Densenet.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 91,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/files.js": {
       "data": "Ly8gQ29weXJpZ2h0IDIwMTcgR29vZ2xlIExMQwovLwovLyBMaWNlbnNlZCB1bmRlciB0aGUgQXBhY2hlIExpY2Vuc2UsIFZlcnNpb24gMi4wICh0aGUgIkxpY2Vuc2UiKTsKLy8geW91IG1heSBub3QgdXNlIHRoaXMgZmlsZSBleGNlcHQgaW4gY29tcGxpYW5jZSB3aXRoIHRoZSBMaWNlbnNlLgovLyBZb3UgbWF5IG9idGFpbiBhIGNvcHkgb2YgdGhlIExpY2Vuc2UgYXQKLy8KLy8gICAgICBodHRwOi8vd3d3LmFwYWNoZS5vcmcvbGljZW5zZXMvTElDRU5TRS0yLjAKLy8KLy8gVW5sZXNzIHJlcXVpcmVkIGJ5IGFwcGxpY2FibGUgbGF3IG9yIGFncmVlZCB0byBpbiB3cml0aW5nLCBzb2Z0d2FyZQovLyBkaXN0cmlidXRlZCB1bmRlciB0aGUgTGljZW5zZSBpcyBkaXN0cmlidXRlZCBvbiBhbiAiQVMgSVMiIEJBU0lTLAovLyBXSVRIT1VUIFdBUlJBTlRJRVMgT1IgQ09ORElUSU9OUyBPRiBBTlkgS0lORCwgZWl0aGVyIGV4cHJlc3Mgb3IgaW1wbGllZC4KLy8gU2VlIHRoZSBMaWNlbnNlIGZvciB0aGUgc3BlY2lmaWMgbGFuZ3VhZ2UgZ292ZXJuaW5nIHBlcm1pc3Npb25zIGFuZAovLyBsaW1pdGF0aW9ucyB1bmRlciB0aGUgTGljZW5zZS4KCi8qKgogKiBAZmlsZW92ZXJ2aWV3IEhlbHBlcnMgZm9yIGdvb2dsZS5jb2xhYiBQeXRob24gbW9kdWxlLgogKi8KKGZ1bmN0aW9uKHNjb3BlKSB7CmZ1bmN0aW9uIHNwYW4odGV4dCwgc3R5bGVBdHRyaWJ1dGVzID0ge30pIHsKICBjb25zdCBlbGVtZW50ID0gZG9jdW1lbnQuY3JlYXRlRWxlbWVudCgnc3BhbicpOwogIGVsZW1lbnQudGV4dENvbnRlbnQgPSB0ZXh0OwogIGZvciAoY29uc3Qga2V5IG9mIE9iamVjdC5rZXlzKHN0eWxlQXR0cmlidXRlcykpIHsKICAgIGVsZW1lbnQuc3R5bGVba2V5XSA9IHN0eWxlQXR0cmlidXRlc1trZXldOwogIH0KICByZXR1cm4gZWxlbWVudDsKfQoKLy8gTWF4IG51bWJlciBvZiBieXRlcyB3aGljaCB3aWxsIGJlIHVwbG9hZGVkIGF0IGEgdGltZS4KY29uc3QgTUFYX1BBWUxPQURfU0laRSA9IDEwMCAqIDEwMjQ7Ci8vIE1heCBhbW91bnQgb2YgdGltZSB0byBibG9jayB3YWl0aW5nIGZvciB0aGUgdXNlci4KY29uc3QgRklMRV9DSEFOR0VfVElNRU9VVF9NUyA9IDMwICogMTAwMDsKCmZ1bmN0aW9uIF91cGxvYWRGaWxlcyhpbnB1dElkLCBvdXRwdXRJZCkgewogIGNvbnN0IHN0ZXBzID0gdXBsb2FkRmlsZXNTdGVwKGlucHV0SWQsIG91dHB1dElkKTsKICBjb25zdCBvdXRwdXRFbGVtZW50ID0gZG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQob3V0cHV0SWQpOwogIC8vIENhY2hlIHN0ZXBzIG9uIHRoZSBvdXRwdXRFbGVtZW50IHRvIG1ha2UgaXQgYXZhaWxhYmxlIGZvciB0aGUgbmV4dCBjYWxsCiAgLy8gdG8gdXBsb2FkRmlsZXNDb250aW51ZSBmcm9tIFB5dGhvbi4KICBvdXRwdXRFbGVtZW50LnN0ZXBzID0gc3RlcHM7CgogIHJldHVybiBfdXBsb2FkRmlsZXNDb250aW51ZShvdXRwdXRJZCk7Cn0KCi8vIFRoaXMgaXMgcm91Z2hseSBhbiBhc3luYyBnZW5lcmF0b3IgKG5vdCBzdXBwb3J0ZWQgaW4gdGhlIGJyb3dzZXIgeWV0KSwKLy8gd2hlcmUgdGhlcmUgYXJlIG11bHRpcGxlIGFzeW5jaHJvbm91cyBzdGVwcyBhbmQgdGhlIFB5dGhvbiBzaWRlIGlzIGdvaW5nCi8vIHRvIHBvbGwgZm9yIGNvbXBsZXRpb24gb2YgZWFjaCBzdGVwLgovLyBUaGlzIHVzZXMgYSBQcm9taXNlIHRvIGJsb2NrIHRoZSBweXRob24gc2lkZSBvbiBjb21wbGV0aW9uIG9mIGVhY2ggc3RlcCwKLy8gdGhlbiBwYXNzZXMgdGhlIHJlc3VsdCBvZiB0aGUgcHJldmlvdXMgc3RlcCBhcyB0aGUgaW5wdXQgdG8gdGhlIG5leHQgc3RlcC4KZnVuY3Rpb24gX3VwbG9hZEZpbGVzQ29udGludWUob3V0cHV0SWQpIHsKICBjb25zdCBvdXRwdXRFbGVtZW50ID0gZG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQob3V0cHV0SWQpOwogIGNvbnN0IHN0ZXBzID0gb3V0cHV0RWxlbWVudC5zdGVwczsKCiAgY29uc3QgbmV4dCA9IHN0ZXBzLm5leHQob3V0cHV0RWxlbWVudC5sYXN0UHJvbWlzZVZhbHVlKTsKICByZXR1cm4gUHJvbWlzZS5yZXNvbHZlKG5leHQudmFsdWUucHJvbWlzZSkudGhlbigodmFsdWUpID0+IHsKICAgIC8vIENhY2hlIHRoZSBsYXN0IHByb21pc2UgdmFsdWUgdG8gbWFrZSBpdCBhdmFpbGFibGUgdG8gdGhlIG5leHQKICAgIC8vIHN0ZXAgb2YgdGhlIGdlbmVyYXRvci4KICAgIG91dHB1dEVsZW1lbnQubGFzdFByb21pc2VWYWx1ZSA9IHZhbHVlOwogICAgcmV0dXJuIG5leHQudmFsdWUucmVzcG9uc2U7CiAgfSk7Cn0KCi8qKgogKiBHZW5lcmF0b3IgZnVuY3Rpb24gd2hpY2ggaXMgY2FsbGVkIGJldHdlZW4gZWFjaCBhc3luYyBzdGVwIG9mIHRoZSB1cGxvYWQKICogcHJvY2Vzcy4KICogQHBhcmFtIHtzdHJpbmd9IGlucHV0SWQgRWxlbWVudCBJRCBvZiB0aGUgaW5wdXQgZmlsZSBwaWNrZXIgZWxlbWVudC4KICogQHBhcmFtIHtzdHJpbmd9IG91dHB1dElkIEVsZW1lbnQgSUQgb2YgdGhlIG91dHB1dCBkaXNwbGF5LgogKiBAcmV0dXJuIHshSXRlcmFibGU8IU9iamVjdD59IEl0ZXJhYmxlIG9mIG5leHQgc3RlcHMuCiAqLwpmdW5jdGlvbiogdXBsb2FkRmlsZXNTdGVwKGlucHV0SWQsIG91dHB1dElkKSB7CiAgY29uc3QgaW5wdXRFbGVtZW50ID0gZG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQoaW5wdXRJZCk7CiAgaW5wdXRFbGVtZW50LmRpc2FibGVkID0gZmFsc2U7CgogIGNvbnN0IG91dHB1dEVsZW1lbnQgPSBkb2N1bWVudC5nZXRFbGVtZW50QnlJZChvdXRwdXRJZCk7CiAgb3V0cHV0RWxlbWVudC5pbm5lckhUTUwgPSAnJzsKCiAgY29uc3QgcGlja2VkUHJvbWlzZSA9IG5ldyBQcm9taXNlKChyZXNvbHZlKSA9PiB7CiAgICBpbnB1dEVsZW1lbnQuYWRkRXZlbnRMaXN0ZW5lcignY2hhbmdlJywgKGUpID0+IHsKICAgICAgcmVzb2x2ZShlLnRhcmdldC5maWxlcyk7CiAgICB9KTsKICB9KTsKCiAgY29uc3QgY2FuY2VsID0gZG9jdW1lbnQuY3JlYXRlRWxlbWVudCgnYnV0dG9uJyk7CiAgaW5wdXRFbGVtZW50LnBhcmVudEVsZW1lbnQuYXBwZW5kQ2hpbGQoY2FuY2VsKTsKICBjYW5jZWwudGV4dENvbnRlbnQgPSAnQ2FuY2VsIHVwbG9hZCc7CiAgY29uc3QgY2FuY2VsUHJvbWlzZSA9IG5ldyBQcm9taXNlKChyZXNvbHZlKSA9PiB7CiAgICBjYW5jZWwub25jbGljayA9ICgpID0+IHsKICAgICAgcmVzb2x2ZShudWxsKTsKICAgIH07CiAgfSk7CgogIC8vIENhbmNlbCB1cGxvYWQgaWYgdXNlciBoYXNuJ3QgcGlja2VkIGFueXRoaW5nIGluIHRpbWVvdXQuCiAgY29uc3QgdGltZW91dFByb21pc2UgPSBuZXcgUHJvbWlzZSgocmVzb2x2ZSkgPT4gewogICAgc2V0VGltZW91dCgoKSA9PiB7CiAgICAgIHJlc29sdmUobnVsbCk7CiAgICB9LCBGSUxFX0NIQU5HRV9USU1FT1VUX01TKTsKICB9KTsKCiAgLy8gV2FpdCBmb3IgdGhlIHVzZXIgdG8gcGljayB0aGUgZmlsZXMuCiAgY29uc3QgZmlsZXMgPSB5aWVsZCB7CiAgICBwcm9taXNlOiBQcm9taXNlLnJhY2UoW3BpY2tlZFByb21pc2UsIHRpbWVvdXRQcm9taXNlLCBjYW5jZWxQcm9taXNlXSksCiAgICByZXNwb25zZTogewogICAgICBhY3Rpb246ICdzdGFydGluZycsCiAgICB9CiAgfTsKCiAgaWYgKCFmaWxlcykgewogICAgcmV0dXJuIHsKICAgICAgcmVzcG9uc2U6IHsKICAgICAgICBhY3Rpb246ICdjb21wbGV0ZScsCiAgICAgIH0KICAgIH07CiAgfQoKICBjYW5jZWwucmVtb3ZlKCk7CgogIC8vIERpc2FibGUgdGhlIGlucHV0IGVsZW1lbnQgc2luY2UgZnVydGhlciBwaWNrcyBhcmUgbm90IGFsbG93ZWQuCiAgaW5wdXRFbGVtZW50LmRpc2FibGVkID0gdHJ1ZTsKCiAgZm9yIChjb25zdCBmaWxlIG9mIGZpbGVzKSB7CiAgICBjb25zdCBsaSA9IGRvY3VtZW50LmNyZWF0ZUVsZW1lbnQoJ2xpJyk7CiAgICBsaS5hcHBlbmQoc3BhbihmaWxlLm5hbWUsIHtmb250V2VpZ2h0OiAnYm9sZCd9KSk7CiAgICBsaS5hcHBlbmQoc3BhbigKICAgICAgICBgKCR7ZmlsZS50eXBlIHx8ICduL2EnfSkgLSAke2ZpbGUuc2l6ZX0gYnl0ZXMsIGAgKwogICAgICAgIGBsYXN0IG1vZGlmaWVkOiAkewogICAgICAgICAgICBmaWxlLmxhc3RNb2RpZmllZERhdGUgPyBmaWxlLmxhc3RNb2RpZmllZERhdGUudG9Mb2NhbGVEYXRlU3RyaW5nKCkgOgogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAnbi9hJ30gLSBgKSk7CiAgICBjb25zdCBwZXJjZW50ID0gc3BhbignMCUgZG9uZScpOwogICAgbGkuYXBwZW5kQ2hpbGQocGVyY2VudCk7CgogICAgb3V0cHV0RWxlbWVudC5hcHBlbmRDaGlsZChsaSk7CgogICAgY29uc3QgZmlsZURhdGFQcm9taXNlID0gbmV3IFByb21pc2UoKHJlc29sdmUpID0+IHsKICAgICAgY29uc3QgcmVhZGVyID0gbmV3IEZpbGVSZWFkZXIoKTsKICAgICAgcmVhZGVyLm9ubG9hZCA9IChlKSA9PiB7CiAgICAgICAgcmVzb2x2ZShlLnRhcmdldC5yZXN1bHQpOwogICAgICB9OwogICAgICByZWFkZXIucmVhZEFzQXJyYXlCdWZmZXIoZmlsZSk7CiAgICB9KTsKICAgIC8vIFdhaXQgZm9yIHRoZSBkYXRhIHRvIGJlIHJlYWR5LgogICAgbGV0IGZpbGVEYXRhID0geWllbGQgewogICAgICBwcm9taXNlOiBmaWxlRGF0YVByb21pc2UsCiAgICAgIHJlc3BvbnNlOiB7CiAgICAgICAgYWN0aW9uOiAnY29udGludWUnLAogICAgICB9CiAgICB9OwoKICAgIC8vIFVzZSBhIGNodW5rZWQgc2VuZGluZyB0byBhdm9pZCBtZXNzYWdlIHNpemUgbGltaXRzLiBTZWUgYi82MjExNTY2MC4KICAgIGxldCBwb3NpdGlvbiA9IDA7CiAgICB3aGlsZSAocG9zaXRpb24gPCBmaWxlRGF0YS5ieXRlTGVuZ3RoKSB7CiAgICAgIGNvbnN0IGxlbmd0aCA9IE1hdGgubWluKGZpbGVEYXRhLmJ5dGVMZW5ndGggLSBwb3NpdGlvbiwgTUFYX1BBWUxPQURfU0laRSk7CiAgICAgIGNvbnN0IGNodW5rID0gbmV3IFVpbnQ4QXJyYXkoZmlsZURhdGEsIHBvc2l0aW9uLCBsZW5ndGgpOwogICAgICBwb3NpdGlvbiArPSBsZW5ndGg7CgogICAgICBjb25zdCBiYXNlNjQgPSBidG9hKFN0cmluZy5mcm9tQ2hhckNvZGUuYXBwbHkobnVsbCwgY2h1bmspKTsKICAgICAgeWllbGQgewogICAgICAgIHJlc3BvbnNlOiB7CiAgICAgICAgICBhY3Rpb246ICdhcHBlbmQnLAogICAgICAgICAgZmlsZTogZmlsZS5uYW1lLAogICAgICAgICAgZGF0YTogYmFzZTY0LAogICAgICAgIH0sCiAgICAgIH07CiAgICAgIHBlcmNlbnQudGV4dENvbnRlbnQgPQogICAgICAgICAgYCR7TWF0aC5yb3VuZCgocG9zaXRpb24gLyBmaWxlRGF0YS5ieXRlTGVuZ3RoKSAqIDEwMCl9JSBkb25lYDsKICAgIH0KICB9CgogIC8vIEFsbCBkb25lLgogIHlpZWxkIHsKICAgIHJlc3BvbnNlOiB7CiAgICAgIGFjdGlvbjogJ2NvbXBsZXRlJywKICAgIH0KICB9Owp9CgpzY29wZS5nb29nbGUgPSBzY29wZS5nb29nbGUgfHwge307CnNjb3BlLmdvb2dsZS5jb2xhYiA9IHNjb3BlLmdvb2dsZS5jb2xhYiB8fCB7fTsKc2NvcGUuZ29vZ2xlLmNvbGFiLl9maWxlcyA9IHsKICBfdXBsb2FkRmlsZXMsCiAgX3VwbG9hZEZpbGVzQ29udGludWUsCn07Cn0pKHNlbGYpOwo=",
       "headers": [
        [
         "content-type",
         "application/javascript"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "id": "E0oRRLu3SGOp",
    "outputId": "c22e0752-be2c-4ee5-db9c-730e00bb7fbf"
   },
   "outputs": [],
   "source": [
    "! pip install -q kaggle\n",
    "from google.colab import files\n",
    "\n",
    "files.upload()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "wVW8vZfsSbGl",
    "outputId": "405606f6-da9a-4d83-c692-bfc173216216"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: cannot create directory ‘/root/.kaggle’: File exists\n"
     ]
    }
   ],
   "source": [
    "! mkdir ~/.kaggle\n",
    "\n",
    "! cp kaggle.json ~/.kaggle/\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "H-HeV07VSfDP",
    "outputId": "a3af0ec0-3264-4879-fbc6-1e8463dfa8fc"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n",
      "Downloading train_images.zip to /content\n",
      "100% 8.01G/8.01G [01:00<00:00, 182MB/s]\n",
      "100% 8.01G/8.01G [01:00<00:00, 142MB/s]\n",
      "Downloading test_images.zip to /content\n",
      "100% 1.50G/1.50G [00:16<00:00, 164MB/s]\n",
      "\n",
      "Downloading train.csv to /content\n",
      "  0% 0.00/53.7k [00:00<?, ?B/s]\n",
      "100% 53.7k/53.7k [00:00<00:00, 48.3MB/s]\n",
      "Downloading test.csv to /content\n",
      "  0% 0.00/24.5k [00:00<?, ?B/s]\n",
      "100% 24.5k/24.5k [00:00<00:00, 24.1MB/s]\n",
      "Downloading sample_submission.csv to /content\n",
      "  0% 0.00/28.3k [00:00<?, ?B/s]\n",
      "100% 28.3k/28.3k [00:00<00:00, 28.0MB/s]\n"
     ]
    }
   ],
   "source": [
    "! kaggle competitions download -c 'aptos2019-blindness-detection'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "eoZ7bth5Ssb4"
   },
   "outputs": [],
   "source": [
    "! mkdir train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "k06Sebn0Sxh9",
    "outputId": "523ddd75-55ba-48ef-e6e8-e371c9a0bf1d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  train_images.zip\n",
      "  inflating: train/7b9d519cbd66.png  \n",
      "  inflating: train/ae49cc60f251.png  \n",
      "  inflating: train/b294927b14b0.png  \n",
      "  inflating: train/f4d3777f2710.png  \n",
      "  inflating: train/d74ccc796517.png  \n",
      "  inflating: train/15bed5adde74.png  \n",
      "  inflating: train/f002ce614c59.png  \n",
      "  inflating: train/7335a2d43ada.png  \n",
      "  inflating: train/9b7b6e4db1d5.png  \n",
      "  inflating: train/1968183f0e61.png  \n",
      "  inflating: train/d91273efb92a.png  \n",
      "  inflating: train/5cf9127f251a.png  \n",
      "  inflating: train/370f575adb23.png  \n",
      "  inflating: train/4c17e85686f0.png  \n",
      "  inflating: train/4f7755e74a9e.png  \n",
      "  inflating: train/25e9fd872182.png  \n",
      "  inflating: train/b64e1eef3d63.png  \n",
      "  inflating: train/e7d2c2c3b30f.png  \n",
      "  inflating: train/bfda2fd0533a.png  \n",
      "  inflating: train/224bb938e2dd.png  \n",
      "  inflating: train/d51e5d7484ea.png  \n",
      "  inflating: train/dc6fa1b38b83.png  \n",
      "  inflating: train/74898f372d2b.png  \n",
      "  inflating: train/152db3de8120.png  \n",
      "  inflating: train/07929d32b5b3.png  \n",
      "  inflating: train/0773a1c326ad.png  \n",
      "  inflating: train/300305ce82d2.png  \n",
      "  inflating: train/bf8092e4001d.png  \n",
      "  inflating: train/ab724603ee93.png  \n",
      "  inflating: train/a76132e79688.png  \n",
      "  inflating: train/d516f77d4516.png  \n",
      "  inflating: train/b21abe5d9722.png  \n",
      "  inflating: train/3b10191dfd25.png  \n",
      "  inflating: train/1e143fa3de57.png  \n",
      "  inflating: train/e7b5dd5bab1f.png  \n",
      "  inflating: train/1638404f385c.png  \n",
      "  inflating: train/2b4c7b5f1f1e.png  \n",
      "  inflating: train/c24bcf7a1bc4.png  \n",
      "  inflating: train/a0267206d51e.png  \n",
      "  inflating: train/ef4121e9bb67.png  \n",
      "  inflating: train/4b6895d0cf8d.png  \n",
      "  inflating: train/f58d37d48e42.png  \n",
      "  inflating: train/8eeac97f02f0.png  \n",
      "  inflating: train/331121c65e88.png  \n",
      "  inflating: train/13d71389563f.png  \n",
      "  inflating: train/aa841de1ee82.png  \n",
      "  inflating: train/4dd71fc7f22b.png  \n",
      "  inflating: train/b77b8a1f09f1.png  \n",
      "  inflating: train/6c30dd481717.png  \n",
      "  inflating: train/e150935f66a6.png  \n",
      "  inflating: train/73ba798fee25.png  \n",
      "  inflating: train/84b79243e430.png  \n",
      "  inflating: train/050bb1eafa76.png  \n",
      "  inflating: train/a419fcb2dfb5.png  \n",
      "  inflating: train/abf09c44d5f4.png  \n",
      "  inflating: train/99c626e58464.png  \n",
      "  inflating: train/ff4cd992667b.png  \n",
      "  inflating: train/ee36ca728641.png  \n",
      "  inflating: train/7b87b0015282.png  \n",
      "  inflating: train/9a9b21215c55.png  \n",
      "  inflating: train/e893e86dde94.png  \n",
      "  inflating: train/7ec1ffe8220b.png  \n",
      "  inflating: train/aba3063c5413.png  \n",
      "  inflating: train/0d0a21fd354f.png  \n",
      "  inflating: train/c6c2bad91f23.png  \n",
      "  inflating: train/a5a2a7003d60.png  \n",
      "  inflating: train/bde1063a5dd7.png  \n",
      "  inflating: train/bdf47b9f10c4.png  \n",
      "  inflating: train/de57c9e9fa93.png  \n",
      "  inflating: train/8bf05909e1e1.png  \n",
      "  inflating: train/5eb8fb1aad41.png  \n",
      "  inflating: train/4818672273af.png  \n",
      "  inflating: train/e66855a5c583.png  \n",
      "  inflating: train/f61bf44c677c.png  \n",
      "  inflating: train/83d81ba5959c.png  \n",
      "  inflating: train/bda8c973b09d.png  \n",
      "  inflating: train/b0f0fa677d5f.png  \n",
      "  inflating: train/4d21ce39c905.png  \n",
      "  inflating: train/aa4407aab872.png  \n",
      "  inflating: train/ca7570c5925c.png  \n",
      "  inflating: train/0fb1053285cf.png  \n",
      "  inflating: train/1d55e689cf84.png  \n",
      "  inflating: train/f549294e12e1.png  \n",
      "  inflating: train/43f22d1be8dd.png  \n",
      "  inflating: train/b6304c545f95.png  \n",
      "  inflating: train/75a4343b12f9.png  \n",
      "  inflating: train/b553e7909535.png  \n",
      "  inflating: train/a821b6ecef33.png  \n",
      "  inflating: train/ba4d2c4b3039.png  \n",
      "  inflating: train/a9e3d186cd1b.png  \n",
      "  inflating: train/5bf3357a2823.png  \n",
      "  inflating: train/2735be026d44.png  \n",
      "  inflating: train/e2856afe62c5.png  \n",
      "  inflating: train/248dec89b3a2.png  \n",
      "  inflating: train/e4f12411fd85.png  \n",
      "  inflating: train/a150ff5dfe07.png  \n",
      "  inflating: train/db6207e62c7b.png  \n",
      "  inflating: train/29a13e666266.png  \n",
      "  inflating: train/2ecbc2e3f239.png  \n",
      "  inflating: train/4d1e7def7624.png  \n",
      "  inflating: train/22449af52060.png  \n",
      "  inflating: train/2cf18033da31.png  \n",
      "  inflating: train/f3a268d2726d.png  \n",
      "  inflating: train/916ec976ff30.png  \n",
      "  inflating: train/531b39880c32.png  \n",
      "  inflating: train/498f143c0374.png  \n",
      "  inflating: train/486e852a3b4d.png  \n",
      "  inflating: train/677f087cd697.png  \n",
      "  inflating: train/58a9e0d7f7af.png  \n",
      "  inflating: train/76cab26493f1.png  \n",
      "  inflating: train/873fe0404d6e.png  \n",
      "  inflating: train/354b8911d6ed.png  \n",
      "  inflating: train/df5ce3ea7820.png  \n",
      "  inflating: train/ababe19ed448.png  \n",
      "  inflating: train/495106ae3b68.png  \n",
      "  inflating: train/4ce74e5eb51d.png  \n",
      "  inflating: train/de18071c36e6.png  \n",
      "  inflating: train/acf976efd7ce.png  \n",
      "  inflating: train/a47878630dc2.png  \n",
      "  inflating: train/0304bedad8fe.png  \n",
      "  inflating: train/65e51e18242b.png  \n",
      "  inflating: train/d2c5fb82fe5f.png  \n",
      "  inflating: train/f0860c21533b.png  \n",
      "  inflating: train/64eb5a79dfdd.png  \n",
      "  inflating: train/9bafbbd152d2.png  \n",
      "  inflating: train/98fbe56dcc2c.png  \n",
      "  inflating: train/a2b97d98f130.png  \n",
      "  inflating: train/74eee788edee.png  \n",
      "  inflating: train/d48178e4a49b.png  \n",
      "  inflating: train/fd48cf452e9d.png  \n",
      "  inflating: train/fe37f4492920.png  \n",
      "  inflating: train/63c0eafd6aa9.png  \n",
      "  inflating: train/55eb405ec71e.png  \n",
      "  inflating: train/b549af91bd30.png  \n",
      "  inflating: train/a2dff8dbc9f8.png  \n",
      "  inflating: train/788ddb0b70b7.png  \n",
      "  inflating: train/721214151233.png  \n",
      "  inflating: train/4409965eb2a4.png  \n",
      "  inflating: train/2f7789c1e046.png  \n",
      "  inflating: train/9910c827e2fe.png  \n",
      "  inflating: train/a87f53bc984a.png  \n",
      "  inflating: train/81d79d53ed7b.png  \n",
      "  inflating: train/bed8296c8dfe.png  \n",
      "  inflating: train/9e3510963315.png  \n",
      "  inflating: train/61bbc11fe503.png  \n",
      "  inflating: train/6b07971c3bf6.png  \n",
      "  inflating: train/fc603cbedb41.png  \n",
      "  inflating: train/7ccb267fd394.png  \n",
      "  inflating: train/847b04287c9c.png  \n",
      "  inflating: train/6d0c0531083f.png  \n",
      "  inflating: train/cbd0870aa933.png  \n",
      "  inflating: train/2017cd92c63d.png  \n",
      "  inflating: train/f2d2a0c92034.png  \n",
      "  inflating: train/a77eb914b383.png  \n",
      "  inflating: train/437900a99871.png  \n",
      "  inflating: train/c67117c6ab3b.png  \n",
      "  inflating: train/8db2ce991101.png  \n",
      "  inflating: train/5d9c841eb245.png  \n",
      "  inflating: train/d2c2f02bb313.png  \n",
      "  inflating: train/bacfa2b8e706.png  \n",
      "  inflating: train/ac720570dd0f.png  \n",
      "  inflating: train/1177d583c807.png  \n",
      "  inflating: train/e2c39ed0c941.png  \n",
      "  inflating: train/2cceb07ff706.png  \n",
      "  inflating: train/8d9516ea3587.png  \n",
      "  inflating: train/44f4ae58990e.png  \n",
      "  inflating: train/d51c2153d151.png  \n",
      "  inflating: train/0ac436400db4.png  \n",
      "  inflating: train/b73d0bcd3d33.png  \n",
      "  inflating: train/f451eee2b66b.png  \n",
      "  inflating: train/107aea0d9289.png  \n",
      "  inflating: train/ea68b58a6e8f.png  \n",
      "  inflating: train/6531070bf03c.png  \n",
      "  inflating: train/af828dab3ffc.png  \n",
      "  inflating: train/3f6c627e2ff2.png  \n",
      "  inflating: train/82910bba4753.png  \n",
      "  inflating: train/cb0cc98d7e35.png  \n",
      "  inflating: train/1d3e9b939732.png  \n",
      "  inflating: train/014508ccb9cb.png  \n",
      "  inflating: train/d9ba044671e1.png  \n",
      "  inflating: train/ffc04fed30e6.png  \n",
      "  inflating: train/80b5697f2a5e.png  \n",
      "  inflating: train/6d3d1fe6c32a.png  \n",
      "  inflating: train/46d3316c4857.png  \n",
      "  inflating: train/b7983cb3f270.png  \n",
      "  inflating: train/29580bed2f7d.png  \n",
      "  inflating: train/80feb1f7ca5e.png  \n",
      "  inflating: train/a8eb35b3bcd2.png  \n",
      "  inflating: train/8aa3c4681542.png  \n",
      "  inflating: train/8d3d67661620.png  \n",
      "  inflating: train/959bb2d01091.png  \n",
      "  inflating: train/cd314653a4d8.png  \n",
      "  inflating: train/b99c825b93c5.png  \n",
      "  inflating: train/a2811f512c1c.png  \n",
      "  inflating: train/064af6592ba6.png  \n",
      "  inflating: train/8010c931321f.png  \n",
      "  inflating: train/3cdef7c591cc.png  \n",
      "  inflating: train/b8dab47a260e.png  \n",
      "  inflating: train/e5de79795c1d.png  \n",
      "  inflating: train/3c53198519f7.png  \n",
      "  inflating: train/4e54ccfd49b2.png  \n",
      "  inflating: train/26d9576e8043.png  \n",
      "  inflating: train/878e356c8fc9.png  \n",
      "  inflating: train/cb75210abebe.png  \n",
      "  inflating: train/53704c80f0d8.png  \n",
      "  inflating: train/537e50fdf22e.png  \n",
      "  inflating: train/2b3a4a81d748.png  \n",
      "  inflating: train/e1c02f6c3362.png  \n",
      "  inflating: train/0a09aa7356c0.png  \n",
      "  inflating: train/d0b132d2c7ec.png  \n",
      "  inflating: train/c3a82acb7d7a.png  \n",
      "  inflating: train/760b6f4c6d82.png  \n",
      "  inflating: train/bfaa0080ab61.png  \n",
      "  inflating: train/0d744aed4d64.png  \n",
      "  inflating: train/9f37c98b8187.png  \n",
      "  inflating: train/3710ff45299c.png  \n",
      "  inflating: train/1b862fb6f65d.png  \n",
      "  inflating: train/be7bc89f5fec.png  \n",
      "  inflating: train/e5f332efcbc7.png  \n",
      "  inflating: train/90a786abe58e.png  \n",
      "  inflating: train/58184d6fd087.png  \n",
      "  inflating: train/d659d7fd5ccf.png  \n",
      "  inflating: train/46c1548d730e.png  \n",
      "  inflating: train/e067b06fd655.png  \n",
      "  inflating: train/8af6a4e5396f.png  \n",
      "  inflating: train/a182b5b191de.png  \n",
      "  inflating: train/03e25101e8e8.png  \n",
      "  inflating: train/e1418d28d668.png  \n",
      "  inflating: train/b35cad8fe2d7.png  \n",
      "  inflating: train/22098b1fe461.png  \n",
      "  inflating: train/e01b7bac822b.png  \n",
      "  inflating: train/b16dd4483ca5.png  \n",
      "  inflating: train/94b1d8ad35ec.png  \n",
      "  inflating: train/878a3a097436.png  \n",
      "  inflating: train/f298b7d05958.png  \n",
      "  inflating: train/c639d837f5e4.png  \n",
      "  inflating: train/7fc3a8bb40de.png  \n",
      "  inflating: train/ff03f74667df.png  \n",
      "  inflating: train/49386d603494.png  \n",
      "  inflating: train/2fe06bedb2c4.png  \n",
      "  inflating: train/a790a3b36390.png  \n",
      "  inflating: train/79540be95177.png  \n",
      "  inflating: train/1438288bb2e1.png  \n",
      "  inflating: train/e1fb532f55df.png  \n",
      "  inflating: train/dd285d9e97fe.png  \n",
      "  inflating: train/737ef6226677.png  \n",
      "  inflating: train/ee059945b08a.png  \n",
      "  inflating: train/188219f2d9c6.png  \n",
      "  inflating: train/8a81f62320d6.png  \n",
      "  inflating: train/38487e1a5b1f.png  \n",
      "  inflating: train/a9bc2f892cb3.png  \n",
      "  inflating: train/7fe7309d0b4f.png  \n",
      "  inflating: train/e599151ca14b.png  \n",
      "  inflating: train/338326891d84.png  \n",
      "  inflating: train/5c85d22bd0de.png  \n",
      "  inflating: train/52dbec057cc8.png  \n",
      "  inflating: train/07a3be30563b.png  \n",
      "  inflating: train/f69400b316a7.png  \n",
      "  inflating: train/16ce555748d8.png  \n",
      "  inflating: train/c73c5f6ef664.png  \n",
      "  inflating: train/d881c04f01fe.png  \n",
      "  inflating: train/b74de20d73de.png  \n",
      "  inflating: train/29f9e1ac9507.png  \n",
      "  inflating: train/0eced86c9db8.png  \n",
      "  inflating: train/c4a8f2fcf6e8.png  \n",
      "  inflating: train/613bacb35c05.png  \n",
      "  inflating: train/1db0393cdbc1.png  \n",
      "  inflating: train/c12e9ca420a5.png  \n",
      "  inflating: train/4a5a6efc0bef.png  \n",
      "  inflating: train/c96f743915b5.png  \n",
      "  inflating: train/aea59ebec445.png  \n",
      "  inflating: train/5511f114e7ee.png  \n",
      "  inflating: train/4ccfa0b4e96c.png  \n",
      "  inflating: train/bc23f74e14dd.png  \n",
      "  inflating: train/5a0fe0ee4301.png  \n",
      "  inflating: train/e76a9cbb2a8c.png  \n",
      "  inflating: train/82f2784ead76.png  \n",
      "  inflating: train/d67374d3fa2a.png  \n",
      "  inflating: train/c31651ea04c6.png  \n",
      "  inflating: train/cbe633765ea7.png  \n",
      "  inflating: train/084c02cf077f.png  \n",
      "  inflating: train/a528be013a04.png  \n",
      "  inflating: train/1864d3411143.png  \n",
      "  inflating: train/5b068765e846.png  \n",
      "  inflating: train/9c514d2d5b3f.png  \n",
      "  inflating: train/1541226c5d72.png  \n",
      "  inflating: train/67f5d89da548.png  \n",
      "  inflating: train/44976c3b11a6.png  \n",
      "  inflating: train/b07bc463b718.png  \n",
      "  inflating: train/8e67f2d7e0ee.png  \n",
      "  inflating: train/5077cdb88aed.png  \n",
      "  inflating: train/1002b5151b8e.png  \n",
      "  inflating: train/4cf4d528c08e.png  \n",
      "  inflating: train/ceb32a193eff.png  \n",
      "  inflating: train/2a2a6435f7f3.png  \n",
      "  inflating: train/599498e9e4bc.png  \n",
      "  inflating: train/7bc4dd99eee5.png  \n",
      "  inflating: train/d5c63a8d9e94.png  \n",
      "  inflating: train/6c00dd8bf708.png  \n",
      "  inflating: train/a30a143a53a3.png  \n",
      "  inflating: train/9d75de31f1b8.png  \n",
      "  inflating: train/19ef4d292196.png  \n",
      "  inflating: train/61d9c88a3a4b.png  \n",
      "  inflating: train/bfd5c0e55420.png  \n",
      "  inflating: train/91e8af9ceee9.png  \n",
      "  inflating: train/4fecf87184e6.png  \n",
      "  inflating: train/5c8482926a08.png  \n",
      "  inflating: train/af3b0115aad1.png  \n",
      "  inflating: train/d807c53c1399.png  \n",
      "  inflating: train/f45f1485c940.png  \n",
      "  inflating: train/e66ad813a508.png  \n",
      "  inflating: train/a62e995f167c.png  \n",
      "  inflating: train/a505981d1cab.png  \n",
      "  inflating: train/042470a92154.png  \n",
      "  inflating: train/ee3fe7809e6a.png  \n",
      "  inflating: train/348598d01e18.png  \n",
      "  inflating: train/4c60b10a3a6a.png  \n",
      "  inflating: train/172df1330a60.png  \n",
      "  inflating: train/b0d35981708b.png  \n",
      "  inflating: train/b6fd109b1bc9.png  \n",
      "  inflating: train/4b6cb0bcfd44.png  \n",
      "  inflating: train/01b3aed3ed4c.png  \n",
      "  inflating: train/a8c54e2a4b79.png  \n",
      "  inflating: train/af87d48ffe01.png  \n",
      "  inflating: train/b746a6681ba9.png  \n",
      "  inflating: train/7347bd23ba80.png  \n",
      "  inflating: train/91e82fe4e434.png  \n",
      "  inflating: train/99ecdb41d5e7.png  \n",
      "  inflating: train/d26bb2ed6e71.png  \n",
      "  inflating: train/fc4d69128e7c.png  \n",
      "  inflating: train/663a923d5398.png  \n",
      "  inflating: train/af8aa32beee4.png  \n",
      "  inflating: train/ab653b8554c0.png  \n",
      "  inflating: train/587146a55885.png  \n",
      "  inflating: train/b94c58d063bf.png  \n",
      "  inflating: train/f71aca5a7dc3.png  \n",
      "  inflating: train/f025f33b2c9b.png  \n",
      "  inflating: train/92889b863ae6.png  \n",
      "  inflating: train/378963f9df22.png  \n",
      "  inflating: train/525d0dd8dc45.png  \n",
      "  inflating: train/beb00fa6e7c9.png  \n",
      "  inflating: train/9e5737f771c3.png  \n",
      "  inflating: train/ae58ccb5905e.png  \n",
      "  inflating: train/101b9ebfc720.png  \n",
      "  inflating: train/62ab144d5cee.png  \n",
      "  inflating: train/4c6c5a1bf5ab.png  \n",
      "  inflating: train/504a69096fcb.png  \n",
      "  inflating: train/d39752cb6e57.png  \n",
      "  inflating: train/fd87b6b2e664.png  \n",
      "  inflating: train/1bf30c84bbad.png  \n",
      "  inflating: train/0a4e1a29ffff.png  \n",
      "  inflating: train/47b756014447.png  \n",
      "  inflating: train/c05b7b4c22fe.png  \n",
      "  inflating: train/81914ceb4e74.png  \n",
      "  inflating: train/78a577c3e0bf.png  \n",
      "  inflating: train/b5204c0decc7.png  \n",
      "  inflating: train/2cfe8703f265.png  \n",
      "  inflating: train/38b9bb961847.png  \n",
      "  inflating: train/94372043d55b.png  \n",
      "  inflating: train/00cb6555d108.png  \n",
      "  inflating: train/cf603a9ef2d5.png  \n",
      "  inflating: train/6630f8675a97.png  \n",
      "  inflating: train/0eff8eacb2f7.png  \n",
      "  inflating: train/4927945ecfed.png  \n",
      "  inflating: train/d8404680bba6.png  \n",
      "  inflating: train/07596907347b.png  \n",
      "  inflating: train/a8b637abd96b.png  \n",
      "  inflating: train/248139c423c4.png  \n",
      "  inflating: train/51cfeccaf40d.png  \n",
      "  inflating: train/692e946b1f85.png  \n",
      "  inflating: train/b2aaa81cc8f0.png  \n",
      "  inflating: train/540e4973829e.png  \n",
      "  inflating: train/8c84e96d9b01.png  \n",
      "  inflating: train/6155cf375354.png  \n",
      "  inflating: train/8433a032b96c.png  \n",
      "  inflating: train/191348830ddf.png  \n",
      "  inflating: train/4e4a6224a04e.png  \n",
      "  inflating: train/6ea07d19b4ce.png  \n",
      "  inflating: train/1b32e1d775ea.png  \n",
      "  inflating: train/e135d7ba9a0e.png  \n",
      "  inflating: train/cfd1bd0fcbb4.png  \n",
      "  inflating: train/d2901144070c.png  \n",
      "  inflating: train/1da4a17c18c9.png  \n",
      "  inflating: train/8af50c9d0a86.png  \n",
      "  inflating: train/74418f620068.png  \n",
      "  inflating: train/07122e268a1d.png  \n",
      "  inflating: train/c5a9ebef1517.png  \n",
      "  inflating: train/fce73678f650.png  \n",
      "  inflating: train/2f42e20db938.png  \n",
      "  inflating: train/e4b0df29b96f.png  \n",
      "  inflating: train/55f7f018c61c.png  \n",
      "  inflating: train/7da558d92100.png  \n",
      "  inflating: train/851e40a21f81.png  \n",
      "  inflating: train/b9d0b83d70c3.png  \n",
      "  inflating: train/4b618537d52f.png  \n",
      "  inflating: train/e25ccfe38e44.png  \n",
      "  inflating: train/79ade634c633.png  \n",
      "  inflating: train/f7edc074f06b.png  \n",
      "  inflating: train/8a3eb86ae4bd.png  \n",
      "  inflating: train/a6356a3c5d11.png  \n",
      "  inflating: train/3ac92ac3d65a.png  \n",
      "  inflating: train/1a369baf9ee6.png  \n",
      "  inflating: train/c40976189f22.png  \n",
      "  inflating: train/d41b33fcb94f.png  \n",
      "  inflating: train/3dbc90c7ee7d.png  \n",
      "  inflating: train/eae70f527755.png  \n",
      "  inflating: train/8bad12d70368.png  \n",
