTUqLmrEURklVB1Nb4CwW6oBzjmocdavWsZZNzYAA6ms++vgGKRnp3rFlYnljmoS2efUVA74OQKiLZz/SoyGIHyk4oNsZWBHDHioJLRh944NC267cl/wpUjTOOcGrK28e3O08UqxIGBCn86sxwxsfmB9qnEEakYHFSrEh+7kYq3GiDHPNTeUD3p6RAHrTxD78Unkt/9aniNh0WpAPXrScr0FWIG6mnuflAPOTUZGOnSlHSne/enjtmnAdqXkUvb61LnKL7UY5FO6A80EnikLDNIDTunfvTloOeKDS4oNHak7+1IeEJ/KoD69/Wm9R70vYGkI4qByM4qEg1GybulJ5IYcjmoJbbAJA4rOuYBnIFU3iz0pmwgcU6L5gc81I8e4A5qFkGcipIkIHHeiUYxjj61FsHelMY3A07y2BJAOMULHk9OamWPA45qVeMDFODgAk0jXOSdvSo3uAB7jqaFuJVwVbFWI7tJSFcFWP5VfiiCjecc05QR09anRiODzU0fBPNJJHu+YDBqnff8eRFYjDj6VA4G4+9RkEAkVGR61HjkUmMH0prDNROADk0096iY96iIABpp6cU38qaxwMVETUTE1DIeDUWQoyarPJvbg8Uq80rnCkGow2DzTi3tSlsimM2KjHJ5p2aTNIXwOagPU0lFIe9NFB+7TDTTTDUtm22Yj1FaRpRwad3roNKk3x4q6/Bpv5U9Rkc1KvGBircfC9Kd/Fz61Io5qeNfWtXTIckyMOnAq5IxYkmnwwGRgW+7Rf3flgRRnCjrWHcHDFuKqn5sgelR7WY4/nTTCuBkkn0o2AHKril27uW4+lMKgc/rTXAkXBGfSoDHtJ54+lN2DbkU9Gz1yKsqvHTFTKML2zUqH8amVsAe/WpUf0FSpIMYzg1ICTTwxx1pRJ82KsRsWPWpA2PQilyjfeUfWpIosqSjZ9qJAQcEdKQDpS459adil+vWlHpS9aXvxUvRQPQc0o65pw5HSkwaQrzSFfelAwfwpy9eelOIoIpMH1owe9KetJ/Okk+7jNQ4z9aaaM4pCeDUDDmk2c0uwYoKDJwKY65HA4qjNB1yODWbJbsmQEbBqHy5FP3OKURvj7uKAjjAKkD6UPERg7TzSISP4TSMhbnmomTcQBmp44gTmpgMDk0x1AUkDmoyTx1FHmgdOfU0xjnv0ppx3xULcjFCBiQEq3E6JjcuW/lV2C5ZeeqnrV+J0mX5OvpSgsG5FWUGVFOUkMPT0qtqiYtCw6d6wyePTnmq8q4GajbrimMvWoiBmmkYplRtUfY1G3IphGOKjK+1MPHHWo2Oajbk1GxAz3NQydCfaqE7kDAqNDzUn2hImAY9aZJcI74Wmlu9KGBHWkeUKOuTUBuFz8xpgvY88GlN5H61G96qjjk+1QNeO3bAq7SUU1ulA5FDfcFRmmmmkURHbOv1rWBytL7U5a1tHkxMV7ZrYl+9TR0qQGpVHep4/uAVKOTU0a/iasoDkAda3Yk8qBVHXFCJvbB6ZyTU4YdATgVi30mZn+veqiK0qkHjFAUI/HJ9aRhuORTNowTnmmZ55pAuRz1phQnqcj2ppjIwM4GacsQZee9RmAqQD+FSeXg9KeFBPU8U9fL6jGKerRk8nFTJ5YbqKn3xf3gKeBHuH7wdam8oMcq4/Ol8l89OlG05+YGpoRhuamAPTtTsHFSJ8uKmLbzg0hwf4aQKKUDHalxnHFNII7UDqKen3gTUmM0uOakA45pTikIpuMUYpw4U0o6CjGaAPWjAJ7009aMUjDKn1qE9elJj3pD2NBBI4/Wm4HtTSo60bcdKNp7CneSO9MdUH3V/Os+6jcqcHFZju6kgsc+9MjmcsQatJIMDcB+VNLqx6CoywLY2igEZ6YpQq5zinRpkn5eKkKJwCBUM2zJGcn2qq0RZs7vwpjRuARx+FQkMM5BFJndn9aUR5OScCpACPujApeOhxmnJIVPAwKuQTkDdyp9q1IJUnUA/f9asBWRcEUDrRLh4/LNYFzD5UpXHHaqki84qAAg0hOajIx2phGD0qNuvvUTdKib2ph6kU3nJ96Rzgc1C3FQuec96iLU01XmOFIqhIc0wA4J9KpXsvIyfmxVaO4ZeoqX7Y5GMcVGZZCc7iPpTdznqxpNvqTRt9qXbRto21o0e1JTT1pRwKG+6KjNNNMNMJwwPoa2IzmMU4U5a0dNO27T3Nb05+YUxelSJ0qVBzVlMYAxg4zUigZz71YQZq9Zx+ZcIMdOa12OWPtxTidqnFNyeMVl3aKs7FuSf0qqXKt7UHBy1N5AxnjrTWAbkZoC9eKBggjHP0qMpk5OAB71G0sYBBOT7UxbkBsKpIolnkJzwB7VXaSQE/NTNwLckk1KJDtwOKerNnJJqaNl3c+lSF8EEDgetSJKMgEiplmwc54qwlww6MRzVhLx88kEe9XEnicZKY+lWEiDAbWBpdu045o5FL3zS496evSlOTQKDimEEnipIxjqKkA60qD1qXGR70MOKZTc96UHkE0E+lAJ6UoYZ57UpINKooIyKaaTtUbp81MAJpQnFBFNK5oC5PSlwR2FJ1ppJ6GmYqJlzwcYrLvrXnKjkVnAFDg8VJk4PpTcEnK/jSg7eO9OAJzgYqQEjrTvM2KfamF8jJ6mhYw4JFOMGVwCKhaPDZJ5p20yDAGfwphhQDJUFvamG3yQQ49qa8bD61GATnnpS9M561Iucc81YimaOXIPSt2zuFnjwfvVM6bckiqUjkt7A1BqEHmQCVeorGYZ5qFlzz71GQMe9MIphxUT9/SoiOKiOD9aZjAoIxULEYqGQj8ahY9+9RnANNY4qlcN2qq2AKazhYyTWRK3mylu3akApwFLtpcUYpcUYoxRjir1FIaZSjGDQ/wB0VGaaaaajccVqWzboV+lTDjpTx1q7Yn/S4h/tV0Mv3qaBjvT16damX/OKtLjj2FPjGatIMDqcCtTS0G53PTGBV1ehp6oTnPSo2cJ0rNvly4fNUiCRTQ5Q4z9aeSGGR3pVRuWxge9RSTRRjGcn2qM3bFMIoGRVR2LsSxJqMsQSTjjrilWUY+72qNpTzyc+1CElSTTAQpOKXzsVMhJGf61J5mByacJAT9aN45PWpVkJAq0snHXipEkPcnNXIJSDgmtFHOKnWZuATke9SB1PUc+tLj8qCcdacOF60mc0vuaQk0AnipUbkelSj6U9QfSn44pDzj0qMikxxSYIFGDnpzRg4pM07POKlAGAMc0oGOtMI5GM0jACmMeRjmmcmjoKD0FNNLjHSm+tIaQjJxTStJ5Z6frUUsKn7zCs+4tocZCkn2qg88anAjH40z7XtBCxqKRLx5HwIlJqwGfZygqNroKeU/I0LOj9ePXNS7IpDzipRAB900eW2OMGo2jzjcDTkCqnHFRPjoo5zULEAdiaaX4649jTdofkjr3FDRY6cijI5BHPvTwCVBFWraQxSBgcH+ddAri4tsg/Nis2ZcEjoRT4MSxFCeorFuIfKldOmDxVVwBmoG5NR9T6UpHBqBvTmoW5yKhbrScj+tMY8VC/ANV2JzgUxj24qPiopXA6VmTyZkxVd37VWuJSU2jvVZV4p4FOAoxS4oxRijFLijFW6MU09KbTh0ofotRmmmmmo36VfsmzCKtd6kHOBV6wXN1F7Gt6QjfR2p46Cpovvc/nVrAGeKmhU454qyowBWvZDZa5HG45q5Em4ZPAp0rAJtX8aoSkjGKruPNQrnmqRUk7ccj0oMB4J4/GoZbuKBsRje3ck8CoZLl5gCxwPQdqruVQ8cnvUaSHeQOBS4Jb1xTT1pCuBxj3xUb7gRtHWgA7duDzSpC5P86l+zqOcd+9PKY+tN29yOtJkZ6cU8HKg5qRWx0FTrkjIPFSK4A96tW7kvgDitKJ84qcNx/hUqN71Kpp2eMGnjpRSA8e1L2oApyDmrCjAwQKlA44pxHy5pmO9H60beDim4IpMegoH0o2UY5zilBAFS9VzxTeuMVG341GetIRSnrTSPSjGaByKaRScCkLD0pPM9ABTWJ9SRULrmqzxg8jrVOe3WTOQBVCa1dOg4qJGMZyCM1I94dvTmoTJuHSnrkY69KlU56ipPMcdG6VIlywHOCKlWdHHNGATjPWmvGSBzjmq0sGeQcGoSjqfmpQxyF9qlXmnhVcfMv4ikZCo+UZApU4Oc9K1tJlLs4J4Iqa5TfGxAO4d6r252sM1X1aLDJKO/BrJkHtVd16E9KZj2pjdeKikGfrUDVFjr700n8qjfA71Wc8GoWOAaiPP0qMtiqsrcc1mucyE1DIcZNVGO80oFOApcetLilxRRijFAFLVmjtTT1ptOHQ0P0H0qM00009aY9W7BvkI9DV6nryea0tOUmdBWw5+Y/zpRk9OlSrU0XzEVbQAn8anjGOKnHTituyjJhj3A7QKtuwHA7VXkO8EetVWAJ5HXtTWjOc42iql1IkRzHye9ZstwXyXbj0qhI2G4FMExVvanhyeQPlNNP+zQGIz7UwuVXOcmmo3PHWrkaDZyM07YRyKljwTjgVM0YA9c1E0WBuI4FQP0P581W3bQTwTnpUgJLdPyp4YhgOoq1Gfk4oAJY1dtyQfWtCI8Ag8VZVvX86lBqZT8o5pQc570/kHr1px6ZpuTSlhnnrT1ZT6VMiAnipduKeMdDxTmwy4NMxjpSfrS+lLSEdKXGPrTaQ/rSdR0qRCFXBoAHY5oZc81EQoPJpuB1zQcA00nmkOAaN2PrTCSKbyaMY6UmBSGo3Bpm3IxUMkQxmqsiZBB6VSntVP3Rg1UaIr8rCnKuBgd6nReOnFK+1RkVGW4xgU3gHP6UgJAODSLKepqxHOcdc1PvjcgHgnsaa8PGR6dqg8o9zmpY4iqnNKRmnhdvRhUcoEgwvBq3pRaMndkHpWmxzkHvVJl2PgCpLtBNZH1HNYLdcdqruvzcVEeuKYenHSon4