      "  inflating: train/4294a14c656a.png  \n",
      "  inflating: train/37c4dfe03aba.png  \n",
      "  inflating: train/ea1d045f9fea.png  \n",
      "  inflating: train/8dfa629ca74e.png  \n",
      "  inflating: train/ffd97f8cd5aa.png  \n",
      "  inflating: train/6fe4751a3b42.png  \n",
      "  inflating: train/189cbbc9e5e3.png  \n",
      "  inflating: train/d1b279cc02ae.png  \n",
      "  inflating: train/bf811911acf9.png  \n",
      "  inflating: train/e06cccc08c59.png  \n",
      "  inflating: train/7f39c36469b5.png  \n",
      "  inflating: train/e5d56f4f359b.png  \n",
      "  inflating: train/eb175669d789.png  \n",
      "  inflating: train/606daaf0bfc7.png  \n",
      "  inflating: train/6e092caa065f.png  \n",
      "  inflating: train/799214e8b07c.png  \n",
      "  inflating: train/c3e02d4a1798.png  \n",
      "  inflating: train/0eb52045349f.png  \n",
      "  inflating: train/87b1938994b5.png  \n",
      "  inflating: train/33596a635b53.png  \n",
      "  inflating: train/b13d72ceea26.png  \n",
      "  inflating: train/417f408ee8e0.png  \n",
      "  inflating: train/757572337fd0.png  \n",
      "  inflating: train/df4aec4a0eaf.png  \n",
      "  inflating: train/ed2c52c14493.png  \n",
      "  inflating: train/d2c6b99ef62c.png  \n",
      "  inflating: train/15cd5f52d300.png  \n",
      "  inflating: train/191a711852bd.png  \n",
      "  inflating: train/b8fb9f55cd6d.png  \n",
      "  inflating: train/bda91b76095b.png  \n",
      "  inflating: train/f35d80bb1a22.png  \n",
      "  inflating: train/175dd560810a.png  \n",
      "  inflating: train/4df6a81b476e.png  \n",
      "  inflating: train/92fcf50b3562.png  \n",
      "  inflating: train/917f76f360b6.png  \n",
      "  inflating: train/4a7dc013e802.png  \n",
      "  inflating: train/a77dbec966d4.png  \n",
      "  inflating: train/d473f6fafba0.png  \n",
      "  inflating: train/bdc6c60e9133.png  \n",
      "  inflating: train/91cf56d3d1af.png  \n",
      "  inflating: train/ad029ba7fa8b.png  \n",
      "  inflating: train/91a88d3b0358.png  \n",
      "  inflating: train/1ee1eb7943db.png  \n",
      "  inflating: train/6b30767595d8.png  \n",
      "  inflating: train/80e7cc0a0649.png  \n",
      "  inflating: train/fa3e544a7401.png  \n",
      "  inflating: train/2628305cbb29.png  \n",
      "  inflating: train/7a238a1d3cf3.png  \n",
      "  inflating: train/772af553b8b7.png  \n",
      "  inflating: train/8b8fe3fc8950.png  \n",
      "  inflating: train/6e0f78e188ff.png  \n",
      "  inflating: train/e4dcca36ceb4.png  \n",
      "  inflating: train/8a9bef2fbd4e.png  \n",
      "  inflating: train/9cedf5c7016b.png  \n",
      "  inflating: train/d801c0a66738.png  \n",
      "  inflating: train/10f10fd30718.png  \n",
      "  inflating: train/3abac0961bfd.png  \n",
      "  inflating: train/683023cda6a5.png  \n",
      "  inflating: train/c3cd0200df79.png  \n",
      "  inflating: train/8f10e41a2f02.png  \n",
      "  inflating: train/475c7ded0f7a.png  \n",
      "  inflating: train/4242c0d87f57.png  \n",
      "  inflating: train/6d6fcf49e515.png  \n",
      "  inflating: train/cf0824f53dd9.png  \n",
      "  inflating: train/ea05c22d92e9.png  \n",
      "  inflating: train/388279491b5d.png  \n",
      "  inflating: train/9ad92f1c1542.png  \n",
      "  inflating: train/0212dd31f623.png  \n",
      "  inflating: train/5a179c123fd8.png  \n",
      "  inflating: train/2c1d5be654dd.png  \n",
      "  inflating: train/210bfe0127c6.png  \n",
      "  inflating: train/0da321efbce6.png  \n",
      "  inflating: train/ed88faaa325a.png  \n",
      "  inflating: train/4cae247d9909.png  \n",
      "  inflating: train/5eb311bcb5f9.png  \n",
      "  inflating: train/20404ec7b518.png  \n",
      "  inflating: train/6107a2e9f60e.png  \n",
      "  inflating: train/de55ed25e0e8.png  \n",
      "  inflating: train/5b804948e35f.png  \n",
      "  inflating: train/969f92a390db.png  \n",
      "  inflating: train/60f15dd68d30.png  \n",
      "  inflating: train/d99b0f7dd9b9.png  \n",
      "  inflating: train/6377e23928f6.png  \n",
      "  inflating: train/5dc23e440de3.png  \n",
      "  inflating: train/35777eb7859d.png  \n",
      "  inflating: train/6f0e5848d9ce.png  \n",
      "  inflating: train/db3cd58aa315.png  \n",
      "  inflating: train/7c6594b50690.png  \n",
      "  inflating: train/1faf8664816c.png  \n",
      "  inflating: train/36865bbc64d6.png  \n",
      "  inflating: train/e83d315d8f98.png  \n",
      "  inflating: train/70d0392397de.png  \n",
      "  inflating: train/b187b3c93afb.png  \n",
      "  inflating: train/937bc1b924b1.png  \n",
      "  inflating: train/34acae864963.png  \n",
      "  inflating: train/7a0cff4c24b2.png  \n",
      "  inflating: train/e23add229074.png  \n",
      "  inflating: train/e7a372a1c3a4.png  \n",
      "  inflating: train/254052cf3e48.png  \n",
      "  inflating: train/143db89c11c8.png  \n",
      "  inflating: train/f0267c42907c.png  \n",
      "  inflating: train/da3a2275c850.png  \n",
      "  inflating: train/5712e2aa73a2.png  \n",
      "  inflating: train/fe674c2f73f5.png  \n",
      "  inflating: train/58f07741ee3b.png  \n",
      "  inflating: train/77f69c7ff324.png  \n",
      "  inflating: train/44e951e45dca.png  \n",
      "  inflating: train/05113073b268.png  \n",
      "  inflating: train/ff4832d55461.png  \n",
      "  inflating: train/857002ed4e49.png  \n",
      "  inflating: train/c5a6f432a1ec.png  \n",
      "  inflating: train/e96bd80a8a53.png  \n",
      "  inflating: train/f42b693a9414.png  \n",
      "  inflating: train/194814669fee.png  \n",
      "  inflating: train/f64214bed40e.png  \n",
      "  inflating: train/aabd867043cf.png  \n",
      "  inflating: train/15f8d769935c.png  \n",
      "  inflating: train/aa5ce75edcf5.png  \n",
      "  inflating: train/4036471a1bb7.png  \n",
      "  inflating: train/ef81cd8854cb.png  \n",
      "  inflating: train/b6bf847fbcb2.png  \n",
      "  inflating: train/1409ab48175a.png  \n",
      "  inflating: train/493d99f030e2.png  \n",
      "  inflating: train/b576c5269ad1.png  \n",
      "  inflating: train/d774692d9919.png  \n",
      "  inflating: train/5ead17e894ae.png  \n",
      "  inflating: train/79cbae28d8b2.png  \n",
      "  inflating: train/8860c7b11530.png  \n",
      "  inflating: train/f7735b6d47f7.png  \n",
      "  inflating: train/523b3f0fc646.png  \n",
      "  inflating: train/17d997fe1090.png  \n",
      "  inflating: train/6efa36d59ada.png  \n",
      "  inflating: train/c5b58cc992af.png  \n",
      "  inflating: train/c280730cc211.png  \n",
      "  inflating: train/9f5a8665cf2e.png  \n",
      "  inflating: train/499c8df39222.png  \n",
      "  inflating: train/c3c8fdda50c0.png  \n",
      "  inflating: train/f06e7a9df795.png  \n",
      "  inflating: train/5ce5eeaf757a.png  \n",
      "  inflating: train/306c841af3fc.png  \n",
      "  inflating: train/aeccef0bdc26.png  \n",
      "  inflating: train/75369248dba0.png  \n",
      "  inflating: train/cae51154e1ce.png  \n",
      "  inflating: train/0124dffecf29.png  \n",
      "  inflating: train/94ef1d14597f.png  \n",
      "  inflating: train/8958a4d17b7e.png  \n",
      "  inflating: train/0e43c8298fc0.png  \n",
      "  inflating: train/658ad9f09f5d.png  \n",
      "  inflating: train/75ed83dbccce.png  \n",
      "  inflating: train/05e9126dfa5c.png  \n",
      "  inflating: train/b96b518596b3.png  \n",
      "  inflating: train/549381330191.png  \n",
      "  inflating: train/97da093947e8.png  \n",
      "  inflating: train/3599029efeb3.png  \n",
      "  inflating: train/7b691d9ced34.png  \n",
      "  inflating: train/48c72dec46e5.png  \n",
      "  inflating: train/c5bec7f1e5f3.png  \n",
      "  inflating: train/66cd9c28e636.png  \n",
      "  inflating: train/57f5ad4b5b29.png  \n",
      "  inflating: train/2c827005b8f8.png  \n",
      "  inflating: train/613028ede6a0.png  \n",
      "  inflating: train/1a7e3356b39c.png  \n",
      "  inflating: train/7ec0e61a7e29.png  \n",
      "  inflating: train/1ffaa51a6245.png  \n",
      "  inflating: train/bab776139279.png  \n",
      "  inflating: train/e68746d426b2.png  \n",
      "  inflating: train/b019a49787c1.png  \n",
      "  inflating: train/e59c5f345bb0.png  \n",
      "  inflating: train/dc0eea0b68a7.png  \n",
      "  inflating: train/9ed666e982cd.png  \n",
      "  inflating: train/4ecd1fdd1435.png  \n",
      "  inflating: train/cad5b1a82e60.png  \n",
      "  inflating: train/2ef10194e80d.png  \n",
      "  inflating: train/1ae3c58759fb.png  \n",
      "  inflating: train/705f508d1e42.png  \n",
      "  inflating: train/b9b99dad668d.png  \n",
      "  inflating: train/86722fcd802c.png  \n",
      "  inflating: train/d3dfd0a2dee6.png  \n",
      "  inflating: train/63363410389a.png  \n",
      "  inflating: train/0d9a9896f801.png  \n",
      "  inflating: train/21037f5c7790.png  \n",
      "  inflating: train/573ea80a53be.png  \n",
      "  inflating: train/7d0a871c45db.png  \n",
      "  inflating: train/71c22da3d6c6.png  \n",
      "  inflating: train/51d0034d177d.png  \n",
      "  inflating: train/c704bd669f36.png  \n",
      "  inflating: train/39923b29988a.png  \n",
      "  inflating: train/95a4cc805c7b.png  \n",
      "  inflating: train/b033ab4fb723.png  \n",
      "  inflating: train/bb11db08584a.png  \n",
      "  inflating: train/eb6b1f1c09db.png  \n",
      "  inflating: train/1120f6d08d95.png  \n",
      "  inflating: train/c56e65f74187.png  \n",
      "  inflating: train/bcd503c726ba.png  \n",
      "  inflating: train/5f4a8c074bd5.png  \n",
      "  inflating: train/c1896142a20a.png  \n",
      "  inflating: train/ea9c41e1ced0.png  \n",
      "  inflating: train/39fd8ef3a45c.png  \n",
      "  inflating: train/094858f005ab.png  \n",
      "  inflating: train/3b5dffe159b6.png  \n",
      "  inflating: train/358d2224de73.png  \n",
      "  inflating: train/d18b1d8ac4de.png  \n",
      "  inflating: train/901a3552fe26.png  \n",
      "  inflating: train/d2ffe9287dc7.png  \n",
      "  inflating: train/1dbdc32c17db.png  \n",
      "  inflating: train/f02057c41256.png  \n",
      "  inflating: train/bc8c6a778cde.png  \n",
      "  inflating: train/eed4afc8ec83.png  \n",
      "  inflating: train/bf6cbccacf39.png  \n",
      "  inflating: train/f71333204618.png  \n",
      "  inflating: train/d3e884109b45.png  \n",
      "  inflating: train/7e5a76c4e103.png  \n",
      "  inflating: train/09935d72892b.png  \n",
      "  inflating: train/80a02014b418.png  \n",
      "  inflating: train/96c3e3db68bc.png  \n",
      "  inflating: train/269f0792f11f.png  \n",
      "  inflating: train/0104b032c141.png  \n",
      "  inflating: train/56e56aa08362.png  \n",
      "  inflating: train/999ad827ed35.png  \n",
      "  inflating: train/217dad18a5ed.png  \n",
      "  inflating: train/aa8a1e814811.png  \n",
      "  inflating: train/c6d4e4a3bd4c.png  \n",
      "  inflating: train/40140a925c43.png  \n",
      "  inflating: train/3ddb86eb530e.png  \n",
      "  inflating: train/badb5ff8d3c7.png  \n",
      "  inflating: train/6e861bc3bd7b.png  \n",
      "  inflating: train/70f5caf5f305.png  \n",
      "  inflating: train/bb783d8e496f.png  \n",
      "  inflating: train/80ca40196225.png  \n",
      "  inflating: train/01c7808d901d.png  \n",
      "  inflating: train/54038e56131d.png  \n",
      "  inflating: train/0fc6829da85b.png  \n",
      "  inflating: train/57469423a012.png  \n",
      "  inflating: train/b67ae80f7eba.png  \n",
      "  inflating: train/226c6ceb9185.png  \n",
      "  inflating: train/f066db7a2efe.png  \n",
      "  inflating: train/9b418ce42c13.png  \n",
      "  inflating: train/f55e1d2a19e4.png  \n",
      "  inflating: train/535682537302.png  \n",
      "  inflating: train/d9ad2a0ec026.png  \n",
      "  inflating: train/12b57dac703e.png  \n",
      "  inflating: train/259d30f693b6.png  \n",
      "  inflating: train/88e4399d207c.png  \n",
      "  inflating: train/598b8f5b3822.png  \n",
      "  inflating: train/7c2e852171c0.png  \n",
      "  inflating: train/992599744a23.png  \n",
      "  inflating: train/ab1c20a94f3f.png  \n",
      "  inflating: train/df3adfd6ba36.png  \n",
      "  inflating: train/c6a8f8f998a2.png  \n",
      "  inflating: train/b5bf7b84fc66.png  \n",
      "  inflating: train/60eeae3ba23d.png  \n",
      "  inflating: train/4489d421e5aa.png  \n",
      "  inflating: train/4c53cc97ea13.png  \n",
      "  inflating: train/9d1feed37610.png  \n",
      "  inflating: train/51d780864365.png  \n",
      "  inflating: train/1ca62b3e4fd3.png  \n",
      "  inflating: train/50d8249f7bc9.png  \n",
      "  inflating: train/6b664ed2a938.png  \n",
      "  inflating: train/07f5d7baf907.png  \n",
      "  inflating: train/3af9aaa880e9.png  \n",
      "  inflating: train/e087bd4b88f2.png  \n",
      "  inflating: train/e9ff9352ccb3.png  \n",
      "  inflating: train/1da25637859b.png  \n",
      "  inflating: train/b310bd564329.png  \n",
      "  inflating: train/31b5d6fb0256.png  \n",
      "  inflating: train/a8dea22ef903.png  \n",
      "  inflating: train/3a4cfea0a766.png  \n",
      "  inflating: train/fcc6aa6755e6.png  \n",
      "  inflating: train/3748349334f6.png  \n",
      "  inflating: train/a01024054596.png  \n",
      "  inflating: train/ae2e888905ba.png  \n",
      "  inflating: train/b0c9a492e068.png  \n",
      "  inflating: train/b927a9238434.png  \n",
      "  inflating: train/7a06ea127e02.png  \n",
      "  inflating: train/242fc19be06f.png  \n",
      "  inflating: train/4dbce359d0e1.png  \n",
      "  inflating: train/63b4d030b016.png  \n",
      "  inflating: train/bb9a3d835a94.png  \n",
      "  inflating: train/39b5b05d6cd9.png  \n",
      "  inflating: train/d9d2631f043c.png  \n",
      "  inflating: train/2dd28ac497d2.png  \n",
      "  inflating: train/84e8c62165b5.png  \n",
      "  inflating: train/bb5083fae98f.png  \n",
      "  inflating: train/668e853258cd.png  \n",
      "  inflating: train/51030843fde2.png  \n",
      "  inflating: train/10f6ef37fe43.png  \n",
      "  inflating: train/a8e08e7fe016.png  \n",
      "  inflating: train/1844a039b4ea.png  \n",
      "  inflating: train/7e980424868e.png  \n",
      "  inflating: train/d2afca74cbc3.png  \n",
      "  inflating: train/3286073a976e.png  \n",
      "  inflating: train/1d46f1326394.png  \n",
      "  inflating: train/e29e54ff921e.png  \n",
      "  inflating: train/92f313287a29.png  \n",
      "  inflating: train/ad312ca98202.png  \n",
      "  inflating: train/5288f7441f64.png  \n",
      "  inflating: train/9ae54843c69a.png  \n",
      "  inflating: train/67c03349bb31.png  \n",
      "  inflating: train/62318d514160.png  \n",
      "  inflating: train/9b57e43b44e7.png  \n",
      "  inflating: train/d567a1a22d33.png  \n",
      "  inflating: train/8596a24a14bd.png  \n",
      "  inflating: train/c26f98f58350.png  \n",
      "  inflating: train/7b29e3783919.png  \n",
      "  inflating: train/58529a8638d0.png  \n",
      "  inflating: train/d06ccd0cf4b8.png  \n",
      "  inflating: train/956765d5f46d.png  \n",
      "  inflating: train/6c9c902a97de.png  \n",
      "  inflating: train/bf7b4eae7ad0.png  \n",
      "  inflating: train/5ac7a414560e.png  \n",
      "  inflating: train/ace287a5c991.png  \n",
      "  inflating: train/9568eb7e9c08.png  \n",
      "  inflating: train/e821c1b6417a.png  \n",
      "  inflating: train/a06a63d866b2.png  \n",
      "  inflating: train/0f882877bf13.png  \n",
      "  inflating: train/f5e6226bd2e0.png  \n",
      "  inflating: train/49419f8d5cb4.png  \n",
      "  inflating: train/28f73575e1f2.png  \n",
      "  inflating: train/034cb07a550f.png  \n",
      "  inflating: train/72c31aa48e2c.png  \n",
      "  inflating: train/e246cd89e1cc.png  \n",
      "  inflating: train/46f56c38051f.png  \n",
      "  inflating: train/a2d349f567a6.png  \n",
      "  inflating: train/5069feccd866.png  \n",
      "  inflating: train/40c24aded50c.png  \n",
      "  inflating: train/c3d12a23f451.png  \n",
      "  inflating: train/61c2fbd16e38.png  \n",
      "  inflating: train/b200c23b299b.png  \n",
      "  inflating: train/a8582e346df0.png  \n",
      "  inflating: train/518e880613de.png  \n",
      "  inflating: train/d1fb4efb117c.png  \n",
      "  inflating: train/e12f9f19d1be.png  \n",
      "  inflating: train/8be6629a6039.png  \n",
      "  inflating: train/a1eb88562239.png  \n",
      "  inflating: train/98277aeb96a7.png  \n",
      "  inflating: train/1b4625877527.png  \n",
      "  inflating: train/e594c19e2e1d.png  \n",
      "  inflating: train/a02dfd67a925.png  \n",
      "  inflating: train/2e26762daed5.png  \n",
      "  inflating: train/5b3e7197ac1c.png  \n",
      "  inflating: train/9f1efb799b7b.png  \n",
      "  inflating: train/435d900fa7b2.png  \n",
      "  inflating: train/1e4b3b823b95.png  \n",
      "  inflating: train/ba0107fb1bfd.png  \n",
      "  inflating: train/7f6ce40f306b.png  \n",
      "  inflating: train/4318b6adeb97.png  \n",
      "  inflating: train/44271f3cb18f.png  \n",
      "  inflating: train/351e842842a2.png  \n",
      "  inflating: train/20d5fdd450ae.png  \n",
      "  inflating: train/0cecc2864b7f.png  \n",
      "  inflating: train/5056fa7d505f.png  \n",
      "  inflating: train/80b5a9519aec.png  \n",
      "  inflating: train/ff1e940105f9.png  \n",
      "  inflating: train/6dfd80748e72.png  \n",
      "  inflating: train/c6916bc42016.png  \n",
      "  inflating: train/ca0f1a17c8e5.png  \n",
      "  inflating: train/f9ecf1795804.png  \n",
      "  inflating: train/bffca6eeb2bf.png  \n",
      "  inflating: train/545df1bbcd61.png  \n",
      "  inflating: train/08ee569d4721.png  \n",
      "  inflating: train/0e82bcacc475.png  \n",
      "  inflating: train/eabf421f94d0.png  \n",
      "  inflating: train/7b8c78b41c0d.png  \n",
      "  inflating: train/910bfd38e2f5.png  \n",
      "  inflating: train/7d48f8cdfb69.png  \n",
      "  inflating: train/b7f0bc7d399e.png  \n",
      "  inflating: train/25d069089c5e.png  \n",
      "  inflating: train/9fefe2b44795.png  \n",
      "  inflating: train/3dfc50108072.png  \n",
      "  inflating: train/e3e490babc0c.png  \n",
      "  inflating: train/b8297a2291f5.png  \n",
      "  inflating: train/a19507501b40.png  \n",
      "  inflating: train/df0886f1e76b.png  \n",
      "  inflating: train/215d2b7c3fde.png  \n",
      "  inflating: train/e811f39a1243.png  \n",
      "  inflating: train/ce754234d760.png  \n",
      "  inflating: train/958c1fa044ba.png  \n",
      "  inflating: train/5e5275ddee29.png  \n",
      "  inflating: train/02dda30d3acf.png  \n",
      "  inflating: train/6a91eb157f47.png  \n",
      "  inflating: train/6b3860e8f64f.png  \n",
      "  inflating: train/d8cdb7d7283a.png  \n",
      "  inflating: train/4aa07d720638.png  \n",
      "  inflating: train/4fd5ec0dca09.png  \n",
      "  inflating: train/a8c950a99107.png  \n",
      "  inflating: train/18cde9649e90.png  \n",
      "  inflating: train/93421787f520.png  \n",
      "  inflating: train/7526c59c36d3.png  \n",
      "  inflating: train/f6d760566a51.png  \n",
      "  inflating: train/453d553b0a94.png  \n",
      "  inflating: train/e04f3c6619a3.png  \n",
      "  inflating: train/d4583e9525dc.png  \n",
      "  inflating: train/2399d68d407f.png  \n",
      "  inflating: train/77baa08a1345.png  \n",
      "  inflating: train/de730033c683.png  \n",
      "  inflating: train/7c52fe73e748.png  \n",
      "  inflating: train/4bcee3cbe232.png  \n",
      "  inflating: train/13d014ccd136.png  \n",
      "  inflating: train/ec0c9f817b03.png  \n",
      "  inflating: train/ca1036496659.png  \n",
      "  inflating: train/6f0463c1ff18.png  \n",
      "  inflating: train/5c817060c0ed.png  \n",
      "  inflating: train/f9156aeffc5e.png  \n",
      "  inflating: train/750e0168399d.png  \n",
      "  inflating: train/2994f17f58a5.png  \n",
      "  inflating: train/bb85097857fa.png  \n",
      "  inflating: train/1d74c4713e21.png  \n",
      "  inflating: train/d7078e8b0349.png  \n",
      "  inflating: train/66366a90d1ef.png  \n",
      "  inflating: train/08bef347f40d.png  \n",
      "  inflating: train/73881f55a3ec.png  \n",
      "  inflating: train/05cd0178ccfe.png  \n",
      "  inflating: train/e9ce5bf645ab.png  \n",
      "  inflating: train/4e85aa647534.png  \n",
      "  inflating: train/8b079e79035f.png  \n",
      "  inflating: train/04ac765f91a1.png  \n",
      "  inflating: train/8688f3d0fcaf.png  \n",
      "  inflating: train/e9678824215d.png  \n",
      "  inflating: train/356304d15a5c.png  \n",
      "  inflating: train/a93f1ea3ff4a.png  \n",
      "  inflating: train/30db694bee42.png  \n",
      "  inflating: train/a32886cb31ab.png  \n",
      "  inflating: train/8871e6a26596.png  \n",
      "  inflating: train/9a56cfb980ec.png  \n",
      "  inflating: train/cf0575534cec.png  \n",
      "  inflating: train/b66f23ffa730.png  \n",
      "  inflating: train/82d364726a58.png  \n",
      "  inflating: train/91e2c2890c9f.png  \n",
      "  inflating: train/c365c598ad4e.png  \n",
      "  inflating: train/8185ce1cdcef.png  \n",
      "  inflating: train/973b0facfa9b.png  \n",
      "  inflating: train/1d37f1c8b6d8.png  \n",
      "  inflating: train/5078caaf1f57.png  \n",
      "  inflating: train/e037643244b7.png  \n",
      "  inflating: train/7eeb191ad06b.png  \n",
      "  inflating: train/86b3a7929bec.png  \n",
      "  inflating: train/e2161692a0b4.png  \n",
      "  inflating: train/b11dcdcbc8c8.png  \n",
      "  inflating: train/a80dab8eddf4.png  \n",
      "  inflating: train/d02b79fc3200.png  \n",
      "  inflating: train/33e7bf536fc5.png  \n",
      "  inflating: train/b09101adb478.png  \n",
      "  inflating: train/3206171db5be.png  \n",
      "  inflating: train/85cc6d636898.png  \n",
      "  inflating: train/f91cfa82b9d4.png  \n",
      "  inflating: train/6dc0281f11e3.png  \n",
      "  inflating: train/dad71ba27a9b.png  \n",
      "  inflating: train/5814cbd2e9bf.png  \n",
      "  inflating: train/55eac26bd383.png  \n",
      "  inflating: train/784d6d302f98.png  \n",
      "  inflating: train/b0d6417bad3e.png  \n",
      "  inflating: train/f6f7dba7104d.png  \n",
      "  inflating: train/789f0ec1eab8.png  \n",
      "  inflating: train/d838d5b9f571.png  \n",
      "  inflating: train/912fbe06407e.png  \n",
      "  inflating: train/36b5b3c9fb32.png  \n",
      "  inflating: train/6504b703c429.png  \n",
      "  inflating: train/415d5c5e785f.png  \n",
      "  inflating: train/78d53c82a23e.png  \n",
      "  inflating: train/66393d8c60ba.png  \n",
      "  inflating: train/0c917c372572.png  \n",
      "  inflating: train/5445255635f0.png  \n",
      "  inflating: train/521d3e264d71.png  \n",
      "  inflating: train/2d9d97a6e713.png  \n",
      "  inflating: train/be6cbf6e5b10.png  \n",
      "  inflating: train/342edf9b889d.png  \n",
      "  inflating: train/ab7991df166b.png  \n",
      "  inflating: train/8c87bd748996.png  \n",
      "  inflating: train/000c1434d8d7.png  \n",
      "  inflating: train/b9519abce0c1.png  \n",
      "  inflating: train/8b58f9a338e8.png  \n",
      "  inflating: train/ffa47f6a7bf4.png  \n",
      "  inflating: train/8201cab8322d.png  \n",
      "  inflating: train/b574d229ec4c.png  \n",
      "  inflating: train/f9d8ff3e6592.png  \n",
      "  inflating: train/48a45619d1a3.png  \n",
      "  inflating: train/e229aca862c7.png  \n",
      "  inflating: train/494fc9c745a3.png  \n",
      "  inflating: train/35aa7f5c2ec0.png  \n",
      "  inflating: train/35d6c4c50072.png  \n",
      "  inflating: train/7877be80901c.png  \n",
      "  inflating: train/3b58b02c89ed.png  \n",
      "  inflating: train/d2cd47ed2c1d.png  \n",
      "  inflating: train/1d2472849dce.png  \n",
      "  inflating: train/2700754f71e9.png  \n",
      "  inflating: train/c2f3281cf528.png  \n",
      "  inflating: train/269b44e628eb.png  \n",
      "  inflating: train/624fb7317106.png  \n",
      "  inflating: train/9ce46d400cd6.png  \n",
      "  inflating: train/496155f71d0a.png  \n",
      "  inflating: train/6dc07f968794.png  \n",
      "  inflating: train/c80f79579fed.png  \n",
      "  inflating: train/9c72ed6befa0.png  \n",
      "  inflating: train/f02956bd7c50.png  \n",
      "  inflating: train/3cd801ffdbf0.png  \n",
      "  inflating: train/d994203deb64.png  \n",
      "  inflating: train/8dafa62f9322.png  \n",
      "  inflating: train/28a4d00927b7.png  \n",
      "  inflating: train/d6df4fe492ec.png  \n",
      "  inflating: train/8b26d3cd61e8.png  \n",
      "  inflating: train/00a8624548a9.png  \n",
      "  inflating: train/9fa02dfb5553.png  \n",
      "  inflating: train/0423237770a7.png  \n",
      "  inflating: train/61c667663f2f.png  \n",
      "  inflating: train/936299166bea.png  \n",
      "  inflating: train/1e9224ccca95.png  \n",
      "  inflating: train/07a0be6b347f.png  \n",
      "  inflating: train/99c6a123ed6a.png  \n",
      "  inflating: train/c252da9b41d8.png  \n",
      "  inflating: train/1a0dbc6c0cda.png  \n",
      "  inflating: train/3461dc601cc2.png  \n",
      "  inflating: train/13ab8db8c700.png  \n",
      "  inflating: train/905cc86bf100.png  \n",
      "  inflating: train/28751f290ba3.png  \n",
      "  inflating: train/26fc2358a38d.png  \n",
      "  inflating: train/a70d0f12a641.png  \n",
      "  inflating: train/f72ef9ceeaa8.png  \n",
      "  inflating: train/f4d3169b468a.png  \n",
      "  inflating: train/8acffaf1f4b9.png  \n",
      "  inflating: train/ca6842bfcbc9.png  \n",
      "  inflating: train/9785805af1b8.png  \n",
      "  inflating: train/7bf981d9c7fe.png  \n",
      "  inflating: train/14c3b41d289c.png  \n",
      "  inflating: train/0af296d2f04a.png  \n",
      "  inflating: train/daeaa5d8cf70.png  \n",
      "  inflating: train/cc671a73e1cb.png  \n",
      "  inflating: train/bfb578c0e8d8.png  \n",
      "  inflating: train/e4d3d437b0a8.png  \n",
      "  inflating: train/73d40ce06a67.png  \n",
      "  inflating: train/ea6a53e54d0f.png  \n",
      "  inflating: train/c7c3d363bc86.png  \n",
      "  inflating: train/576e189d23d4.png  \n",
      "  inflating: train/848e66b9e199.png  \n",
      "  inflating: train/8bf2d925dc0c.png  \n",
      "  inflating: train/e4a44f9158dc.png  \n",
      "  inflating: train/59ee65760535.png  \n",
      "  inflating: train/ae20112e7a1e.png  \n",
      "  inflating: train/5ca73d28f17f.png  \n",
      "  inflating: train/e6a5e4718873.png  \n",
      "  inflating: train/599b89048034.png  \n",
      "  inflating: train/65f5d2a6eb7e.png  \n",
      "  inflating: train/96a9706b8534.png  \n",
      "  inflating: train/2b21d293fdf2.png  \n",
      "  inflating: train/519c6e8f78dc.png  \n",
      "  inflating: train/f58f0b2fd718.png  \n",
      "  inflating: train/13d411c85ffd.png  \n",
      "  inflating: train/e3cd96cb094c.png  \n",
      "  inflating: train/9e5ec293267c.png  \n",
      "  inflating: train/fc8fce67fbf8.png  \n",
      "  inflating: train/63b71347e95d.png  \n",
      "  inflating: train/ed246ae1ed08.png  \n",
      "  inflating: train/457c7c927e27.png  \n",
      "  inflating: train/362c4a96cebb.png  \n",
      "  inflating: train/5a091e8cd95c.png  \n",
      "  inflating: train/2bbd1f99ecc3.png  \n",
      "  inflating: train/36e4b704b905.png  \n",
      "  inflating: train/93be637084a2.png  \n",
      "  inflating: train/3079490a4b9c.png  \n",
      "  inflating: train/753b14c27c83.png  \n",
      "  inflating: train/b72a86d61959.png  \n",
      "  inflating: train/6852f4531591.png  \n",
      "  inflating: train/c1ebe785503a.png  \n",
      "  inflating: train/180afe1d5ef7.png  \n",
      "  inflating: train/ad570b850a4f.png  \n",
      "  inflating: train/7ed4128b2a4e.png  \n",
      "  inflating: train/db49cdf1ea64.png  \n",
      "  inflating: train/c8fc0df22999.png  \n",
      "  inflating: train/d6e26fe51dce.png  \n",
      "  inflating: train/310c27067ac0.png  \n",
      "  inflating: train/2532613a584a.png  \n",
      "  inflating: train/874f8c1929f6.png  \n",
      "  inflating: train/115e42dd6a81.png  \n",
      "  inflating: train/7831ce1d895e.png  \n",
      "  inflating: train/2ef955d6d9ff.png  \n",
      "  inflating: train/89b725411cee.png  \n",
      "  inflating: train/3810040096cb.png  \n",
      "  inflating: train/a1822dd8d05d.png  \n",
      "  inflating: train/f3bb996b45ce.png  \n",
      "  inflating: train/f8cf7ed8ef00.png  \n",
      "  inflating: train/0fbbd665431f.png  \n",
      "  inflating: train/9287e57326d0.png  \n",
      "  inflating: train/2fde69f20585.png  \n",
      "  inflating: train/a8652b2de23f.png  \n",
      "  inflating: train/01eb826f6467.png  \n",
      "  inflating: train/d160ebef4117.png  \n",
      "  inflating: train/e82232a3c28b.png  \n",
      "  inflating: train/595446774178.png  \n",
      "  inflating: train/00cc2b75cddd.png  \n",
      "  inflating: train/ae2c3f6312ef.png  \n",
      "  inflating: train/aad0c0ee9268.png  \n",
      "  inflating: train/f361060eda3e.png  \n",
      "  inflating: train/9a159d4674cd.png  \n",
      "  inflating: train/5db2e3a4594a.png  \n",
      "  inflating: train/f5733f77273d.png  \n",
      "  inflating: train/1414128bead0.png  \n",
      "  inflating: train/475300735b7f.png  \n",
      "  inflating: train/1e036f2e7095.png  \n",
      "  inflating: train/cca626a0e19a.png  \n",
      "  inflating: train/97a235367f9d.png  \n",
      "  inflating: train/cac40227d3b2.png  \n",
      "  inflating: train/9e2058917304.png  \n",
      "  inflating: train/23148a40ecb0.png  \n",
      "  inflating: train/fe2df69676cf.png  \n",
      "  inflating: train/a3132c8828e4.png  \n",
      "  inflating: train/387138ddf43d.png  \n",
      "  inflating: train/55968f0e63c4.png  \n",
      "  inflating: train/82bb8a01935f.png  \n",
      "  inflating: train/c64c0966b4cf.png  \n",
      "  inflating: train/a2b995b81692.png  \n",
      "  inflating: train/dbfd238b3468.png  \n",
      "  inflating: train/1601c939412f.png  \n",
      "  inflating: train/fe06dad6851c.png  \n",
      "  inflating: train/d9bbdc33db83.png  \n",
      "  inflating: train/f86d1c404acb.png  \n",
      "  inflating: train/76095c338728.png  \n",
      "  inflating: train/ecad6845f630.png  \n",
      "  inflating: train/3fd7df6099e3.png  \n",
      "  inflating: train/ef7eb85b75fc.png  \n",
      "  inflating: train/8448af27ba07.png  \n",
      "  inflating: train/be21d8b60e2a.png  \n",
      "  inflating: train/86fbac86ed3e.png  \n",
      "  inflating: train/66460ecab347.png  \n",
      "  inflating: train/19545647508e.png  \n",
      "  inflating: train/89d9c071a56f.png  \n",
      "  inflating: train/bca2bdc15fc5.png  \n",
      "  inflating: train/bb08949dd70a.png  \n",
      "  inflating: train/89ee1fa16f90.png  \n",
      "  inflating: train/e31c42a8652b.png  \n",
      "  inflating: train/fa0c87bd75ce.png  \n",
      "  inflating: train/eebd1e195952.png  \n",
      "  inflating: train/465c618f7b23.png  \n",
      "  inflating: train/1ca35d483772.png  \n",
      "  inflating: train/1b3647865779.png  \n",
      "  inflating: train/7005be54cab1.png  \n",
      "  inflating: train/5d74f98d62be.png  \n",
      "  inflating: train/1d0b93317aa8.png  \n",
      "  inflating: train/f69835dc7c50.png  \n",
      "  inflating: train/594f69b503ad.png  \n",
      "  inflating: train/1f543a86c4d4.png  \n",
      "  inflating: train/0fe31196e0e8.png  \n",
      "  inflating: train/6a57a3db3eff.png  \n",
      "  inflating: train/e1900014dabf.png  \n",
      "  inflating: train/b4b04d81acbb.png  \n",
      "  inflating: train/36a1e3c780a0.png  \n",
      "  inflating: train/cc839823755b.png  \n",
      "  inflating: train/fd62bd0db4f1.png  \n",
      "  inflating: train/08b6e3240858.png  \n",
      "  inflating: train/5486da4273d7.png  \n",
      "  inflating: train/891329021e12.png  \n",
      "  inflating: train/69df7ade0575.png  \n",
      "  inflating: train/266fbefa58fb.png  \n",
      "  inflating: train/dec5595e6154.png  \n",
      "  inflating: train/b9fe7da14a32.png  \n",
      "  inflating: train/7179f85bfd6f.png  \n",
      "  inflating: train/d95959798b57.png  \n",
      "  inflating: train/0c76fd494af6.png  \n",
      "  inflating: train/ca360bec5851.png  \n",
      "  inflating: train/4210809074c1.png  \n",
      "  inflating: train/dbb2c63f6f08.png  \n",
      "  inflating: train/8fd7ad26e691.png  \n",
      "  inflating: train/97bf61736b86.png  \n",
      "  inflating: train/42b93b574f23.png  \n",
      "  inflating: train/eaa0dfbd5024.png  \n",
      "  inflating: train/a81b06f50612.png  \n",
      "  inflating: train/f5650eb52640.png  \n",
      "  inflating: train/af7a36454670.png  \n",
      "  inflating: train/64b9206afb3f.png  \n",
      "  inflating: train/1e8c31e29dd3.png  \n",
      "  inflating: train/441848e0f308.png  \n",
      "  inflating: train/edceb0657d77.png  \n",
      "  inflating: train/d1cf31577a59.png  \n",
      "  inflating: train/44e0d56e9d42.png  \n",
      "  inflating: train/6c3589d7ed8d.png  \n",
      "  inflating: train/1ec95179cdfe.png  \n",
      "  inflating: train/cb547e723a16.png  \n",
      "  inflating: train/b3f31c371e59.png  \n",
      "  inflating: train/ff631653374e.png  \n",
      "  inflating: train/f952ad2e4356.png  \n",
      "  inflating: train/2d04cead4d3a.png  \n",
      "  inflating: train/f72adcac5638.png  \n",
      "  inflating: train/cb28adab4e8a.png  \n",
      "  inflating: train/9bf060db8376.png  \n",
      "  inflating: train/7e9081e95bf6.png  \n",
      "  inflating: train/89b044cbaf85.png  \n",
      "  inflating: train/6d292ca4c9ad.png  \n",
      "  inflating: train/6d454444f17c.png  \n",
      "  inflating: train/1cb6961d141c.png  \n",
      "  inflating: train/a3d2a0c4cd17.png  \n",
      "  inflating: train/4f6abc40c72d.png  \n",
      "  inflating: train/ef5155990874.png  \n",
      "  inflating: train/4134b290f5f3.png  \n",
      "  inflating: train/2682e6da9050.png  \n",
      "  inflating: train/8f318a978844.png  \n",
      "  inflating: train/565f3404f9b2.png  \n",
      "  inflating: train/c70d09370109.png  \n",
      "  inflating: train/bd34a0639575.png  \n",
      "  inflating: train/9a28d4e8aef0.png  \n",
      "  inflating: train/d94e10f42861.png  \n",
      "  inflating: train/9c893e16c055.png  \n",
      "  inflating: train/04aef84a2cc1.png  \n",
      "  inflating: train/cb2201c226d6.png  \n",
      "  inflating: train/28f93cad89c5.png  \n",
      "  inflating: train/b7ce561a7328.png  \n",
      "  inflating: train/29bc0e721cfe.png  \n",
      "  inflating: train/aef9016557ca.png  \n",
      "  inflating: train/4f60129e9a5b.png  \n",
      "  inflating: train/42b08dca9b2f.png  \n",
      "  inflating: train/976082127e2a.png  \n",
      "  inflating: train/28dc010a0780.png  \n",
      "  inflating: train/72d98188648f.png  \n",
      "  inflating: train/9be71d6d7e59.png  \n",
      "  inflating: train/404ede327e98.png  \n",
      "  inflating: train/360832d84ce0.png  \n",
      "  inflating: train/8c29a76fa08c.png  \n",
      "  inflating: train/11b220a397b8.png  \n",
      "  inflating: train/983c98354e9c.png  \n",
      "  inflating: train/7828dd083cdc.png  \n",
      "  inflating: train/d38cf0f4a9af.png  \n",
      "  inflating: train/65cf00be6fb4.png  \n",
      "  inflating: train/d1ca85af57c9.png  \n",
      "  inflating: train/2b07790a2422.png  \n",
      "  inflating: train/85fce24084da.png  \n",
      "  inflating: train/0c7e82daf5a0.png  \n",
      "  inflating: train/942f544c4e15.png  \n",
      "  inflating: train/40527a5e95dd.png  \n",
      "  inflating: train/e4c799738a19.png  \n",
      "  inflating: train/b6d9974443ce.png  \n",
      "  inflating: train/6762b2b48ea5.png  \n",
      "  inflating: train/ee3f5cf52188.png  \n",
      "  inflating: train/274f5029189b.png  \n",
      "  inflating: train/524f240e0c90.png  \n",
      "  inflating: train/408ea9d5e082.png  \n",
      "  inflating: train/ee2c2a5f7d0e.png  \n",
      "  inflating: train/a9a3225cf4b5.png  \n",
      "  inflating: train/e12d41e7b221.png  \n",
      "  inflating: train/d83c3efade75.png  \n",
      "  inflating: train/885fa5fc5da8.png  \n",
      "  inflating: train/4eaf2f81819d.png  \n",
      "  inflating: train/3796af4d987a.png  \n",
      "  inflating: train/25b4080f598b.png  \n",
      "  inflating: train/f90f8931a9bc.png  \n",
      "  inflating: train/62ecdc90dd42.png  \n",
      "  inflating: train/e251bdf05b85.png  \n",
      "  inflating: train/e1b8acb1cea1.png  \n",
      "  inflating: train/d3d578fe433f.png  \n",
      "  inflating: train/932181b93b2f.png  \n",
      "  inflating: train/76fe19ff64fb.png  \n",
      "  inflating: train/2d7666b8884f.png  \n",
      "  inflating: train/260a455692b5.png  \n",
      "  inflating: train/484dbeb9bf2a.png  \n",
      "  inflating: train/76e6a9238570.png  \n",
      "  inflating: train/dfc7ec7db0e0.png  \n",
      "  inflating: train/352e4a939242.png  \n",
      "  inflating: train/d0926ed2c8e5.png  \n",
      "  inflating: train/1124ffcd76c2.png  \n",
      "  inflating: train/d4f32b9c07df.png  \n",
      "  inflating: train/b7e0f95353f2.png  \n",
      "  inflating: train/f09cfc6a4dbd.png  \n",
      "  inflating: train/bd9904495ccd.png  \n",
      "  inflating: train/47d1603a555b.png  \n",
      "  inflating: train/8d62ba9cb22a.png  \n",
      "  inflating: train/401fdfd0db07.png  \n",
      "  inflating: train/891392c9683c.png  \n",
      "  inflating: train/84c663f39632.png  \n",
      "  inflating: train/d16e59a2b33a.png  \n",
      "  inflating: train/8dc22e65c06f.png  \n",
      "  inflating: train/7af4d8704032.png  \n",
      "  inflating: train/e756495c11cb.png  \n",
      "  inflating: train/9d62478042b6.png  \n",
      "  inflating: train/45369821d6a3.png  \n",
      "  inflating: train/675de69373f8.png  \n",
      "  inflating: train/bfa30ebf63a8.png  \n",
      "  inflating: train/77e15f213b04.png  \n",
      "  inflating: train/4ef0b485a7da.png  \n",
      "  inflating: train/46923eea9a4e.png  \n",
      "  inflating: train/291e2ff3d834.png  \n",
      "  inflating: train/62e6f814c8f5.png  \n",
      "  inflating: train/22a6da005395.png  \n",
      "  inflating: train/c7e827fc7f41.png  \n",
      "  inflating: train/fdd18ccbbdc5.png  \n",
      "  inflating: train/a0445785e2f7.png  \n",
      "  inflating: train/e62490b7d0e9.png  \n",
      "  inflating: train/cfdbaef73a8b.png  \n",
      "  inflating: train/165c548185f8.png  \n",
      "  inflating: train/e8ddfc9709ce.png  \n",
      "  inflating: train/ffcf7b45f213.png  \n",
      "  inflating: train/6fe67482bfae.png  \n",
      "  inflating: train/807135cbc438.png  \n",
      "  inflating: train/a3957df90a78.png  \n",
      "  inflating: train/278aa860dffd.png  \n",
      "  inflating: train/dbee04ae6426.png  \n",
      "  inflating: train/8a482c024fc2.png  \n",
      "  inflating: train/77b7b71ebcc3.png  \n",
      "  inflating: train/76be29bb30b2.png  \n",
      "  inflating: train/5257cb536da2.png  \n",
      "  inflating: train/8d4d14a4ab07.png  \n",
      "  inflating: train/bd500a73beae.png  \n",
      "  inflating: train/d9311f7497cb.png  \n",
      "  inflating: train/a8263d248523.png  \n",
      "  inflating: train/4a589edaea60.png  \n",
      "  inflating: train/3428230bf1bd.png  \n",
      "  inflating: train/de50dfa745f8.png  \n",
      "  inflating: train/8bc6716c2238.png  \n",
      "  inflating: train/cf6551521a35.png  \n",
      "  inflating: train/5c7ab966a3ee.png  \n",
      "  inflating: train/aec51513cf45.png  \n",
      "  inflating: train/6fe67fd7f5d1.png  \n",
      "  inflating: train/a1e236fbc863.png  \n",
      "  inflating: train/d865997a6280.png  \n",
      "  inflating: train/17f6c7072f61.png  \n",
      "  inflating: train/29b52f64d2db.png  \n",
      "  inflating: train/a015ce4f51ad.png  \n",
      "  inflating: train/c94f37085d0f.png  \n",
      "  inflating: train/98f7136d2e7a.png  \n",
      "  inflating: train/5cab3ef4b31c.png  \n",
      "  inflating: train/11d8e5eaee5b.png  \n",
      "  inflating: train/a06e5ac695ce.png  \n",
      "  inflating: train/7526cf435753.png  \n",
      "  inflating: train/9f4132bd6ed6.png  \n",
      "  inflating: train/be68322c7223.png  \n",
      "  inflating: train/c9ea9d5eab65.png  \n",
      "  inflating: train/39134907127a.png  \n",
      "  inflating: train/6061f5b7378d.png  \n",
      "  inflating: train/e47770a2e5d1.png  \n",
      "  inflating: train/a0a0cd8af5a6.png  \n",
      "  inflating: train/d5a39339ff3d.png  \n",
      "  inflating: train/08037e4490e5.png  \n",
      "  inflating: train/d25b8a8ad3c4.png  \n",
      "  inflating: train/757e39293591.png  \n",
      "  inflating: train/c7b622ec8104.png  \n",
      "  inflating: train/63d217b059b6.png  \n",
      "  inflating: train/7c2f820a6425.png  \n",
      "  inflating: train/2c8101f14723.png  \n",
      "  inflating: train/ea588d1e5d96.png  \n",
      "  inflating: train/f1a761c68559.png  \n",
      "  inflating: train/b70e7c26f51e.png  \n",
      "  inflating: train/1608c82a263f.png  \n",
      "  inflating: train/881ec6186e68.png  \n",
      "  inflating: train/12025b34deb8.png  \n",
      "  inflating: train/7ce671f952be.png  \n",
      "  inflating: train/04d029cfb612.png  \n",
      "  inflating: train/1f31701dd61b.png  \n",
      "  inflating: train/dd110d2b8c21.png  \n",
      "  inflating: train/80f6b30ece8c.png  \n",
      "  inflating: train/18621b9ca978.png  \n",
      "  inflating: train/54bbe3da103e.png  \n",
      "  inflating: train/94dcb491143f.png  \n",
      "  inflating: train/68ddb15a74de.png  \n",
      "  inflating: train/0e75d51152fc.png  \n",
      "  inflating: train/445a8a6da55c.png  \n",
      "  inflating: train/8a01daa423f7.png  \n",
      "  inflating: train/2a3378bcfbcc.png  \n",
      "  inflating: train/ca7f5caddf96.png  \n",
      "  inflating: train/35362d43e753.png  \n",
      "  inflating: train/5ca779ace6e7.png  \n",
      "  inflating: train/57a5f1015504.png  \n",
      "  inflating: train/a08a0133754a.png  \n",
      "  inflating: train/f4df3d86688d.png  \n",
      "  inflating: train/b50b30aa6e6c.png  \n",
      "  inflating: train/94f9ecf4b8d2.png  \n",
      "  inflating: train/5a36cea278ae.png  \n",
      "  inflating: train/0180bfa26c0b.png  \n",
      "  inflating: train/0a9ec1e99ce4.png  \n",
      "  inflating: train/7350c50667c5.png  \n",
      "  inflating: train/44a86263117b.png  \n",
      "  inflating: train/691eeb59b4cb.png  \n",
      "  inflating: train/f850cb51fdba.png  \n",
      "  inflating: train/1ae8c165fd53.png  \n",
      "  inflating: train/3c72f580d4ba.png  \n",
      "  inflating: train/b191ba0a2b12.png  \n",
      "  inflating: train/b7bd4a6627b6.png  \n",
      "  inflating: train/2f81ee5f2926.png  \n",
      "  inflating: train/a11bf2edd470.png  \n",
      "  inflating: train/9c52b87d01f1.png  \n",
      "  inflating: train/61a62b1dcc36.png  \n",
      "  inflating: train/a0adbe677508.png  \n",
      "  inflating: train/d93b61dc8f64.png  \n",
      "  inflating: train/f4ea2a2cfbb9.png  \n",
      "  inflating: train/a7b03e58a6e1.png  \n",
      "  inflating: train/18323d8f2470.png  \n",
      "  inflating: train/274f4de2a59d.png  \n",
      "  inflating: train/0851d6a69589.png  \n",
      "  inflating: train/1caba2fb38f6.png  \n",
      "  inflating: train/2608e1dac5b1.png  \n",
      "  inflating: train/ae5d31979f19.png  \n",
      "  inflating: train/1f07dae3cadb.png  \n",
      "  inflating: train/bf7221a016b5.png  \n",
      "  inflating: train/29192375ab1b.png  \n",
      "  inflating: train/aae8f9f3ef8c.png  \n",
      "  inflating: train/ef8109305128.png  \n",
      "  inflating: train/1a90fad9ffa2.png  \n",
      "  inflating: train/cd1c98ec48b1.png  \n",
      "  inflating: train/6cffc6c6851a.png  \n",
      "  inflating: train/0551676cc2aa.png  \n",
      "  inflating: train/02cd34a85b24.png  \n",
      "  inflating: train/58af2c054ced.png  \n",
      "  inflating: train/f9e779a13204.png  \n",
      "  inflating: train/bf7047dc683c.png  \n",
      "  inflating: train/ed2ef440d22c.png  \n",
      "  inflating: train/e07045d7c5f7.png  \n",
      "  inflating: train/5bf6f2958e53.png  \n",
      "  inflating: train/6810410187a0.png  \n",
      "  inflating: train/e160a3b19911.png  \n",
      "  inflating: train/a4012932e18d.png  \n",
      "  inflating: train/57f933d3d7c7.png  \n",
      "  inflating: train/cec299c2a2d5.png  \n",
      "  inflating: train/d51b3fe0fa1b.png  \n",
      "  inflating: train/07083738b75e.png  \n",
      "  inflating: train/6dcde47060f9.png  \n",
      "  inflating: train/a11c62cb3f86.png  \n",
      "  inflating: train/b0eeae01b8ab.png  \n",
      "  inflating: train/6c2555a9cae4.png  \n",
      "  inflating: train/a15470303941.png  \n",
      "  inflating: train/0182152c50de.png  \n",
      "  inflating: train/80dbeb0fdc75.png  \n",
      "  inflating: train/0d310aba6373.png  \n",
      "  inflating: train/d144144a2f3f.png  \n",
      "  inflating: train/7f2cce721e19.png  \n",
      "  inflating: train/cbc23af521f3.png  \n",
      "  inflating: train/96793edb1003.png  \n",
      "  inflating: train/ad2f0b9d059c.png  \n",
      "  inflating: train/58c12863f33d.png  \n",
      "  inflating: train/9095d43fb132.png  \n",
      "  inflating: train/5e7db41b3bee.png  \n",
      "  inflating: train/38f1901f214a.png  \n",
      "  inflating: train/3823acc4e464.png  \n",
      "  inflating: train/e6552b7432b3.png  \n",
      "  inflating: train/fe0e2dee1834.png  \n",
      "  inflating: train/d1afdb8cf70d.png  \n",
      "  inflating: train/61f403fdb434.png  \n",
      "  inflating: train/c5a0e84e955d.png  \n",
      "  inflating: train/4dd7b322f342.png  \n",
      "  inflating: train/0b00f8a77510.png  \n",
      "  inflating: train/b8f1b30877db.png  \n",
      "  inflating: train/308f7fce6f0d.png  \n",
      "  inflating: train/89ed6a0dd53f.png  \n",
      "  inflating: train/c48ae5da188e.png  \n",
      "  inflating: train/b0cc9f8d06e4.png  \n",
      "  inflating: train/ae61e19fb766.png  \n",
      "  inflating: train/47536db39f00.png  \n",
      "  inflating: train/568455854a11.png  \n",
      "  inflating: train/8cb6b0efaaac.png  \n",
      "  inflating: train/89d2a7403a06.png  \n",
      "  inflating: train/155e2df6bfcf.png  \n",
      "  inflating: train/441affbe99aa.png  \n",
      "  inflating: train/a8e88d4891c4.png  \n",
      "  inflating: train/df4913ca3712.png  \n",
      "  inflating: train/fc1b1841eadf.png  \n",
      "  inflating: train/ac81fc200162.png  \n",
      "  inflating: train/e540d2e35d15.png  \n",
      "  inflating: train/ad12cde115ab.png  \n",
      "  inflating: train/84a72e15b23c.png  \n",
      "  inflating: train/ae1344610ebe.png  \n",
      "  inflating: train/97f290d31813.png  \n",
      "  inflating: train/913b1890ed1e.png  \n",
      "  inflating: train/f583a722434c.png  \n",
      "  inflating: train/3d2ecffe0386.png  \n",
      "  inflating: train/2a099b247b10.png  \n",
      "  inflating: train/d18e5b68f6d2.png  \n",
      "  inflating: train/ca891d37a43c.png  \n",
      "  inflating: train/93d6d20a5ee3.png  \n",
      "  inflating: train/6de39b94f634.png  \n",
      "  inflating: train/8a87dd2a784e.png  \n",
      "  inflating: train/a763661f98a5.png  \n",
      "  inflating: train/ab78a66dee6a.png  \n",
      "  inflating: train/aa6242f9e08c.png  \n",
      "  inflating: train/0231642cf1c2.png  \n",
      "  inflating: train/7356dd08b0ae.png  \n",
      "  inflating: train/996f9bba4ef0.png  \n",
      "  inflating: train/2a5a8b744f08.png  \n",
      "  inflating: train/510aa0a898fa.png  \n",
      "  inflating: train/9837048b85dc.png  \n",
      "  inflating: train/e30a890600e1.png  \n",
      "  inflating: train/1f0e223b8055.png  \n",
      "  inflating: train/e265c870f9b3.png  \n",
      "  inflating: train/0953c0ac1735.png  \n",
      "  inflating: train/5ea9e447bb62.png  \n",
      "  inflating: train/51cd8d2057fa.png  \n",
      "  inflating: train/67844c46bc61.png  \n",
      "  inflating: train/4f0866b90c27.png  \n",
      "  inflating: train/5f51192841f7.png  \n",
      "  inflating: train/a654b25124c3.png  \n",
      "  inflating: train/4a44cc840ebe.png  \n",
      "  inflating: train/ebd96d853918.png  \n",
      "  inflating: train/60aa4e649abf.png  \n",
      "  inflating: train/e42d9a94a66d.png  \n",
      "  inflating: train/09934421c79e.png  \n",
      "  inflating: train/3580a545016d.png  \n",
      "  inflating: train/ec363f48867b.png  \n",
      "  inflating: train/a07d9a5045cb.png  \n",
      "  inflating: train/8ead17dfb6a6.png  \n",
      "  inflating: train/c739ff9580d3.png  \n",
      "  inflating: train/13063d1bc4ea.png  \n",
      "  inflating: train/c9c563864ab1.png  \n",
      "  inflating: train/9be0683649ff.png  \n",
      "  inflating: train/e03a74e7d74f.png  \n",
      "  inflating: train/f18abfa690ab.png  \n",
      "  inflating: train/66bfec8d6bcd.png  \n",
      "  inflating: train/94b9ccc73bb9.png  \n",
      "  inflating: train/b05922e7abd3.png  \n",
      "  inflating: train/6966abf40b8c.png  \n",
      "  inflating: train/6e92b1c5ac8e.png  \n",
      "  inflating: train/2d558de2cabe.png  \n",
      "  inflating: train/c0a117de7d0a.png  \n",
      "  inflating: train/4554062fa836.png  \n",
      "  inflating: train/6089fa333013.png  \n",
      "  inflating: train/0bf37ca3156a.png  \n",
      "  inflating: train/c57c164bca05.png  \n",
      "  inflating: train/0dce95217626.png  \n",
      "  inflating: train/237c078d00fc.png  \n",
      "  inflating: train/7102f29e052e.png  \n",
      "  inflating: train/875d2ffcbf47.png  \n",
      "  inflating: train/1efa5d443707.png  \n",
      "  inflating: train/41345cec5957.png  \n",
      "  inflating: train/6c6efb6b1358.png  \n",
      "  inflating: train/b22354b5f94b.png  \n",
      "  inflating: train/1782142e17d9.png  \n",
      "  inflating: train/f576e45d1da2.png  \n",
      "  inflating: train/3402124408ea.png  \n",
      "  inflating: train/c6f5b5b5be41.png  \n",
      "  inflating: train/2131aa3a1e6f.png  \n",
      "  inflating: train/b99794a0beed.png  \n",
      "  inflating: train/236f56771ec6.png  \n",
      "  inflating: train/8846b09384a4.png  \n",
      "  inflating: train/674057ab250c.png  \n",
      "  inflating: train/9a78c6a7b1c2.png  \n",
      "  inflating: train/d7e5fe5245e0.png  \n",
      "  inflating: train/cd29c88c9e36.png  \n",
      "  inflating: train/e7a7187066ad.png  \n",
      "  inflating: train/ea9e0fb6fb0b.png  \n",
      "  inflating: train/83038ca49b6d.png  \n",
      "  inflating: train/3232b34cbe99.png  \n",
      "  inflating: train/a384e688e228.png  \n",
      "  inflating: train/9eaac43744f5.png  \n",
      "  inflating: train/4cde86044ad1.png  \n",
      "  inflating: train/08f8838d69bb.png  \n",
      "  inflating: train/ee74c3b177e0.png  \n",
      "  inflating: train/201f6e10c108.png  \n",
      "  inflating: train/7f1f3269f546.png  \n",
      "  inflating: train/be8697eb2078.png  \n",
      "  inflating: train/999115d9386b.png  \n",
      "  inflating: train/bc34f52c37c7.png  \n",
      "  inflating: train/7a46cfa69bae.png  \n",
      "  inflating: train/f4de9620e3f2.png  \n",
      "  inflating: train/baaca2f7e1f0.png  \n",
      "  inflating: train/0a38b552372d.png  \n",
      "  inflating: train/9df31421cdd2.png  \n",
      "  inflating: train/b3a994760537.png  \n",
      "  inflating: train/7743f4e04a6d.png  \n",
      "  inflating: train/3e86335bc2fd.png  \n",
      "  inflating: train/1f9ccda4ddf2.png  \n",
      "  inflating: train/542964865b1e.png  \n",
      "  inflating: train/286e9981dd9b.png  \n",
      "  inflating: train/f7defe70afc3.png  \n",
      "  inflating: train/0519b934f6b1.png  \n",
      "  inflating: train/e8e44b3160e3.png  \n",
      "  inflating: train/9d98a0b585f2.png  \n",
      "  inflating: train/b0619ca93a5f.png  \n",
      "  inflating: train/190a309f2cc5.png  \n",
      "  inflating: train/5a03fe3ed15c.png  \n",
      "  inflating: train/ea15a290eb96.png  \n",
      "  inflating: train/c7d0deb71576.png  \n",
      "  inflating: train/9b4fc15df3c8.png  \n",
      "  inflating: train/f920ccd926db.png  \n",
      "  inflating: train/e26d8718ca58.png  \n",
      "  inflating: train/4a558a1cd243.png  \n",
      "  inflating: train/436e7a7af761.png  \n",
      "  inflating: train/2f4e81787d9b.png  \n",
      "  inflating: train/aed4e743c230.png  \n",
      "  inflating: train/30941b65348b.png  \n",
      "  inflating: train/1d11794057ff.png  \n",
      "  inflating: train/36041171f441.png  \n",
      "  inflating: train/150fc7127582.png  \n",
      "  inflating: train/78b3f819dcc5.png  \n",
      "  inflating: train/51131b48f9d4.png  \n",
      "  inflating: train/c21eb81de9fc.png  \n",
      "  inflating: train/2d870833c0c9.png  \n",
      "  inflating: train/959dc602febc.png  \n",
      "  inflating: train/c406325360b1.png  \n",
      "  inflating: train/5a11d21c2828.png  \n",
      "  inflating: train/bf18ff30a8f6.png  \n",
      "  inflating: train/6294b378d09f.png  \n",
      "  inflating: train/03a7f4a5786f.png  \n",
      "  inflating: train/7f43becd3e83.png  \n",
      "  inflating: train/855f0a5442b6.png  \n",
      "  inflating: train/05a5183c92d0.png  \n",
      "  inflating: train/a6d45de20e4d.png  \n",
      "  inflating: train/e19936582c61.png  \n",
      "  inflating: train/4abca30b676b.png  \n",
      "  inflating: train/3bf3085ac167.png  \n",
      "  inflating: train/222d0ac042b4.png  \n",
      "  inflating: train/fc898dfeb24f.png  \n",
      "  inflating: train/c9485c38fdd5.png  \n",
      "  inflating: train/25002fe43f92.png  \n",
      "  inflating: train/8344c783da65.png  \n",
      "  inflating: train/50840c36f0b4.png  \n",
      "  inflating: train/0da09e3ce8f1.png  \n",
      "  inflating: train/b1c6f0997e27.png  \n",
      "  inflating: train/6e3526053de0.png  \n",
      "  inflating: train/2585bbc91909.png  \n",
      "  inflating: train/7ba6b23c4b46.png  \n",
      "  inflating: train/6cb96a6fb029.png  \n",
      "  inflating: train/c334f8688b77.png  \n",
      "  inflating: train/8cb6b5b2f19c.png  \n",
      "  inflating: train/bec0acd539b2.png  \n",
      "  inflating: train/35beb47fe159.png  \n",
      "  inflating: train/2b074afdf626.png  \n",
      "  inflating: train/c568e5245ea5.png  \n",
      "  inflating: train/e26bcae6c67b.png  \n",
      "  inflating: train/37c523296d42.png  \n",
      "  inflating: train/096436d68d06.png  \n",
      "  inflating: train/2a93334f663a.png  \n",
      "  inflating: train/698d6e422a80.png  \n",
      "  inflating: train/dea7538bb91a.png  \n",
      "  inflating: train/bd06028eb7dd.png  \n",
      "  inflating: train/5cbe88914a72.png  \n",
      "  inflating: train/b65ff67743b2.png  \n",
      "  inflating: train/3a122851e526.png  \n",
      "  inflating: train/2376e5415458.png  \n",
      "  inflating: train/a6731dd737af.png  \n",
      "  inflating: train/31cb39681f6a.png  \n",
      "  inflating: train/87a9f4d20f07.png  \n",
      "  inflating: train/5f70ad48a525.png  \n",
      "  inflating: train/eedae6b28f96.png  \n",
      "  inflating: train/c561bcd519e9.png  \n",
      "  inflating: train/4ed31cc07366.png  \n",
      "  inflating: train/4c129470cec4.png  \n",
      "  inflating: train/b835b6e31a59.png  \n",
      "  inflating: train/bdff5d8bddf8.png  \n",
      "  inflating: train/b4e15102cd7a.png  \n",
      "  inflating: train/dcc6c0ad5cad.png  \n",
      "  inflating: train/c613db1cab27.png  \n",
      "  inflating: train/3b0190bbe615.png  \n",
      "  inflating: train/2e79041ef722.png  \n",
      "  inflating: train/3323fd59782e.png  \n",
      "  inflating: train/9a3109657ac1.png  \n",
      "  inflating: train/1a1e974a7dbf.png  \n",
      "  inflating: train/6a905a7202d2.png  \n",
      "  inflating: train/1f3f32efaf20.png  \n",
      "  inflating: train/31360e44ac64.png  \n",
      "  inflating: train/06be1092a062.png  \n",
      "  inflating: train/8ee50c26fc13.png  \n",
      "  inflating: train/d0079cc188e9.png  \n",
      "  inflating: train/6c250a30593b.png  \n",
      "  inflating: train/4528fbbd43a3.png  \n",
      "  inflating: train/bb752b179751.png  \n",
      "  inflating: train/cb602182cde3.png  \n",
      "  inflating: train/98441214557f.png  \n",
      "  inflating: train/9688c6ef5dc5.png  \n",
      "  inflating: train/1df1530b9b8d.png  \n",
      "  inflating: train/4860f7813654.png  \n",
      "  inflating: train/20c883d3bd38.png  \n",
      "  inflating: train/0c38940e1f80.png  \n",
      "  inflating: train/4c78d9d18da9.png  \n",
      "  inflating: train/ad93d88c87ea.png  \n",
      "  inflating: train/c1e6fa1ad314.png  \n",
      "  inflating: train/d3de0d313d61.png  \n",
      "  inflating: train/c446985355f1.png  \n",
      "  inflating: train/0db1d8dcf219.png  \n",
      "  inflating: train/4e231670b48c.png  \n",
      "  inflating: train/76e5b50f95a7.png  \n",
      "  inflating: train/0b2ea8f268cf.png  \n",
      "  inflating: train/19b0e3c734f5.png  \n",
      "  inflating: train/9a94e0316ee3.png  \n",
      "  inflating: train/4c570172778b.png  \n",
      "  inflating: train/55092c0071eb.png  \n",
      "  inflating: train/a15652b22ab8.png  \n",
      "  inflating: train/57a710de68a4.png  \n",
      "  inflating: train/ed6bd9293a89.png  \n",
      "  inflating: train/837acf120946.png  \n",
      "  inflating: train/1c7a013eeba7.png  \n",
      "  inflating: train/1bea04b2bb2d.png  \n",
      "  inflating: train/4cddfc22b0ad.png  \n",
      "  inflating: train/35df2bc6ae95.png  \n",
      "  inflating: train/374535e0adb8.png  \n",
      "  inflating: train/59e5212f7139.png  \n",
      "  inflating: train/6b7cf869622a.png  \n",
      "  inflating: train/75238d945315.png  \n",
      "  inflating: train/c5ad60521f8c.png  \n",
      "  inflating: train/4350a1b2f3cb.png  \n",
      "  inflating: train/90bde2ff8953.png  \n",
      "  inflating: train/e9ab8413e771.png  \n",
      "  inflating: train/702de9dcde32.png  \n",
      "  inflating: train/2bb3c492d6d3.png  \n",
      "  inflating: train/a95d9d61ddd4.png  \n",
      "  inflating: train/870f433e8f37.png  \n",
      "  inflating: train/7e0598cc88a0.png  \n",
      "  inflating: train/a44345b27804.png  \n",
      "  inflating: train/e12df54e0d1e.png  \n",
      "  inflating: train/0c43c79e8cfb.png  \n",
      "  inflating: train/8e3b79e1f1f7.png  \n",
      "  inflating: train/002c21358ce6.png  \n",
      "  inflating: train/419406328dcd.png  \n",
      "  inflating: train/1943983492e5.png  \n",
      "  inflating: train/44855f666225.png  \n",
      "  inflating: train/e7defafeb957.png  \n",
      "  inflating: train/81371b0c01ad.png  \n",
      "  inflating: train/43e9c66eb0f3.png  \n",
      "  inflating: train/312694ea8e6a.png  \n",
      "  inflating: train/78bcdffb8785.png  \n",
      "  inflating: train/05339950962e.png  \n",
      "  inflating: train/5e7630f8438e.png  \n",
      "  inflating: train/4ec7796df40e.png  \n",