XPeq2CTxTGph4GKgfJJ7VWc5OKjaoWPWoXOap3DhUNZzSBRnNVHkMhPpQBTgKdSiloooopcUYrSvZLKWZWsLS4totuCk9ys7FvXcsaYGMcY7HnniqaZ1opR0ok6j6VH2pDTTUbdKsWB+8PetEdakQVr6cnIbvWgSCxqQdqlUDpzVi3HzDvirUa5GfU1YUY5q7awNPJj+Eda3DhAEXoBTHOFJ71CMnGByfSmvtiG98ZrNuLvcSBwKoPKXUjsazpFKPyeDUUgB6EZ96iI46c05GK/Spiu5NwPFRF/lIH41G3TJNIMls5rQt2LZBHapWTAyfrxSZ5GKtqQY80zrkVSuCUfHaq64JHSp1AGQec0IQHwTxU6HJ44FTLycA1chXA61fQYUVKDmpVPf9KmWpB708HjAooOOnSmgZpwqePPUnFWCcgHsaM04ZxRmjNFGe9DDLCnHrTe3tSH6Ugo5NJ07UOxHGaiFDHNAPtRTTz0ppHNH0pMUlHrmkx64pGAxTCKaU9qgljySRVdo8E8VVlgDnkVVaFk5HSm+aB3/AApS4II71EWw20nmjO7v09aY0gHGc0gOe+KVX21IsmTz0FSCdlIKtkelW45o5AAwCmpGjOCRyPWoZGC4GKheUk4FIuSeTWtZD9yMjnNXHBVPSoHGRn0FOjG+Jl9RWDIu12HocVXk6dKgbgnHFRn1NQvyaixgGon9ajbp+NVnbAzVVs5xTGPvUDt71C7BQSaxb67G/YvPrVLcXPNOAp2KdinUYpaMUUtFFWrCSwinZtRtLm5h24CW90sDBsjnc0bgjGeMd+vq2kPAptJTh9yiTqPpUZpppppjCpbE/OwrTWp4xW1ZrtVasj72alX68VKo9RVy3UE5xxirSD5BxU8SF3VV6k1uxxi1gA43VKpJGc0u0tgAZ4qK4njtUwOX9Kxp7h5myc/Sqk3XPvUTOBjIApkqh02n8DVFlw2D0NMYHOBnA9BQtvLgmpQrLjLDHpQLccnfkego8pMbTu+tL5EQA4NaNske3JXFWCqE9AR9aRY4x/CBUgEYGOKAqdAoz61DNZrKTkYqsLAL2py28ec96DZg9KmjsSoBycGpUtXZ+Bke9Wkt5Aw+Xp6VaCsOSKePpUidM1MnSpRxwKcKUnFNNLz6U4delSx9Ksfwjml/CloAowSeBS4/WilweKMHPXimnPpSUuKMcUneo3++fSmdqTkUZpc0h9aQ84pDQeKTtSdRRjtRjjpxTcUEYzTGwOarSpk5FVmUjtULoSvSqM1rubK1AQ0ZwRyaRio60xXJJAqJsl809GP1xxxTwyjk1JGRyM8GgqVOQOKVX2r83509Lx4nxGeKux3EFwuDlXpjWxQ7sZpqRMXwQMVpxnAAHQcVdj/eIQahdSpI7UkfD1kXabbl/rVSQcYxmqzKMc1A5wMVH2zUDtxxUJJPFRtkHOarOctjtVdz+dRPk/hVWRwuc1m3M5YE9FFY/wB9yx7mpFFPApcUuKWlxS49KKKKKWirHamtTaKUfcok+9UZpppDUbVJZH961aiYNXYVBx71rwD7o6YFSryanUZqZOlXbdQATjnFWsYAGOK1dLt+szjgdDViVy8hNWrRTL8o60t7craR7EwZD+lYDyb23MTkmoiwycfgailPy7qrKHZvu/nT0tmb7x59qka1Tafl5H61VLBR0A+lMb5iDk4o8kHJHNIOG4Hy+lOZSxOB16YoCEDGOQOlTRhgMdhVlHLKOO1P6noajYjeM9auLGpAIpzA9AaY0bDgCohbncflPNPEIwP6U7kHFWYshc5qzGxzkVOsjdwD+FSARsBuTH0pwgRsbWoETKe1SbSCaUDpSkGkxk0becYp6jHepUUmpueKcBTwMA4oGaQDFLjFGDml6elJ70mPzox+NJjmlHFNpkmOvNRnmmkc8UY7UmKD0Ao5FJmgg0Yz2pQhPal8o9xR5ZpDGaaYzjiozExP+NN8o8jpULwHoRULQHnGaiNsfWq89mZB6Gs+aykjyMZHrVQo6EnBpjE4/wAacuVXr1pOjc805ZCpwMYqwJQFzmonbcCDxUSDcc5JqVDtbkVoW10RhD8y+h6itOOJXTcvU9qVQc88VajIyOamKh0xgZqmQUkA96oagMXBPtVFx1IzVVxyagYenSoH5FQMM01gAOtV5ODmqshGM9zUWMn+dV532DA6msuVy7EZ+tZ18+E2jqTVRRgVIBzThSgUtLSilooooooqxTD1pKKUfdpJPvfhTKQ0w0xqfZf61q1oxyK0rdT6VpxD5we2KfGPmyelWF5GOKsRDmr8QO0irUUJlmSMda3HPkxCJcdKhVHdsCtAumn2pbjceawLi4Z5WZjkk5zVYyDd1pgDO3SplRVUbz9aRnGflXimjIOcU1t1VplJ5UYqsFbeeacMg/ewKflOhbGeKenljlSTjrUmVbkfSnoo54pxIXjv9acJccEgDpUTyDPDD61bhnUoATmrIdGxyDTgUIHzD86lCoVGGFNEPfg8dKb5XzfcwKdwTjpUsS4YVYA6cVIM4xTh09MVIrEgA04etOxnNLjFGBRtpQvOalTHSpR17U4Drinj3/GjAzSHigDv1pfwoPUUHFJjr60vrmgdaafWkpCCc88etRHrSYpCBRto2cf403b70oT3FOCDPNP+VRxTd/4UhNIDRmm554pM89aYTzTHGR71Hg5qJlxmo2HWoJRlemKpTW4IJXAPpVQoo4K0xoU44pj2vdW5NQOjx5yM/SmAseuRUyupHJqNtyNkHvUyNuIz3q7bRFBubr6VcjkbIKHkVpxFZ0yeG7inKu1v5VNnkGmzxhhvUZNZF8MzA+1UH/L3qu4+bnkVXkHGAQKrsOOlRMoqI9D6VWlOearP1zUbcAkVm3MmSRVM4Ckmse4fzLhj2HFCininClpaWilpaSloooqc8Co6KKcPummv1phptIajY0+yz5rVswLlhWpEMVei+/zxxT1zmrCdOatQgcVfhHyfjWxpkIy0pHA4FTyHfJ3qxbJhgOuTWfrl1mQxjotZkZMqgDkjipVtQpVnwcfpTnkC8KKiJ3AE0BtnSmNIXbpxSBgW5OB60EoOQCT9KidGcEooBI79qqOvlkFnz61G8qK2QR+FSR3aKvCEk0z7XJv+Ubfwq1FI7gknk9qcGAHzHmonk5IA+lQl2GcGrVsGK5Y1cjQgjmrIAK/0qJzjOOBUJlaM5DH8DVy1u5Sud2QPUVcF0Dw8YP0qeJrduQWXPrVgpkZVgaNrAcg04dcU4U8Yp6j6U7rjinAfhS4FAQnoM09EI6jmpOO+KcB7U/FBpO1FLx60nOaU8GkHFIT+dOAPWkxkU3jrTTTGBz0puD6fpTlUdxSkd+9Nzg470EZFIAAKTJ70lH1o70HPakI4puDikI4NJt9RSFDxgU0pk8dRULKaYVPTAqN48ioHjz1H4mqstvu6Lz61WkgZCKiJ3Djr3qAqQM+/enAAg5UHtmo/JTJ5wTSmFwuQMj2qSNQh5GMdjVhJPf8ACp0f8/arUErK+Qea1UxPGCv3hwab7U+Infg9DWZqkZScelZjrxmqsuRyarP71Cx4+tQEkZ9KibvmqznJqueTzUcpAQisiT5n5qpdyCOI81kIM8+tSAU8U4UopRS0UtFFFFFFTN6U2koNKPu0j9aZTTTTTG6VLY8yMa3rVO9X05xzVyMYZvpT0HerCjPQVciXGPStBBlQB1J4rokQQ2qoOuKiiXcSxq3AduW9BXP3MT3FzIx4XdTkMcBCqOaH3v8AT0qEncAcdO9JuyvTnNRsAD3xQFYjHFI+xBlyATUbXiKuEXPqarPduSdvAqFkMvJPNRMiAU35APTvThIoJI61Kk578VKr7iM/nS5y2KcsXIzUu7YTg5AqRJyDnPFWo5snrTnxjjrVVlyxB49KswAIMZqwD0461Oh6Y6VYj4Oc4qZZ2XAyDUyzhhjHNPL5HFIOtTqMZzTwO1PxSdDTgSDUinOaeBxmnge1BB59qCD+NMwQKT86UnjmjnrQTRwDQPpTgMCnAUxlPakxg+lNJ9qTNHc4oJxUZ+9S9hxSe1JjPFHakxnpSiNj2o2gHlgKaSg680hlQfw5qN5iBwoqMzP14/KkM5BGcUouPUflTWlXPIqMsCf8KOOxpjR5HIzULIB0zUMsRZTn0rLkjaMk9qrscj+lSRDC5I5oCBmPapkGwYBpzIG4YD60hh28jkU1GI49atrkjPT0q5bXJjkUcj1FasiK8fmr0xUI6+9R3cYuYD/eHSsJ+BjHIqpN1PNVZB3qB6gc+lRORg561VlzmoCeelQz8IfWstx8xNZWoPgBfWqSDFSinClFOAopaKWiiiiloqQ8mkopKUcCkfrTKaaaajerOmjJb610MS4UVaiHIHbNW05LGpI8DoKsRLlgavxj61qWEfmXMK9hzWzL88hxTABuCjJq5t2R5Y4z2rHuZMSMqis5yST6+tSwvgcnNOI+fkZFJt654qCSaGA9S564qrLfSOpCgL9Kq5Y9Tmm7gDyajaYdhUXnNu5OBTXct0OKjR+oNKMO/JqZ8Iox1NTxlsAA5+tWox8vNPzyaTPyjNPXlelSxE5Aq2OBk9qgYhn6CrCjPIPtVhDwPepFFSocVIufwqQcdKfGMd/xqZDzzVpRxTh1p2evSlpQM05Rg1KAcDinjnilb0pvXp+tB5pNgzn86QqRyaTHNLg0u055pcKO1Jn2qQDK5pvFMY+1MNJilxig00im4oHTmjdikMpHQCkZ2PWmFie+aTj60YFMNRyY7UzjPNMIGaTFGM00ik5Uc9KQyEjPaoWlK9TmoxcK3BGM01lEhIBBFUpbbacbO/GKRVCYOM+1LwWz09qUKC/t61IF5BpwU4wMYoMSuuTjd60gBj4NPB+YGtfTbnnyX6H1qWdBCx54JqvC/wA5z0NZt/EYrhiOh5