      "  inflating: train/54334705a34d.png  \n",
      "  inflating: train/b0f8613305a3.png  \n",
      "  inflating: train/a73d012c4c38.png  \n",
      "  inflating: train/eeaea2c5ff34.png  \n",
      "  inflating: train/50d8a8fb7737.png  \n",
      "  inflating: train/26463a5fb949.png  \n",
      "  inflating: train/9039cbfcbb2f.png  \n",
      "  inflating: train/478fc46eaa49.png  \n",
      "  inflating: train/8fbb2ca39911.png  \n",
      "  inflating: train/4462fba1d2a1.png  \n",
      "  inflating: train/f71bea807c96.png  \n",
      "  inflating: train/2241b7e90782.png  \n",
      "  inflating: train/3246f07e65b4.png  \n",
      "  inflating: train/7c90ab025331.png  \n",
      "  inflating: train/e47452069ea1.png  \n",
      "  inflating: train/f48241b0c995.png  \n",
      "  inflating: train/6ccfdb031184.png  \n",
      "  inflating: train/9904939ab83d.png  \n",
      "  inflating: train/f0800723bc63.png  \n",
      "  inflating: train/ba4e62c11cc0.png  \n",
      "  inflating: train/1c9521878baf.png  \n",
      "  inflating: train/09237bf783a4.png  \n",
      "  inflating: train/64678182d8a8.png  \n",
      "  inflating: train/4393c5bc576a.png  \n",
      "  inflating: train/511fd66b2df8.png  \n",
      "  inflating: train/684dd88a0d49.png  \n",
      "  inflating: train/197af0de76e2.png  \n",
      "  inflating: train/3cdda8b3df19.png  \n",
      "  inflating: train/c8823cdaf7fa.png  \n",
      "  inflating: train/3c311c9109b0.png  \n",
      "  inflating: train/405b4f78658f.png  \n",
      "  inflating: train/77ab222bf85c.png  \n",
      "  inflating: train/a443c4fd489c.png  \n",
      "  inflating: train/789434d095d1.png  \n",
      "  inflating: train/4704dbb59536.png  \n",
      "  inflating: train/ed6704e3b72e.png  \n",
      "  inflating: train/a96ff96bbae5.png  \n",
      "  inflating: train/e32a359be36d.png  \n",
      "  inflating: train/879744b9dc65.png  \n",
      "  inflating: train/9e2a8135f471.png  \n",
      "  inflating: train/bf87aedf2489.png  \n",
      "  inflating: train/e38f3a65b02b.png  \n",
      "  inflating: train/665ce639a331.png  \n",
      "  inflating: train/e96099b961b4.png  \n",
      "  inflating: train/18b99159a14f.png  \n",
      "  inflating: train/e529c5757d64.png  \n",
      "  inflating: train/237aa50edc34.png  \n",
      "  inflating: train/b95d4dd8e5e2.png  \n",
      "  inflating: train/1f15ca672675.png  \n",
      "  inflating: train/3ffa14d60b24.png  \n",
      "  inflating: train/83d6e40c869f.png  \n",
      "  inflating: train/9878db94d9f3.png  \n",
      "  inflating: train/0f495d87656a.png  \n",
      "  inflating: train/9f8112c710be.png  \n",
      "  inflating: train/2209daf71aab.png  \n",
      "  inflating: train/0024cdab0c1e.png  \n",
      "  inflating: train/3908b3cfd620.png  \n",
      "  inflating: train/14e3f84445f7.png  \n",
      "  inflating: train/a188c60b93fb.png  \n",
      "  inflating: train/930fee99213a.png  \n",
      "  inflating: train/99240ee00485.png  \n",
      "  inflating: train/ea4ce9516144.png  \n",
      "  inflating: train/299086c6d1b5.png  \n",
      "  inflating: train/8d13c46e7d75.png  \n",
      "  inflating: train/1411c8ab7161.png  \n",
      "  inflating: train/af6166d57f13.png  \n",
      "  inflating: train/164cd5a3a6cd.png  \n",
      "  inflating: train/0b8bdec9d869.png  \n",
      "  inflating: train/1c5e6cdc7ee1.png  \n",
      "  inflating: train/b10fca20c885.png  \n",
      "  inflating: train/437cbec4a3f8.png  \n",
      "  inflating: train/61da799bf0aa.png  \n",
      "  inflating: train/71f6a6e4620a.png  \n",
      "  inflating: train/9bbb6c455913.png  \n",
      "  inflating: train/6fb656d506b2.png  \n",
      "  inflating: train/6f460f9968c7.png  \n",
      "  inflating: train/c3aa424eff9a.png  \n",
      "  inflating: train/6c4ec95dd8ba.png  \n",
      "  inflating: train/8e2a3978c244.png  \n",
      "  inflating: train/8f14bca04b47.png  \n",
      "  inflating: train/aa31bc6b8f4d.png  \n",
      "  inflating: train/2fdffb6160a6.png  \n",
      "  inflating: train/fdbc252813b1.png  \n",
      "  inflating: train/726dff37edc0.png  \n",
      "  inflating: train/7d94a000c2d0.png  \n",
      "  inflating: train/53327edb9e4d.png  \n",
      "  inflating: train/cfb17a7cc8d4.png  \n",
      "  inflating: train/15c24478ac72.png  \n",
      "  inflating: train/76bc31e0d3be.png  \n",
      "  inflating: train/dee31065f8fe.png  \n",
      "  inflating: train/f7e9fa75c7c1.png  \n",
      "  inflating: train/aeab0a63bcaf.png  \n",
      "  inflating: train/842d697884f6.png  \n",
      "  inflating: train/09c8323c612e.png  \n",
      "  inflating: train/a07efb1ecfc0.png  \n",
      "  inflating: train/c6229222bf22.png  \n",
      "  inflating: train/7a3ea1779b13.png  \n",
      "  inflating: train/4982378d72f9.png  \n",
      "  inflating: train/a386ec9aabde.png  \n",
      "  inflating: train/3f8d5c940ba4.png  \n",
      "  inflating: train/d6b109c82067.png  \n",
      "  inflating: train/b49b2fac2514.png  \n",
      "  inflating: train/0b3efe669365.png  \n",
      "  inflating: train/a4d41c495666.png  \n",
      "  inflating: train/ae8472f8d310.png  \n",
      "  inflating: train/ba735b286d62.png  \n",
      "  inflating: train/3ee17aa12e46.png  \n",
      "  inflating: train/4dd5d5ccddcf.png  \n",
      "  inflating: train/165cd2070ebd.png  \n",
      "  inflating: train/1df0a4c23c95.png  \n",
      "  inflating: train/9c6512166557.png  \n",
      "  inflating: train/4dd4a4bf2421.png  \n",
      "  inflating: train/47e51065b819.png  \n",
      "  inflating: train/7a6e384a0846.png  \n",
      "  inflating: train/966c07831334.png  \n",
      "  inflating: train/2d07162a13b1.png  \n",
      "  inflating: train/c102db7634d8.png  \n",
      "  inflating: train/523d0c2cb4d6.png  \n",
      "  inflating: train/e77a93c3d9a9.png  \n",
      "  inflating: train/835b9f6e12ba.png  \n",
      "  inflating: train/461fa5292fda.png  \n",
      "  inflating: train/d968a983d4d2.png  \n",
      "  inflating: train/c52bb7343387.png  \n",
      "  inflating: train/18af532e7e1e.png  \n",
      "  inflating: train/c373b73a80c8.png  \n",
      "  inflating: train/ca9c912ebad7.png  \n",
      "  inflating: train/af133a85ea0c.png  \n",
      "  inflating: train/f9d52509c571.png  \n",
      "  inflating: train/357f02a779d7.png  \n",
      "  inflating: train/921433215353.png  \n",
      "  inflating: train/96b5474ae604.png  \n",
      "  inflating: train/50ddd7d976df.png  \n",
      "  inflating: train/eeb231c3ef1f.png  \n",
      "  inflating: train/7269a1d84a57.png  \n",
      "  inflating: train/876e1dd12d38.png  \n",
      "  inflating: train/98104c8c67eb.png  \n",
      "  inflating: train/a1872f9c0cba.png  \n",
      "  inflating: train/821789e9053f.png  \n",
      "  inflating: train/6c3745a222da.png  \n",
      "  inflating: train/200d947f75db.png  \n",
      "  inflating: train/4dd9d29eae5d.png  \n",
      "  inflating: train/6181aa9f75f4.png  \n",
      "  inflating: train/f580566e27f5.png  \n",
      "  inflating: train/174db0854291.png  \n",
      "  inflating: train/09f1111a388a.png  \n",
      "  inflating: train/5b72ff04333d.png  \n",
      "  inflating: train/eb1ad14dd281.png  \n",
      "  inflating: train/103f97a2ab15.png  \n",
      "  inflating: train/247ac63e5510.png  \n",
      "  inflating: train/9f285b3e57ed.png  \n",
      "  inflating: train/50a2aef380c8.png  \n",
      "  inflating: train/26453eb7e989.png  \n",
      "  inflating: train/ca63fe4f4b52.png  \n",
      "  inflating: train/03c85870824c.png  \n",
      "  inflating: train/9b0eb9f41da4.png  \n",
      "  inflating: train/b086c7cd3868.png  \n",
      "  inflating: train/3ca8be3b40d6.png  \n",
      "  inflating: train/7f84284598f5.png  \n",
      "  inflating: train/13073f075a56.png  \n",
      "  inflating: train/0ae2dd2e09ea.png  \n",
      "  inflating: train/51aa3361294c.png  \n",
      "  inflating: train/e52ed5c29c5e.png  \n",
      "  inflating: train/66d2ca47aa44.png  \n",
      "  inflating: train/3f752fcccec0.png  \n",
      "  inflating: train/cf8f1bc7a215.png  \n",
      "  inflating: train/389552047476.png  \n",
      "  inflating: train/86d58f850a0c.png  \n",
      "  inflating: train/ab32db41c409.png  \n",
      "  inflating: train/75c180e04f65.png  \n",
      "  inflating: train/1c578b72d7b3.png  \n",
      "  inflating: train/962c0fc85e13.png  \n",
      "  inflating: train/38055d8b9f08.png  \n",
      "  inflating: train/10eefba568dd.png  \n",
      "  inflating: train/5c6194562ed2.png  \n",
      "  inflating: train/fba493e17448.png  \n",
      "  inflating: train/8dfff47b06b7.png  \n",
      "  inflating: train/9a4f370d341b.png  \n",
      "  inflating: train/94111ed3d276.png  \n",
      "  inflating: train/5090917a2676.png  \n",
      "  inflating: train/a2ddabee14e9.png  \n",
      "  inflating: train/f8f5942b690e.png  \n",
      "  inflating: train/dfea19863428.png  \n",
      "  inflating: train/e33766353db2.png  \n",
      "  inflating: train/6d9effbcde78.png  \n",
      "  inflating: train/76b950c6ed5e.png  \n",
      "  inflating: train/f00ce9b9d6f4.png  \n",
      "  inflating: train/8241e43408a8.png  \n",
      "  inflating: train/69c4cbb630de.png  \n",
      "  inflating: train/ff344e5c9341.png  \n",
      "  inflating: train/39f8935185e6.png  \n",
      "  inflating: train/12ab2f6397f0.png  \n",
      "  inflating: train/b87f9c59748b.png  \n",
      "  inflating: train/c4e8b1ec8893.png  \n",
      "  inflating: train/c56293f53191.png  \n",
      "  inflating: train/d88c4843aec3.png  \n",
      "  inflating: train/1623e8e3adc4.png  \n",
      "  inflating: train/840a06a9c690.png  \n",
      "  inflating: train/135575dc57c9.png  \n",
      "  inflating: train/8eb3337a54e9.png  \n",
      "  inflating: train/8446826853d0.png  \n",
      "  inflating: train/a4359815f152.png  \n",
      "  inflating: train/e5197d77ec68.png  \n",
      "  inflating: train/7bc2e0fa3f72.png  \n",
      "  inflating: train/697538183db5.png  \n",
      "  inflating: train/4e0656629d02.png  \n",
      "  inflating: train/f092febbf5c0.png  \n",
      "  inflating: train/4360a112db10.png  \n",
      "  inflating: train/0abf0c485f66.png  \n",
      "  inflating: train/6d10709053ae.png  \n",
      "  inflating: train/4e82c3c8d31f.png  \n",
      "  inflating: train/92b0d27fc0ec.png  \n",
      "  inflating: train/4c5ab774a381.png  \n",
      "  inflating: train/fac399455195.png  \n",
      "  inflating: train/6733544ae7a6.png  \n",
      "  inflating: train/8564b7aa3c1a.png  \n",
      "  inflating: train/495255c7492f.png  \n",
      "  inflating: train/65dda202653d.png  \n",
      "  inflating: train/9b093fe95d6b.png  \n",
      "  inflating: train/f0f89314e860.png  \n",
      "  inflating: train/45c39ab9e797.png  \n",
      "  inflating: train/054b1b305160.png  \n",
      "  inflating: train/80964d8e0863.png  \n",
      "  inflating: train/7aabd768abff.png  \n",
      "  inflating: train/18f1f979d30d.png  \n",
      "  inflating: train/f26b02ead915.png  \n",
      "  inflating: train/1002f3fe38f0.png  \n",
      "  inflating: train/a61723fc38c2.png  \n",
      "  inflating: train/7663aba8d762.png  \n",
      "  inflating: train/0083ee8054ee.png  \n",
      "  inflating: train/7e4019ac7f5a.png  \n",
      "  inflating: train/a484bdf85b4c.png  \n",
      "  inflating: train/65e530ee2e79.png  \n",
      "  inflating: train/0232dfea7547.png  \n",
      "  inflating: train/23175b7ef453.png  \n",
      "  inflating: train/0fcfc6301f3d.png  \n",
      "  inflating: train/cbf0394039f8.png  \n",
      "  inflating: train/49a4765f8822.png  \n",
      "  inflating: train/db690e2d02f8.png  \n",
      "  inflating: train/24de56d433cd.png  \n",
      "  inflating: train/359bab5d784b.png  \n",
      "  inflating: train/682312e82ee3.png  \n",
      "  inflating: train/db4ed1e07aa3.png  \n",
      "  inflating: train/10f36b0239fb.png  \n",
      "  inflating: train/e93394175a19.png  \n",
      "  inflating: train/aa6673241154.png  \n",
      "  inflating: train/9c14ce27cbfc.png  \n",
      "  inflating: train/97fdee242fea.png  \n",
      "  inflating: train/883c6a184f16.png  \n",
      "  inflating: train/a3b2e93d058b.png  \n",
      "  inflating: train/77a1f1398fdb.png  \n",
      "  inflating: train/8ae049175db6.png  \n",
      "  inflating: train/0e0fc1d9810c.png  \n",
      "  inflating: train/3435fd8675a2.png  \n",
      "  inflating: train/1633f8291a80.png  \n",
      "  inflating: train/1594ca6c30d3.png  \n",
      "  inflating: train/94076a9fb9b5.png  \n",
      "  inflating: train/72606afaf3da.png  \n",
      "  inflating: train/d66ccb75ada1.png  \n",
      "  inflating: train/165634a6167e.png  \n",
      "  inflating: train/1d29cb2f4296.png  \n",
      "  inflating: train/0e94cd271c00.png  \n",
      "  inflating: train/ad944bd56bb6.png  \n",
      "  inflating: train/686ed1dbae20.png  \n",
      "  inflating: train/ce6f33a81ad5.png  \n",
      "  inflating: train/c8a3eb9a5b52.png  \n",
      "  inflating: train/da6389d129aa.png  \n",
      "  inflating: train/a7b0d0c51731.png  \n",
      "  inflating: train/6a244e855d0e.png  \n",
      "  inflating: train/996f57c86ba5.png  \n",
      "  inflating: train/c01eae4b4939.png  \n",
      "  inflating: train/a45d77edf8d9.png  \n",
      "  inflating: train/3f82631e9080.png  \n",
      "  inflating: train/ef8c39eb9157.png  \n",
      "  inflating: train/addf66a50f42.png  \n",
      "  inflating: train/ebe0175e530c.png  \n",
      "  inflating: train/c3789c1dab96.png  \n",
      "  inflating: train/b759cbef90c5.png  \n",
      "  inflating: train/5e18af29d812.png  \n",
      "  inflating: train/22325552a4e3.png  \n",
      "  inflating: train/628b581aa905.png  \n",
      "  inflating: train/67d8f94f04e0.png  \n",
      "  inflating: train/8a25a080f28f.png  \n",
      "  inflating: train/4c60f6fcea75.png  \n",
      "  inflating: train/f2094a20b275.png  \n",
      "  inflating: train/d85a842d20bd.png  \n",
      "  inflating: train/4289af3afbd2.png  \n",
      "  inflating: train/51269b77d312.png  \n",
      "  inflating: train/d18f6431ebce.png  \n",
      "  inflating: train/f762c272c522.png  \n",
      "  inflating: train/d66b6f333dc7.png  \n",
      "  inflating: train/071435a218ec.png  \n",
      "  inflating: train/92e3d608fd3c.png  \n",
      "  inflating: train/e9f82b5bbaf4.png  \n",
      "  inflating: train/db52626d450c.png  \n",
      "  inflating: train/1e8a1fdee5b9.png  \n",
      "  inflating: train/e32dc722eca5.png  \n",
      "  inflating: train/e724866f5084.png  \n",
      "  inflating: train/dc0f6e5b489b.png  \n",
      "  inflating: train/8e4a354e3da2.png  \n",
      "  inflating: train/3e3a3955b9c5.png  \n",
      "  inflating: train/be7f791a7877.png  \n",
      "  inflating: train/7a12f49e29df.png  \n",
      "  inflating: train/1a19f2ef4472.png  \n",
      "  inflating: train/a88365134c3c.png  \n",
      "  inflating: train/6bb30ec3231a.png  \n",
      "  inflating: train/4a1afe4044f4.png  \n",
      "  inflating: train/f5c953bee7cd.png  \n",
      "  inflating: train/5f13e8a07344.png  \n",
      "  inflating: train/33ffddea8c6e.png  \n",
      "  inflating: train/467b7d9d811c.png  \n",
      "  inflating: train/f3a88d3026dc.png  \n",
      "  inflating: train/4246ed634f25.png  \n",
      "  inflating: train/f80118bbda18.png  \n",
      "  inflating: train/8f1e7433a95d.png  \n",
      "  inflating: train/12a82fc7d73e.png  \n",
      "  inflating: train/1a1b4b2450ca.png  \n",
      "  inflating: train/e580676516b0.png  \n",
      "  inflating: train/aca88f566228.png  \n",
      "  inflating: train/b6a0e348a01e.png  \n",
      "  inflating: train/6165081b9021.png  \n",
      "  inflating: train/1b398c0494d1.png  \n",
      "  inflating: train/369229040a34.png  \n",
      "  inflating: train/3a643599f852.png  \n",
      "  inflating: train/f633c474e8b8.png  \n",
      "  inflating: train/a34fc5376669.png  \n",
      "  inflating: train/3c78bfca247b.png  \n",
      "  inflating: train/f819c65b803c.png  \n",
      "  inflating: train/f4874247ede6.png  \n",
      "  inflating: train/f6f433f3306f.png  \n",
      "  inflating: train/cc9270f06b65.png  \n",
      "  inflating: train/abbb8791785e.png  \n",
      "  inflating: train/8676427e4625.png  \n",
      "  inflating: train/7e9458de5707.png  \n",
      "  inflating: train/70d657f8f503.png  \n",
      "  inflating: train/2c2aa057afc5.png  \n",
      "  inflating: train/a804cef3e51f.png  \n",
      "  inflating: train/3178559fbf57.png  \n",
      "  inflating: train/00b74780d31d.png  \n",
      "  inflating: train/1cb814ed6332.png  \n",
      "  inflating: train/a9c7b83caf81.png  \n",
      "  inflating: train/fea14b3d44b0.png  \n",
      "  inflating: train/bebb3f167654.png  \n",
      "  inflating: train/a66c3165876f.png  \n",
      "  inflating: train/882a71de424e.png  \n",
      "  inflating: train/c947bb6cf9f6.png  \n",
      "  inflating: train/157d17349cc6.png  \n",
      "  inflating: train/e7291472109b.png  \n",
      "  inflating: train/66a0bf258013.png  \n",
      "  inflating: train/0fd16b64697e.png  \n",
      "  inflating: train/83b61051737f.png  \n",
      "  inflating: train/4926dea289f8.png  \n",
      "  inflating: train/0cb6b898389f.png  \n",
      "  inflating: train/1c13a1483f4a.png  \n",
      "  inflating: train/e933923aab15.png  \n",
      "  inflating: train/d9c9b9786da3.png  \n",
      "  inflating: train/42a850acd2ac.png  \n",
      "  inflating: train/9d74428188bb.png  \n",
      "  inflating: train/5e505e25cd3e.png  \n",
      "  inflating: train/f9e1c439d4c8.png  \n",
      "  inflating: train/33d72035c27a.png  \n",
      "  inflating: train/2463bb04ebc3.png  \n",
      "  inflating: train/6b00cb764237.png  \n",
      "  inflating: train/849a91e9ab28.png  \n",
      "  inflating: train/5548a7961a3e.png  \n",
      "  inflating: train/6bcce181be65.png  \n",
      "  inflating: train/838b3e4d0bb4.png  \n",
      "  inflating: train/0a1076183736.png  \n",
      "  inflating: train/9e99ae6ee7af.png  \n",
      "  inflating: train/24f271c87e73.png  \n",
      "  inflating: train/895fe2bfc5b6.png  \n",
      "  inflating: train/c76664770c07.png  \n",
      "  inflating: train/09f6ab477654.png  \n",
      "  inflating: train/01f7bb8be950.png  \n",
      "  inflating: train/51af8c112682.png  \n",
      "  inflating: train/2db0cd3e30da.png  \n",
      "  inflating: train/1c47815f4a6b.png  \n",
      "  inflating: train/66375b3c64db.png  \n",
      "  inflating: train/28503940d10b.png  \n",
      "  inflating: train/0f364b7d4384.png  \n",
      "  inflating: train/ad20080452de.png  \n",
      "  inflating: train/64c6c6ee0d98.png  \n",
      "  inflating: train/bc92a61a1f9c.png  \n",
      "  inflating: train/ceaa5803d780.png  \n",
      "  inflating: train/2b5bb6d33959.png  \n",
      "  inflating: train/38c7153457e2.png  \n",
      "  inflating: train/922586d86cd8.png  \n",
      "  inflating: train/52230bbef30e.png  \n",
      "  inflating: train/76f3473df8a6.png  \n",
      "  inflating: train/b5b913358b32.png  \n",
      "  inflating: train/d6283ded6aea.png  \n",
      "  inflating: train/b82d5f1f1145.png  \n",
      "  inflating: train/059bc89df7f4.png  \n",
      "  inflating: train/1c4d87baaffc.png  \n",
      "  inflating: train/0369f3efe69b.png  \n",
      "  inflating: train/eabc7c716255.png  \n",
      "  inflating: train/7ea756985353.png  \n",
      "  inflating: train/7427dedafccf.png  \n",
      "  inflating: train/51d574513bcb.png  \n",
      "  inflating: train/45e4b7eada54.png  \n",
      "  inflating: train/f8372e80f731.png  \n",
      "  inflating: train/cd563556cb57.png  \n",
      "  inflating: train/2408799a09b2.png  \n",
      "  inflating: train/0a902c80d5da.png  \n",
      "  inflating: train/5e7cc6ab4ac4.png  \n",
      "  inflating: train/876deb29f000.png  \n",
      "  inflating: train/ec6659926105.png  \n",
      "  inflating: train/1d14dd912671.png  \n",
      "  inflating: train/20f86e068276.png  \n",
      "  inflating: train/365f8c01d994.png  \n",
      "  inflating: train/7e160c8b611e.png  \n",
      "  inflating: train/da9262d9f5d9.png  \n",
      "  inflating: train/9cf7c1349673.png  \n",
      "  inflating: train/0ada12c0e78f.png  \n",
      "  inflating: train/2f7fbdcc9a4b.png  \n",
      "  inflating: train/7ccf9d25dc48.png  \n",
      "  inflating: train/4189d4e631ec.png  \n",
      "  inflating: train/d16398c971e9.png  \n",
      "  inflating: train/65e6f1bd9875.png  \n",
      "  inflating: train/887c26fc0e1f.png  \n",
      "  inflating: train/af5a0bc4e1fa.png  \n",
      "  inflating: train/3132556f5352.png  \n",
      "  inflating: train/7fdb177b8f7d.png  \n",
      "  inflating: train/d2fb715b0c41.png  \n",
      "  inflating: train/69fff98cb32a.png  \n",
      "  inflating: train/001639a390f0.png  \n",
      "  inflating: train/87b671c6d4c5.png  \n",
      "  inflating: train/d803598dabda.png  \n",
      "  inflating: train/5efa24b03d5e.png  \n",
      "  inflating: train/a88f68b0b114.png  \n",
      "  inflating: train/9985375d709f.png  \n",
      "  inflating: train/f02babb3a023.png  \n",
      "  inflating: train/25dc1b41ed9c.png  \n",
      "  inflating: train/555d0bef3c5b.png  \n",
      "  inflating: train/8ead8f37423c.png  \n",
      "  inflating: train/27fca9f12b3c.png  \n",
      "  inflating: train/62cc7ddb53b6.png  \n",
      "  inflating: train/b498b84d383f.png  \n",
      "  inflating: train/785777558f05.png  \n",
      "  inflating: train/a721efb1e049.png  \n",
      "  inflating: train/f460608cf4cc.png  \n",
      "  inflating: train/907aaff827e5.png  \n",
      "  inflating: train/c597ef460944.png  \n",
      "  inflating: train/a9b3177f01c0.png  \n",
      "  inflating: train/f431f2e119d7.png  \n",
      "  inflating: train/e7578d8dba72.png  \n",
      "  inflating: train/f6f3ea0d2693.png  \n",
      "  inflating: train/e4210e7fe587.png  \n",
      "  inflating: train/cd972e5639e0.png  \n",
      "  inflating: train/c62585bd68fb.png  \n",
      "  inflating: train/21d18b022429.png  \n",
      "  inflating: train/59fee5bc3479.png  \n",
      "  inflating: train/1c3a6b4449e9.png  \n",
      "  inflating: train/6bf2a81a5d91.png  \n",
      "  inflating: train/58b866484a05.png  \n",
      "  inflating: train/46acc506fa61.png  \n",
      "  inflating: train/240b25a7debe.png  \n",
      "  inflating: train/5d5b5da5f939.png  \n",
      "  inflating: train/10fca1abf338.png  \n",
      "  inflating: train/1f5496352859.png  \n",
      "  inflating: train/582f739b8f62.png  \n",
      "  inflating: train/fc4c2d35c6f8.png  \n",
      "  inflating: train/ef48780f5d5f.png  \n",
      "  inflating: train/e6f0ce5bf282.png  \n",
      "  inflating: train/735836b1ffa6.png  \n",
      "  inflating: train/fbcbc81cf9be.png  \n",
      "  inflating: train/a1faeb4d5f10.png  \n",
      "  inflating: train/75a7bc945b7d.png  \n",
      "  inflating: train/328d141ed3aa.png  \n",
      "  inflating: train/f23902998c21.png  \n",
      "  inflating: train/e9f3c85a2a02.png  \n",
      "  inflating: train/49d69c4c6290.png  \n",
      "  inflating: train/9ac2e3e9fca5.png  \n",
      "  inflating: train/1f4bf8e28b41.png  \n",
      "  inflating: train/15b21c80cc31.png  \n",
      "  inflating: train/d952dbfb0fe4.png  \n",
      "  inflating: train/318eb706a134.png  \n",
      "  inflating: train/e81f4a2fbbdc.png  \n",
      "  inflating: train/609be3ca5ddf.png  \n",
      "  inflating: train/71e4130bf5c8.png  \n",
      "  inflating: train/b37aae3c8fe1.png  \n",
      "  inflating: train/57760be09c03.png  \n",
      "  inflating: train/5a444c32cd9a.png  \n",
      "  inflating: train/a94da3d3b5c0.png  \n",
      "  inflating: train/c80b0f27541a.png  \n",
      "  inflating: train/11242a67122d.png  \n",
      "  inflating: train/cb68fce07789.png  \n",
      "  inflating: train/ed3a0fc5b546.png  \n",
      "  inflating: train/f9aa35187bf3.png  \n",
      "  inflating: train/7a9f45fdf29b.png  \n",
      "  inflating: train/80d24897669f.png  \n",
      "  inflating: train/9033f1493da1.png  \n",
      "  inflating: train/435414ccccf7.png  \n",
      "  inflating: train/fa59221cf464.png  \n",
      "  inflating: train/4384fa687afa.png  \n",
      "  inflating: train/d035c2bd9104.png  \n",
      "  inflating: train/c7c0470bcf87.png  \n",
      "  inflating: train/46cdc8b685bd.png  \n",
      "  inflating: train/6110ecb3bb1c.png  \n",
      "  inflating: train/1c5ad36fb799.png  \n",
      "  inflating: train/3e61703b5ab2.png  \n",
      "  inflating: train/32a3eb37ff40.png  \n",
      "  inflating: train/54dc6e8107cd.png  \n",
      "  inflating: train/6324d77cf926.png  \n",
      "  inflating: train/b5a3ca5c0a80.png  \n",
      "  inflating: train/12ef75375322.png  \n",
      "  inflating: train/6b66b0e86f7e.png  \n",
      "  inflating: train/a688f20f8895.png  \n",
      "  inflating: train/7347f5133a6a.png  \n",
      "  inflating: train/6cb98da77e3e.png  \n",
      "  inflating: train/f0c0f7b5e820.png  \n",
      "  inflating: train/8f06ca4642bd.png  \n",
      "  inflating: train/2a7373eeb352.png  \n",
      "  inflating: train/1891698febce.png  \n",
      "  inflating: train/454a944eb557.png  \n",
      "  inflating: train/07a1c7073982.png  \n",
      "  inflating: train/4d7d6928534a.png  \n",
      "  inflating: train/4731e708ede3.png  \n",
      "  inflating: train/7a42443ed106.png  \n",
      "  inflating: train/3f0d3629d69e.png  \n",
      "  inflating: train/c5431b81cbc9.png  \n",
      "  inflating: train/5173d54fc214.png  \n",
      "  inflating: train/ea4dcb055139.png  \n",
      "  inflating: train/76c0c7e1b6cb.png  \n",
      "  inflating: train/2967e578939f.png  \n",
      "  inflating: train/657859f893d9.png  \n",
      "  inflating: train/d9a475dfe59a.png  \n",
      "  inflating: train/ca2b54b95ade.png  \n",
      "  inflating: train/0e0003ddd8df.png  \n",
      "  inflating: train/0981195eb9fb.png  \n",
      "  inflating: train/ff59d44a70a7.png  \n",
      "  inflating: train/762d6e5d5068.png  \n",
      "  inflating: train/a4b8de38eac1.png  \n",
      "  inflating: train/1db18bdd43aa.png  \n",
      "  inflating: train/ef99c499d665.png  \n",
      "  inflating: train/7d8f67cadc29.png  \n",
      "  inflating: train/17188c13e635.png  \n",
      "  inflating: train/42cc993f23a9.png  \n",
      "  inflating: train/bb733062f494.png  \n",
      "  inflating: train/731b19a460ad.png  \n",
      "  inflating: train/12e6e66c80a7.png  \n",
      "  inflating: train/633fe9dbaf39.png  \n",
      "  inflating: train/e868c3da340b.png  \n",
      "  inflating: train/8acdf12f412a.png  \n",
      "  inflating: train/f1dc26c4bfa3.png  \n",
      "  inflating: train/655cafb4c932.png  \n",
      "  inflating: train/3e1f8fecb06f.png  \n",
      "  inflating: train/33b91def2035.png  \n",
      "  inflating: train/aa94cc4bfd84.png  \n",
      "  inflating: train/93802d1e3c41.png  \n",
      "  inflating: train/7d1b40fdbd86.png  \n",
      "  inflating: train/79be2ff796bf.png  \n",
      "  inflating: train/944a233fbf8e.png  \n",
      "  inflating: train/53ddae6a619e.png  \n",
      "  inflating: train/3a1ecf5e2839.png  \n",
      "  inflating: train/0afbeeef0ff7.png  \n",
      "  inflating: train/44f7f3ef9d50.png  \n",
      "  inflating: train/85cbb84ac8e0.png  \n",
      "  inflating: train/b762c29cf2f3.png  \n",
      "  inflating: train/0a74c92e287c.png  \n",
      "  inflating: train/9fab29e69a6b.png  \n",
      "  inflating: train/9b95d6203406.png  \n",
      "  inflating: train/e34fa07bd64d.png  \n",
      "  inflating: train/8e20b8fac7c3.png  \n",
      "  inflating: train/f0a2dc580009.png  \n",
      "  inflating: train/e1dc02a3dc2a.png  \n",
      "  inflating: train/c013e869acce.png  \n",
      "  inflating: train/2a4520f1f9a3.png  \n",
      "  inflating: train/e9129ce55fd7.png  \n",
      "  inflating: train/54b322c66d01.png  \n",
      "  inflating: train/e6a58edc5b42.png  \n",
      "  inflating: train/8ed586c43023.png  \n",
      "  inflating: train/a3fcf42ff56d.png  \n",
      "  inflating: train/a3706ce27869.png  \n",
      "  inflating: train/d6228d951958.png  \n",
      "  inflating: train/04579e31e4be.png  \n",
      "  inflating: train/8f9819752ca0.png  \n",
      "  inflating: train/adb56cecafaf.png  \n",
      "  inflating: train/06586082a24d.png  \n",
      "  inflating: train/5b0e53f53ef3.png  \n",
      "  inflating: train/d9e58e4d8689.png  \n",
      "  inflating: train/2bb063318cf1.png  \n",
      "  inflating: train/e65a2ff90494.png  \n",
      "  inflating: train/3486f7096276.png  \n",
      "  inflating: train/513b0a4651fa.png  \n",
      "  inflating: train/b468ebf5cb11.png  \n",
      "  inflating: train/3ee4841936ef.png  \n",
      "  inflating: train/1cc58b15f466.png  \n",
      "  inflating: train/0097f532ac9f.png  \n",
      "  inflating: train/aafb0c944f14.png  \n",
      "  inflating: train/92587e494d51.png  \n",
      "  inflating: train/086d41d17da8.png  \n",
      "  inflating: train/6d4f6c9a8406.png  \n",
      "  inflating: train/262ad704319c.png  \n",
      "  inflating: train/26cd40b57ad1.png  \n",
      "  inflating: train/d1cad012a254.png  \n",
      "  inflating: train/c9d42d7534e0.png  \n",
      "  inflating: train/384db24ebbd7.png  \n",
      "  inflating: train/70ed3ec68b94.png  \n",
      "  inflating: train/86e7f98f73f1.png  \n",
      "  inflating: train/b98f77098b9d.png  \n",
      "  inflating: train/7d3835e4e63a.png  \n",
      "  inflating: train/cd3fd04d72f5.png  \n",
      "  inflating: train/6b91e99c9408.png  \n",
      "  inflating: train/8329e80c10ac.png  \n",
      "  inflating: train/59f3f70abddd.png  \n",
      "  inflating: train/596f4fdb0004.png  \n",
      "  inflating: train/5e52c9fe676f.png  \n",
      "  inflating: train/a879c3569552.png  \n",
      "  inflating: train/1ade1e949383.png  \n",
      "  inflating: train/cb02bb47fdc5.png  \n",
      "  inflating: train/3d3e288d490e.png  \n",
      "  inflating: train/57a5e4274275.png  \n",
      "  inflating: train/64a13949e879.png  \n",
      "  inflating: train/43823561c3f0.png  \n",
      "  inflating: train/5293576816aa.png  \n",
      "  inflating: train/abdb365cacbc.png  \n",
      "  inflating: train/ebf4b22240f4.png  \n",
      "  inflating: train/d3be5346684b.png  \n",
      "  inflating: train/df6d13d04da1.png  \n",
      "  inflating: train/870fbe6eaa68.png  \n",
      "  inflating: train/eda29a9d78f3.png  \n",
      "  inflating: train/880edb2cdb69.png  \n",
      "  inflating: train/a5bb85afc6e8.png  \n",
      "  inflating: train/2b88cb6e31cd.png  \n",
      "  inflating: train/2a08ed6bbcbc.png  \n",
      "  inflating: train/8c7c26c52a6c.png  \n",
      "  inflating: train/6f3b62e5b7f5.png  \n",
      "  inflating: train/d83d0695e215.png  \n",
      "  inflating: train/1ee355480567.png  \n",
      "  inflating: train/71a39c660432.png  \n",
      "  inflating: train/894a37fc3738.png  \n",
      "  inflating: train/2f2e1949ad56.png  \n",
      "  inflating: train/daad7b617f21.png  \n",
      "  inflating: train/da6bbb76d562.png  \n",
      "  inflating: train/df9cb3729eb1.png  \n",
      "  inflating: train/a7ec056502e7.png  \n",
      "  inflating: train/65a3b13ad9a0.png  \n",
      "  inflating: train/fb88783de055.png  \n",
      "  inflating: train/5ba156a35ff2.png  \n",
      "  inflating: train/84b88e8d3bca.png  \n",
      "  inflating: train/18ce0cdc473d.png  \n",
      "  inflating: train/f8fc411092c7.png  \n",
      "  inflating: train/36ec36c301c1.png  \n",
      "  inflating: train/3fc219927a97.png  \n",
      "  inflating: train/f47a2a4a0411.png  \n",
      "  inflating: train/ceb601fe8dba.png  \n",
      "  inflating: train/4cfd22ae43d4.png  \n",
      "  inflating: train/8273fdb4405e.png  \n",
      "  inflating: train/bd5013540a13.png  \n",
      "  inflating: train/bb2f89488ecd.png  \n",
      "  inflating: train/19244004583f.png  \n",
      "  inflating: train/83a63c4a3e4a.png  \n",
      "  inflating: train/f85c78201a50.png  \n",
      "  inflating: train/d3e56584a481.png  \n",
      "  inflating: train/b60dbf9f0744.png  \n",
      "  inflating: train/af831c158744.png  \n",
      "  inflating: train/c027e5482e8c.png  \n",
      "  inflating: train/2cdcc910778d.png  \n",
      "  inflating: train/a9e984b57556.png  \n",
      "  inflating: train/d871895742b1.png  \n",
      "  inflating: train/0161338f53cc.png  \n",
      "  inflating: train/ca7140ecf389.png  \n",
      "  inflating: train/ee6e39319b39.png  \n",
      "  inflating: train/9eaf735cf01f.png  \n",
      "  inflating: train/da0a83f074f3.png  \n",
      "  inflating: train/e85d410d6836.png  \n",
      "  inflating: train/4eabad7948cf.png  \n",
      "  inflating: train/4464bb62bf20.png  \n",
      "  inflating: train/e7fc93ac5b6d.png  \n",
      "  inflating: train/e966850247f4.png  \n",
      "  inflating: train/3ccf96c1dd6d.png  \n",
      "  inflating: train/c4aef0d88d1b.png  \n",
      "  inflating: train/4a3da369b227.png  \n",
      "  inflating: train/b2ffa3e18559.png  \n",
      "  inflating: train/a19ecd0a706e.png  \n",
      "  inflating: train/bebfbd907cac.png  \n",
      "  inflating: train/4a4cb731f91a.png  \n",
      "  inflating: train/e582e56e7942.png  \n",
      "  inflating: train/b9127e38d9b9.png  \n",
      "  inflating: train/3f3de2a6b0f5.png  \n",
      "  inflating: train/42985aa2e32f.png  \n",
      "  inflating: train/b8ebedd382de.png  \n",
      "  inflating: train/349f3c0ac83e.png  \n",
      "  inflating: train/650fbed3fdca.png  \n",
      "  inflating: train/3a1d3ce00f0c.png  \n",
      "  inflating: train/c1799a6f5c65.png  \n",
      "  inflating: train/207dd0487264.png  \n",
      "  inflating: train/aafe980edd0c.png  \n",
      "  inflating: train/e4e343eaae2a.png  \n",
      "  inflating: train/cd9e2190c73f.png  \n",
      "  inflating: train/cd941e5bc659.png  \n",
      "  inflating: train/da0a1043abf7.png  \n",
      "  inflating: train/bd375ba756b1.png  \n",
      "  inflating: train/08c60c647673.png  \n",
      "  inflating: train/5b76117c4bcb.png  \n",
      "  inflating: train/b89938407ee6.png  \n",
      "  inflating: train/0f96c358a250.png  \n",
      "  inflating: train/8714d17bb6da.png  \n",
      "  inflating: train/88e5051f65bd.png  \n",
      "  inflating: train/c58971bcebb2.png  \n",
      "  inflating: train/5d024177e214.png  \n",
      "  inflating: train/9274e75dc4d5.png  \n",
      "  inflating: train/0709652336e2.png  \n",
      "  inflating: train/4d167ca69ea8.png  \n",
      "  inflating: train/b5c80d0ed0ff.png  \n",
      "  inflating: train/b1b3e7d0a5f3.png  \n",
      "  inflating: train/48fda42bd5d4.png  \n",
      "  inflating: train/15528e740543.png  \n",
      "  inflating: train/4d009cebabc9.png  \n",
      "  inflating: train/3fd45879afe6.png  \n",
      "  inflating: train/76cb010f7aa0.png  \n",
      "  inflating: train/186c1835eec5.png  \n",
      "  inflating: train/1d674e2e32e0.png  \n",
      "  inflating: train/423abbaa5fad.png  \n",
      "  inflating: train/2eba4279e503.png  \n",
      "  inflating: train/22ce8ef69357.png  \n",
      "  inflating: train/b56340f472d2.png  \n",
      "  inflating: train/a9d0c900b6a9.png  \n",
      "  inflating: train/8aab201c0691.png  \n",
      "  inflating: train/b69c224edd6e.png  \n",
      "  inflating: train/eb1d37b71fd1.png  \n",
      "  inflating: train/45693d027798.png  \n",
      "  inflating: train/7ef5ff774a48.png  \n",
      "  inflating: train/4bd5d0b30198.png  \n",
      "  inflating: train/90960ddf4d14.png  \n",
      "  inflating: train/e019b3e0f33d.png  \n",
      "  inflating: train/ee02294cc3d9.png  \n",
      "  inflating: train/a1b12fdce6c3.png  \n",
      "  inflating: train/ab686895533e.png  \n",
      "  inflating: train/203275daf46d.png  \n",
      "  inflating: train/a76b69e443ce.png  \n",
      "  inflating: train/ec6f1797a25a.png  \n",
      "  inflating: train/b402daa0864c.png  \n",
      "  inflating: train/ab03d50bba2f.png  \n",
      "  inflating: train/7116128c65ab.png  \n",
      "  inflating: train/331b87d1b9d1.png  \n",
      "  inflating: train/82deb07a6618.png  \n",
      "  inflating: train/8b568d47a1fd.png  \n",
      "  inflating: train/2cacdb0dffae.png  \n",
      "  inflating: train/d4be0403e6ab.png  \n",
      "  inflating: train/27bab1432f61.png  \n",
      "  inflating: train/187f6ccda87a.png  \n",
      "  inflating: train/2b10f138e67d.png  \n",
      "  inflating: train/72a867980067.png  \n",
      "  inflating: train/20688cb25704.png  \n",
      "  inflating: train/ac2c814949f9.png  \n",
      "  inflating: train/c06024f05a16.png  \n",
      "  inflating: train/272d9c043c81.png  \n",
      "  inflating: train/904b03ad5594.png  \n",
      "  inflating: train/ccd34029493d.png  \n",
      "  inflating: train/3f5b4c2948e8.png  \n",
      "  inflating: train/a3ad6c2db6f1.png  \n",
      "  inflating: train/bcc762618e7d.png  \n",
      "  inflating: train/7efc91af4ae6.png  \n",
      "  inflating: train/3fa4f4d77177.png  \n",
      "  inflating: train/e39b627cf648.png  \n",
      "  inflating: train/aa9cfe639ef1.png  \n",
      "  inflating: train/3f98be586fe3.png  \n",
      "  inflating: train/e0b5a982a018.png  \n",
      "  inflating: train/3b4a5fcbe5e0.png  \n",
      "  inflating: train/6a2c3f4ef329.png  \n",
      "  inflating: train/5633ced07d8e.png  \n",
      "  inflating: train/acc9f29538c4.png  \n",
      "  inflating: train/f09fd9433dff.png  \n",
      "  inflating: train/7d37a2939f12.png  \n",
      "  inflating: train/da2bdf4236ac.png  \n",
      "  inflating: train/da1fb35f5df9.png  \n",
      "  inflating: train/3ca637fddd56.png  \n",
      "  inflating: train/abf0f56c6f12.png  \n",
      "  inflating: train/5e97cb2b0888.png  \n",
      "  inflating: train/763ad1236efe.png  \n",
      "  inflating: train/72595230840c.png  \n",
      "  inflating: train/be197b663520.png  \n",
      "  inflating: train/6f4e0538d1e4.png  \n",
      "  inflating: train/26999ebc21de.png  \n",
      "  inflating: train/af345c68e836.png  \n",
      "  inflating: train/3b9c1f42c2f2.png  \n",
      "  inflating: train/0edadb2aa127.png  \n",
      "  inflating: train/b665041e1633.png  \n",
      "  inflating: train/d29096bd94aa.png  \n",
      "  inflating: train/bacfb1029f6b.png  \n",
      "  inflating: train/be521870a0ea.png  \n",
      "  inflating: train/71e43b4f8ba6.png  \n",
      "  inflating: train/18b06f56ab27.png  \n",
      "  inflating: train/6a2642131e4a.png  \n",
      "  inflating: train/fa573163dd8b.png  \n",
      "  inflating: train/b9b6ee2b9453.png  \n",
      "  inflating: train/51e656e5a541.png  \n",
      "  inflating: train/3f44d749cd0b.png  \n",
      "  inflating: train/436e1793d240.png  \n",
      "  inflating: train/8a234d68b27e.png  \n",
      "  inflating: train/9dab2e6ba44b.png  \n",
      "  inflating: train/a8b3c0961d42.png  \n",
      "  inflating: train/d6130f2ec903.png  \n",
      "  inflating: train/83e529e95b0e.png  \n",
      "  inflating: train/f66c4ee86629.png  \n",
      "  inflating: train/3c326543fff6.png  \n",
      "  inflating: train/1c6d119c3d70.png  \n",
      "  inflating: train/7a6495a39d87.png  \n",
      "  inflating: train/43fb6eda9b97.png  \n",
      "  inflating: train/a95858e052d6.png  \n",
      "  inflating: train/2ba0b0d9bda2.png  \n",
      "  inflating: train/5347b4c8e9b3.png  \n",
      "  inflating: train/42af7282349b.png  \n",
      "  inflating: train/ef247f28004f.png  \n",
      "  inflating: train/e55188915f9d.png  \n",
      "  inflating: train/33778d136069.png  \n",
      "  inflating: train/201f882365d3.png  \n",
      "  inflating: train/59928f999ae7.png  \n",
      "  inflating: train/79059d0592c4.png  \n",
      "  inflating: train/4ab8c0cece7f.png  \n",
      "  inflating: train/10de500cf0c5.png  \n",
      "  inflating: train/5889a0c75cac.png  \n",
      "  inflating: train/d4bc001f7224.png  \n",
      "  inflating: train/15cc2aef772a.png  \n",
      "  inflating: train/500aad15b7c8.png  \n",
      "  inflating: train/04a6fc58dabc.png  \n",
      "  inflating: train/ed648b9bcd95.png  \n",
      "  inflating: train/7cc4b7aabe04.png  \n",
      "  inflating: train/234399352d36.png  \n",
      "  inflating: train/85f99e7e4052.png  \n",
      "  inflating: train/52edbe29d655.png  \n",
      "  inflating: train/1db6bb46c102.png  \n",
      "  inflating: train/00f6c1be5a33.png  \n",
      "  inflating: train/51da6aebba8f.png  \n",
      "  inflating: train/d2dc86021c67.png  \n",
      "  inflating: train/74211a2b6dcf.png  \n",
      "  inflating: train/a26f50218b84.png  \n",
      "  inflating: train/8a759f94613a.png  \n",
      "  inflating: train/5ad3dabeb2cd.png  \n",
      "  inflating: train/4ccee4db09b6.png  \n",
      "  inflating: train/687759336b0d.png  \n",
      "  inflating: train/3b018e8b7303.png  \n",
      "  inflating: train/9858cc2ae073.png  \n",
      "  inflating: train/8dba09a4e5ed.png  \n",
      "  inflating: train/d29b37d110f3.png  \n",
      "  inflating: train/76cfe8967f7d.png  \n",
      "  inflating: train/ecb4500285ed.png  \n",
      "  inflating: train/51af8a689511.png  \n",
      "  inflating: train/a21b37719f9b.png  \n",
      "  inflating: train/d78b7401096f.png  \n",
      "  inflating: train/6b869f37cdf3.png  \n",
      "  inflating: train/8543a801dce0.png  \n",
      "  inflating: train/bc34ed91c9bc.png  \n",
      "  inflating: train/06024377d573.png  \n",
      "  inflating: train/f64b6e85f1c9.png  \n",
      "  inflating: train/e322acd46152.png  \n",
      "  inflating: train/d6803e467592.png  \n",
      "  inflating: train/9c088d2d1559.png  \n",
      "  inflating: train/1269ab57c2e6.png  \n",
      "  inflating: train/15f440753916.png  \n",
      "  inflating: train/289a47dcbb82.png  \n",
      "  inflating: train/18d8fdb140b7.png  \n",
      "  inflating: train/b3d135bd3bb5.png  \n",
      "  inflating: train/fc782722a50c.png  \n",
      "  inflating: train/97a5ad7548b7.png  \n",
      "  inflating: train/3cd9713c0ecb.png  \n",
      "  inflating: train/aa10a4b2e709.png  \n",
      "  inflating: train/a07d571bf7ba.png  \n",
      "  inflating: train/810ed108f5b7.png  \n",
      "  inflating: train/382752f6694a.png  \n",
      "  inflating: train/bb45257258cc.png  \n",
      "  inflating: train/1a03a7970337.png  \n",
      "  inflating: train/a3802934bad7.png  \n",
      "  inflating: train/42a67337fa8e.png  \n",
      "  inflating: train/2776d70724d3.png  \n",
      "  inflating: train/2665f72e2dd3.png  \n",
      "  inflating: train/144b01e7b993.png  \n",
      "  inflating: train/afc744fad65e.png  \n",
      "  inflating: train/ac17cc18a994.png  \n",
      "  inflating: train/bac1744955c2.png  \n",
      "  inflating: train/caec68f11c86.png  \n",
      "  inflating: train/0f6e645466a2.png  \n",
      "  inflating: train/6d259b5b4c76.png  \n",
      "  inflating: train/b22cc1bf0b8a.png  \n",
      "  inflating: train/97d02a9b94f7.png  \n",
      "  inflating: train/5a2c27b95c7c.png  \n",
      "  inflating: train/838c87c63422.png  \n",
      "  inflating: train/cadde4030858.png  \n",
      "  inflating: train/d7a01fca9838.png  \n",
      "  inflating: train/48c49f662f7d.png  \n",
      "  inflating: train/f2ee81781411.png  \n",
      "  inflating: train/34723fae6475.png  \n",
      "  inflating: train/4bd941611343.png  \n",
      "  inflating: train/52ddde91a349.png  \n",
      "  inflating: train/ca30a97e9d13.png  \n",
      "  inflating: train/5188a8afa879.png  \n",
      "  inflating: train/2da82d14e1b7.png  \n",
      "  inflating: train/c98f623d08d1.png  \n",
      "  inflating: train/2b48daf24be0.png  \n",
      "  inflating: train/b842b43cb7fb.png  \n",
      "  inflating: train/971bb98ab935.png  \n",
      "  inflating: train/5cc6dea19614.png  \n",
      "  inflating: train/6cd606dc52e9.png  \n",
      "  inflating: train/c6a2975228af.png  \n",
      "  inflating: train/4276b82e4489.png  \n",
      "  inflating: train/d2d523e9f669.png  \n",
      "  inflating: train/2fefb720869a.png  \n",
      "  inflating: train/da8900ac7f29.png  \n",
      "  inflating: train/36677b70b1ef.png  \n",
      "  inflating: train/8d7bb0649a02.png  \n",
      "  inflating: train/d844a7252f4e.png  \n",
      "  inflating: train/ab3c505b624f.png  \n",
      "  inflating: train/a85cda5f725d.png  \n",
      "  inflating: train/55034b1dbff2.png  \n",
      "  inflating: train/dd90c321d7bc.png  \n",
      "  inflating: train/150f92b45349.png  \n",
      "  inflating: train/b70cb31b9abb.png  \n",
      "  inflating: train/c5e238aa18be.png  \n",
      "  inflating: train/3ce2f8a77a32.png  \n",
      "  inflating: train/a0d04a19cf40.png  \n",
      "  inflating: train/31616ff6b53b.png  \n",
      "  inflating: train/c755a0c4edcc.png  \n",
      "  inflating: train/29d059522fa1.png  \n",
      "  inflating: train/5152bf091152.png  \n",
      "  inflating: train/49e4b95ee2dc.png  \n",
      "  inflating: train/fb88d23fc5fe.png  \n",
      "  inflating: train/ccd6dcb2f568.png  \n",
      "  inflating: train/53f6c1c65c04.png  \n",
      "  inflating: train/0dc031c94225.png  \n",
      "  inflating: train/77a9538b8362.png  \n",
      "  inflating: train/eba3acc42197.png  \n",
      "  inflating: train/91b6ebaa3678.png  \n",
      "  inflating: train/e16fc934069f.png  \n",
      "  inflating: train/246e4506824a.png  \n",
      "  inflating: train/65e120143825.png  \n",
      "  inflating: train/b2b79b37d314.png  \n",
      "  inflating: train/a476fd984005.png  \n",
      "  inflating: train/90a9a41eec6d.png  \n",
      "  inflating: train/4a693dd3921a.png  \n",
      "  inflating: train/799cb4c816ae.png  \n",
      "  inflating: train/12bc439d373a.png  \n",
      "  inflating: train/81704925f759.png  \n",
      "  inflating: train/0125fbd2e791.png  \n",
      "  inflating: train/d7bc62d60e8c.png  \n",
      "  inflating: train/2af1bf226f51.png  \n",
      "  inflating: train/4c3c1ed09771.png  \n",
      "  inflating: train/0d0b8fc9ab5c.png  \n",
      "  inflating: train/247e98aba610.png  \n",
      "  inflating: train/0a61bddab956.png  \n",
      "  inflating: train/fb6b8200b7f8.png  \n",
      "  inflating: train/6e018411ba4a.png  \n",
      "  inflating: train/6e68e742f5bc.png  \n",
      "  inflating: train/e0d229db881a.png  \n",
      "  inflating: train/4205e9deb058.png  \n",
      "  inflating: train/ee1ec90b980f.png  \n",
      "  inflating: train/1fddd7c98fd2.png  \n",
      "  inflating: train/09eeafa9656a.png  \n",
      "  inflating: train/d1fa0f744620.png  \n",
      "  inflating: train/111898ab463d.png  \n",
      "  inflating: train/5d3c8c1f57da.png  \n",
      "  inflating: train/ed2c06fcc573.png  \n",
      "  inflating: train/537e5c578f40.png  \n",
      "  inflating: train/906d02fb822d.png  \n",
      "  inflating: train/571bbdbf585e.png  \n",
      "  inflating: train/1b8ad0afe9fb.png  \n",
      "  inflating: train/c0968d41eb93.png  \n",
      "  inflating: train/fcc32dffd24d.png  \n",
      "  inflating: train/be161517d3ac.png  \n",
      "  inflating: train/5d4e5fd34d91.png  \n",
      "  inflating: train/19722bff5a09.png  \n",
      "  inflating: train/bf9cba745efc.png  \n",
      "  inflating: train/ca25745942b0.png  \n",
      "  inflating: train/521b5377a727.png  \n",
      "  inflating: train/099021fac3c9.png  \n",
      "  inflating: train/e03e70bc8bba.png  \n",
      "  inflating: train/87295c5fa1cc.png  \n",
      "  inflating: train/4958bfcc9f38.png  \n",
      "  inflating: train/f7116e7b2f4e.png  \n",
      "  inflating: train/281d7b7c7676.png  \n",
      "  inflating: train/94145d1f42cf.png  \n",
      "  inflating: train/8a7765e785fb.png  \n",
      "  inflating: train/b376def52ccc.png  \n",
      "  inflating: train/1ab8d3431ffc.png  \n",
      "  inflating: train/6e092b306fe1.png  \n",
      "  inflating: train/e4151feb8443.png  \n",
      "  inflating: train/eb32a815f78c.png  \n",
      "  inflating: train/b460ca9fa26f.png  \n",
      "  inflating: train/39aa3cd93c50.png  \n",
      "  inflating: train/5b1c4cefeb24.png  \n",
      "  inflating: train/482088e6be44.png  \n",
      "  inflating: train/c261b1aaa828.png  \n",
      "  inflating: train/1dfe599d12a9.png  \n",
      "  inflating: train/b598bc9753c2.png  \n",
      "  inflating: train/a6c9e96a10d7.png  \n",
      "  inflating: train/2a47e5b21791.png  \n",
      "  inflating: train/4b1001050f1d.png  \n",
      "  inflating: train/5f6db235c04d.png  \n",
      "  inflating: train/a646c084928c.png  \n",
      "  inflating: train/4fa26d065ad3.png  \n",
      "  inflating: train/0babc12807b2.png  \n",
      "  inflating: train/a32b5ce3d48a.png  \n",
      "  inflating: train/9faad91b6578.png  \n",
      "  inflating: train/84b4da14bc23.png  \n",
      "  inflating: train/7e6e90a93aa5.png  \n",
      "  inflating: train/b7278b4f2448.png  \n",
      "  inflating: train/f0098e9d4aee.png  \n",
      "  inflating: train/10ecc5292ab1.png  \n",
      "  inflating: train/3dec415b188a.png  \n",
      "  inflating: train/55fd453001cc.png  \n",
      "  inflating: train/b3c0c3330278.png  \n",
      "  inflating: train/7d1da90d3ca9.png  \n",
      "  inflating: train/b3819a805dca.png  \n",
      "  inflating: train/5b5b80a3edee.png  \n",
      "  inflating: train/dd3176bacfe2.png  \n",
      "  inflating: train/09662e462531.png  \n",
      "  inflating: train/1f63d44d9e3c.png  \n",
      "  inflating: train/0790515cf5af.png  \n",
      "  inflating: train/9870ce41cac4.png  \n",
      "  inflating: train/a64273801bde.png  \n",
      "  inflating: train/7ee6de71c140.png  \n",
      "  inflating: train/5905a9b06a73.png  \n",
      "  inflating: train/98e44127872f.png  \n",
      "  inflating: train/bff51afc76d4.png  \n",
      "  inflating: train/5321ab64f9ea.png  \n",
      "  inflating: train/1e7ccd4a1c87.png  \n",
      "  inflating: train/6735931000ec.png  \n",
      "  inflating: train/b960142a8de7.png  \n",
      "  inflating: train/d10ef306996b.png  \n",
      "  inflating: train/a3bd2e034614.png  \n",
      "  inflating: train/5299a532f0e0.png  \n",
      "  inflating: train/beb2ad14fd2d.png  \n",
      "  inflating: train/9a3c03a5ad0f.png  \n",
      "  inflating: train/ba08cee68c71.png  \n",
      "  inflating: train/32d7d360d891.png  \n",
      "  inflating: train/6889bc64ab09.png  \n",
      "  inflating: train/50916d67bb51.png  \n",
      "  inflating: train/3bf2deaa5ef0.png  \n",
      "  inflating: train/ee78ce914066.png  \n",
      "  inflating: train/664b1f9a2087.png  \n",
      "  inflating: train/9b32e8ef0ca0.png  \n",
      "  inflating: train/12058bbb8299.png  \n",
      "  inflating: train/e3a7671f787b.png  \n",
      "  inflating: train/a86128b601a7.png  \n",
      "  inflating: train/fb1b8771c70a.png  \n",
      "  inflating: train/612f2df37a1d.png  \n",
      "  inflating: train/974c7d7b9c64.png  \n",
      "  inflating: train/5baed382f062.png  \n",
      "  inflating: train/0ca0aee4d57e.png  \n",
      "  inflating: train/cc3d2e961768.png  \n",
      "  inflating: train/681c3c115684.png  \n",
      "  inflating: train/3c9529918097.png  \n",
      "  inflating: train/3f47f83217b5.png  \n",
      "  inflating: train/87d46b1cc4e9.png  \n",
      "  inflating: train/f36cb007a1ef.png  \n",
      "  inflating: train/ac1667fac512.png  \n",
      "  inflating: train/03b373718013.png  \n",
      "  inflating: train/fa6f3d8bb1d5.png  \n",
      "  inflating: train/98f48850ebce.png  \n",
      "  inflating: train/0151781fe50b.png  \n",
      "  inflating: train/91cbe1c775ef.png  \n",
      "  inflating: train/5728b8aa98ef.png  \n",
      "  inflating: train/4d47300e3ddb.png  \n",
      "  inflating: train/c87493ed320c.png  \n",
      "  inflating: train/4da6e2089d57.png  \n",
      "  inflating: train/ec57cc20d776.png  \n",
      "  inflating: train/6d6be4cfc73f.png  \n",
      "  inflating: train/bcdc8db5423b.png  \n",
      "  inflating: train/07751b94a88a.png  \n",
      "  inflating: train/2f9b66784109.png  \n",
      "  inflating: train/81b0a2651c45.png  \n",
      "  inflating: train/8a67f1efa315.png  \n",
      "  inflating: train/0ef4c61dc056.png  \n",
      "  inflating: train/27933cdbe0cc.png  \n",
      "  inflating: train/6b128e648646.png  \n",
      "  inflating: train/cd4e7f9fa1a9.png  \n",
      "  inflating: train/ccea49708830.png  \n",
      "  inflating: train/38e0e28d35d3.png  \n",
      "  inflating: train/c3acf47700ea.png  \n",
      "  inflating: train/2c77bf969079.png  \n",
      "  inflating: train/f531232ecb55.png  \n",
      "  inflating: train/710b05a96e0f.png  \n",
      "  inflating: train/ad1aa75d5630.png  \n",
      "  inflating: train/7e77b61e1639.png  \n",
      "  inflating: train/ab50123abadb.png  \n",
      "  inflating: train/ff0740cb484a.png  \n",
      "  inflating: train/e2ec22b3d07e.png  \n",
      "  inflating: train/5fcff7280019.png  \n",
      "  inflating: train/529906ff9dfa.png  \n",
      "  inflating: train/f080a22008be.png  \n",
      "  inflating: train/16060f05d047.png  \n",
      "  inflating: train/f0c13be90519.png  \n",
      "  inflating: train/8650d32f4a9e.png  \n",
      "  inflating: train/14515b8f19b6.png  \n",
      "  inflating: train/ec01f0862669.png  \n",
      "  inflating: train/37de05ef12a5.png  \n",
      "  inflating: train/bd269a1f0e4d.png  \n",
      "  inflating: train/42b9c1977681.png  \n",
      "  inflating: train/44ecf3f4efa5.png  \n",
      "  inflating: train/dd3dad6ca78f.png  \n",
      "  inflating: train/8000a6b97a84.png  \n",
      "  inflating: train/441117562359.png  \n",
      "  inflating: train/c1c8550508e0.png  \n",
      "  inflating: train/a8aed92940fb.png  \n",
      "  inflating: train/e68bdd36e589.png  \n",
      "  inflating: train/71c1a3cdbe47.png  \n",
      "  inflating: train/1509d097b69a.png  \n",
      "  inflating: train/ca05f7e7801b.png  \n",
      "  inflating: train/bf1b7e21e774.png  \n",
      "  inflating: train/dd02d60bef14.png  \n",
      "  inflating: train/a7673ac44509.png  \n",
      "  inflating: train/9bd008aab548.png  \n",
      "  inflating: train/54cab3596214.png  \n",
      "  inflating: train/a04fb36db784.png  \n",
      "  inflating: train/33e8e26a75d4.png  \n",
      "  inflating: train/975252e325e3.png  \n",
      "  inflating: train/5327f88a1919.png  \n",
      "  inflating: train/77acc2cafee1.png  \n",
      "  inflating: train/a2163f0c2af5.png  \n",
      "  inflating: train/4e1e252317b5.png  \n",
      "  inflating: train/780f9daaa24b.png  \n",
      "  inflating: train/a56230242a95.png  \n",
      "  inflating: train/4e7694eebb91.png  \n",
      "  inflating: train/3f6bccf21ce8.png  \n",
      "  inflating: train/b06dabab4f09.png  \n",
      "  inflating: train/24b87f744598.png  \n",
      "  inflating: train/0684311afdfc.png  \n",
      "  inflating: train/8c2f0f04e1ed.png  \n",
      "  inflating: train/d1f1ea894da1.png  \n",
      "  inflating: train/5bea250d8bf5.png  \n",
      "  inflating: train/6180920bc224.png  \n",
      "  inflating: train/a75bab2463d4.png  \n",
      "  inflating: train/b5e6ae31493c.png  \n",
      "  inflating: train/6f689fced922.png  \n",
      "  inflating: train/4a96c28f3f07.png  \n",
      "  inflating: train/cffc50047828.png  \n",
      "  inflating: train/44c869174e3a.png  \n",
      "  inflating: train/aa9b8f05f4bf.png  \n",
      "  inflating: train/ba2ea9182090.png  \n",
      "  inflating: train/fbdc796290d4.png  \n",
      "  inflating: train/5b2648ad455e.png  \n",
      "  inflating: train/f252046c0fe6.png  \n",
      "  inflating: train/61e301bd3c25.png  \n",
      "  inflating: train/cc12453ea915.png  \n",
      "  inflating: train/5bda2ed09e62.png  \n",
      "  inflating: train/3254e48c8aa0.png  \n",
      "  inflating: train/19113e5f45ec.png  \n",
      "  inflating: train/96ce10a1dbd7.png  \n",
      "  inflating: train/a12ca80bb8c7.png  \n",
      "  inflating: train/4158c340fa49.png  \n",
      "  inflating: train/a00b4cb250a7.png  \n",
      "  inflating: train/98e8adcf085c.png  \n",
      "  inflating: train/a4d4b69f7404.png  \n",
      "  inflating: train/7adfb8fc0621.png  \n",
      "  inflating: train/07419eddd6be.png  \n",
      "  inflating: train/dccdf750c962.png  \n",
      "  inflating: train/81bc03e2ff2b.png  \n",
      "  inflating: train/9a1029536d78.png  \n",
      "  inflating: train/6ba5ed791444.png  \n",
      "  inflating: train/2dc647e00ad3.png  \n",
      "  inflating: train/c8d2d32f7f29.png  \n",
      "  inflating: train/c0202976c670.png  \n",
      "  inflating: train/f233638e0e90.png  \n",
      "  inflating: train/033f2b43de6d.png  \n",
      "  inflating: train/e9faf0296643.png  \n",
      "  inflating: train/82e5bc01f8a4.png  \n",
      "  inflating: train/c546670d9684.png  \n",
      "  inflating: train/73a07e2ea23e.png  \n",
      "  inflating: train/d0ffa0425ef1.png  \n",
      "  inflating: train/83df53d58f28.png  \n",
      "  inflating: train/4e6071b73120.png  \n",
      "  inflating: train/9ac41b9a809e.png  \n",
      "  inflating: train/9da74370835a.png  \n",
      "  inflating: train/4ef7144e24ff.png  \n",
      "  inflating: train/8785b71238d8.png  \n",
      "  inflating: train/61ac9b0dc6b9.png  \n",
      "  inflating: train/0dbe6c26cedc.png  \n",
      "  inflating: train/5dd2e26fc244.png  \n",
      "  inflating: train/1b8701231c8f.png  \n",
      "  inflating: train/b99afe7137fb.png  \n",
      "  inflating: train/d264396d8d1a.png  \n",
      "  inflating: train/4b5ffea77373.png  \n",
      "  inflating: train/76e589911303.png  \n",
      "  inflating: train/7d261f986bef.png  \n",
      "  inflating: train/7b20210d9120.png  \n",
      "  inflating: train/9041eb43456e.png  \n",
      "  inflating: train/add1d681d712.png  \n",
      "  inflating: train/d69698f838db.png  \n",
      "  inflating: train/63c3c571b8ee.png  \n",
      "  inflating: train/5d6239c0fd39.png  \n",
      "  inflating: train/188a9323be03.png  \n",
      "  inflating: train/ee77763a6afb.png  \n",
      "  inflating: train/bda7ff3b1562.png  \n",
      "  inflating: train/a8854768549f.png  \n",
      "  inflating: train/63a03880939c.png  \n",
      "  inflating: train/3b185ac445d0.png  \n",
      "  inflating: train/51a078d6d43a.png  \n",
      "  inflating: train/5b32ece9c627.png  \n",
      "  inflating: train/9ab18a4a957f.png  \n",
      "  inflating: train/7635921c5efb.png  \n",
      "  inflating: train/3f49f8d100e9.png  \n",
      "  inflating: train/c5ba9e455d5e.png  \n",
      "  inflating: train/f901d460517c.png  \n",
      "  inflating: train/bb7e0a2544cd.png  \n",
      "  inflating: train/43bc7c066dfb.png  \n",
      "  inflating: train/f5a8c6426a71.png  \n",
      "  inflating: train/fbfa925506f6.png  \n",
      "  inflating: train/87774aafe068.png  \n",
      "  inflating: train/711d1480d2e3.png  \n",
      "  inflating: train/65c958379680.png  \n",
      "  inflating: train/d99dd99be001.png  \n",
      "  inflating: train/cc1eebed9276.png  \n",
      "  inflating: train/8906c9ed54a2.png  \n",
      "  inflating: train/4f46d7ee61ed.png  \n",
      "  inflating: train/f1d719c97838.png  \n",
      "  inflating: train/a06b353e7bed.png  \n",
      "  inflating: train/d18aea8238a0.png  \n",
      "  inflating: train/6653ad026901.png  \n",
      "  inflating: train/9a326446c431.png  \n",
      "  inflating: train/977e1ca77653.png  \n",
      "  inflating: train/144a1a426137.png  \n",
      "  inflating: train/1eee55494271.png  \n",
      "  inflating: train/345b1f0abbba.png  \n",
      "  inflating: train/80e6e425f966.png  \n",
      "  inflating: train/3730c322d35b.png  \n",
      "  inflating: train/5a27b9b2a9c1.png  \n",
      "  inflating: train/8bbd7835e9aa.png  \n",
      "  inflating: train/dee1031a76ae.png  \n",
      "  inflating: train/9a496b1e20f9.png  \n",
      "  inflating: train/7c629b491d1a.png  \n",
      "  inflating: train/0b64a0a06f9a.png  \n",
      "  inflating: train/d7bc00091cfc.png  \n",
      "  inflating: train/bdb98063fe84.png  \n",
      "  inflating: train/5b3d41626ec5.png  \n",
      "  inflating: train/4029d70e9d8a.png  \n",
      "  inflating: train/4ad8d3ec8789.png  \n",
      "  inflating: train/b640e3bdff75.png  \n",
      "  inflating: train/11b5c77fbf79.png  \n",
      "  inflating: train/fed5bb685832.png  \n",
      "  inflating: train/dbd062558b81.png  \n",
      "  inflating: train/5671eb95512b.png  \n",
      "  inflating: train/2c9dfc270f1b.png  \n",
      "  inflating: train/b72f59b85f7c.png  \n",
      "  inflating: train/e69b48516577.png  \n",
      "  inflating: train/3cab32dd6ef9.png  \n",
      "  inflating: train/04efb1a284cc.png  \n",
      "  inflating: train/3ca12e02dd4e.png  \n",
      "  inflating: train/96d48b073f18.png  \n",
      "  inflating: train/7ae69d22075a.png  \n",
      "  inflating: train/857230f64a2e.png  \n",
      "  inflating: train/6e1db8711879.png  \n",
      "  inflating: train/290ecdba359f.png  \n",
      "  inflating: train/e499434242cc.png  \n",
      "  inflating: train/51a1d162e223.png  \n",
      "  inflating: train/ad6b07d5c338.png  \n",
      "  inflating: train/cff262ed8f4c.png  \n",
      "  inflating: train/6daef3e5ca22.png  \n",
      "  inflating: train/1e4650743fa2.png  \n",
      "  inflating: train/ff52392372d3.png  \n",
      "  inflating: train/d271d3a2b552.png  \n",
      "  inflating: train/4c389d033cb0.png  \n",
      "  inflating: train/cae33655ca00.png  \n",
      "  inflating: train/f1979147aad4.png  \n",
      "  inflating: train/578109578b46.png  \n",
      "  inflating: train/21abd36095a1.png  \n",
      "  inflating: train/a627eb8c08c5.png  \n",
      "  inflating: train/de38adaae009.png  \n",
      "  inflating: train/991a0b7a8c87.png  \n",
      "  inflating: train/fce93caa4758.png  \n",
      "  inflating: train/aeed1f251ceb.png  \n",
      "  inflating: train/946545473380.png  \n",
      "  inflating: train/fe3b0e50be78.png  \n",
      "  inflating: train/ffec9a18a3ce.png  \n",
      "  inflating: train/79ce83c07588.png  \n",
      "  inflating: train/35ac70c0d08f.png  \n",
      "  inflating: train/38fe9f854046.png  \n",
      "  inflating: train/15e24b73d4a7.png  \n",
      "  inflating: train/f68690db78d3.png  \n",
      "  inflating: train/a963ac561580.png  \n",
      "  inflating: train/5879285f9d8d.png  \n",
      "  inflating: train/523ff163211b.png  \n",
      "  inflating: train/b8e20c076b03.png  \n",
      "  inflating: train/26d60db3bbfd.png  \n",
      "  inflating: train/896ad584a841.png  \n",
      "  inflating: train/d6f36ec5564a.png  \n",
      "  inflating: train/dce73d90c00c.png  \n",
      "  inflating: train/cd01672507c9.png  \n",
      "  inflating: train/a5c9a8c726b2.png  \n",
      "  inflating: train/a3475dc3ac80.png  \n",
      "  inflating: train/b92eacd1392a.png  \n",
      "  inflating: train/2a8a9e957a6c.png  \n",
      "  inflating: train/2bd4d4fbed5c.png  \n",
      "  inflating: train/fda39982a810.png  \n",
      "  inflating: train/a82a12ad3fb1.png  \n",
      "  inflating: train/6cfb7b44ef6f.png  \n",
      "  inflating: train/ec4649213ccf.png  \n",
      "  inflating: train/17eb5d4ad740.png  \n",
      "  inflating: train/3d663a6a50a3.png  \n",
      "  inflating: train/cd54d022e37d.png  \n",
      "  inflating: train/5b644a403e1f.png  \n",
      "  inflating: train/9a7bd084395e.png  \n",
      "  inflating: train/8c4ceddeb1c6.png  \n",
      "  inflating: train/b46b09a45f39.png  \n",
      "  inflating: train/f57cf3b6f48e.png  \n",
      "  inflating: train/f8d62557ad0c.png  \n",
      "  inflating: train/5b994ff78547.png  \n",
      "  inflating: train/5cde55f745af.png  \n",
      "  inflating: train/2d552318eb07.png  \n",
      "  inflating: train/780f9c237c56.png  \n",
      "  inflating: train/d5b4705ac2ee.png  \n",
      "  inflating: train/95e732e043a1.png  \n",
      "  inflating: train/d436c06f0490.png  \n",
      "  inflating: train/232549883508.png  \n",
      "  inflating: train/4689b739d240.png  \n",
      "  inflating: train/6253f23229b1.png  \n",
      "  inflating: train/1e1fb019710d.png  \n",
      "  inflating: train/34a7dbd3f05c.png  \n",
      "  inflating: train/50f5201fd18a.png  \n",
      "  inflating: train/c18a006f7f1d.png  \n",
      "  inflating: train/a664d2055886.png  \n",
      "  inflating: train/a1b28bcbce00.png  \n",
      "  inflating: train/28824d12d31d.png  \n",
      "  inflating: train/7dee6bf8b9c1.png  \n",
      "  inflating: train/4fef9ed8a4c5.png  \n",
      "  inflating: train/873dcc0b468f.png  \n",
      "  inflating: train/2df07eb5779f.png  \n",
      "  inflating: train/da44f80b422b.png  \n",
      "  inflating: train/2a2274bcb00a.png  \n",
      "  inflating: train/9e7a63b2fc6a.png  \n",
      "  inflating: train/e0863b353093.png  \n",
      "  inflating: train/0ce062f26edc.png  \n",
      "  inflating: train/4c9f0fdaaef7.png  \n",
      "  inflating: train/4c52922f3bfd.png  \n",
      "  inflating: train/25b0e72705a8.png  \n",
      "  inflating: train/ead23cc922ed.png  \n",
      "  inflating: train/76df141d966b.png  \n",
      "  inflating: train/8b76c3c5cb3e.png  \n",
      "  inflating: train/6c315ad3d07f.png  \n",
      "  inflating: train/26e231747848.png  \n",
      "  inflating: train/1006345f70b7.png  \n",
      "  inflating: train/12ae44be0d38.png  \n",
      "  inflating: train/7247a2c97f71.png  \n",
      "  inflating: train/b82dfa63a75f.png  \n",
      "  inflating: train/fcc55ae641ae.png  \n",
      "  inflating: train/032d7b0b4bf6.png  \n",
      "  inflating: train/7d11dbc1e738.png  \n",
      "  inflating: train/1ca91751be4d.png  \n",
      "  inflating: train/64bad93fde3f.png  \n",
      "  inflating: train/5db895d3f1fc.png  \n",
      "  inflating: train/08c17a2d95b7.png  \n",
      "  inflating: train/093cf723fede.png  \n",
      "  inflating: train/1632c4311fc9.png  \n",
      "  inflating: train/8e63fc4ab532.png  \n",
      "  inflating: train/17e6116b89b3.png  \n",
      "  inflating: train/fd079d2e93a2.png  \n",
      "  inflating: train/830e297965a1.png  \n",
      "  inflating: train/2b2f5a0f880d.png  \n",
      "  inflating: train/388f12e8df0b.png  \n",
      "  inflating: train/cf1b9d26d38d.png  \n",
      "  inflating: train/4f5dd7660b17.png  \n",
      "  inflating: train/4d9fc85a8259.png  \n",
      "  inflating: train/de778495a1cd.png  \n",
      "  inflating: train/e2a233493b90.png  \n",
      "  inflating: train/720b5f62ce80.png  \n",
      "  inflating: train/69b3a00927fc.png  \n",
      "  inflating: train/4f20f9a9a65b.png  \n",
      "  inflating: train/a4ee03ecff60.png  \n",
      "  inflating: train/eda1d75cbcf0.png  \n",
      "  inflating: train/96c699221180.png  \n",
      "  inflating: train/789c60cba801.png  \n",
      "  inflating: train/73e83a07a16d.png  \n",
      "  inflating: train/e2c3b037413b.png  \n",
      "  inflating: train/c096131ad065.png  \n",
      "  inflating: train/b0acd3593310.png  \n",
      "  inflating: train/f0e1201b5c1f.png  \n",
      "  inflating: train/d56d32a1d62d.png  \n",
      "  inflating: train/a8a6588c8eb7.png  \n",
      "  inflating: train/fa7fa797c650.png  \n",
      "  inflating: train/e9286ddf6ffe.png  \n",
      "  inflating: train/6d5a8362dd1e.png  \n",
      "  inflating: train/3601dac9bed7.png  \n",
      "  inflating: train/d364423ec6f9.png  \n",
      "  inflating: train/6194e0fff071.png  \n",
      "  inflating: train/5a5d3798c357.png  \n",
      "  inflating: train/c6e1e9fbf39b.png  \n",
      "  inflating: train/a673193cd5a9.png  \n",
      "  inflating: train/2a3a1ed1c285.png  \n",
      "  inflating: train/e740af6ac6ea.png  \n",
      "  inflating: train/fefded6bf135.png  \n",
      "  inflating: train/b532dedd928c.png  \n",
      "  inflating: train/d1a60c3b9fe5.png  \n",
      "  inflating: train/e06d3d4733f0.png  \n",
      "  inflating: train/aa0afc41ed19.png  \n",
      "  inflating: train/bc73ce76ec43.png  \n",
      "  inflating: train/6f923b60934b.png  \n",
      "  inflating: train/6666c4f18396.png  \n",
      "  inflating: train/a1edf0e66592.png  \n",
      "  inflating: train/99132193eaa0.png  \n",
      "  inflating: train/58059e73d2d4.png  \n",
      "  inflating: train/cc964bf04dbc.png  \n",
      "  inflating: train/4aa3d771c5e4.png  \n",
      "  inflating: train/80ed04a84a16.png  \n",
      "  inflating: train/b43440c6ebe4.png  \n",
      "  inflating: train/18b7e34eab8f.png  \n",
      "  inflating: train/a7b7dc8788b9.png  \n",
      "  inflating: train/b1f4122fd36a.png  \n",
      "  inflating: train/ea5c42a78979.png  \n",
      "  inflating: train/02358b47ea89.png  \n",
      "  inflating: train/a06e41bd2634.png  \n",
      "  inflating: train/1c0cf251b426.png  \n",
      "  inflating: train/8ac0c44bbf24.png  \n",
      "  inflating: train/d7ab5c040294.png  \n",
      "  inflating: train/0efc93ec838b.png  \n",
      "  inflating: train/653534ded339.png  \n",
      "  inflating: train/fa9f1bc03f21.png  \n",
      "  inflating: train/8660e1864665.png  \n",
      "  inflating: train/b2748ac28fc1.png  \n",
      "  inflating: train/d868acdccb5b.png  \n",
      "  inflating: train/65f69234c8a7.png  \n",
      "  inflating: train/7b49041cbf17.png  \n",
      "  inflating: train/b8ac328009e0.png  \n",
      "  inflating: train/aeb6f4fd2eed.png  \n",
      "  inflating: train/b5834ee64541.png  \n",
      "  inflating: train/b55d2ddb3e75.png  \n",
      "  inflating: train/7e70344b0c25.png  \n",
      "  inflating: train/8e76054f0831.png  \n",
      "  inflating: train/64ac539f58cb.png  \n",
      "  inflating: train/07a0e34c8d20.png  \n",
      "  inflating: train/fd0a70082e7c.png  \n",
      "  inflating: train/a47432cd41e7.png  \n",
      "  inflating: train/0e3572b5884a.png  \n",
      "  inflating: train/27e2be850a99.png  \n",
      "  inflating: train/c8905b8d5cf1.png  \n",
      "  inflating: train/218c822a3dd9.png  \n",
      "  inflating: train/ef476be214d4.png  \n",
      "  inflating: train/041f09eec1e8.png  \n",
      "  inflating: train/12ce6a1a1f31.png  \n",
      "  inflating: train/83fda7c0500b.png  \n",
      "  inflating: train/e10190a9d52f.png  \n",
      "  inflating: train/89fc080f7e83.png  \n",
      "  inflating: train/0dbaa09a458c.png  \n",
      "  inflating: train/a247961a5cd9.png  \n",
      "  inflating: train/913490237ad4.png  \n",
      "  inflating: train/22895c89792f.png  \n",
      "  inflating: train/2f5c9cdfb333.png  \n",
      "  inflating: train/756b0d6488bb.png  \n",
      "  inflating: train/a56729de89e9.png  \n",
      "  inflating: train/525acfea47e8.png  \n",
      "  inflating: train/cd66754e1b3b.png  \n",
      "  inflating: train/15e96e848b46.png  \n",
      "  inflating: train/252305189b3a.png  \n",
      "  inflating: train/384e6c915722.png  \n",
      "  inflating: train/f3b6b7ca1eb1.png  \n",
      "  inflating: train/6d7d26025122.png  \n",
      "  inflating: train/61bbe8db6f3a.png  \n",
      "  inflating: train/d6dbb0820ea5.png  \n",
      "  inflating: train/4c635a01593d.png  \n",
      "  inflating: train/ae8424cdb029.png  \n",
      "  inflating: train/ff77e8e5b5f3.png  \n",
      "  inflating: train/6e73acb2cf60.png  \n",
      "  inflating: train/03676c71ed1b.png  \n",
      "  inflating: train/8421107255ae.png  \n",
      "  inflating: train/67ed8cc78b97.png  \n",
      "  inflating: train/b77b88926843.png  \n",
      "  inflating: train/7ad0c4975890.png  \n",
      "  inflating: train/7eee3d1f1268.png  \n",
      "  inflating: train/383e72af1955.png  \n",
      "  inflating: train/05b1bb2bdb81.png  \n",
      "  inflating: train/639915f58a2f.png  \n",
      "  inflating: train/77e7c7a160c8.png  \n",
      "  inflating: train/ef26625121b3.png  \n",
      "  inflating: train/2821998fc002.png  \n",
      "  inflating: train/eadfc8809ec8.png  \n",
      "  inflating: train/aaaadb174012.png  \n",
      "  inflating: train/916915f01e17.png  \n",
      "  inflating: train/d57d1be1bbd1.png  \n",
      "  inflating: train/ad1f7445b1a8.png  \n",
      "  inflating: train/60edda7b4871.png  \n",
      "  inflating: train/e17507a4a1f5.png  \n",
      "  inflating: train/0afdfe5f422c.png  \n",
      "  inflating: train/4ee1ad981a6d.png  \n",
      "  inflating: train/9519a590985d.png  \n",
      "  inflating: train/48543037d0b3.png  \n",
      "  inflating: train/b085caa513a8.png  \n",
      "  inflating: train/0c55d58bebaf.png  \n",
      "  inflating: train/b83a6eca125f.png  \n",
      "  inflating: train/022f820027b8.png  \n",
      "  inflating: train/c0f15fe3b4b7.png  \n",
      "  inflating: train/b91ef82e723a.png  \n",
      "  inflating: train/4661006f3ba6.png  \n",
      "  inflating: train/a987aa7aac37.png  \n",
      "  inflating: train/436fa3fd145a.png  \n",
      "  inflating: train/f5e9a307288c.png  \n",
      "  inflating: train/962cf85e4f6d.png  \n",
      "  inflating: train/e12b67835e03.png  \n",
      "  inflating: train/ae57c8630249.png  \n",
      "  inflating: train/253e96488cfb.png  \n",
      "  inflating: train/cd8da43e3069.png  \n",
      "  inflating: train/76516f828d88.png  \n",
      "  inflating: train/6baafa56895c.png  \n",
      "  inflating: train/e2a47a74e6e1.png  \n",
      "  inflating: train/0cae727cf119.png  \n",
      "  inflating: train/cbc2e57447c2.png  \n",
      "  inflating: train/63c7b0265775.png  \n",
      "  inflating: train/5265dc9acdf8.png  \n",
      "  inflating: train/1dfbede13143.png  \n",
      "  inflating: train/a125377fb985.png  \n",
      "  inflating: train/8e6df9eedcd8.png  \n",
      "  inflating: train/191cf5668f33.png  \n",
      "  inflating: train/ae94ce412de9.png  \n",
      "  inflating: train/e6a6acf7fca1.png  \n",
      "  inflating: train/a8c9fcdbc0be.png  \n",
      "  inflating: train/7550966ef777.png  \n",
      "  inflating: train/ce207b69ff37.png  \n",
      "  inflating: train/315c1a0d87fd.png  \n",
      "  inflating: train/96ea316ed0ab.png  \n",
      "  inflating: train/44a4d04162cc.png  \n",
      "  inflating: train/07a2b8cabf6b.png  \n",
      "  inflating: train/7569ac24762e.png  \n",
      "  inflating: train/d1f7ea924a01.png  \n",
      "  inflating: train/5ed6dc419e4d.png  \n",
      "  inflating: train/78937523f7a8.png  \n",
      "  inflating: train/fa9bece586fc.png  \n",
      "  inflating: train/7f2123bc89a3.png  \n",
      "  inflating: train/941d874c8afb.png  \n",
      "  inflating: train/3b73a3a4a734.png  \n",
      "  inflating: train/fdd534271f3d.png  \n",
      "  inflating: train/8ceff4c4c860.png  \n",
      "  inflating: train/1e742358e0b9.png  \n",
      "  inflating: train/4d17559ac1e2.png  \n",
      "  inflating: train/0fffa73e2402.png  \n",
      "  inflating: train/03747397839f.png  \n",
      "  inflating: train/d866c26d76f0.png  \n",
      "  inflating: train/03fd50da928d.png  \n",
      "  inflating: train/f7fec8935126.png  \n",
      "  inflating: train/e1e490773462.png  \n",
      "  inflating: train/a49b0b4484ea.png  \n",
      "  inflating: train/66b88a4bc474.png  \n",
      "  inflating: train/aebe87a423c8.png  \n",
      "  inflating: train/0a3202889f4d.png  \n",
      "  inflating: train/454792eb6e05.png  \n",
      "  inflating: train/5264a54e1830.png  \n",
      "  inflating: train/bcb0498ed2c1.png  \n",
      "  inflating: train/d15ca3469b87.png  \n",
      "  inflating: train/8ff2733f6aef.png  \n",
      "  inflating: train/3694e8c8e09a.png  \n",
      "  inflating: train/276b14f72328.png  \n",
      "  inflating: train/883ddb650967.png  \n",
      "  inflating: train/e13412678eff.png  \n",
      "  inflating: train/30cab14951ac.png  \n",
      "  inflating: train/22d843b2bbd1.png  \n",
      "  inflating: train/4ef16a53d899.png  \n",
      "  inflating: train/b2b7ccd34cbd.png  \n",
      "  inflating: train/283c3aeba594.png  \n",
      "  inflating: train/9d9bfefa809c.png  \n",
      "  inflating: train/501c319f7a9f.png  \n",
      "  inflating: train/069f43616fab.png  \n",
      "  inflating: train/35cd9832fc0a.png  \n",
      "  inflating: train/bfefa7344e7d.png  \n",
      "  inflating: train/23d7ca170bdb.png  \n",
      "  inflating: train/0cbcc7b23613.png  \n",
      "  inflating: train/9f436886e056.png  \n",
      "  inflating: train/9ba469af2980.png  \n",
      "  inflating: train/bfdee9be1f1d.png  \n",
      "  inflating: train/1c9c583c10bf.png  \n",
      "  inflating: train/0d8f60ed9280.png  \n",
      "  inflating: train/64fedbf97473.png  \n",
      "  inflating: train/32ed318235b8.png  \n",
      "  inflating: train/a0b7ad98df57.png  \n",
      "  inflating: train/33b978734eab.png  \n",
      "  inflating: train/40dd4e6e4444.png  \n",
      "  inflating: train/7435e9a3e36e.png  \n",
      "  inflating: train/8d8aca52c07b.png  \n",
      "  inflating: train/462937ece243.png  \n",
      "  inflating: train/ace2281f00c4.png  \n",
      "  inflating: train/767d777ee889.png  \n",
      "  inflating: train/8191ae701985.png  \n",
      "  inflating: train/69f43381317b.png  \n",
      "  inflating: train/3aa2b1ce6700.png  \n",
      "  inflating: train/9122b31414d3.png  \n",
      "  inflating: train/d10d315f123f.png  \n",
      "  inflating: train/9ed6c2b25767.png  \n",
      "  inflating: train/2927665214e1.png  \n",
      "  inflating: train/d7ac4a0c9760.png  \n",
      "  inflating: train/3b232b394e4f.png  \n",
      "  inflating: train/c1819db0aece.png  \n",
      "  inflating: train/5b301a6d1ac7.png  \n",
      "  inflating: train/d1a24527a15d.png  \n",
      "  inflating: train/6af071b0ac6e.png  \n",
      "  inflating: train/eae901557a84.png  \n",
      "  inflating: train/6298468d7d75.png  \n",
      "  inflating: train/d27ac9e54901.png  \n",
      "  inflating: train/0c2e2369dfff.png  \n",
      "  inflating: train/d911dd40c63b.png  \n",
      "  inflating: train/4403538fb50f.png  \n",
      "  inflating: train/c6a145742708.png  \n",
      "  inflating: train/beeca5f14618.png  \n",
      "  inflating: train/b1197f2cc9b3.png  \n",
      "  inflating: train/d81338217fc5.png  \n",
      "  inflating: train/0924cec998fa.png  \n",
      "  inflating: train/7525ebb3434d.png  \n",
      "  inflating: train/f2c0b41acd05.png  \n",
      "  inflating: train/7f0ffeb0a333.png  \n",
      "  inflating: train/e663c6627a95.png  \n",
      "  inflating: train/99e8bf998285.png  \n",
      "  inflating: train/4145dcb25053.png  \n",
      "  inflating: train/4d3de40ced3a.png  \n",
      "  inflating: train/17d7d6b092f4.png  \n",
      "  inflating: train/f62b8a076833.png  \n",
      "  inflating: train/e632e38fd2d4.png  \n",
      "  inflating: train/3f73c91b7e32.png  \n",
      "  inflating: train/2fdfb80ea53c.png  \n",
      "  inflating: train/2221cf5c7935.png  \n",
      "  inflating: train/166068a24416.png  \n",
      "  inflating: train/f4c7ae514c54.png  \n",
      "  inflating: train/f58cdfa968be.png  \n",
      "  inflating: train/541db13517e2.png  \n",
      "  inflating: train/44878f34e31f.png  \n",
      "  inflating: train/8fc09fecd22f.png  \n",
      "  inflating: train/93a1b984de84.png  \n",
      "  inflating: train/3c28fd846b43.png  \n",
      "  inflating: train/c0a0828e01b4.png  \n",
      "  inflating: train/fd4c946c52bf.png  \n",
      "  inflating: train/d85d052900b4.png  \n",
      "  inflating: train/e8d1c6c07cf2.png  \n",
      "  inflating: train/7131bf4c9e6f.png  \n",
      "  inflating: train/58eb3809f456.png  \n",
      "  inflating: train/2f8d14a7d390.png  \n",
      "  inflating: train/c0e509786f7f.png  \n",
      "  inflating: train/c1437a7a52c9.png  \n",
      "  inflating: train/03ff7d159f10.png  \n",
      "  inflating: train/65a7fe9482fe.png  \n",
      "  inflating: train/dc3c0d8ee20b.png  \n",
      "  inflating: train/27e4c800a449.png  \n",
      "  inflating: train/4ad6109706e8.png  \n",
      "  inflating: train/7be1b9aa78aa.png  \n",
      "  inflating: train/da949aa67a4f.png  \n",
      "  inflating: train/9de9421f17e3.png  \n",
      "  inflating: train/d8da9de62743.png  \n",
      "  inflating: train/66bae1ba227f.png  \n",
      "  inflating: train/59bd19c1c5bb.png  \n",
      "  inflating: train/1b495ac025b7.png  \n",
      "  inflating: train/3325b1fe55d2.png  \n",
      "  inflating: train/c97472ef2c66.png  \n",
      "  inflating: train/13c191b59ed0.png  \n",
      "  inflating: train/02685f13cefd.png  \n",
      "  inflating: train/51405d042000.png  \n",
      "  inflating: train/e387311a840e.png  \n",
      "  inflating: train/68987fb159ab.png  \n",
      "  inflating: train/7b211d8bd249.png  \n",
      "  inflating: train/875a2fc5fe23.png  \n",
      "  inflating: train/e4730ddde408.png  \n",
      "  inflating: train/b71428739d4e.png  \n",
      "  inflating: train/9f935fb38440.png  \n",
      "  inflating: train/211518c46162.png  \n",
      "  inflating: train/df8365d6ac33.png  \n",
      "  inflating: train/2923971566fe.png  \n",
      "  inflating: train/f481f76a6b75.png  \n",
      "  inflating: train/86baef833ae0.png  \n",
      "  inflating: train/4478b870e549.png  \n",
      "  inflating: train/28f98cfe3858.png  \n",
      "  inflating: train/ac5b5dddf91b.png  \n",
      "  inflating: train/052d9a3fe55a.png  \n",
      "  inflating: train/b8e9a8f4617d.png  \n",
      "  inflating: train/803120c5d287.png  \n",
      "  inflating: train/2d3f4094c08a.png  \n",
      "  inflating: train/9859e2a6cc24.png  \n",
      "  inflating: train/9f1b14dfa14c.png  \n",
      "  inflating: train/fe0fc67c7980.png  \n",
      "  inflating: train/a0fd94e2ad76.png  \n",
      "  inflating: train/d332d7b8a26e.png  \n",
      "  inflating: train/4ffa38550c95.png  \n",
      "  inflating: train/582115961a3d.png  \n",
      "  inflating: train/d990a3f0cbdb.png  \n",
      "  inflating: train/cd01f4f83336.png  \n",
      "  inflating: train/992b9a07b25f.png  \n",
      "  inflating: train/b7a1bb106051.png  \n",
      "  inflating: train/222f3ee3a1e8.png  \n",
      "  inflating: train/02da652c74b8.png  \n",
      "  inflating: train/86410aa13b3e.png  \n",
      "  inflating: train/6028a575dc27.png  \n",
      "  inflating: train/25a0a1e41afd.png  \n",
      "  inflating: train/d88806d9ece9.png  \n",
      "  inflating: train/6bf26b777e3a.png  \n",
      "  inflating: train/41960d5f58c2.png  \n",
      "  inflating: train/4e8585a96739.png  \n",
      "  inflating: train/3b2b91590590.png  \n",
      "  inflating: train/9b70f84400af.png  \n",
      "  inflating: train/1df0431bfa73.png  \n",
      "  inflating: train/c0e15e8e2b46.png  \n",
      "  inflating: train/3b9817a39adf.png  \n",
      "  inflating: train/33105f9b3a04.png  \n",
      "  inflating: train/5995321563b7.png  \n",
      "  inflating: train/f994a3b07935.png  \n",
      "  inflating: train/e16af45285e5.png  \n",
      "  inflating: train/90c982cc2d96.png  \n",
      "  inflating: train/b0b3b16fc305.png  \n",
      "  inflating: train/291f581d365e.png  \n",
      "  inflating: train/1bb0ddfe753a.png  \n",
      "  inflating: train/527bea76116c.png  \n",
      "  inflating: train/3c726de3ee90.png  \n",
      "  inflating: train/2fb3a8606a77.png  \n",
      "  inflating: train/295fdc964f6e.png  \n",
      "  inflating: train/fb696a8e055a.png  \n",
      "  inflating: train/79d44db3da2d.png  \n",
      "  inflating: train/92d9e9f08709.png  \n",
      "  inflating: train/9232dc06cfdc.png  \n",
      "  inflating: train/31452ad8808c.png  \n",
      "  inflating: train/f2f569a64949.png  \n",
      "  inflating: train/c62cef02efa2.png  \n",
      "  inflating: train/7ddcfcea7369.png  \n",
      "  inflating: train/840527bc6628.png  \n",
      "  inflating: train/b9c7c5182075.png  \n",
      "  inflating: train/e4ae1ee6aada.png  \n",
      "  inflating: train/8693ab1fd2be.png  \n",
      "  inflating: train/41ab357d103f.png  \n",
      "  inflating: train/224c14366e11.png  \n",
      "  inflating: train/7455e2b5fc57.png  \n",
      "  inflating: train/530d78467615.png  \n",
      "  inflating: train/0cd31078cd08.png  \n",
      "  inflating: train/30263a7d5609.png  \n",
      "  inflating: train/869bbd3170cc.png  \n",
      "  inflating: train/8ffa608170d3.png  \n",
      "  inflating: train/1ab3f1c71a5f.png  \n",
      "  inflating: train/ef7a4ed8d5d1.png  \n",
      "  inflating: train/40e9b5630438.png  \n",
      "  inflating: train/2cbfc6182ba2.png  \n",
      "  inflating: train/82ac8463fadd.png  \n",
      "  inflating: train/cb39761f0712.png  \n",
      "  inflating: train/de2eb5c8aa83.png  \n",
      "  inflating: train/efff2f1a35f5.png  \n",
      "  inflating: train/d30d079e6f9a.png  \n",
      "  inflating: train/7a39c91416e2.png  \n",
      "  inflating: train/6cee2e148520.png  \n",
      "  inflating: train/6f4719c6bb4b.png  \n",
      "  inflating: train/141735b57ec0.png  \n",
      "  inflating: train/dd19428c3d29.png  \n",
      "  inflating: train/ba2624883599.png  \n",
      "  inflating: train/febfb20dc311.png  \n",
      "  inflating: train/c68dfa021d62.png  \n",
      "  inflating: train/453a1e2754b2.png  \n",
      "  inflating: train/e0313be77035.png  \n",
      "  inflating: train/3c42512c81e0.png  \n",
      "  inflating: train/d16e39b9d6f0.png  \n",
      "  inflating: train/0318598cfd16.png  \n",
      "  inflating: train/ad3fc5076852.png  \n",
      "  inflating: train/a14fcf84bfe1.png  \n",
      "  inflating: train/263d8851e33b.png  \n",
      "  inflating: train/10bf25731c08.png  \n",
      "  inflating: train/a7c10ca6c117.png  \n",
      "  inflating: train/070f67572d03.png  \n",
      "  inflating: train/da9fe02dead3.png  \n",
      "  inflating: train/12e3f5f2cb17.png  \n",
      "  inflating: train/50915e2329a1.png  \n",
      "  inflating: train/ae975c43bd8b.png  \n",
      "  inflating: train/012a242ac6ff.png  \n",
      "  inflating: train/cb2f3c5d71a7.png  \n",
      "  inflating: train/b86fb2d5be1a.png  \n",
      "  inflating: train/093a42649c29.png  \n",
      "  inflating: train/bba38f2294a3.png  \n",
      "  inflating: train/233d948e2544.png  \n",
      "  inflating: train/fca1a8738b8a.png  \n",
      "  inflating: train/b7aca95b97b9.png  \n",
      "  inflating: train/24b943fe725e.png  \n",
      "  inflating: train/239f2c348ea4.png  \n",
      "  inflating: train/2cef97083e6f.png  \n",
      "  inflating: train/af6a1508cd95.png  \n",
      "  inflating: train/68332fdcaa70.png  \n",
      "  inflating: train/f999c6921e6d.png  \n",
      "  inflating: train/c85b79d70079.png  \n",
      "  inflating: train/0da632ca45e0.png  \n",
      "  inflating: train/d28bd830c171.png  \n",
      "  inflating: train/7f6690fa390a.png  \n",
      "  inflating: train/1df3e03a8f5f.png  \n",
      "  inflating: train/261c6bd63bff.png  \n",
      "  inflating: train/b402b18d99a5.png  \n",
      "  inflating: train/53273d664cd8.png  \n",
      "  inflating: train/9cc6b1f9bcbd.png  \n",
      "  inflating: train/ff8a0b45c789.png  \n",
      "  inflating: train/cd93a472e5cd.png  \n",
      "  inflating: train/00e4ddff966a.png  \n",
      "  inflating: train/3128eb593012.png  \n",
      "  inflating: train/f7508f14dd7b.png  \n",
      "  inflating: train/fecf4c5ae84b.png  \n",
      "  inflating: train/91b7a4179ecf.png  \n",
      "  inflating: train/f4e68b61f480.png  \n",
      "  inflating: train/dcf109df1a2b.png  \n",
      "  inflating: train/949710bead24.png  \n",
      "  inflating: train/d85588ff2ebd.png  \n",
      "  inflating: train/650104ede84c.png  \n",
      "  inflating: train/cf8ae5501bd6.png  \n",
      "  inflating: train/be3a7d9e981e.png  \n",
      "  inflating: train/1c4f3aa4df06.png  \n",
      "  inflating: train/080f66eedfb9.png  \n",
      "  inflating: train/a0e635689259.png  \n",
      "  inflating: train/547b37da9223.png  \n",
      "  inflating: train/460893cd86e3.png  \n",
      "  inflating: train/ce8d2efd9d4f.png  \n",
      "  inflating: train/ab88081e5654.png  \n",
      "  inflating: train/a28bfb772f50.png  \n",
      "  inflating: train/4dd14c380696.png  \n",
      "  inflating: train/df84e7113003.png  \n",
      "  inflating: train/e97ecf4355cb.png  \n",
      "  inflating: train/934104859e68.png  \n",
      "  inflating: train/8bed09514c3b.png  \n",
      "  inflating: train/ff4955e76894.png  \n",
      "  inflating: train/0daddc45d832.png  \n",
      "  inflating: train/fca931da5c5e.png  \n",
      "  inflating: train/a6b6d27c1b32.png  \n",
      "  inflating: train/f3a4751af42e.png  \n",
      "  inflating: train/1dd9adcbfff4.png  \n",
      "  inflating: train/ba25f947f4ec.png  \n",
      "  inflating: train/b4f41b5bf0ef.png  \n",
      "  inflating: train/5a93c0f783c4.png  \n",
      "  inflating: train/53c874dbc594.png  \n",