FZ0i5HSqcoAJ5qs4NQN+lQOR61XkI71ATz1qvOeDWbKcA1g3r77jHpTVFSUop1LS0UuKKKKWikpafRSUelKOhpH60ymmmmo36VoaRHkZ9TW6gqzH1AqxGeG+tTJ0q1EMkGr0QwM1t6QvzO5GcLV5epNW7eAJ88hFRXc4J2g/rWPdoS+89+9VDnd0qRIXZc5wKWW5ghGwfM1Zs91JL/ABHHpVYyAkjNRmYg8Yppl7dM1CTk5yaac4wDTPLZjkGnMvyAYwajwxHA5pEBDHPBqZWJYZHSp43w3StBT8oIzk0mCRQCB3qZPujjNTIg3Bu1WVPb1poj+csB0qUJnpUyfd4/SpgAfrUyryKk246UDrjIqZRkVKF75FShiOhp6v2p+7tigEHHNSg981IoU98U88DrmlDYwBQxzSZNH0pfTFGOaQ8GndKQ03tRn2p4bFGAaaVO6mMKZSjpSGk6DNNJ9DUeT3NLR3pMe9B+lIRTe1IxwcVEx/OozyBTcZ60nTijGB2/GmFj2pM5PNMYYz/SoWGRiqznHXIqMZJ4JHvUgmK5VufrUTMjMc8e9GzIBzxSgEY71Lu24BIpUO7OKdnHXFODLgg4pGjwNw6emafbylZVPcGtu4KzRKPUcVnD5JADxj0pupx+ZbCQDlaxnBwM1SlHfFVJBz9Kgbk1Xkxmq0hOcdBUDAgVXm4U81l3B2qawHO6dz709aeKcKWlpaWilpKWiiilFXL66ivJhJFp9pYqF2+XamUqTk8nzHc57dccDj1q0nWilHSkfrTKaaaahkOBW7pMe23U+1ai89Kni4I9asxdGOKnQZIwKuRAAYNXIxxW9YLttCR3rRhiwNzU+SUKvFZ0p3Nk1BJG80eFHOajaOO2XdMw+npVG41NHRkTgevSseWbLYDdO9KJPMTOfmH60zIA561G7KBwefekzx0poODyM4ppfccYxT1kIB44pu8dxTtwIPajbxwORUscSld3epYodz+tXFI3fSmM+5sYpdi9T+FODgcd6mjk3HB4qyOMc1aj2lM4pQOakA54qWMZxUwHTFSA5FOCn05qVF55qXA7GnDpThx0p3b3pwpwz1BqRT3qUnOKMilpe1JilyeKUUh+8KDnNJg0dqKU0AmkckDHSo/xppb8qQE0E8d6ac4pD700jmlHNH0xRzTTzS0057cVGwzx3phHP1qPGM0nQUY4pCBTNvNIV9aRxnioXTiomTcuKgePGcCoeV6k0wneKru8kDfKeKtQXSP8kg2t69qmePcBgg0yPK1MAW4P5UhXDD+dWI242npTmjVG3gjirsDl7QHuppkwyA4H1p2BLCyHnIrAkXBIxyDiqco7GqUvU/yqu3IzjNV5D6VWcjPfNQuTz6VWm+7WTfHajVgpySfWphThThSilFLS0UtFFFFFW7C6is52kl0+1vlK7fLujKFByOR5boc8Y645PHTFeiikpwpr9ajNIaYaif5iF9TiuntE2QKOnFW1GW9qmjzvFW4lJizip4xz/OrsQ+bmrcfbium0uHNuHPA96sSyA/KMYFQOe2OtMSFnP061FcXMdqhKnJrmr2Z5JjvPynke9ZrP8xwaaOTnPNNZirZU09X8xfcHpSMAcdcin7Nq5/yKiPBNIMdFHPanLHK5wF/OpTaOQMkAfWpFtFB+Z+cdqlW1jx1JqaO3RBwhOfU1YiRUHCDNPBGcbKNi4JC0qKpGcdaf9mQ84GTUsdoo5zg+1Si1O4cmrAgYLjNKIXzgc1MkLelO2N/dNSKCM9acAMAd6lQDipRxgCnA07HNP4+tKPpT6BT156VMOlKBn/GnYPpxSjA4owB2peKMGlIGeaMc0mOc0nFIRR2zSdKa/OOajJ7UnpR3pO1FJSGk6GlpOtGO9MxSHI5pp+lRn1puPSkx60jD8qYfTmjqKO/Wg88UwqO9ROmOlRFR361Xlj59zVZkIqORCRjpVT5o3+b14qeO6ZcY5HoavRTRzLhThvSpQCDnHFL1B5pUG05LUvn/ADbe2cGta2UNbMVwe9RcK+08A8UiYU81k3iBLpxjryKzph14rPkGOO1V3qs9VH5bFRPwAAagk6Vi6q22NqxoxwKlFPFLTqKWlpaKKKKKKcKdSUUlOFMbrTDTTTWNFqnmXiD05rp0GFAqdelSwjL1ej/1fep4VwMkdauRAZrQsYGuJ1QDjua6pitvbrGvXFVlwQe1PSEEbmOB6VVvboQIVQ8+lYE0jSPljk1VnDOCOcis6Xg/zqLscVGXJOOtSJDKzDAq/HZl0zkD1qQ2oXjJPtSCCNGyIxn3pwjXsAD7Ck2HPGfekHynp2oyDUyAjHP1qdRnk8+lWBHlR279KRoxjqahPp1p6jJHp6VKGINSrNjqKswybyDzVvPcc05Tg8kZqRXINSLJjtzUicjkDNPCqR92l8teoFKV5pwTv2pwXHFLtOO1OHvijGead709eBnNSgVIMCl/Gl6DikzS457UuTRuo60nGeSKTqKU9abjHNJj1ppqI9etB/lRSd6Mc80YppBzSEEUYpQpI6UbTTdho2HGKaYjjrTfKP400wnPpSGEjvTfLHc0hiHvim7FpREMnPX2pPK688UwxmonU9xUBXDe1NYBqhaMEe9QmLGe9VZoiyEDrVDlSR0NSI5U+nNadteLkKzcHuavMnyeYuDVUtuPB4pAQCcZJrZ0x/3ZHY8VJcxHJdfWofQis/Vl2uj+orJmGeRVCYYY5qq3GaqyHPTgVVbkmonOetV254rD1o4THqayk6VIKeKdSilpRRS0UUUtFFKKdSUlFOHSo2600001Gx4q3pEe+dn9OK6AZ4qVRU8JBcmryj91ViIcY71bjGCB3rp9MtxaWvnOMM1TtIXTJ5PepI4wBuYdcYFMurgQRHJ5rnp7gu5Zj3/Kq24kkioJGZTn86ryQPJhkXIPtSCx7uQPapAkMWcKDjvSM+cYqRGK8g9KmclgGXHNN5NAXnHGOtOWLPI/WpViDLjHJpyxCM/cGfen+WuRnAFWIo4h23fWpggxxUckY2nk59KgaPYBz+VM6n2HrUoAboSPXFSIoB7n61dgXvjj0qwR7Ui8tzUoU/UU4Hjg1KhIqRScdeamUn1p+fUClx2zRjNPFBX/APVQP1p2BQOvSpl5p4HNO7UZ70DrSngUuOB60be2KDx2/Kk79KTpS44pDwaafamMcUz3pMUYp2Pwo20hFAHOaXH4UhIoz9KXIpD0pueOaQ/Timlu5HFNYjqfyphIJ601s032pD9BS00nrTeQKaScdM5pQoIOelQNAvY4qu0bjPQ1C6c5xUMiZHHFZ95AcFwPrVYAn60rTBAAPvVbtdQeNwr5Kn9K1AI513RkA4qI/LnOa0bNisQ461oAhlAOKrTL5bcDiqOqDdaq3oaxX5qjOKpyHgnH51UkPFVW5J9M1C54qI9awdd4CemazE6VIKcKcKUUtLS0UUtFFFFKKdSUlFKKY3U0w001E5wDWxpEW2AMep5rWX3qTv0qzbruOTV5RwasRDFa2k2v2m7HHyJya3rmX5xGuNq9qfarmEMw78CrDsEj8xvSudvrozOf7oPFUXcDg5xSRxyucoPl9TVj7KnDNy3pTiVAKgDFUJkIYZySehNQMucDinBOBx0p+w7c8daVGKcnlfSpVKnBUZpRyxwMD0qVAy84xS5RfmZ6iadAeXz7UJcAuNqkj3q0JSP4cZqQTsBjvQHOOmKpXEx3HmoBMeeT7U8XW1h1qaO7cvwMitCG5IA+XP41dS5zyUyPrU8cqMecqKsAIyna457U3yCeRz708I2O9SIMfSpV60vr6U5emO1P5NPAoPQ0uO/SkxzzTkBPbipRwKeuc07ik5+ooHqadS9qSgjNJ1xxSdOooNB/nTaawyO2ajPFHU8CngYHvSn2pCM00jj2pAaUUnSmnpijHIozz0o9aDTaQqPTFRlT04xTSOaMZNIVwaT3pCKPw4pCc0nAFR7TmonTuBUfsQDmo2t1YfLwarTWrBTxkGse5QwuRj6VTxuPNTKw71agnaJgw5XuK3bcpexDbjPqasBfKO30qwjHy81IQJUAPJrO1BT9jZT2NYL9NwqpMMjmqEgJB9apSdDxVUk1G/Sou9YWvjiP/erLXpUgpwpwpRS0tLRS0UUUUU6iiikpe1Rt1ppphNRP8xCjucV0lomyBQPSradamx+dWbcfLnNXUHyfjVhc9h9BXW6fCLLT9xGGbk1HAGdy7nKr61o2YMjY/hqhrd1sxEh+tYaq8wIUHr3qylrGhBkOT6U93xgKMD2FQlmIPOKRR8wxz6+lLJD5ikdD2NQC2CfUUjxjBxwO9RBCe1NaLHLPgH3pv2qCH7pLH2pWvXbmNfzpjTSsAWY5poJJ6mpFA+9nFSxnkYq3wFGTn1ppbJ5qPzWdjk/hUMh3Zyecc1XB5wD+NOO3I65xU1r1J61oQkAg5q6nXHarKcA4qQdKdGzZyrEY96uRzOBzg/WpUmUnlakBjIyMinYXsc0DjpT06ninn+tLRTgcdqevPHSnhec09QQeKU+9IRxxTQe1KD+VGT096OlJn0oo6mnAevNBBFMxzzwKMU3A9KQ49OtL2pPrR2ppGKTFGDjOKNrDHWk2njil2HtQUx1NJ8qjtTWK9aYXUU3zB70zzATSbx2NJuGetBYUmfejt1oIGKTIz0pMDtSEGmEYqJ4880mz5c+nrUEjkDAP1qrPDHMuGAB9RWPcWLqSUO7FVQGBwwII7Gp4zk7R3rVsGa1YH1rdVlnQeo70AMrYbpTlba4pmpR77Fyo7ZrmHBNVZRkVQkHUVRl5BHeqbZBqM981EeWFYmvjMaH/AGqyl6CpBTxSinUUtLS0UUUUUtApaPWkopajPWmGmGltk8y7QdhzXSIMKBU6DAqQCrsC/IKurnA9PWtHSrc3N+inkL8xrorqUFgi/dFRxuGfao+VRWlEwt7Myn0zWBJGbmVp5enXFJ5igFUGKgZiCM808cdqQg9uKAoXB/lT94OcCgpuG41VknhiGOprOlvpCSEAHv3qm7u5O5iaF45LUqzbTnI+lT+dleBmlWUkcLg0u4+uR6VahUkVdTGDmo5DnpUaAjGaiZDk89aidcAYGai/iJbOavW64QCr8SdCfWr8Y46VOo6D+VSkYXI60sa+/NWFU4HtT0HFP6+wp6kipA3NSL0p2fzpR096UdKKenWpl709cUrDnnpSd8CmkdcGkx1pc0mRmg/pSU5RwDSjHanYOKbgGmHmmHpR+PNHUdaCeaTg0h5NJnHek3EdOlJvb1pCzY6mk3N65pO3FNPIoxio2HNMODTD16UjUzPzUpPvRk0oYjv9KUPn6UGQd6UMCODzSZb60nP1o2jNRuCeO1QOnGDVV1O72FVJkbnFQFEl+VlwR3pFszD8y/NUisQOa0LG5KEK3Q1scMoyeD39Krv8r49qlU+Zbuh9K5u6iMMzDHHas+YcmqMoANULhdpLc1SbrUcjd6iz0NZGvDNsD6EVjJyKkHSnilp1LRS0UtFFFBpaUUUUlFB96YaYajarWlR7pmf8BW8tTJgLTkyWPpWjABtHvVtfujnpXSaHD5Nm9wcAucCrLHBzxmn20LSttQdepq5q8i2tjHEDyeMVz6XGcoeQBUZ4P4UZ3NgYqUdMnnFCozj0weKewVRliPSqzXAUfINx9e1VJZnfktj2FU5HHYc96rSNnBFR5LD0poVjwM07YQOasRgg5FTuUIBA5pFyR2A9KtwybV5qRZDg46e9BbGSfwppkIIwOtMZt3uahLhWByfpTFzLKMDAJrVgTCgDrVxEyBk5q7EhHA54qdVxTwc9qdwpp4JqSNsn2qUEYNPU+1OGDzTgdvcVIGB60u4Yp3filzzUyKCPepAuBTx+FNbk/wA6ATQT70hH0puCOSaQ5oG7HA4pQpByelOB4xSgc088im4AOKaV5+lR9KQ8YzSZ7UtN6d6aeenFJ2pOtFIeaOtIPpSY96Q89aaajKYppHc1GSBTeB2pT0pgJFGaTtRnimEenBpwkcdDmn+cM/MMGlJzyMUgBzjtimuueKrvCc9CfeqskeCSec1CYCrZPNCuUbgjHvUrRLKMrwah2tEQD9M1rafP5q+WTkirMq5yD1qFG2E9qo6pb74fOUcjnFYLjNUJwRnH51Sn5GcVRbqaiYZFMYcdKytaXdZv+dYCdKlFOFOFOopaWlooooopRS1ZvtSv9UmE+o393ezKuxZLqdpWC5zjLEnGSePc1WpKKDUZphqJzgVraWm2AHuea1E7ZqbPHIqWIZHP1q/B90evrVsLnaoHU9K64IIbWKEcbV596ZHE0rgY4FalsqxDAx0rN1yUl4gRkYNYJk5yB09KsRlpUBIqZYwpwq8mn4Ea5cgGqU9+clYhx61V80uSZGzikeXjjpVZpCTzUZJ4NMZA3IH4UwR/NRgbuOfaggs3IHWlaTbwKYJGJGK0IVDjB4J71NgBcDgUbgvQUg3N+dK4NRFvmIB/GmGIg5LVLDGWl9q1YY8gYHSrkSAMMnNXImGMYH1p9KX+XgZpynPJxTxzUi8NUo6Yp4zT1608A9aUDj3pw9aCSDwaerg8H86mjbkVNnJ60Z55oPSijFHINGOKQClwc9KOtA9aXv60uaMjPQ0jsM4FQ96QkU0knFHJFJjNHako47UmKMdaSjpTSaaTjtSdaQ4prCoiOaa3Ham5PpTTSYNBpv4UFe9RljnimhjnkUoYjocVIspHUZFSK6v3pSD0IyKheEdQOaqzKwz6+lV9m05IFKjbSexqfKyLhwAexpI1a2mVxkgGteXDoso5BHUVUmz5Z9aRMSwNGR1Fc1cxtDKyY6GqEw44qhMP3Zx2rPc8Aio25ODmo2OO9UNTXfaOMdq5qLpUwpwpwp1LRS0tFFFLRRVqx1K/0ydp9Ov7uymZdhktZ2iYrwcEqQcZAOPYVWopOtJSnpUZphqFgSQvqa6C1QLEo6VbT0qbvzU8YwtaEK/IPatPT4hPqEKkcA5rpthnuD/dHFWCERQi9RSqwCfLWXqx+WM4PpWUFyxx0q1EmwgngdyabdXqQACPk+tZ0k7yDc5471W80tnZwPcU1WycE84pd3IFJkEg8UkjDAAPSowX6ilbgFh0xzVcy9CMBqTzW5pSSRnBp8UDsdwQ1eSKQLjGKnjhIxuk/Cn+WpPXNTKkYUfL+tO+UnlR0pvlxh84GfpTyqMMFRUsFvCMnbj3q/FAh5BNTJbnPU1YWArTzEcVGI2HUVIoI6jjNSAZ6U4cNUqnPUU8cincmpFHApR75zS/pRnmnDHFSxtyBU2c0vX8Keo9acBkA0Yox70u2kAANKw702igjjikI/SkzTXpjH0pnT60UdqSikPWko/H86PypO1FNwM0002l701qjI55qNqaM+tHBpD9KTbleab92mseKZ7dqYaQ8UFulLknkHmpopWT72CKl3LIRtIpksQPOM1VeHAJAquynucik5Bx2qaJxjaxyM1r2y77UoOQOlUrl9oA4yDUMUm1sjpWfrcOx1mXo3BrDlHBPQ1QkHVfWs2QHLLUZHNRvzVO6G6BgR2rl04Zh6GphThT6WlpaKWiiloooFLRSUlFB6VG1MakgXfcqPTmugiGFFWU4GakQYOTVhOorSiGAPpW3oERkv2YD7ida6XAhjxgbj/OoCc88Um47c5qvcxmaIqBkjnJqiY1t1LOR9Kx77UGZtsZwB1qpHOCCCc+9PbkfM3FAcAYzx2pjNzkdKaCTz2o6ULndj8akAJ6Ckkt39evWofsoXktn2xTkhHB2/iatpH8vC1OpA4NKGGOmfpT1DE4zj609R19h6UqfO2BwKnIAAxUefn6045OMetWIM7gAPrmrytggenpVlD3qVHJPJ/Cpgx9aOc09enPWnjHQrmnlEJGBQI19TmnrGAOtKFzT14pcZHNJj160uKUfpUsfrUy9qcOlPAOBS0ClpRjBFM7048UhpMc0UntSHim9RUZpMdKKQClxzSYpCuaTBzxRtpdpPAoEZxSFGx0ppjb0xSGM03yz2oMZ9aDGTUZjOaY0J9ajaJgOKjMbA9KMNTGzik60duaYwJP0pmeKQjIpjdcDrTwB601j360ofjIJzUsdwQRuPFSkLKpKn8RVaWLHOOaqSDHrikU8ZFbGlTfOEJ4NN1G3Kysy/dqgh7Gi+jNxprAfeWuYfO2qM3XnrWdKP3lRPioG/Oq0wyjVy8g23Mgx3p4NPBp4pRS0oopaKKWjvSUopaSikPWgUGozUbVNp67pyfwrbjxU69KnjGOKsovNaMQLEBe/ArsNEtltYJWPUgZqxI2R15qF+wHapY4yR7mkuJEthgnnoTXI6resZ2jBO3sayC248k/Shec54xVhH3Ltb8DQxxkflQh4NPWNz0HWpEg4+YgewqZIgowE/GnMTtB9qTLngD60vkFsd81KtrsHHI7CnpGFGSaYygHnOKlVFJHympSdq8bRn3qAOVf72c1IGJwSc+wp4PGcVCXJb5QakjJBGfxq1CymTrWii9Dn8KmxxipgnyjHOKlXAFOOM5zSg4HvTgc1IrfUGlyc9akU44qXPc4oGDz09KKMc0fjSj2qQZFTr0zT1yec0/tR9TR1pfwpwPPSk79KQ8jHem0dqWimnr71GxxTCKQ9qKcoOKOaMYFNPTij8zR6c0pPvRn1pSfzppY0wkigHNJnPOKD1phHcGm4z1pnOe9RsppvPekwD2phRfpSeVnGDUbIR7/AEqIjBIIpMc89KaRjjPFJ0ORQQOuaibvzTPM28VIsxU5Bx7VMlysgw2M0skCuMjkVTZSr4xkVPbzBHUdCTW1NhwAe4rHuYPKkyvTNOhIJZD0YVy93H5VxInQA1nS8g5zWfP97NV25P8AKomHeq0nKniuavF23je9ItPFOFOpaWiloopaKKKWkopOlFBPFRGomNXtMX5S3qa1kHPtUy1PEePrVuLqpzXR6PaCRvNcfL2zXRWzBxLjoO1RSMTwBxREjSODg1NPcLBFtXk9zXPX1407tgnArJvF8yPcOq9feqAzTgDnnpQ4yvyjJ9KlhSRsB8L6Zq2iInO3J9TTmyWx6dKeFG4Z/KpxygAo8temaPLVQMDJp4QkAnFTbdseD3qu5Ib5u9MDMCcKPxFPMjkgbuvpQ+0ck/N9aiVxzz1p6yHn+VWF+ZSRmq0zYYgHApEmAyCeasW8wD8A1ppctt4FSxznPTr1q2l10yvH1qVLhHOKlBQjrzT1Qt0wadtdfWgHjrTlPvUqnHbpT85FPB5p5HHFHYmm44yKUHBFPHrU0f0qUGng8UdBSjoaXml7ZpKOo/rTG70HkgUvpSZyaaT2FREc0hFHQ0AU7HFHTik/nTevSikPWlzg0hJzS54pKQ80znPWjHFB6UnGKaRzzTaTA7jio8YPSjbntTSo70wjFJk9qbtGeRmmMi/SmNGeoqEgjNJ17VE3QjtUTfKc4GKizg8Z6Uzed2c4q5aXmCENWZ1WRNyfe7is5Swmyeua6J2zGD7VCdsq7SM1RYeROM9M8Vi65Ftug44DCsSbpWdOMjiqzH5qjbmq0neue1JdtypqBelSCnU4UtLS0UdqWiiilHWikopKKQ9KjaoXNa2npsgXir6dKnjz0qdBgDFXbOEz3CRjua7WNFt7dIwMEjmpLFlDyqOv86sRxmR+nQVJLIsSBV4NYd/dFgVBHvisqX7xyahztOeq9DVJ18qU9weRTkjLnLcL6mrChIx8nPuaY3zHIFTwHeNpxnsan8rJ57U8Lk+lOB+X0pwwfrQhJOKmRTzk1KMN3496gmCg8npVUzdhyc/hUbzHOP5UxmOR16U09easRMNp6Gp4pQVODxVSVyZDj6GmIDk5q5bn8K0FbAGOtTLJk471