      "  inflating: train/52ae917fcea4.png  \n",
      "  inflating: train/e50b0174690d.png  \n",
      "  inflating: train/0a85a1e8f9e9.png  \n",
      "  inflating: train/a2ad3da4c7d6.png  \n",
      "  inflating: train/8c0d05233238.png  \n",
      "  inflating: train/4e43d05cc2ef.png  \n",
      "  inflating: train/33b893e18eb3.png  \n",
      "  inflating: train/709784f7fcc2.png  \n",
      "  inflating: train/f3cd489acbee.png  \n",
      "  inflating: train/810d3779abd9.png  \n",
      "  inflating: train/80c67efc8101.png  \n",
      "  inflating: train/43ddd0ab0cc4.png  \n",
      "  inflating: train/1fb455685328.png  \n",
      "  inflating: train/6cdd0f985270.png  \n",
      "  inflating: train/7f60f2a083d3.png  \n",
      "  inflating: train/8f2996b8d855.png  \n",
      "  inflating: train/4d1cf360b2d7.png  \n",
      "  inflating: train/afc345cc9145.png  \n",
      "  inflating: train/8a8a251770cd.png  \n",
      "  inflating: train/63e041a757eb.png  \n",
      "  inflating: train/fdc685055659.png  \n",
      "  inflating: train/d91635f380b4.png  \n",
      "  inflating: train/9e2ba2b979f1.png  \n",
      "  inflating: train/60e269e3e188.png  \n",
      "  inflating: train/54f57cf26126.png  \n",
      "  inflating: train/01d9477b1171.png  \n",
      "  inflating: train/f0546a45ef10.png  \n",
      "  inflating: train/3a6e9730b298.png  \n",
      "  inflating: train/405085b53d7b.png  \n",
      "  inflating: train/82088c6734e6.png  \n",
      "  inflating: train/62b826899151.png  \n",
      "  inflating: train/4da2961e62fe.png  \n",
      "  inflating: train/f366fb1cc475.png  \n",
      "  inflating: train/94a67ec0714f.png  \n",
      "  inflating: train/c2a58b2cfd0b.png  \n",
      "  inflating: train/7a77c3eb468c.png  \n",
      "  inflating: train/b17f0b81dab3.png  \n",
      "  inflating: train/23fca0693e2a.png  \n",
      "  inflating: train/3044022c6969.png  \n",
      "  inflating: train/4beeca5cc859.png  \n",
      "  inflating: train/de4cdabbce6d.png  \n",
      "  inflating: train/196e6a186452.png  \n",
      "  inflating: train/d141728fa392.png  \n",
      "  inflating: train/90b8bf342032.png  \n",
      "  inflating: train/d0d59ed675b5.png  \n",
      "  inflating: train/3ac3fbfca7d4.png  \n",
      "  inflating: train/1b329a127307.png  \n",
      "  inflating: train/0cb14014117d.png  \n",
      "  inflating: train/207a580de0ea.png  \n",
      "  inflating: train/a0cd7bffdaa0.png  \n",
      "  inflating: train/393fa5a023a5.png  \n",
      "  inflating: train/5723d0ec895e.png  \n",
      "  inflating: train/f03d3c4ce7fb.png  \n",
      "  inflating: train/384631079d1e.png  \n",
      "  inflating: train/080ee76c958c.png  \n",
      "  inflating: train/8d4ff745a409.png  \n",
      "  inflating: train/d667af5742f6.png  \n",
      "  inflating: train/a14bbd9a583e.png  \n",
      "  inflating: train/4a213b405ee4.png  \n",
      "  inflating: train/cac80797770f.png  \n",
      "  inflating: train/de16416220de.png  \n",
      "  inflating: train/a2696f444ecb.png  \n",
      "  inflating: train/c38dec54a9f7.png  \n",
      "  inflating: train/b90bc89ce8d8.png  \n",
      "  inflating: train/48afe8c47454.png  \n",
      "  inflating: train/17eff993386f.png  \n",
      "  inflating: train/e2265c383348.png  \n",
      "  inflating: train/668a319c2d23.png  \n",
      "  inflating: train/06b71823f9cd.png  \n",
      "  inflating: train/08752092140d.png  \n",
      "  inflating: train/c9f0dc2c8b43.png  \n",
      "  inflating: train/b351ae99413a.png  \n",
      "  inflating: train/e60e4edb3ca9.png  \n",
      "  inflating: train/58ccba7eec9c.png  \n",
      "  inflating: train/e5f73f2855c0.png  \n",
      "  inflating: train/4b422b48d0d4.png  \n",
      "  inflating: train/0415fc68b176.png  \n",
      "  inflating: train/ed3ce1674761.png  \n",
      "  inflating: train/b963a11638f2.png  \n",
      "  inflating: train/4826d10030b3.png  \n",
      "  inflating: train/4a0bba3b7d83.png  \n",
      "  inflating: train/3de8ad4151e1.png  \n",
      "  inflating: train/77543f66a84a.png  \n",
      "  inflating: train/a15590a7d774.png  \n",
      "  inflating: train/e3b47ed5b511.png  \n",
      "  inflating: train/1c0e5dd1b14c.png  \n",
      "  inflating: train/f56ff0440ed1.png  \n",
      "  inflating: train/19e350c7c83c.png  \n",
      "  inflating: train/6c6505a0c637.png  \n",
      "  inflating: train/92d8a7c8e718.png  \n",
      "  inflating: train/0dc8d25b3f69.png  \n",
      "  inflating: train/cd48cfab4e44.png  \n",
      "  inflating: train/ce887b196c23.png  \n",
      "  inflating: train/4b237b958555.png  \n",
      "  inflating: train/df841a0440d8.png  \n",
      "  inflating: train/daff5427c9b2.png  \n",
      "  inflating: train/026dcd9af143.png  \n",
      "  inflating: train/cd45bfa07d41.png  \n",
      "  inflating: train/aa60813e1a8d.png  \n",
      "  inflating: train/025a169a0bb0.png  \n",
      "  inflating: train/c2d2b4f536da.png  \n",
      "  inflating: train/fa748b57262b.png  \n",
      "  inflating: train/fb767cea406c.png  \n",
      "  inflating: train/3218a6d8eb2c.png  \n",
      "  inflating: train/d85ea1220a03.png  \n",
      "  inflating: train/b6bfe9db60e5.png  \n",
      "  inflating: train/586f5c56081e.png  \n",
      "  inflating: train/a9a28c37c8c4.png  \n",
      "  inflating: train/812d5adafaf2.png  \n",
      "  inflating: train/1fd5d860d4d7.png  \n",
      "  inflating: train/178412895d5e.png  \n",
      "  inflating: train/75a071608ea6.png  \n",
      "  inflating: train/103abbd8b63e.png  \n",
      "  inflating: train/6df8b7b6e837.png  \n",
      "  inflating: train/57db4781e7ec.png  \n",
      "  inflating: train/3a61e690f4bb.png  \n",
      "  inflating: train/c3b15bf9b4bc.png  \n",
      "  inflating: train/d6f6bdfd8011.png  \n",
      "  inflating: train/282bc792d23a.png  \n",
      "  inflating: train/060e00d1e2ab.png  \n",
      "  inflating: train/2f284b6a1940.png  \n",
      "  inflating: train/45ae04cfde5d.png  \n",
      "  inflating: train/8114d6a160df.png  \n",
      "  inflating: train/73ef3c3dcbe4.png  \n",
      "  inflating: train/b9bc81fcb075.png  \n",
      "  inflating: train/dee687c6e88a.png  \n",
      "  inflating: train/52886bed8a07.png  \n",
      "  inflating: train/1f4fb37e0854.png  \n",
      "  inflating: train/2ef4a04aed1b.png  \n",
      "  inflating: train/83517eaeccb9.png  \n",
      "  inflating: train/dde43aa22ae6.png  \n",
      "  inflating: train/d81b6ed83bc2.png  \n",
      "  inflating: train/24f3e70f0419.png  \n",
      "  inflating: train/367c7049929c.png  \n",
      "  inflating: train/415f2d2bd2a1.png  \n",
      "  inflating: train/54bdcdecd8f3.png  \n",
      "  inflating: train/3fe282197c1c.png  \n",
      "  inflating: train/6fbaaf8eb67a.png  \n",
      "  inflating: train/8ab3faa3701f.png  \n",
      "  inflating: train/d26bc6e1230d.png  \n",
      "  inflating: train/8e7981855125.png  \n",
      "  inflating: train/6987804eb464.png  \n",
      "  inflating: train/eb050765b323.png  \n",
      "  inflating: train/0243404e8a00.png  \n",
      "  inflating: train/3732de8b416f.png  \n",
      "  inflating: train/7c3747c0b2c3.png  \n",
      "  inflating: train/5777ef74c9ec.png  \n",
      "  inflating: train/005b95c28852.png  \n",
      "  inflating: train/a9dc80cba9a4.png  \n",
      "  inflating: train/070d4ce5fd90.png  \n",
      "  inflating: train/3dbfbc11e105.png  \n",
      "  inflating: train/6363b360aefb.png  \n",
      "  inflating: train/3c1efa38d0da.png  \n",
      "  inflating: train/49c5e7f6b8d2.png  \n",
      "  inflating: train/07d8db76b301.png  \n",
      "  inflating: train/c81c6911f5e0.png  \n",
      "  inflating: train/e3ec668f6fad.png  \n",
      "  inflating: train/fe3f62695b2d.png  \n",
      "  inflating: train/3e6bfc4d5c65.png  \n",
      "  inflating: train/4a05f81b3aba.png  \n",
      "  inflating: train/780be525036d.png  \n",
      "  inflating: train/d5ad3362424c.png  \n",
      "  inflating: train/97c6cb55866d.png  \n",
      "  inflating: train/a62ea0043aa7.png  \n",
      "  inflating: train/a73c3d516c59.png  \n",
      "  inflating: train/4faf4063db8c.png  \n",
      "  inflating: train/7d626a7ffe76.png  \n",
      "  inflating: train/e3ab63dc9a60.png  \n",
      "  inflating: train/62b4be2799ca.png  \n",
      "  inflating: train/5de4615a5161.png  \n",
      "  inflating: train/05195a3db5e2.png  \n",
      "  inflating: train/7270367410a1.png  \n",
      "  inflating: train/c9e697117f3f.png  \n",
      "  inflating: train/2974c6ad1d58.png  \n",
      "  inflating: train/2f143453bb71.png  \n",
      "  inflating: train/57ce57a8cfb0.png  \n",
      "  inflating: train/4dc2211a1c31.png  \n",
      "  inflating: train/184a185e7447.png  \n",
      "  inflating: train/0ceb222f6629.png  \n",
      "  inflating: train/de6210f88536.png  \n",
      "  inflating: train/4a0890b08532.png  \n",
      "  inflating: train/8ab8d9b3ce3f.png  \n",
      "  inflating: train/08a3875063c3.png  \n",
      "  inflating: train/bc7bf19b84e3.png  \n",
      "  inflating: train/38e111cac46f.png  \n",
      "  inflating: train/898f0bc8acfa.png  \n",
      "  inflating: train/38373431d996.png  \n",
      "  inflating: train/eadc57064154.png  \n",
      "  inflating: train/8bdb891661a8.png  \n",
      "  inflating: train/314862758acf.png  \n",
      "  inflating: train/42c65af5ab16.png  \n",
      "  inflating: train/07e827469099.png  \n",
      "  inflating: train/ddb222ff7c1d.png  \n",
      "  inflating: train/902dc5a91a3f.png  \n",
      "  inflating: train/49eb73968c44.png  \n",
      "  inflating: train/5b47043942f4.png  \n",
      "  inflating: train/d97911a32918.png  \n",
      "  inflating: train/86d6808f0609.png  \n",
      "  inflating: train/0fb560f9adb2.png  \n",
      "  inflating: train/fb61230b99dd.png  \n",
      "  inflating: train/e1ab92228e60.png  \n",
      "  inflating: train/e65f94ad9be3.png  \n",
      "  inflating: train/27f82ada84ac.png  \n",
      "  inflating: train/6e44f6d04fc9.png  \n",
      "  inflating: train/f85fd4fac887.png  \n",
      "  inflating: train/302bcdb635ff.png  \n",
      "  inflating: train/929cd3867815.png  \n",
      "  inflating: train/14ee87d6cc42.png  \n",
      "  inflating: train/cd5714db652d.png  \n",
      "  inflating: train/1116271db4ea.png  \n",
      "  inflating: train/8ff863f8874f.png  \n",
      "  inflating: train/e79e10907295.png  \n",
      "  inflating: train/9c5dd3612f0c.png  \n",
      "  inflating: train/9782c0489eca.png  \n",
      "  inflating: train/6cbc3dad809c.png  \n",
      "  inflating: train/c25e02b39c01.png  \n",
      "  inflating: train/7bc00e58d419.png  \n",
      "  inflating: train/27b68863349f.png  \n",
      "  inflating: train/a45c30da0c72.png  \n",
      "  inflating: train/bfe467b7e997.png  \n",
      "  inflating: train/2bbcfdc477db.png  \n",
      "  inflating: train/10a5026eb8e6.png  \n",
      "  inflating: train/84b472c49cfa.png  \n",
      "  inflating: train/a86c6283fd78.png  \n",
      "  inflating: train/c23ff6dcf15e.png  \n",
      "  inflating: train/ac0a48ccbf70.png  \n",
      "  inflating: train/f30f203ef51e.png  \n",
      "  inflating: train/da9574d35b82.png  \n",
      "  inflating: train/ea7e21bab610.png  \n",
      "  inflating: train/cab3dfa7962d.png  \n",
      "  inflating: train/91f3c4c1e72b.png  \n",
      "  inflating: train/abe940882578.png  \n",
      "  inflating: train/f3b27ac2d371.png  \n",
      "  inflating: train/e907d23cce3d.png  \n",
      "  inflating: train/a01c590c444f.png  \n",
      "  inflating: train/b3d12069e1c5.png  \n",
      "  inflating: train/7bda86d95c5b.png  \n",
      "  inflating: train/cfed7c1172ec.png  \n",
      "  inflating: train/29f44aea93a4.png  \n",
      "  inflating: train/69591ebb198d.png  \n",
      "  inflating: train/c58e5c0c5b33.png  \n",
      "  inflating: train/c90c6b94cf40.png  \n",
      "  inflating: train/7214fc7cbe03.png  \n",
      "  inflating: train/a53d6d2472a6.png  \n",
      "  inflating: train/0ad7f631dedb.png  \n",
      "  inflating: train/8ef2eb8c51c4.png  \n",
      "  inflating: train/98d41bce73a8.png  \n"
     ]
    }
   ],
   "source": [
    "! unzip train_images.zip -d train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "elrX7VAMS2PH",
    "outputId": "5b16da5b-6175-47af-8ba2-29e29946cb5f"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from numpy.random import seed\n",
    "seed(2)\n",
    "from tensorflow import set_random_seed\n",
    "set_random_seed(2)\n",
    "from tensorflow import keras\n",
    "from keras import layers\n",
    "from IPython import display\n",
    "from matplotlib import cm\n",
    "from matplotlib import gridspec\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tensorflow.python.data import Dataset\n",
    "from sklearn import preprocessing\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.layers import Dropout\n",
    "from keras.layers import Flatten\n",
    "from keras.layers import Activation\n",
    "from keras.layers.convolutional import Conv2D\n",
    "from keras.layers.convolutional import MaxPooling2D,AveragePooling2D\n",
    "from keras.layers import BatchNormalization\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "DQrLKOKSq-bx",
    "outputId": "7306e10c-18ed-4788-a0be-ce2a55ad1537"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.2.4-tf\n"
     ]
    }
   ],
   "source": [
    "print(keras.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3qGqugtAXcb_"
   },
   "outputs": [],
   "source": [
    "import copy\n",
    "import random\n",
    "import cv2\n",
    "from keras.applications import DenseNet121\n",
    "from keras.datasets import cifar10\n",
    "from keras.layers import Dense, Dropout, GlobalAveragePooling2D\n",
    "from keras.models import Model\n",
    "from keras.optimizers import SGD\n",
    "from keras.utils import to_categorical\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "oj-m0dvwc59y"
   },
   "outputs": [],
   "source": [
    "from keras.callbacks import History\n",
    "from keras.callbacks import ModelCheckpoint, TensorBoard\n",
    "from keras.datasets import cifar10\n",
    "from keras.engine import training\n",
    "from keras.layers import Conv2D, MaxPooling2D, GlobalAveragePooling2D, Dropout, Activation, Average\n",
    "from keras.losses import categorical_crossentropy\n",
    "from keras.models import Model, Input\n",
    "from keras.optimizers import Adam\n",
    "from keras.utils import to_categorical\n",
    "from tensorflow.python.framework.ops import Tensor\n",
    "from typing import Tuple, List\n",
    "import glob\n",
    "import numpy as np\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "colab_type": "code",
    "id": "VmAnDlg2S_yD",
    "outputId": "435ff9f2-21b4-40a0-ceb2-86dc73464122"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id_code</th>\n",
       "      <th>diagnosis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000c1434d8d7</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>001639a390f0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0024cdab0c1e</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>002c21358ce6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>005b95c28852</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id_code  diagnosis\n",
       "0  000c1434d8d7          2\n",
       "1  001639a390f0          4\n",
       "2  0024cdab0c1e          1\n",
       "3  002c21358ce6          0\n",
       "4  005b95c28852          0"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "blnd_img=list()\n",
    "for file in os.listdir(\"/content/train\"):\n",
    "    #if file.endswith(\".jpg\"):\n",
    "      #print(1)\n",
    "\n",
    "        #print(os.path.join('/content/jpg', file))\n",
    "        img=blnd_img.append(os.path.join(\"/content/train\",file))\n",
    "        #print(blnd_img)\n",
    "blnd_df = pd.DataFrame(blnd_img)\n",
    "blnd_df['colFromIndex'] = blnd_df.index\n",
    "blnd_df = blnd_df.sort_values([0, 'colFromIndex'])\n",
    "blnd_df=blnd_df.reset_index()\n",
    "len(blnd_df)\n",
    "label_dataframe = pd.read_csv('/content/train.csv')\n",
    "label_dataframe.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "2sEgHQVXTKTl",
    "outputId": "7a6d2824-8673-46f8-cdff-6a235e82ce0c"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "18\n",
      "19\n",
      "20\n",
      "21\n",
      "22\n",
      "23\n",
      "24\n",
      "25\n",
      "26\n",
      "27\n",
      "28\n",
      "29\n",
      "30\n",
      "31\n",
      "32\n",
      "33\n",
      "34\n",
      "35\n",
      "36\n",
      "37\n",
      "38\n",
      "39\n",
      "40\n",
      "41\n",
      "42\n",
      "43\n",
      "44\n",
      "45\n",
      "46\n",
      "47\n",
      "48\n",
      "49\n",
      "50\n",
      "51\n",
      "52\n",
      "53\n",
      "54\n",
      "55\n",
      "56\n",
      "57\n",
      "58\n",
      "59\n",
      "60\n",
      "61\n",
      "62\n",
      "63\n",
      "64\n",
      "65\n",
      "66\n",
      "67\n",
      "68\n",
      "69\n",
      "70\n",
      "71\n",
      "72\n",
      "73\n",
      "74\n",
      "75\n",
      "76\n",
      "77\n",
      "78\n",
      "79\n",
      "80\n",
      "81\n",
      "82\n",
      "83\n",
      "84\n",
      "85\n",
      "86\n",
      "87\n",
      "88\n",
      "89\n",
      "90\n",
      "91\n",
      "92\n",
      "93\n",
      "94\n",
      "95\n",
      "96\n",
      "97\n",
      "98\n",
      "99\n",
      "100\n",
      "101\n",
      "102\n",
      "103\n",
      "104\n",
      "105\n",
      "106\n",
      "107\n",
      "108\n",
      "109\n",
      "110\n",
      "111\n",
      "112\n",
      "113\n",
      "114\n",
      "115\n",
      "116\n",
      "117\n",
      "118\n",
      "119\n",
      "120\n",
      "121\n",
      "122\n",
      "123\n",
      "124\n",
      "125\n",
      "126\n",
      "127\n",
      "128\n",
      "129\n",
      "130\n",
      "131\n",
      "132\n",
      "133\n",
      "134\n",
      "135\n",
      "136\n",
      "137\n",
      "138\n",
      "139\n",
      "140\n",
      "141\n",
      "142\n",
      "143\n",
      "144\n",
      "145\n",
      "146\n",
      "147\n",
      "148\n",
      "149\n",
      "150\n",
      "151\n",
      "152\n",
      "153\n",
      "154\n",
      "155\n",
      "156\n",
      "157\n",
      "158\n",
      "159\n",
      "160\n",
      "161\n",
      "162\n",
      "163\n",
      "164\n",
      "165\n",
      "166\n",
      "167\n",
      "168\n",
      "169\n",
      "170\n",
      "171\n",
      "172\n",
      "173\n",
      "174\n",
      "175\n",
      "176\n",
      "177\n",
      "178\n",
      "179\n",
      "180\n",
      "181\n",
      "182\n",
      "183\n",
      "184\n",
      "185\n",
      "186\n",
      "187\n",
      "188\n",
      "189\n",
      "190\n",
      "191\n",
      "192\n",
      "193\n",
      "194\n",
      "195\n",
      "196\n",
      "197\n",
      "198\n",
      "199\n",
      "200\n",
      "201\n",
      "202\n",
      "203\n",
      "204\n",
      "205\n",
      "206\n",
      "207\n",
      "208\n",
      "209\n",
      "210\n",
      "211\n",
      "212\n",
      "213\n",
      "214\n",
      "215\n",
      "216\n",
      "217\n",
      "218\n",
      "219\n",
      "220\n",
      "221\n",
      "222\n",
      "223\n",
      "224\n",
      "225\n",
      "226\n",
      "227\n",
      "228\n",
      "229\n",
      "230\n",
      "231\n",
      "232\n",
      "233\n",
      "234\n",
      "235\n",
      "236\n",
      "237\n",
      "238\n",
      "239\n",
      "240\n",
      "241\n",
      "242\n",
      "243\n",
      "244\n",
      "245\n",
      "246\n",
      "247\n",
      "248\n",
      "249\n",
      "250\n",
      "251\n",
      "252\n",
      "253\n",
      "254\n",
      "255\n",
      "256\n",
      "257\n",
      "258\n",
      "259\n",
      "260\n",
      "261\n",
      "262\n",
      "263\n",
      "264\n",
      "265\n",
      "266\n",
      "267\n",
      "268\n",
      "269\n",
      "270\n",
      "271\n",
      "272\n",
      "273\n",
      "274\n",
      "275\n",
      "276\n",
      "277\n",
      "278\n",
      "279\n",
      "280\n",
      "281\n",
      "282\n",
      "283\n",
      "284\n",
      "285\n",
      "286\n",
      "287\n",
      "288\n",
      "289\n",
      "290\n",
      "291\n",
      "292\n",
      "293\n",
      "294\n",
      "295\n",
      "296\n",
      "297\n",
      "298\n",
      "299\n",
      "300\n",
      "301\n",
      "302\n",
      "303\n",
      "304\n",
      "305\n",
      "306\n",
      "307\n",
      "308\n",
      "309\n",
      "310\n",
      "311\n",
      "312\n",
      "313\n",
      "314\n",
      "315\n",
      "316\n",
      "317\n",
      "318\n",
      "319\n",
      "320\n",
      "321\n",
      "322\n",
      "323\n",
      "324\n",
      "325\n",
      "326\n",
      "327\n",
      "328\n",
      "329\n",
      "330\n",
      "331\n",
      "332\n",
      "333\n",
      "334\n",
      "335\n",
      "336\n",
      "337\n",
      "338\n",
      "339\n",
      "340\n",
      "341\n",
      "342\n",
      "343\n",
      "344\n",
      "345\n",
      "346\n",
      "347\n",
      "348\n",
      "349\n",
      "350\n",
      "351\n",
      "352\n",
      "353\n",
      "354\n",
      "355\n",
      "356\n",
      "357\n",
      "358\n",
      "359\n",
      "360\n",
      "361\n",
      "362\n",
      "363\n",
      "364\n",
      "365\n",
      "366\n",
      "367\n",
      "368\n",
      "369\n",
      "370\n",
      "371\n",
      "372\n",
      "373\n",
      "374\n",
      "375\n",
      "376\n",
      "377\n",
      "378\n",
      "379\n",
      "380\n",
      "381\n",
      "382\n",
      "383\n",
      "384\n",
      "385\n",
      "386\n",
      "387\n",
      "388\n",
      "389\n",
      "390\n",
      "391\n",
      "392\n",
      "393\n",
      "394\n",
      "395\n",
      "396\n",
      "397\n",
      "398\n",
      "399\n",
      "400\n",
      "401\n",
      "402\n",
      "403\n",
      "404\n",
      "405\n",
      "406\n",
      "407\n",
      "408\n",
      "409\n",
      "410\n",
      "411\n",
      "412\n",
      "413\n",
      "414\n",
      "415\n",
      "416\n",
      "417\n",
      "418\n",
      "419\n",
      "420\n",
      "421\n",
      "422\n",
      "423\n",
      "424\n",
      "425\n",
      "426\n",
      "427\n",
      "428\n",
      "429\n",
      "430\n",
      "431\n",
      "432\n",
      "433\n",
      "434\n",
      "435\n",
      "436\n",
      "437\n",
      "438\n",
      "439\n",
      "440\n",
      "441\n",
      "442\n",
      "443\n",
      "444\n",
      "445\n",
      "446\n",
      "447\n",
      "448\n",
      "449\n",
      "450\n",
      "451\n",
      "452\n",
      "453\n",
      "454\n",
      "455\n",
      "456\n",
      "457\n",
      "458\n",
      "459\n",
      "460\n",
      "461\n",
      "462\n",
      "463\n",
      "464\n",
      "465\n",
      "466\n",
      "467\n",
      "468\n",
      "469\n",
      "470\n",
      "471\n",
      "472\n",
      "473\n",
      "474\n",
      "475\n",
      "476\n",
      "477\n",
      "478\n",
      "479\n",
      "480\n",
      "481\n",
      "482\n",
      "483\n",
      "484\n",
      "485\n",
      "486\n",
      "487\n",
      "488\n",
      "489\n",
      "490\n",
      "491\n",
      "492\n",
      "493\n",
      "494\n",
      "495\n",
      "496\n",
      "497\n",
      "498\n",
      "499\n",
      "500\n",
      "501\n",
      "502\n",
      "503\n",
      "504\n",
      "505\n",
      "506\n",
      "507\n",
      "508\n",
      "509\n",
      "510\n",
      "511\n",
      "512\n",
      "513\n",
      "514\n",
      "515\n",
      "516\n",
      "517\n",
      "518\n",
      "519\n",
      "520\n",
      "521\n",
      "522\n",
      "523\n",
      "524\n",
      "525\n",
      "526\n",
      "527\n",
      "528\n",
      "529\n",
      "530\n",
      "531\n",
      "532\n",
      "533\n",
      "534\n",
      "535\n",
      "536\n",
      "537\n",
      "538\n",
      "539\n",
      "540\n",
      "541\n",
      "542\n",
      "543\n",
      "544\n",
      "545\n",
      "546\n",
      "547\n",
      "548\n",
      "549\n",
      "550\n",
      "551\n",
      "552\n",
      "553\n",
      "554\n",
      "555\n",
      "556\n",
      "557\n",
      "558\n",
      "559\n",
      "560\n",
      "561\n",
      "562\n",
      "563\n",
      "564\n",
      "565\n",
      "566\n",
      "567\n",
      "568\n",
      "569\n",
      "570\n",
      "571\n",
      "572\n",
      "573\n",
      "574\n",
      "575\n",
      "576\n",
      "577\n",
      "578\n",
      "579\n",
      "580\n",
      "581\n",
      "582\n",
      "583\n",
      "584\n",
      "585\n",
      "586\n",
      "587\n",
      "588\n",
      "589\n",
      "590\n",
      "591\n",
      "592\n",
      "593\n",
      "594\n",
      "595\n",
      "596\n",
      "597\n",
      "598\n",
      "599\n",
      "600\n",
      "601\n",
      "602\n",
      "603\n",
      "604\n",
      "605\n",
      "606\n",
      "607\n",
      "608\n",
      "609\n",
      "610\n",
      "611\n",
      "612\n",
      "613\n",
      "614\n",
      "615\n",
      "616\n",
      "617\n",
      "618\n",
      "619\n",
      "620\n",
      "621\n",
      "622\n",
      "623\n",
      "624\n",
      "625\n",
      "626\n",
      "627\n",
      "628\n",
      "629\n",
      "630\n",
      "631\n",
      "632\n",
      "633\n",
      "634\n",
      "635\n",
      "636\n",
      "637\n",
      "638\n",
      "639\n",
      "640\n",
      "641\n",
      "642\n",
      "643\n",
      "644\n",
      "645\n",
      "646\n",
      "647\n",
      "648\n",
      "649\n",
      "650\n",
      "651\n",
      "652\n",
      "653\n",
      "654\n",
      "655\n",
      "656\n",
      "657\n",
      "658\n",
      "659\n",
      "660\n",
      "661\n",
      "662\n",
      "663\n",
      "664\n",
      "665\n",
      "666\n",
      "667\n",
      "668\n",
      "669\n",
      "670\n",
      "671\n",
      "672\n",
      "673\n",
      "674\n",
      "675\n",
      "676\n",
      "677\n",
      "678\n",
      "679\n",
      "680\n",
      "681\n",
      "682\n",
      "683\n",
      "684\n",
      "685\n",
      "686\n",
      "687\n",
      "688\n",
      "689\n",
      "690\n",
      "691\n",
      "692\n",
      "693\n",
      "694\n",
      "695\n",
      "696\n",
      "697\n",
      "698\n",
      "699\n",
      "700\n",
      "701\n",
      "702\n",
      "703\n",
      "704\n",
      "705\n",
      "706\n",
      "707\n",
      "708\n",
      "709\n",
      "710\n",
      "711\n",
      "712\n",
      "713\n",
      "714\n",
      "715\n",
      "716\n",
      "717\n",
      "718\n",
      "719\n",
      "720\n",
      "721\n",
      "722\n",
      "723\n",
      "724\n",
      "725\n",
      "726\n",
      "727\n",
      "728\n",
      "729\n",
      "730\n",
      "731\n",
      "732\n",
      "733\n",
      "734\n",
      "735\n",
      "736\n",
      "737\n",
      "738\n",
      "739\n",
      "740\n",
      "741\n",
      "742\n",
      "743\n",
      "744\n",
      "745\n",
      "746\n",
      "747\n",
      "748\n",
      "749\n",
      "750\n",
      "751\n",
      "752\n",
      "753\n",
      "754\n",
      "755\n",
      "756\n",
      "757\n",
      "758\n",
      "759\n",
      "760\n",
      "761\n",
      "762\n",
      "763\n",
      "764\n",
      "765\n",
      "766\n",
      "767\n",
      "768\n",
      "769\n",
      "770\n",
      "771\n",
      "772\n",
      "773\n",
      "774\n",
      "775\n",
      "776\n",
      "777\n",
      "778\n",
      "779\n",
      "780\n",
      "781\n",
      "782\n",
      "783\n",
      "784\n",
      "785\n",
      "786\n",
      "787\n",
      "788\n",
      "789\n",
      "790\n",
      "791\n",
      "792\n",
      "793\n",
      "794\n",
      "795\n",
      "796\n",
      "797\n",
      "798\n",
      "799\n",
      "800\n",
      "801\n",
      "802\n",
      "803\n",
      "804\n",
      "805\n",
      "806\n",
      "807\n",
      "808\n",
      "809\n",
      "810\n",
      "811\n",
      "812\n",
      "813\n",
      "814\n",
      "815\n",
      "816\n",
      "817\n",
      "818\n",
      "819\n",
      "820\n",
      "821\n",
      "822\n",
      "823\n",
      "824\n",
      "825\n",
      "826\n",
      "827\n",
      "828\n",
      "829\n",
      "830\n",
      "831\n",
      "832\n",
      "833\n",
      "834\n",
      "835\n",
      "836\n",
      "837\n",
      "838\n",
      "839\n",
      "840\n",
      "841\n",
      "842\n",
      "843\n",
      "844\n",
      "845\n",
      "846\n",
      "847\n",
      "848\n",
      "849\n",
      "850\n",
      "851\n",
      "852\n",
      "853\n",
      "854\n",
      "855\n",
      "856\n",
      "857\n",
      "858\n",
      "859\n",
      "860\n",
      "861\n",
      "862\n",
      "863\n",
      "864\n",
      "865\n",
      "866\n",
      "867\n",
      "868\n",
      "869\n",
      "870\n",
      "871\n",
      "872\n",
      "873\n",
      "874\n",
      "875\n",
      "876\n",
      "877\n",
      "878\n",
      "879\n",
      "880\n",
      "881\n",
      "882\n",
      "883\n",
      "884\n",
      "885\n",
      "886\n",
      "887\n",
      "888\n",
      "889\n",
      "890\n",
      "891\n",
      "892\n",
      "893\n",
      "894\n",
      "895\n",
      "896\n",
      "897\n",
      "898\n",
      "899\n",
      "900\n",
      "901\n",
      "902\n",
      "903\n",