IG7VNEwIxgVOBzyTUqllIIJqZZpBj5qelwOQ6A/Sp0aJuh2/WpRH6MD9KULhuSKcBj3p3WlPQjFC9adsz+dAB7irCrgU8cmn9qO1KB3peuM0etGBSHik/GkANKcgU0j8TSYpGUkZFM2k9BShMcnrS9+tHekPXNNI96QqaTHt+FLtPpmkwfTFLtNGDikIpMcfSmkCm9utGR1pppucUZFGCT14pCKYT7ikPJpCozTduBzTSpyaYV4xTNvNIRk9qiZF57GoniO045qs/Tb3que4z0qJmOOmartKYzknntVi11LLqrNg/wA61PKW62yIQGz+daGdq7Txxios4PFLPGJkz0YViayha2Qnqp5rnJcc/wBaoTDiqTfSomqCTrWHqy4Kt71SU1IKeOlOpRSilooopaKKUUUlBpDSUHpUTVC/JA9TW7briIfSrSfdqaPO7FWYxxkmuj8O2oaRrh/ujpW1K45Zm+gqOxkH2vgn5u1bSgRx56Ac8Vi6hebQVB+bPr0rJfoDnqaryt8xx0piI05IQZx3PQVbFtGI8HDOOh96oyMzHG0jFCr61IE/u8n3pvllSM/pVuF/k2OOT0NPY4J+WoslzjkkVImSSCanV0U++etO80DLMevaoWuDuOO9Rlt3LE/nUTlc/LTN20YpGY7gcVETmTk8GpFkC8ZpVkJHTAp6JlaUgLx6VYR9q5yOasJNt6fnVlX3Ac08E557VOjY5qyr5A5qVT361IucfWnLg9uKkUe9TqT1zinq5GM1KDxmpFPQmlI5pRzTu+R1qRWqUDPSnLx2FSDoKPak6GnZHFG4dqN/HOKaSKT34ozzR7dqMUmKQ8DJ603dkelHekNH86Qnimk4FN3YPFG9if5Ub2x6UhZuuaQufWk3E0c56005pp9aae2OKTJzx0oLHFRlqA9P3DFJu460MQfSmYO7indOvPvTTn1pp5ph45prEnHemMc96iYYNJkio5kWTr1qm9uRyOfpVSVggJPWs6Ziz5PrVdiQ+Rxz1rd0O8ZpNjt939a6JwJF3DrVZzh+lPjfBwehqnrMG6ykPoM1x0nP4VRlGRVFhtYjHFRMRVeSsjVVzDn0rMTpUq08U6lpaKWiiiloope1WtQ0zUNJnWDUrG6s5mXeI7mFo2K5IzhgDjIPPtVSkpMUhqNqjQbp0HvW7GOAKsLwB61NH1q1Epd1QdScV21rGLa1SMcYXmo5Wye3PNTafEfPUgc+/atXVJltoM+351yksvmFi2STzxUZIKpnj1pyW2/5n4X07mpSyqAiKAKb2GTUE0LMN4H1pgjyB2NPC88cAdzT9pOT1x60qxbhzUwCgBTSF1XI4/wqHzSQQAR705ST9KXd2xwKjLAGonl4Ocj2qFW+YHnNPZt3QYxSEkdutVmZg1OWNgNxq2gyoBGcntViIL07UpTPT9ajBHmAcHFWk+Y8H61ZjXlSTVkDOec1ID8o61JG5zgGrCNx1qccYqRB/wDrqUY6VIvI4p3tTxxUyt0p2TTl4p3OaetTJkVKOacR2ppzj2pDnOaTJxRnFNJoJozjnNKBg5p2Mj3qToOetNJxTSPUVGaPamnH0FJntSZpp6U3v/WijmikJpBS00+1Npp602k4ppqPnOaMnIOacGyOtBNJvHanBs96TvSEEcj1phb160z/ADxTT04IzSYB6jNMPB9u1NbpnrUDEICaoTqkhJIwT3rMuYHjGeq+1UmPBNaFh+4Tdgh25rp7C6EqDnmpbmPI3DioVbgc89asMBNZuh/u1wd3GYZmQ9u9Z02DkCqM3UZ5quTUL1n6gm63bHpWJGeKmFPHanCloFLS0UUtFFLVvT9L1DVp2t9Nsbq8mVd5jtoWkYLkDOFBOMkc+9UgqoMKoA9hilpDSU09Kjai2G66UenNbiDAFTKMkVNHWvolv518Cy5VBk108zttI59eKrDcSSa2NIiO5pD9MVU1i5E83lgjCferBkZjJwM9gKuRQCMK8nLdlolk5wBiohy3SnD5SCeaf5uQcCqjoyPnOQelKDuAHNTgbEBPGe9V5LtVO1Tu+lQPdE9cj0qRJVkXB4I/WpFIQcnn0oMp644FN3kj1qJn4zURcH6U9Ou6pjgLnBzVV3JbihT0BFOEnOB3q3Au7JI4qViFIwKa0xIIHWokYBsHrV6LAYehq9GBtBPH1qQH+dOBpyH5xViM81OG9aljbHAqZTntUq5xUgH6U7vTl9alB4pQQaeCetSIctg9anC4OO1PXA4xTjyetJ2oNGM00oRTSp9KNpOOKdtpR0pacCMUEDGTSEcdaiPtTe3pSZphOaTk0mOKMUYo+nWk+tIaTPNGeKQ+lNI5ppGaSkIphB6U0jFMPNM+6e9KXzRnJ4ozjnrS7sc0F+5pN6kf40YBHymmMOOlN78UxuaaeFJNVHyWOeKrSDngVUkYgYx+dVxZpPJuj+U9SPWpHyrkFduOKs2VyYZRg/L0NdJGRPBkdhmqMqlHJ7ZqwkgEZbPQc1zuu2oK/aEHFczKMiqU3TPpVVsGoXFU7obom+lc/HwSPSpxThThTqWilFFLRRRS0jKrjDKCPQiikpDRTTUTVLYDdcE+grZXipVHNTx5rp/D8RS1kmI+8f0q80hOcn2pUYn5QenrW/ZERWbu2PlGc1xz3TPfPkZ8xjxVkxC3IY8sex7U/JbYSeT1phxk9ODQAB260gBZgB+JpwjPJFJsXBDY/wAKqSyiHIAz9KqSXTyZUk1FvPrzTTICev41NE/HTp3qyrDqTTZJDjA5pqk8k9qYUJfrxQqk84FTHbGo96YG3Dk/hTMfNtOKV0wOvNIq4IrSVQqDHTFQM+B1/OovMwTgVYBXKkdT1q4h6EdKnDZGCfx9KejZ7mrC4I5p6j0qdOTVgDpT1zjNTqeP8KlBzxUgJ7U8etOXpUg7UvApc4qVDkj1FTZ+b2qRaeOOaXIzR36U7A9MUbfejaMmkxjpSc0dqOvSkJ4pOaQk4pnTmmE5pCOKbRg0lJSnp9KTvijt702kopSOKYaQ5Hemngn+tIaawph5+tMPWmck0Him7qCaTOKMgj0ppPFJv2jil8zH3uKMhvu1G52Dmot2TUcmMVXdckHNVZYstxz9aYYvKUAHnuadlZfkfr696hMTwtk9PUVtaRdDPlk8j1NXruMA8dDVQNtgkJ9KrbRcWzREZGOK427jMUzxt2NUJOQaptwcVE/vVWYZQ1zv3ZXHvUq08U4dKdRS0tFFLRRS0UlJSUlNbpUT1Z00fOx961161IvXip09a661U2+lxqOCR0pQSVBJPHrU8Wcbh681syEpocuOpGPzrlREISZCMyE8e1SxuZ0Ib7wqUHYVB5phXB3D1pSoOOTiphCSqknAHOKjkuUjyoGT9apPK8nsKRgHi29W7VQkUoTxzUJJJpdg3ZJqdDhutLJkHjOKRWwck80ocEgCrCYMZLHmozKEzTNxY5PSpAp2ErTVyWHGcVY8p8ZK8e9Edud2eB7mrhU7B8w/Kq0sLOch8cVXFuxbO+rC27kZyBWhbQPwCelWRBJg8CnLDIG6cVJtI4waehbgEH1qyoIxipkbJGamXnpUq88VKOvFSL05p6/yqQH0pwNHenA5qSLg1MOT3qVDjFSA5HrS9KBS/wAqXPA65pMnJyKTvR9KO2aTvSUH8ab65pj5zim0h6UmKCelNPrRRRSEYpD09qbkZpc+1J2pufzppNIefwpB0oPtTDyORUbDB9qYwIphpmSKPSnduKQjIx396iZscdabv496afmFRlyp+UkU5LgH5XFOZAwyn4VE2cYNRN6YpNoXJI57VVkO456UxsD5u4pVlDLtcZU0Rl7WYSIcrmulciez3gc4yKzLtitqxAOehqnBKQVOeQf0rF8Q2+y4WdR8r9awJBx7GqT9T7VC3I561A44Nc7KNtzIPenLUgpwp1KKKWilooopaWm0lJSU01E9XtMHyk+9aa+9PTk1ahXdKiD+JgK664OyONM4wKiXJwO3vV6BMBWJAHcVsuAujSuV4HOK42ZzI5amwymJwwPWtbYjbT6ioyQvGOvSnAJGDJMen6VVuLsuu2NsLnGKz2k255HNMaU54ODU0BwMk80k6+bn19qp5CnGOaTG809ThfWnE8fhUZBzjNOXIPXIqQyNjAXJpFjkY5K4+tWY7cZBYmrXloq4Uce9N+UHoAR7UpmQdRznvTozuPPH0FSnnjnNIUOyoGiZW46d6sRgDHXJ561etsZxn6VaLlOAetTJISAeKmXaeDTvlBzgce1TYRgMqDTwkZI61IIl4wfzqVYlHJPNO8sdyaeqY71IFFPK9/50D8KXGDml7U9Ov1qdeKlXjtUmTilHQ8/lQeuBS5PFB5FIe1B7UnPPBoFHrQR2zTelIeKjPJpDSH9aTtQV4NJijBx0pApx0NAUntRsY0FGpPLPSgxnHXmkKe9IUppTjrTdlNKZxQVx3pu0j6U0rjtUT8DjrULHBFIeOP0puetLu460HioW988VE4xz61H5mDihmB5qAn1PFHnNGwKk1OtykgwRzSCPLbgeKSRd59KryR5bpg+tRumExnkfrUI75qSOQAhSMiuh00ZgMfUY4+lUNQPlsIm+63essN5UuCRzSajD9q01lHLKMiuOfpVRxyTmoG6GoXzg1z10Nt2/vQtSCnCnUUtLRRRS0UtLTKKQ0hprVC9aOmj9yK0R0qVKv6cm6+hGP4q6O4OWFOj28cfnWnaQmZwxX5R15rSuG32kkXIypFcYTsYg0hUHB5NaNq2XEZ5yOKluGS1TfJ948AViXFy8sgyxwO1ReYSMZ4JprggetCoABnrUobAqPcdx4NNZNy7sc0zt9e1SKRjkdKiLENkDil2ZbJ4qxHEo5xz70rfe44FWIkJHsKlK4xz16088jFRSBm6dcUxYecscknvV2NFH3eAOOe9KeG5IApwdOopg+cscmkXAJJ9amgbc+CQcVdjO7+lWI0PGSakThvWpFwTVhPugc4qVR2qUexp6gg81IPyqQfWpF6YNPxkUmOcClzg0nQ4xT1GOamU/j9amBwBTwe1LnFL1HvR2HelpD2xSntSc/jScg0o+lHFNP60w9DimfjSUhpQPWlxjrSYo6ccUe9BbtSbsCkLHtSE96CRim8e9JznNJ6Un50hFMIFNPSkJ70w4PUCoSoPXNROhGeaZgg0g6Dilz0zUTttPFQvnrUJAzg0vBFQvjGKiz+dAQl/5mnrctGwUHKirCypJyDyO1NkO0c8j1qizEydOtMkXHf8AWhegArodElyyo3OcioNWjzM/t0NZEoBUN3p8DhuD0I21yN9F5F5LEezHFZ0nXH86gYVE3esC+GLv8KYtSDpThS96WlpaKWiiilozTaSg02mmon6Vq6eMW61dA4qWPg1qaSM6jEe3NbMgZpM5496sW6FpAF5J4rcUCCBI1BJPJpztgDJArmLy32XLrnjORTEQ7gP8irUk8diN3/LQDgelZU1014PNc/OOo9Kgzk0hyOh6VNGpb73pTsDt1pm0/nTkUZyaeRnnGBTHj3fMgyRQqcfNz6U3acnjj0FBUjHapVibjJq1HbkdevepfKVQSWz7VFJIEGeKaLgFef0oEjEgKMD1o3Mxxx+FTxKx5c4p0pXZxmohIFXnpUsUin5zTmdcmhJFjIJ6mrkTgHgjmtGIq+PmHFSLGex6+9SJC34GrCpIvv7Ckwd2akQnNTr6VKv1qRRzT1HNSDvRjvSEH8DSD1FSqCeOtSYxUqnIB71IOSM/jSsOeKaDjpTgaXvmgg5o6AUlFAFB470zvSEUz2J5o6U08nGKcRxRig9vSkxz0pDz2ppoFBPekFB6UlNxxTenc0uecUmR600jNNPOPWmketMYZzUZBXmm4BGMc96jIwaacZ5FRup6ioDnJppPODUbgY4qJj0HNNbO2oSu41ISNmBUMi8E5qFXZWyDgirkN4rjy5MA+vrUcsWCSOR2qDhhjowpwAXjnJrU02Ty5Uy3U4FXr1Fm3KevrXPyrtdkI5FQQsFbjII55rH8QIBfLKOki5rBlFV27896jYc1h6kMXCn2qBakFPFLSilpaKKWiilpKSikppppqF+hrZsR/o6Z9KtjoOKlj6Vp6SMX6ZPODWyeZfUYxWrpkO1Wnbj0q0z/AD5z3qOVySRu5qhfxltki59GqpczpYQK7cyHoKxDNJPMZXJ5qFJfKnyDkHrVlm9MEGlRtw7Z61Mr7T0zQgydxFOBDHBB9KesbSYCg1ZWAKPm5PpQRjIPA7VEVHUU0RneO1OZRu4xxSFtvYZ9anSYqpycj1qN2YjKk4NVmOW6cVLEu7+EAVIdgPH5ilSSMDnqOmKf9oBXAWqc07MeD+FORmYH0oEux+vHpVgy56DnHSotzlvmHep4nfeVYnFaMTjaOoqyh5G0nNWkdsAbj+dWkuJF/iqUXTcBlU5qZJo2xmPB9qnTymxhyD71KsYHR1Ip4UL/ABCngD8aeCCQKcetKvJ5pfK3dPypyIV71Jg4pRn1p4OOtPY5ApuelL04p24dxS7s9qT6UmKCcUZxSYzzSHijbimFcnijYe4pCOaWkHpSYpMMOxNIQT2pNvFAXtSkDHJpvy+tIWXNMLjqKTcDTS4ppYYyKNw9aTr0pppCTik6j0qM/hTBweaa30pjComJGaiJ5pjDPNN2Ejj8qryEKRxzTNxJx29KUgKDt9Ki/i7imycrjPIqmz7CQe9Ql9jgHpVm3vxkJLyB0PpVlo8nzEPXmhQHPTp1qW0k3ahGB0Wta4c7wenFZt9HvXzVHI6mslm2OCBVLXUzZQSY+6Stc5JzzVZumahbrxWPqg/eIaqrUi08dKWlpaWiiilopaK0bvTLC3tnlh8Q6ddyLjEEMN0rvz2LwqvvyR09eKzKQ00001DIeK27Mf6Ov0qyOTUyDpWnpfGoRGtyKIyXAUetbb/uo1iXjA5qvxtLHoOlM5Le1TPsis3eTAHUfWuIuJpLu5Z5D34HYUFgvGeSKrY3VZtzkeWw+hqfZsGKOSQM8+9ToGbAUZPoKtRQbOXOT6VMCCvAC0vJ4A4qNlJ9TTkAx6E01sKuO/qKrt8vIPJ/Smqe/epwu2PLDr0zTDIuOeahe4QghcU1ZnZCOAKjDs2Rkmnqx5z+VShtoyc/SomZcY6H1oL7R8vSoixbpViEliAatAYyfSlD45HarUUyso55HUVegYv0NWk45qwOQKsIAQKmRM1IODUijpUikg1KjZPFSqwxxThzTxx3qQHPAp69Bmn478Uqr6UEYbFKRlelR5IOKXJpwOetAOOtLk+tJmlHPWnYpVXigjJoIwOhpueaaTz1opOgzTW4phY54pC7etBdvxppc0hY4600HvSHrTT7GmmkzjvTW6UzdgUmeOKXdRuHWk3dBRkEH1pvYkGoiSG5pN3OeKYT2pjAg8HNQkc0bc0zcB8tMkUMORmoGiA+6aYc8A5BqNuGx6VGxOMA1TmBBOaozNjBzUSuT3q9aX7QsI5ASlaz48kOn8XNNsBi73EdBWq7Fo+T9KgBPKNjBrKvIPKk4Hvn2qhqYEmj7u6uDmuYk4U4qqeKhasnVBwp96pJUopwp1KKWilopaKKK07TTLC4tklm8Q6faSNnMM0N0zrz3KQsvPXgnr68Vl0UhpppjVFJyK3bXiBfpVjpU8fartm2y7ibPRq6zTo8zSzMOEqZ5csSDkmjd8nHT0qW1jDgs3CjqayNTvvPn8tCQi8Csa+iEbiQdG/nVHPzHNRp874qfcE5qYTb1Cn1qURMxBJ4rQt8KNoGOKlbB6fjTYzlsbakZuSB3p3Cpzg03cPWonYkYA+tV2GCcnimM4UDAyKV5JZIwdp9uKhaOVmOEOaaLWdjgLUy2MvQ9KljsTxljU32IYDc5pptCT6UfYlz0zmlNttA+UYPHFOFkvp+lWEsxwwFSSWgZcgYIqubFs53YpyWUytkHp1q/aQurHPrWrHbnvUwjCDA71LGACOlT9sgUqjNSAc+9PA6VIuRUininipRjPFOAyfaninjPHTmpV6ZoJz6UdqYwqPoKUHind+tLn1owSMfrSge1OFPB+XGaQ5FNz6mmnnNJ3pPWm00nimHNJnijtSHk9KSmng+lH+FNphppzSH0zUZpOnHem7venA9eaQkAZpuRnI4zRu+lIx445qPqMU0nFN3Ejp0FRNxz3pm485pjc896cAACcnNRkYzxUDZ5NRvGCOCfoarMSpweDUM2GXPTFZcxzuXtUSDBwTzUvyn5uuO9S2erbZ/Lc/u+g9q6a0jBjaVejDipeeRUJG8HqCDUVwgntyehWsa9wdHlGOhrl36c1Tfg4FRN0zWZqgzFn3rPTpUopwpwpRS0tFFLRRS0lJRTTSGmNUL1v2/ES/Sp/rU8YHGaso21lPoRXdKFgskH8TAE4qsqkknnPSpNpOxQfmJp2r3Is7RYE4duDXLs3GT3PNJJ/pEZQ/h7Gs/YQ5B4IpowmPWkIZ5MDJ5q2iLHgjlvWrsWGGWqVM8+1SD5TxQD15/Kn8cY+9TlSR2wFOPWpRZsVG5qU2g9c0NZKwwVHFNFsAR8vT2qb7MAmCOTQLYDtUhh46Cnx25zkjin+QBnpTPKJBJ6UvkDHTn1pDbj/69KlruXmnrb8jK1KY9vAxxTShPGOKQxA9jT1QL0z6VYSPC8VbhPy0uDu5H4VKo9RUyjIp2MGnjr7U7nFOBPtT0ODzUobtUikY61IvtUqgEA9KcABzT88YoGSacB60mBSbVNAjXFL5fPWl8setLgZ4H40gHtR26cUA07600rxwaa3y4AH403mmmkJ60w/Wm4o/Gim0h46Uw59KO9NJpueMUhPNNNNYfLUROKjzzTwwGaaT6U0Gl4HOabu7ConOOKZvx1FOEgzimOdx6UwkrTCCecYpR057U1iQfaoZODUZz0qN0DJ8y1VlQ4OOgrHumCMQBzmoOX57015MLsH41X6MTXXaLd+VBHbSnqOpNazJtPHQ/rVOXMbHniljcFiM5z1rJ1mPyLCYEYB6fnXJP71Ul+8DUJ71nakMwGsxOlTCnU4dKWlpaBS0lLRS0lIaQ0U00xqibqPrW/b/6tamHvU6cgdKvWUXn3kads5NdnK+62jYDtg1AOenFX7RQimZuijiuY1G5+0XrMfujpmqbvuIA6DpTN2JQB0zSXcXz+Yoxkc1VijLnLDA9alwoOFGKkRcDJ/PNTCbbx2qcMHHFOXc7AIDVqO2dupPrwK0YrQIATwMVKVCHgdKVEOMHjNOEWWpWTtk00R89KXy807yMjkYHvTxABx1NSiLgU0xDPFAixnjNOEQHOPwoES9AOtPEY6YppXGf0qLyyTmnhOKNg6kc0gTJqZBgYxUkX3uKnwOM1IV4z6U9QcVIAKdt705elKOtOAx0p4qQdRzTxnvU8Z4Ip3bNOHSpAeaBR9KTPPWlBPFLmgdqX60fTrR9aSkxg0CmPxTMnuab29qQnmkpM0UnWkpD+tMIx60lBGBTMHFIRx2pvfvTfz4qJwR+NRk4ppOaQsOxo3A00tnjFGeKY5zURbtUTEDvijzCBmlEoZOOtKHz14puSG56U1+R7VGy96jIyc012BGKrSyrH1rMvrbzl8yMgN6VmbvJzvBDVCrF2YnmpbaHzbhQRx1NaYl2y5BOR0PpXT6ddC8twp++v61HdoRuP6VVjYq3J57VF4iTfohcfeBGa4l+lVZh/Oq7dao34zA30rKSphThThS0tLRRRS0UUUlJSUhphqJvvKPet+H7i1OOlTpwtbOiR5eWb0GAa3bZy9swJyQcipUXMgAPJNWNSlFrp7AcccHNcez5JPU980hwwwKYuQR696vwQeZGRL0I4BPNUiNshBHTjFIse7J6fWkLBRyelOGXOEUnNXILRgQWySe3ati3gBxtGD3q6sarjpmn5PU0iqSefrUoX1pyp3pRGc5wAaXysUvljNOK8YPT0o2n1/CpQuQeKTbjtxS7R3oAx2o2ZOTTyp4I/OoynzGlMRxx1oKjGKBFk9qXy8Ng4+tIUOeKeikHmptuecYp+D1p4p4PQU8Akc0AYpQAD1qQc/WngcU8e5pwyPepYyAOOPWnjnvTwfWnA07tQelJQOOKXGR3xRSnqKPwoP5UUnam8gdeaYxJpuMc0nemmkpe9IeDTT+lJ2pDwaSkPWkNJTSvQ00jAppHOKYy5zUDKQaY3FMbApoODSb80bvxpC/PWoWPzZ/SoZztNM8zPWm78HNP8zNKJscH8qmG11/pUckZA9fpVaRwBVYyDnJ5rOlkZ3znjNSI+U+Y8DvWZdosz4PHPBqlIjwfKwwe1aNmpS1L4+Zv5UAndnNaGl3bW10uTgGulv4w8SSqPlYc1jhvn981Lf4l08Qn+LiuEkUxyOh6g4qrJ6VVbjtVS7H7lh7VkR1KtPFPFFKKWiiloooopKQ0lIajao/+Wij3rfh4UVOnJqdema6DTlMWmBsfM5zV6yk2SgE4B4NadvH8+89AeBVDxLPtSOIdTya5vknINKzHGPerEEPHmSAj0HrV3JbH06ZqvcxBovMUfMvBqmc5Gc57VJDaPM2WBIz09a1YbVUICqB7VejtxyTVhVwCRwKep/OpoxkDIp2OeB9aeFz9akUfLg04LTtoApfLwOKNp7jBpVXn60/bxSkfSk2j3z6UoXjpxSqtOKk5pmwdetGPal2inBTikKnvQF65pAMEd6souU478Um2nYpQPyqRcmnlaQCnhaeOtKKeKkU5qUHFKDxTuKcM0vuKaTRnjp1peQKUcDNLRR7daT26UnQ0jelRt6UhHPrTTk9DSUd6MjvSHpTeKQ80nek703rRxTT1pDSGkNNxjtTWANRNFkVG8J6nmoGjPoajPHJpu7ng0hbrUTVA7YHrUW/5cdPwqMufXinK2e9BfmpVmII2nrUomB4J/Cq0qgkk8Cs+4l2tgVA43EHoMU0upUKp4qrOpDA5+lMiQXEgST7o6n0qZ1aJ9v8ACOB9KaxwvbmhGww9c9a7SzlFzpagnJx+tY7hkmYd1PQ0XEnzRpxnqa5bWYvKvSegcZ/GsmQfrVU+/aqtyP3RrHSpVp4p1LS0tFFFFLRRSUhpKaaY1MX/AFqfWt2LoOasKanXpx1rpgojhii6BVGacowyHuDW9EQ7pjoa5/xNJm/C+gArFDgDHFWbeLewdx8gP5mp2fOAMgdhU8YGAx59qFJclQMg05dP2SbiMg9KuLAQcYxVtECLjH504Z9OD3pwDA4qQAdqmUfKMCngHvUiqMdalAyOlOC85pwXnpTsZoC89OacFwPenAYXGKQrzQAPrS7eM04LzzS7eBTdoz0o2il25wMU7Zx70m09waPLOeBSeUTg4IqwiMVxilMJ9KURNjpS+W2elOWN+mKfsPpxRsOaXbgc0uPbmlApw/WpF6/hTxwKep7U/wDCl7UtN7+9JmgcU8Eml75o4FB6cGkPQjjNJ/nNNbgUz1pKMUmBikINHGaZSfWm0nSlz6031oI6YpMe1JtPp+FHlscUeUcdaPJ98UnlCkMIx1pDCpHemmBTTGtY2zkVA1gh6EjNQNpxH3Wz9agezmUnGDVSW3lUcofeqbgpkEGoTIADxQJcH2xRvGad5g9aPNPrUU91tGSRj3qjLKJDlTle9NaQlVVckUxeGp8i5X7vBpsSmJMN1brUpxJGI27dDVJ0eNjG3UUK4LZxjFdXoMu62dD2OaS9iBmDj+Ksq7kJuTjHy8cVm69Hvt4pgO+DXPOMjjtVWTg8VVuB+6NYqdamFPFOFKKWlooopaKKKQ0lJTTTGpif69PrW7F0FWEHIq3bLvuI16jcK6F/mm4z6YqSNS0vPStnTXDnZj7p4Nc34ibOryY7YrPtkM0oHUDr7VemYDaiAhRSLzgY5q5GvmuoAAxV+G2Eb8DOf1q8tvuXbjnt7UjxiMYA+bHNQ7STk08DjrzUininKhJqwF4Hc05R6mpVXPpUgFSBaXbwMU7bTsAUBfrTgo4NG0UoUDoKcF46UojJxTvLxxzS+WPSjaCelKEFKFpdoBpGXHakHWpl7U8jJpvPSlG6njvk0ufajqKQijGfpQV7ilHXpntT0HepMcClx9acp6ZzT/5UvXtSEA9TSYHNLtFKBjFLwD3o6UMcDim0UhGR0qPoaSl9KTtS4yKaU9KTYT3o8vJpPLFIYj2o8o+tHlUbADijGOMUnQUlJ1zRSY70lJjAFJSGm9aQjJppUVE8SkVVmtUYHIHNZ8thH/dqnJp6qx2kiqr2rqeDmoSjr95Tmo5ZljA6e9Zs0/mkkfdqsLjOFQ8Vctm34z1qZ4yGyB9Ku20YdcuOFqG5Uhs4+tQM2UAx705lFzEF/jA4PrVEq8bkMOnauk0B/nK88qauTAEtuONvNc3I+HYkHknNNvVE+kvj+HmuaIwKqycMaqz/AOrP0rFXqfrUop4p1LTqKKKWiiiirN+lgk4GnT3U8O35murdYWDc8BVkcYxjnPrx61KQ000xqbH/AK9PrW3F90VYjGa09MXdexnj5ctWwrZlzmp4uXNaOmSBblOa5/X1J1ibAzk02NRbwbFGWPLc01fm5FSxxmRwMkk1u2lsqhVA/HvWgkOW4X2qcAIMDqe9RyR5GaquArYAoUE8kVKqjNSgcjinqDzxg1Mq9wMU8LTwOelSgcdKXHanbeuacB7ClAznNOx9aUR04IB2p+OKXbkUu00oUY5pSvagLRj+dAGKD2ppXmnrnA4qXGfSm7OelLsHrikA/Klx0pQKcBSEU5R+VKFBPvTgvAx0p4UelKFzzQFxinZpVbjFLnPYUwnFNJpytxTt30o3HNFLjjpRt5zQRkdqZgelJtGBjmgjn3oApOnFHajNA5o6UZ9KQ80lKelN49uKQgUmBxxSECmleKNp9aaR+VIRTSPyoI4pp+lIc9uKaaaaYRmq8kfFVJI+1VZIec1VmUAYIGaxbxPObCjArNmhZE2rn3qqgO8DHGatxttb5TV63mMrBH6k8GtqOIeVtBGPaqtxDtBzz7Vn7CGwRxTQ/lNwelJcJ5v71evcVraAT5v4Grd+5SNiRndxxWBOCGJHIp8Xz2sqbcArXLNwT7cVWkHPFVJx8h+lYq/eP1qVaeKcKdRS0UtJRRRVqxSwecjUbi7gh2/K1rbrMxbI4KtIgxjPOfTjnis3WmmkNNNMamR/8fCfWtyP7oqxH1rW0of6Q5HUIa0o2y/AGB3qeInYTmr9k22VTx7VnanHi9kuGHfAHvWcWLLyR15NSQDc4C5rZtLTaRWxDEQBVnG3nH60Y5yaCM9uarzRZOcVGq8Hng1Mo6VIBzUqjpUoHpTlHanj6U4D16U4cjpT8dKdtOKeE9aeEHpTgoxjijHSlK07HqKBzSgcdOlGPSlIyc45oA60Y96Co79KPlA7UqhRjnipfkxwaTC+tGORijbSfhS/1py0EcZpB0pwHvUicDNODevFPAHrSMCOKMD0pMEGjP4UHpTOnSlBxTs5zQB/kU7HtT1HBJpM8nim7sd6Run1poo70Uho4o7UnOaCKTFHeiikIpMUd6TFJ3FIRSHjik6ZphGaQqR3pppp/WkI4phppqKT61WbvVWV9ozWdcMZDjtVY24PTg1TuLU5OQPyqi9n1YdartEwYdcjvVy24QE/eNalvceUFQ5+tTzJv57EVnXC7SD2FVT8x5HWnRZR8HkdMVr6PF5c7sPu4yDRqbZkCg8YyayJWwOcD60tmSSy542muanG2WQejGqj/rVWcYRqxB94/Wph0pwpwpaUUtAopaKKSloam0hpppjUyP8A16/WtuLoKsx+/atbS/8AWS+yjpV6Lhm9KsocRqKu2oLSAcdc1V11tt3gcKQO1ZHVvatKxgOQT941v28XAB61fVNoH0pS3zcYzS+nNL+tDIGU4qvsxUiLxUqr7VIo/lTwOeRT1HNPAzzj8qcB6inBakVPX8KkC4p2OKcAaUClAAopexNHJPFLjmikJx06Um49aTJPHajGaNvNPA4pxGaToaO9L0pecdaAe1OHpRnIpVHPHWnCnjpTgOop4UAClfk0mD0pdue1IVOenFNwfejB9KNval28dadjnAox3py4Ax1pCvB6UzHNIe1J74oHX0oHSkOe1JSgdj6d6TIzRkUZGetJwe/FAoIpM470UdaTtjFJ6UlJ+VJj2pMfnTcUmKYV70wjApp5PFMPvUMh4JzVGaUKODmqUhLnk9+lRFc9OtRlSDweRTWBI5qnNESeOntVcWxc8jinG3CkMvAoJJIB6+tX7Z9ybW9ODUM8WFYNzVAsVGz9ajX7/Wum0lQ1pI3cDisq4k3u7EHrWdM25iBRaHEoHTtXP3QxdTDH8Rqm3Wqtx/q2rDU8n61MtOFOFLS0UtFFFFLR2oboKbSU00xulMj/AOPhPrW3F92rKVq6T/rJR1+WtBPlRmA56c1MDu2g4rTtl8u3Z/4mHFZ+uqXiikHTbjNZ9nF57Bz90dcV0NrEq4bHPYVqRLt+Zup5qUtuOB0pVAyPWngflTgKXrUTLzkCnAdzUgH51Iq8Zp4zx3NPC9MmlA4qQIScmpAvAAp4HPenU4DinY9aMelKM5pRmjHFKOnWk79aTtSEUuAexxS4pQvenBAMmlo57UEZ6Ug+lBAyaTBxSCl5pRxTwx644qRWU8MKlKAehpVXuTT+gpMetHFL04ozR7UhFGMUCgdaXjil/Kkz8vIpCAaQhQMk/hUZcHgCm7qXP5Um7FJk/jSGj6UnX60UfXikoyfXijNGfejNGc0Uh9aQ80Uh5pP1FIRk0wjt6U01GVpjcdRVGeXggVSK5JphX2ppQAZ7nrUbqAOKZ5ZI9qT7Pmnm2CrjrVWSPjYBgdarNb4NPTIGBwRUkn72PH8Q61nSR5cn86gx8/TGT6109hmLTcjGWNZeoL5bll6MKyJCN2DT7Vf3vWsC6/4+JfdjVNjzxVW54ibNYSdanXpTxSilopaWiijvS0UUH7tMNIaQ0xqZHxOn1rbi+7VlOa1NMOJnHqtaZGBj1OangQyzqi1qzELHgfSqVzELq02YztNVrCDyXxt4zjmughiCfMelPMuTgdjU8Y6HFTEDtSjvmlApSAaay8inYHSngcVIBTgKeq56dKlVcfhT8d6eB2HQU4ClwfSnd6OfXNL6cUtA5OaUDAGaMHNGOOlGBS7eaUDtRx+NKOtLRilxxSCjHFJgGk9R2NA/Cl6dqMc07ilFTqeMelOzS96XtS0dTRxz/Kk7UnOKKUGl/nRSE/Sim8896Y5560zHPSl7dKO9IOmKMYoIzSUnrxR2pO1BpKPak7UZxRmjvQTkYpM8CgnHekz6UZzScGmkU00xqhlOBiqMqHtVcjnmmH/JpuDQQCKaq5NSqmKQpx0qvJFUMke1aqMCrZHHPamGUo4bFMuEDDep4PaqqxZmBIwBzW+HCQoueMVWvYfOtHA6ryK55zz7+lS2x2sSfrXO3BzK59STVVuTVW7/ANS1YSdKmBp4p1LS0UtLSUtJS5opT900w0lNNMbio0/1y/WtyEcA+1Wo6v6cStyvP3uK2pBtKDvV6yTZG856nhanU7guelW4IVCkY4YVAlvtnJxwO1TtOABH3FOjB496uRcLipSeKUetOHTinAAnBHNKV6Uqj2p4XJqQDinKp79KkAzUgWnAcU4LS9aUClAxTqBS9frS9AP1petJjk5pf5UtFHIwKWjNL3oAGevWlx70YpDSGm0Dr707BpQPSgU5Rzz1qQZ//XUg6dqXnmlxkUuKM5NHUc0mfalxxSAUe9HfA70HOOtA6+1IabkjNNNNoyO9IPeiig/nRSUlJRSUcZopM0nsKAcUZ4opM89KTjik6UU00hpCOOlVZBzmoGqJkDD0qIxnPNMOKbtx2p8aZzUhUY5ppX3qGRfaoJl+XNUpF5qnLndz1p9qQ5MR79KcluVkC9Tn9Ktu+UweKZG+QVNYd3GYbhlHQnNNjO2N29FJrnpM9fWqzdTVS84gb6Vhx9KmWnCnU4UtLRRS0lLSUtL2NRmimmmNUY4mX61uQ/dFWlq5anE8Z9DW+43SIqjJOK0pNsYWIdhziljILAVegHPGRU10iwwebjt+tYsb7pN3NakHKjrVuP2qXtSg9qcOakA4pxG4UKOBTx6CplXGD1p6jmnqO1OAwadTuvFL+FLS9RS4FHtijNKaXPtRil78UtHWj2ozR/KjvThSgUYwKQ9KQ02lx60valHSlwacvHenj86cM560/npS9PpR2xmj39aPSj/GjPFHcCk79eKPzoz6daMUh6Uw8UhNNo6jjijPtSE+lB5FHeko9qSik60n0o79KQnpQRzRikpp4o6CkoxSUme1HFJk/WkI4qBhk1C44qMrxTCPaomjz0pu3nH6VIoNKR61EevvTCAScioJuhxVOT+dUpF9ulQJlZA3QDnNbMarNB9pHUjaagYHy/qagLFW4657VS1VCdjr64PtWfM+yxlPcjFYUnIx6VXNU7w/6O/0rEj6VMKeKUU6lpaKKKWiiil/iphptIaY1Rf8tF+tb0H3RVkDmrUPUH3rp7BRJdRtjgLmp5HzK3HfFSIOeAc1p2ce9lHqc0/UXEimFT0rJiiwwrQjxtGKtRtx0/Kpfzp4FPAxT196eoFKFz1HFSqMdKkC4p4U5pyjt2p1OFL34zS9qXHFLjAFL+uaOopQOaAM0uMmj1o706jFFGO9LjOe/vRj60ClHX2petIRSEdKbSgZPNLilxxS0uDjjFOFPWnjOO1LRR24oJooFJ60YpKX/PSkpGI7U08im/hSUD6UYpP8mjjFHekoNFIaQZoxRimnrR2pMdaDSGk600ignkY9aWkGKTI7UlNPYGo3HtURX8qYR+tMKcZzTNvNIFBI68UFcGmnjimNwajIGD1qB+RiqsgzzVN1JqB1LEItadgwRhbnG1h+tLdxbOP5VQLYxjr702ZfPtXXqw5rBv2226R9Cxyax5eMkVW7VUvf+Pdh7ViR9BUop4pwpRS0tLS0UUlLRVq+u4ry4SSLT7SyULt8u1MpUnJ5PmO5z2644HHrTbrSGmmmHpUTHDL9a37YfuwasDirMI4rqdI5t2lPptzUwwDk45qaMdgOtbNpiCCSU8YHFZ6MXcsTkscmlZAGPHWpU/SrEY9anpwGTUij0FPA/OpVTv8AlUgUn2p4HHQU8DrTgKd06ClAGaUc07oKBS0c0tKB604fSgdKUdBS0Y45pefzpB+VLjijtxS4o/SgD1pwAz0oxzSHpjuaQ0cHk0AEn0FLjHSlH1o/rS05RzxT8U4c9Mc0UtHpQPpS/U0ZWj2FIcge1JSdKQmko6jFMPXFIc0HgUlHQ0dqM0lHakNFGOlJ7UHv60nGaSjtSc0h+tJSHFIelN70Z96Mmg0maYwyOKjI7Uwj6U0gHIpmMUm2kOcmmMnftUZ74qImq0hwSe1QNk1WlO0Ejk0lvF1cigkpKrjqCOlad7+8hjlHSsaUc57UtvgybScA8VzeqkfbnjzxH8tZc/A4qqaqXv8AqG+lYsfQVKtSClpadRS0tFFFFWbG7is5zJLp9pfKV2+XdGUKDkcjy3Q54x1xyePSv0Apr/eNNppprVA/augtOYAfarA6gmrUHb1zXT6Z8tiAe5JNSrjJJFWIASwAHU1qTMEstgz6GqcfA71PtLIPWlQVYjHOasKO9OUc09cY6cVKiZ5PFTAEj2p4Ax0NOC/nTgtO9qcMYpRnPFKP5UDpR+lL/KnUopQMil9uopce2KUUU7GaSlowO9LjmjFA/wA8Uo9KXtxRSH6UnSgClC85pcfrQB+lGD+NOpwGMGnkUY/nSe1IetAYjHNLuoz0puaMn1pS1NyfWlFKBmkxS00jNNKkcYoxzSYxR34pKKT8aO9HNJ2opKKT8KO1J3pDzSHrSH1pDSU00nakPHWk6UZoPSmMMCmEY4xTcU3BNG3jrTSvXj3qM8VG69x+NVmzioXGQartx9arbC759KsFdq7R261DLwo9au27CWwKsay5sBmXuKZG+07yMba53Vf+P5n/AOenzVlTE81WbocVUvObdh7Vix1MtPFLThQKXvS0tFFFFFH8IpH602mmmt1qCTpW/ZHNqtWh15q1B2xXS2o220Q4GVqZMEkHk1ctF+fPWrtwT9lUHqW6ioEHI4qzGKULtYY6dqlQc89OlWF9KVR1qZF6HtUwqQDjjpT1AHSnY7GnDrzTuB/SgdOetLmlz2opR6YpwoHWnCl70d/SlA4pegpaB2zS/hRS/Sg0HNL2pRzS7eKXGKCoxRsFKFAP0oFGB+HtS9qMAYpfanj1pe9G2kOPwph96Tt1o9RR1HFJ3ooz60ZPpSj0PSlA7U4LwKMDpSEAgEE0wjnrSUDrQaTHrRgEUYFIVFNx3o6GkNA60nUUdO9J9OlJ7UnFJ36Uh6UlIeaT+VNozTSABSHpikzRnmkphFJtHTJoI4pp6ciomWoyCDUEqdWqs3XFQSL7URRbeTRIO/pVeUEip7Jv3MwPY9qp3QxKSBgGqc7eXbsO7HisbUxuEL+2KyJRz74qoaqXn+pasWOp1p4pR0p1LRS0tFFFFFf/2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(file_name) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "\n",
    "with open(file_name, 'rb') as f:\n",
    "    payload = f.read()\n",
    "    payload = bytearray(payload)\n",
    "response = runtime.invoke_endpoint(EndpointName=endpoint_name, \n",
    "                                   ContentType='application/x-image', \n",
    "                                   Body=payload)\n",
    "result = response['Body'].read()\n",
    "# result will be in json format and convert it to ndarray\n",
    "result = json.loads(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.3227519690990448, 0.6772480010986328]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Result: label - pneumonia, probability - 0.6772480010986328\n"
     ]
    }
   ],
   "source": [
    "index = np.argmax(result)\n",
    "object_categories = ['normal','pneumonia']\n",
    "print(\"Result: label - \" + object_categories[index] + \", probability - \" + str(result[index]))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "conda_python3",
   "language": "python",
   "name": "conda_python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}