      "904\n",
      "905\n",
      "906\n",
      "907\n",
      "908\n",
      "909\n",
      "910\n",
      "911\n",
      "912\n",
      "913\n",
      "914\n",
      "915\n",
      "916\n",
      "917\n",
      "918\n",
      "919\n",
      "920\n",
      "921\n",
      "922\n",
      "923\n",
      "924\n",
      "925\n",
      "926\n",
      "927\n",
      "928\n",
      "929\n",
      "930\n",
      "931\n",
      "932\n",
      "933\n",
      "934\n",
      "935\n",
      "936\n",
      "937\n",
      "938\n",
      "939\n",
      "940\n",
      "941\n",
      "942\n",
      "943\n",
      "944\n",
      "945\n",
      "946\n",
      "947\n",
      "948\n",
      "949\n",
      "950\n",
      "951\n",
      "952\n",
      "953\n",
      "954\n",
      "955\n",
      "956\n",
      "957\n",
      "958\n",
      "959\n",
      "960\n",
      "961\n",
      "962\n",
      "963\n",
      "964\n",
      "965\n",
      "966\n",
      "967\n",
      "968\n",
      "969\n",
      "970\n",
      "971\n",
      "972\n",
      "973\n",
      "974\n",
      "975\n",
      "976\n",
      "977\n",
      "978\n",
      "979\n",
      "980\n",
      "981\n",
      "982\n",
      "983\n",
      "984\n",
      "985\n",
      "986\n",
      "987\n",
      "988\n",
      "989\n",
      "990\n",
      "991\n",
      "992\n",
      "993\n",
      "994\n",
      "995\n",
      "996\n",
      "997\n",
      "998\n",
      "999\n",
      "1000\n",
      "1001\n",
      "1002\n",
      "1003\n",
      "1004\n",
      "1005\n",
      "1006\n",
      "1007\n",
      "1008\n",
      "1009\n",
      "1010\n",
      "1011\n",
      "1012\n",
      "1013\n",
      "1014\n",
      "1015\n",
      "1016\n",
      "1017\n",
      "1018\n",
      "1019\n",
      "1020\n",
      "1021\n",
      "1022\n",
      "1023\n",
      "1024\n",
      "1025\n",
      "1026\n",
      "1027\n",
      "1028\n",
      "1029\n",
      "1030\n",
      "1031\n",
      "1032\n",
      "1033\n",
      "1034\n",
      "1035\n",
      "1036\n",
      "1037\n",
      "1038\n",
      "1039\n",
      "1040\n",
      "1041\n",
      "1042\n",
      "1043\n",
      "1044\n",
      "1045\n",
      "1046\n",
      "1047\n",
      "1048\n",
      "1049\n",
      "1050\n",
      "1051\n",
      "1052\n",
      "1053\n",
      "1054\n",
      "1055\n",
      "1056\n",
      "1057\n",
      "1058\n",
      "1059\n",
      "1060\n",
      "1061\n",
      "1062\n",
      "1063\n",
      "1064\n",
      "1065\n",
      "1066\n",
      "1067\n",
      "1068\n",
      "1069\n",
      "1070\n",
      "1071\n",
      "1072\n",
      "1073\n",
      "1074\n",
      "1075\n",
      "1076\n",
      "1077\n",
      "1078\n",
      "1079\n",
      "1080\n",
      "1081\n",
      "1082\n",
      "1083\n",
      "1084\n",
      "1085\n",
      "1086\n",
      "1087\n",
      "1088\n",
      "1089\n",
      "1090\n",
      "1091\n",
      "1092\n",
      "1093\n",
      "1094\n",
      "1095\n",
      "1096\n",
      "1097\n",
      "1098\n",
      "1099\n",
      "1100\n",
      "1101\n",
      "1102\n",
      "1103\n",
      "1104\n",
      "1105\n",
      "1106\n",
      "1107\n",
      "1108\n",
      "1109\n",
      "1110\n",
      "1111\n",
      "1112\n",
      "1113\n",
      "1114\n",
      "1115\n",
      "1116\n",
      "1117\n",
      "1118\n",
      "1119\n",
      "1120\n",
      "1121\n",
      "1122\n",
      "1123\n",
      "1124\n",
      "1125\n",
      "1126\n",
      "1127\n",
      "1128\n",
      "1129\n",
      "1130\n",
      "1131\n",
      "1132\n",
      "1133\n",
      "1134\n",
      "1135\n",
      "1136\n",
      "1137\n",
      "1138\n",
      "1139\n",
      "1140\n",
      "1141\n",
      "1142\n",
      "1143\n",
      "1144\n",
      "1145\n",
      "1146\n",
      "1147\n",
      "1148\n",
      "1149\n",
      "1150\n",
      "1151\n",
      "1152\n",
      "1153\n",
      "1154\n",
      "1155\n",
      "1156\n",
      "1157\n",
      "1158\n",
      "1159\n",
      "1160\n",
      "1161\n",
      "1162\n",
      "1163\n",
      "1164\n",
      "1165\n",
      "1166\n",
      "1167\n",
      "1168\n",
      "1169\n",
      "1170\n",
      "1171\n",
      "1172\n",
      "1173\n",
      "1174\n",
      "1175\n",
      "1176\n",
      "1177\n",
      "1178\n",
      "1179\n",
      "1180\n",
      "1181\n",
      "1182\n",
      "1183\n",
      "1184\n",
      "1185\n",
      "1186\n",
      "1187\n",
      "1188\n",
      "1189\n",
      "1190\n",
      "1191\n",
      "1192\n",
      "1193\n",
      "1194\n",
      "1195\n",
      "1196\n",
      "1197\n",
      "1198\n",
      "1199\n",
      "1200\n",
      "1201\n",
      "1202\n",
      "1203\n",
      "1204\n",
      "1205\n",
      "1206\n",
      "1207\n",
      "1208\n",
      "1209\n",
      "1210\n",
      "1211\n",
      "1212\n",
      "1213\n",
      "1214\n",
      "1215\n",
      "1216\n",
      "1217\n",
      "1218\n",
      "1219\n",
      "1220\n",
      "1221\n",
      "1222\n",
      "1223\n",
      "1224\n",
      "1225\n",
      "1226\n",
      "1227\n",
      "1228\n",
      "1229\n",
      "1230\n",
      "1231\n",
      "1232\n",
      "1233\n",
      "1234\n",
      "1235\n",
      "1236\n",
      "1237\n",
      "1238\n",
      "1239\n",
      "1240\n",
      "1241\n",
      "1242\n",
      "1243\n",
      "1244\n",
      "1245\n",
      "1246\n",
      "1247\n",
      "1248\n",
      "1249\n",
      "1250\n",
      "1251\n",
      "1252\n",
      "1253\n",
      "1254\n",
      "1255\n",
      "1256\n",
      "1257\n",
      "1258\n",
      "1259\n",
      "1260\n",
      "1261\n",
      "1262\n",
      "1263\n",
      "1264\n",
      "1265\n",
      "1266\n",
      "1267\n",
      "1268\n",
      "1269\n",
      "1270\n",
      "1271\n",
      "1272\n",
      "1273\n",
      "1274\n",
      "1275\n",
      "1276\n",
      "1277\n",
      "1278\n",
      "1279\n",
      "1280\n",
      "1281\n",
      "1282\n",
      "1283\n",
      "1284\n",
      "1285\n",
      "1286\n",
      "1287\n",
      "1288\n",
      "1289\n",
      "1290\n",
      "1291\n",
      "1292\n",
      "1293\n",
      "1294\n",
      "1295\n",
      "1296\n",
      "1297\n",
      "1298\n",
      "1299\n",
      "1300\n",
      "1301\n",
      "1302\n",
      "1303\n",
      "1304\n",
      "1305\n",
      "1306\n",
      "1307\n",
      "1308\n",
      "1309\n",
      "1310\n",
      "1311\n",
      "1312\n",
      "1313\n",
      "1314\n",
      "1315\n",
      "1316\n",
      "1317\n",
      "1318\n",
      "1319\n",
      "1320\n",
      "1321\n",
      "1322\n",
      "1323\n",
      "1324\n",
      "1325\n",
      "1326\n",
      "1327\n",
      "1328\n",
      "1329\n",
      "1330\n",
      "1331\n",
      "1332\n",
      "1333\n",
      "1334\n",
      "1335\n",
      "1336\n",
      "1337\n",
      "1338\n",
      "1339\n",
      "1340\n",
      "1341\n",
      "1342\n",
      "1343\n",
      "1344\n",
      "1345\n",
      "1346\n",
      "1347\n",
      "1348\n",
      "1349\n",
      "1350\n",
      "1351\n",
      "1352\n",
      "1353\n",
      "1354\n",
      "1355\n",
      "1356\n",
      "1357\n",
      "1358\n",
      "1359\n",
      "1360\n",
      "1361\n",
      "1362\n",
      "1363\n",
      "1364\n",
      "1365\n",
      "1366\n",
      "1367\n",
      "1368\n",
      "1369\n",
      "1370\n",
      "1371\n",
      "1372\n",
      "1373\n",
      "1374\n",
      "1375\n",
      "1376\n",
      "1377\n",
      "1378\n",
      "1379\n",
      "1380\n",
      "1381\n",
      "1382\n",
      "1383\n",
      "1384\n",
      "1385\n",
      "1386\n",
      "1387\n",
      "1388\n",
      "1389\n",
      "1390\n",
      "1391\n",
      "1392\n",
      "1393\n",
      "1394\n",
      "1395\n",
      "1396\n",
      "1397\n",
      "1398\n",
      "1399\n",
      "1400\n",
      "1401\n",
      "1402\n",
      "1403\n",
      "1404\n",
      "1405\n",
      "1406\n",
      "1407\n",
      "1408\n",
      "1409\n",
      "1410\n",
      "1411\n",
      "1412\n",
      "1413\n",
      "1414\n",
      "1415\n",
      "1416\n",
      "1417\n",
      "1418\n",
      "1419\n",
      "1420\n",
      "1421\n",
      "1422\n",
      "1423\n",
      "1424\n",
      "1425\n",
      "1426\n",
      "1427\n",
      "1428\n",
      "1429\n",
      "1430\n",
      "1431\n",
      "1432\n",
      "1433\n",
      "1434\n",
      "1435\n",
      "1436\n",
      "1437\n",
      "1438\n",
      "1439\n",
      "1440\n",
      "1441\n",
      "1442\n",
      "1443\n",
      "1444\n",
      "1445\n",
      "1446\n",
      "1447\n",
      "1448\n",
      "1449\n",
      "1450\n",
      "1451\n",
      "1452\n",
      "1453\n",
      "1454\n",
      "1455\n",
      "1456\n",
      "1457\n",
      "1458\n",
      "1459\n",
      "1460\n",
      "1461\n",
      "1462\n",
      "1463\n",
      "1464\n",
      "1465\n",
      "1466\n",
      "1467\n",
      "1468\n",
      "1469\n",
      "1470\n",
      "1471\n",
      "1472\n",
      "1473\n",
      "1474\n",
      "1475\n",
      "1476\n",
      "1477\n",
      "1478\n",
      "1479\n",
      "1480\n",
      "1481\n",
      "1482\n",
      "1483\n",
      "1484\n",
      "1485\n",
      "1486\n",
      "1487\n",
      "1488\n",
      "1489\n",
      "1490\n",
      "1491\n",
      "1492\n",
      "1493\n",
      "1494\n",
      "1495\n",
      "1496\n",
      "1497\n",
      "1498\n",
      "1499\n",
      "1500\n",
      "1501\n",
      "1502\n",
      "1503\n",
      "1504\n",
      "1505\n",
      "1506\n",
      "1507\n",
      "1508\n",
      "1509\n",
      "1510\n",
      "1511\n",
      "1512\n",
      "1513\n",
      "1514\n",
      "1515\n",
      "1516\n",
      "1517\n",
      "1518\n",
      "1519\n",
      "1520\n",
      "1521\n",
      "1522\n",
      "1523\n",
      "1524\n",
      "1525\n",
      "1526\n",
      "1527\n",
      "1528\n",
      "1529\n",
      "1530\n",
      "1531\n",
      "1532\n",
      "1533\n",
      "1534\n",
      "1535\n",
      "1536\n",
      "1537\n",
      "1538\n",
      "1539\n",
      "1540\n",
      "1541\n",
      "1542\n",
      "1543\n",
      "1544\n",
      "1545\n",
      "1546\n",
      "1547\n",
      "1548\n",
      "1549\n",
      "1550\n",
      "1551\n",
      "1552\n",
      "1553\n",
      "1554\n",
      "1555\n",
      "1556\n",
      "1557\n",
      "1558\n",
      "1559\n",
      "1560\n",
      "1561\n",
      "1562\n",
      "1563\n",
      "1564\n",
      "1565\n",
      "1566\n",
      "1567\n",
      "1568\n",
      "1569\n",
      "1570\n",
      "1571\n",
      "1572\n",
      "1573\n",
      "1574\n",
      "1575\n",
      "1576\n",
      "1577\n",
      "1578\n",
      "1579\n",
      "1580\n",
      "1581\n",
      "1582\n",
      "1583\n",
      "1584\n",
      "1585\n",
      "1586\n",
      "1587\n",
      "1588\n",
      "1589\n",
      "1590\n",
      "1591\n",
      "1592\n",
      "1593\n",
      "1594\n",
      "1595\n",
      "1596\n",
      "1597\n",
      "1598\n",
      "1599\n",
      "1600\n",
      "1601\n",
      "1602\n",
      "1603\n",
      "1604\n",
      "1605\n",
      "1606\n",
      "1607\n",
      "1608\n",
      "1609\n",
      "1610\n",
      "1611\n",
      "1612\n",
      "1613\n",
      "1614\n",
      "1615\n",
      "1616\n",
      "1617\n",
      "1618\n",
      "1619\n",
      "1620\n",
      "1621\n",
      "1622\n",
      "1623\n",
      "1624\n",
      "1625\n",
      "1626\n",
      "1627\n",
      "1628\n",
      "1629\n",
      "1630\n",
      "1631\n",
      "1632\n",
      "1633\n",
      "1634\n",
      "1635\n",
      "1636\n",
      "1637\n",
      "1638\n",
      "1639\n",
      "1640\n",
      "1641\n",
      "1642\n",
      "1643\n",
      "1644\n",
      "1645\n",
      "1646\n",
      "1647\n",
      "1648\n",
      "1649\n",
      "1650\n",
      "1651\n",
      "1652\n",
      "1653\n",
      "1654\n",
      "1655\n",
      "1656\n",
      "1657\n",
      "1658\n",
      "1659\n",
      "1660\n",
      "1661\n",
      "1662\n",
      "1663\n",
      "1664\n",
      "1665\n",
      "1666\n",
      "1667\n",
      "1668\n",
      "1669\n",
      "1670\n",
      "1671\n",
      "1672\n",
      "1673\n",
      "1674\n",
      "1675\n",
      "1676\n",
      "1677\n",
      "1678\n",
      "1679\n",
      "1680\n",
      "1681\n",
      "1682\n",
      "1683\n",
      "1684\n",
      "1685\n",
      "1686\n",
      "1687\n",
      "1688\n",
      "1689\n",
      "1690\n",
      "1691\n",
      "1692\n",
      "1693\n",
      "1694\n",
      "1695\n",
      "1696\n",
      "1697\n",
      "1698\n",
      "1699\n",
      "1700\n",
      "1701\n",
      "1702\n",
      "1703\n",
      "1704\n",
      "1705\n",
      "1706\n",
      "1707\n",
      "1708\n",
      "1709\n",
      "1710\n",
      "1711\n",
      "1712\n",
      "1713\n",
      "1714\n",
      "1715\n",
      "1716\n",
      "1717\n",
      "1718\n",
      "1719\n",
      "1720\n",
      "1721\n",
      "1722\n",
      "1723\n",
      "1724\n",
      "1725\n",
      "1726\n",
      "1727\n",
      "1728\n",
      "1729\n",
      "1730\n",
      "1731\n",
      "1732\n",
      "1733\n",
      "1734\n",
      "1735\n",
      "1736\n",
      "1737\n",
      "1738\n",
      "1739\n",
      "1740\n",
      "1741\n",
      "1742\n",
      "1743\n",
      "1744\n",
      "1745\n",
      "1746\n",
      "1747\n",
      "1748\n",
      "1749\n",
      "1750\n",
      "1751\n",
      "1752\n",
      "1753\n",
      "1754\n",
      "1755\n",
      "1756\n",
      "1757\n",
      "1758\n",
      "1759\n",
      "1760\n",
      "1761\n",
      "1762\n",
      "1763\n",
      "1764\n",
      "1765\n",
      "1766\n",
      "1767\n",
      "1768\n",
      "1769\n",
      "1770\n",
      "1771\n",
      "1772\n",
      "1773\n",
      "1774\n",
      "1775\n",
      "1776\n",
      "1777\n",
      "1778\n",
      "1779\n",
      "1780\n",
      "1781\n",
      "1782\n",
      "1783\n",
      "1784\n",
      "1785\n",
      "1786\n",
      "1787\n",
      "1788\n",
      "1789\n",
      "1790\n",
      "1791\n",
      "1792\n",
      "1793\n",
      "1794\n",
      "1795\n",
      "1796\n",
      "1797\n",
      "1798\n",
      "1799\n",
      "1800\n",
      "1801\n",
      "1802\n",
      "1803\n",
      "1804\n",
      "1805\n",
      "1806\n",
      "1807\n",
      "1808\n",
      "1809\n",
      "1810\n",
      "1811\n",
      "1812\n",
      "1813\n",
      "1814\n",
      "1815\n",
      "1816\n",
      "1817\n",
      "1818\n",
      "1819\n",
      "1820\n",
      "1821\n",
      "1822\n",
      "1823\n",
      "1824\n",
      "1825\n",
      "1826\n",
      "1827\n",
      "1828\n",
      "1829\n",
      "1830\n",
      "1831\n",
      "1832\n",
      "1833\n",
      "1834\n",
      "1835\n",
      "1836\n",
      "1837\n",
      "1838\n",
      "1839\n",
      "1840\n",
      "1841\n",
      "1842\n",
      "1843\n",
      "1844\n",
      "1845\n",
      "1846\n",
      "1847\n",
      "1848\n",
      "1849\n",
      "1850\n",
      "1851\n",
      "1852\n",
      "1853\n",
      "1854\n",
      "1855\n",
      "1856\n",
      "1857\n",
      "1858\n",
      "1859\n",
      "1860\n",
      "1861\n",
      "1862\n",
      "1863\n",
      "1864\n",
      "1865\n",
      "1866\n",
      "1867\n",
      "1868\n",
      "1869\n",
      "1870\n",
      "1871\n",
      "1872\n",
      "1873\n",
      "1874\n",
      "1875\n",
      "1876\n",
      "1877\n",
      "1878\n",
      "1879\n",
      "1880\n",
      "1881\n",
      "1882\n",
      "1883\n",
      "1884\n",
      "1885\n",
      "1886\n",
      "1887\n",
      "1888\n",
      "1889\n",
      "1890\n",
      "1891\n",
      "1892\n",
      "1893\n",
      "1894\n",
      "1895\n",
      "1896\n",
      "1897\n",
      "1898\n",
      "1899\n",
      "1900\n",
      "1901\n",
      "1902\n",
      "1903\n",
      "1904\n",
      "1905\n",
      "1906\n",
      "1907\n",
      "1908\n",
      "1909\n",
      "1910\n",
      "1911\n",
      "1912\n",
      "1913\n",
      "1914\n",
      "1915\n",
      "1916\n",
      "1917\n",
      "1918\n",
      "1919\n",
      "1920\n",
      "1921\n",
      "1922\n",
      "1923\n",
      "1924\n",
      "1925\n",
      "1926\n",
      "1927\n",
      "1928\n",
      "1929\n",
      "1930\n",
      "1931\n",
      "1932\n",
      "1933\n",
      "1934\n",
      "1935\n",
      "1936\n",
      "1937\n",
      "1938\n",
      "1939\n",
      "1940\n",
      "1941\n",
      "1942\n",
      "1943\n",
      "1944\n",
      "1945\n",
      "1946\n",
      "1947\n",
      "1948\n",
      "1949\n",
      "1950\n",
      "1951\n",
      "1952\n",
      "1953\n",
      "1954\n",
      "1955\n",
      "1956\n",
      "1957\n",
      "1958\n",
      "1959\n",
      "1960\n",
      "1961\n",
      "1962\n",
      "1963\n",
      "1964\n",
      "1965\n",
      "1966\n",
      "1967\n",
      "1968\n",
      "1969\n",
      "1970\n",
      "1971\n",
      "1972\n",
      "1973\n",
      "1974\n",
      "1975\n",
      "1976\n",
      "1977\n",
      "1978\n",
      "1979\n",
      "1980\n",
      "1981\n",
      "1982\n",
      "1983\n",
      "1984\n",
      "1985\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "2006\n",
      "2007\n",
      "2008\n",
      "2009\n",
      "2010\n",
      "2011\n",
      "2012\n",
      "2013\n",
      "2014\n",
      "2015\n",
      "2016\n",
      "2017\n",
      "2018\n",
      "2019\n",
      "2020\n",
      "2021\n",
      "2022\n",
      "2023\n",
      "2024\n",
      "2025\n",
      "2026\n",
      "2027\n",
      "2028\n",
      "2029\n",
      "2030\n",
      "2031\n",
      "2032\n",
      "2033\n",
      "2034\n",
      "2035\n",
      "2036\n",
      "2037\n",
      "2038\n",
      "2039\n",
      "2040\n",
      "2041\n",
      "2042\n",
      "2043\n",
      "2044\n",
      "2045\n",
      "2046\n",
      "2047\n",
      "2048\n",
      "2049\n",
      "2050\n",
      "2051\n",
      "2052\n",
      "2053\n",
      "2054\n",
      "2055\n",
      "2056\n",
      "2057\n",
      "2058\n",
      "2059\n",
      "2060\n",
      "2061\n",
      "2062\n",
      "2063\n",
      "2064\n",
      "2065\n",
      "2066\n",
      "2067\n",
      "2068\n",
      "2069\n",
      "2070\n",
      "2071\n",
      "2072\n",
      "2073\n",
      "2074\n",
      "2075\n",
      "2076\n",
      "2077\n",
      "2078\n",
      "2079\n",
      "2080\n",
      "2081\n",
      "2082\n",
      "2083\n",
      "2084\n",
      "2085\n",
      "2086\n",
      "2087\n",
      "2088\n",
      "2089\n",
      "2090\n",
      "2091\n",
      "2092\n",
      "2093\n",
      "2094\n",
      "2095\n",
      "2096\n",
      "2097\n",
      "2098\n",
      "2099\n",
      "2100\n",
      "2101\n",
      "2102\n",
      "2103\n",
      "2104\n",
      "2105\n",
      "2106\n",
      "2107\n",
      "2108\n",
      "2109\n",
      "2110\n",
      "2111\n",
      "2112\n",
      "2113\n",
      "2114\n",
      "2115\n",
      "2116\n",
      "2117\n",
      "2118\n",
      "2119\n",
      "2120\n",
      "2121\n",
      "2122\n",
      "2123\n",
      "2124\n",
      "2125\n",
      "2126\n",
      "2127\n",
      "2128\n",
      "2129\n",
      "2130\n",
      "2131\n",
      "2132\n",
      "2133\n",
      "2134\n",
      "2135\n",
      "2136\n",
      "2137\n",
      "2138\n",
      "2139\n",
      "2140\n",
      "2141\n",
      "2142\n",
      "2143\n",
      "2144\n",
      "2145\n",
      "2146\n",
      "2147\n",
      "2148\n",
      "2149\n",
      "2150\n",
      "2151\n",
      "2152\n",
      "2153\n",
      "2154\n",
      "2155\n",
      "2156\n",
      "2157\n",
      "2158\n",
      "2159\n",
      "2160\n",
      "2161\n",
      "2162\n",
      "2163\n",
      "2164\n",
      "2165\n",
      "2166\n",
      "2167\n",
      "2168\n",
      "2169\n",
      "2170\n",
      "2171\n",
      "2172\n",
      "2173\n",
      "2174\n",
      "2175\n",
      "2176\n",
      "2177\n",
      "2178\n",
      "2179\n",
      "2180\n",
      "2181\n",
      "2182\n",
      "2183\n",
      "2184\n",
      "2185\n",
      "2186\n",
      "2187\n",
      "2188\n",
      "2189\n",
      "2190\n",
      "2191\n",
      "2192\n",
      "2193\n",
      "2194\n",
      "2195\n",
      "2196\n",
      "2197\n",
      "2198\n",
      "2199\n",
      "2200\n",
      "2201\n",
      "2202\n",
      "2203\n",
      "2204\n",
      "2205\n",
      "2206\n",
      "2207\n",
      "2208\n",
      "2209\n",
      "2210\n",
      "2211\n",
      "2212\n",
      "2213\n",
      "2214\n",
      "2215\n",
      "2216\n",
      "2217\n",
      "2218\n",
      "2219\n",
      "2220\n",
      "2221\n",
      "2222\n",
      "2223\n",
      "2224\n",
      "2225\n",
      "2226\n",
      "2227\n",
      "2228\n",
      "2229\n",
      "2230\n",
      "2231\n",
      "2232\n",
      "2233\n",
      "2234\n",
      "2235\n",
      "2236\n",
      "2237\n",
      "2238\n",
      "2239\n",
      "2240\n",
      "2241\n",
      "2242\n",
      "2243\n",
      "2244\n",
      "2245\n",
      "2246\n",
      "2247\n",
      "2248\n",
      "2249\n",
      "2250\n",
      "2251\n",
      "2252\n",
      "2253\n",
      "2254\n",
      "2255\n",
      "2256\n",
      "2257\n",
      "2258\n",
      "2259\n",
      "2260\n",
      "2261\n",
      "2262\n",
      "2263\n",
      "2264\n",
      "2265\n",
      "2266\n",
      "2267\n",
      "2268\n",
      "2269\n",
      "2270\n",
      "2271\n",
      "2272\n",
      "2273\n",
      "2274\n",
      "2275\n",
      "2276\n",
      "2277\n",
      "2278\n",
      "2279\n",
      "2280\n",
      "2281\n",
      "2282\n",
      "2283\n",
      "2284\n",
      "2285\n",
      "2286\n",
      "2287\n",
      "2288\n",
      "2289\n",
      "2290\n",
      "2291\n",
      "2292\n",
      "2293\n",
      "2294\n",
      "2295\n",
      "2296\n",
      "2297\n",
      "2298\n",
      "2299\n",
      "2300\n",
      "2301\n",
      "2302\n",
      "2303\n",
      "2304\n",
      "2305\n",
      "2306\n",
      "2307\n",
      "2308\n",
      "2309\n",
      "2310\n",
      "2311\n",
      "2312\n",
      "2313\n",
      "2314\n",
      "2315\n",
      "2316\n",
      "2317\n",
      "2318\n",
      "2319\n",
      "2320\n",
      "2321\n",
      "2322\n",
      "2323\n",
      "2324\n",
      "2325\n",
      "2326\n",
      "2327\n",
      "2328\n",
      "2329\n",
      "2330\n",
      "2331\n",
      "2332\n",
      "2333\n",
      "2334\n",
      "2335\n",
      "2336\n",
      "2337\n",
      "2338\n",
      "2339\n",
      "2340\n",
      "2341\n",
      "2342\n",
      "2343\n",
      "2344\n",
      "2345\n",
      "2346\n",
      "2347\n",
      "2348\n",
      "2349\n",
      "2350\n",
      "2351\n",
      "2352\n",
      "2353\n",
      "2354\n",
      "2355\n",
      "2356\n",
      "2357\n",
      "2358\n",
      "2359\n",
      "2360\n",
      "2361\n",
      "2362\n",
      "2363\n",
      "2364\n",
      "2365\n",
      "2366\n",
      "2367\n",
      "2368\n",
      "2369\n",
      "2370\n",
      "2371\n",
      "2372\n",
      "2373\n",
      "2374\n",
      "2375\n",
      "2376\n",
      "2377\n",
      "2378\n",
      "2379\n",
      "2380\n",
      "2381\n",
      "2382\n",
      "2383\n",
      "2384\n",
      "2385\n",
      "2386\n",
      "2387\n",
      "2388\n",
      "2389\n",
      "2390\n",
      "2391\n",
      "2392\n",
      "2393\n",
      "2394\n",
      "2395\n",
      "2396\n",
      "2397\n",
      "2398\n",
      "2399\n",
      "2400\n",
      "2401\n",
      "2402\n",
      "2403\n",
      "2404\n",
      "2405\n",
      "2406\n",
      "2407\n",
      "2408\n",
      "2409\n",
      "2410\n",
      "2411\n",
      "2412\n",
      "2413\n",
      "2414\n",
      "2415\n",
      "2416\n",
      "2417\n",
      "2418\n",
      "2419\n",
      "2420\n",
      "2421\n",
      "2422\n",
      "2423\n",
      "2424\n",
      "2425\n",
      "2426\n",
      "2427\n",
      "2428\n",
      "2429\n",
      "2430\n",
      "2431\n",
      "2432\n",
      "2433\n",
      "2434\n",
      "2435\n",
      "2436\n",
      "2437\n",
      "2438\n",
      "2439\n",
      "2440\n",
      "2441\n",
      "2442\n",
      "2443\n",
      "2444\n",
      "2445\n",
      "2446\n",
      "2447\n",
      "2448\n",
      "2449\n",
      "2450\n",
      "2451\n",
      "2452\n",
      "2453\n",
      "2454\n",
      "2455\n",
      "2456\n",
      "2457\n",
      "2458\n",
      "2459\n",
      "2460\n",
      "2461\n",
      "2462\n",
      "2463\n",
      "2464\n",
      "2465\n",
      "2466\n",
      "2467\n",
      "2468\n",
      "2469\n",
      "2470\n",
      "2471\n",
      "2472\n",
      "2473\n",
      "2474\n",
      "2475\n",
      "2476\n",
      "2477\n",
      "2478\n",
      "2479\n",
      "2480\n",
      "2481\n",
      "2482\n",
      "2483\n",
      "2484\n",
      "2485\n",
      "2486\n",
      "2487\n",
      "2488\n",
      "2489\n",
      "2490\n",
      "2491\n",
      "2492\n",
      "2493\n",
      "2494\n",
      "2495\n",
      "2496\n",
      "2497\n",
      "2498\n",
      "2499\n",
      "2500\n",
      "2501\n",
      "2502\n",
      "2503\n",
      "2504\n",
      "2505\n",
      "2506\n",
      "2507\n",
      "2508\n",
      "2509\n",
      "2510\n",
      "2511\n",
      "2512\n",
      "2513\n",
      "2514\n",
      "2515\n",
      "2516\n",
      "2517\n",
      "2518\n",
      "2519\n",
      "2520\n",
      "2521\n",
      "2522\n",
      "2523\n",
      "2524\n",
      "2525\n",
      "2526\n",
      "2527\n",
      "2528\n",
      "2529\n",
      "2530\n",
      "2531\n",
      "2532\n",
      "2533\n",
      "2534\n",
      "2535\n",
      "2536\n",
      "2537\n",
      "2538\n",
      "2539\n",
      "2540\n",
      "2541\n",
      "2542\n",
      "2543\n",
      "2544\n",
      "2545\n",
      "2546\n",
      "2547\n",
      "2548\n",
      "2549\n",
      "2550\n",
      "2551\n",
      "2552\n",
      "2553\n",
      "2554\n",
      "2555\n",
      "2556\n",
      "2557\n",
      "2558\n",
      "2559\n",
      "2560\n",
      "2561\n",
      "2562\n",
      "2563\n",
      "2564\n",
      "2565\n",
      "2566\n",
      "2567\n",
      "2568\n",
      "2569\n",
      "2570\n",
      "2571\n",
      "2572\n",
      "2573\n",
      "2574\n",
      "2575\n",
      "2576\n",
      "2577\n",
      "2578\n",
      "2579\n",
      "2580\n",
      "2581\n",
      "2582\n",
      "2583\n",
      "2584\n",
      "2585\n",
      "2586\n",
      "2587\n",
      "2588\n",
      "2589\n",
      "2590\n",
      "2591\n",
      "2592\n",
      "2593\n",
      "2594\n",
      "2595\n",
      "2596\n",
      "2597\n",
      "2598\n",
      "2599\n",
      "2600\n",
      "2601\n",
      "2602\n",
      "2603\n",
      "2604\n",
      "2605\n",
      "2606\n",
      "2607\n",
      "2608\n",
      "2609\n",
      "2610\n",
      "2611\n",
      "2612\n",
      "2613\n",
      "2614\n",
      "2615\n",
      "2616\n",
      "2617\n",
      "2618\n",
      "2619\n",
      "2620\n",
      "2621\n",
      "2622\n",
      "2623\n",
      "2624\n",
      "2625\n",
      "2626\n",
      "2627\n",
      "2628\n",
      "2629\n",
      "2630\n",
      "2631\n",
      "2632\n",
      "2633\n",
      "2634\n",
      "2635\n",
      "2636\n",
      "2637\n",
      "2638\n",
      "2639\n",
      "2640\n",
      "2641\n",
      "2642\n",
      "2643\n",
      "2644\n",
      "2645\n",
      "2646\n",
      "2647\n",
      "2648\n",
      "2649\n",
      "2650\n",
      "2651\n",
      "2652\n",
      "2653\n",
      "2654\n",
      "2655\n",
      "2656\n",
      "2657\n",
      "2658\n",
      "2659\n",
      "2660\n",
      "2661\n",
      "2662\n",
      "2663\n",
      "2664\n",
      "2665\n",
      "2666\n",
      "2667\n",
      "2668\n",
      "2669\n",
      "2670\n",
      "2671\n",
      "2672\n",
      "2673\n",
      "2674\n",
      "2675\n",
      "2676\n",
      "2677\n",
      "2678\n",
      "2679\n",
      "2680\n",
      "2681\n",
      "2682\n",
      "2683\n",
      "2684\n",
      "2685\n",
      "2686\n",
      "2687\n",
      "2688\n",
      "2689\n",
      "2690\n",
      "2691\n",
      "2692\n",
      "2693\n",
      "2694\n",
      "2695\n",
      "2696\n",
      "2697\n",
      "2698\n",
      "2699\n",
      "2700\n",
      "2701\n",
      "2702\n",
      "2703\n",
      "2704\n",
      "2705\n",
      "2706\n",
      "2707\n",
      "2708\n",
      "2709\n",
      "2710\n",
      "2711\n",
      "2712\n",
      "2713\n",
      "2714\n",
      "2715\n",
      "2716\n",
      "2717\n",
      "2718\n",
      "2719\n",
      "2720\n",
      "2721\n",
      "2722\n",
      "2723\n",
      "2724\n",
      "2725\n",
      "2726\n",
      "2727\n",
      "2728\n",
      "2729\n",
      "2730\n",
      "2731\n",
      "2732\n",
      "2733\n",
      "2734\n",
      "2735\n",
      "2736\n",
      "2737\n",
      "2738\n",
      "2739\n",
      "2740\n",
      "2741\n",
      "2742\n",
      "2743\n",
      "2744\n",
      "2745\n",
      "2746\n",
      "2747\n",
      "2748\n",
      "2749\n",
      "2750\n",
      "2751\n",
      "2752\n",
      "2753\n",
      "2754\n",
      "2755\n",
      "2756\n",
      "2757\n",
      "2758\n",
      "2759\n",
      "2760\n",
      "2761\n",
      "2762\n",
      "2763\n",
      "2764\n",
      "2765\n",
      "2766\n",
      "2767\n",
      "2768\n",
      "2769\n",
      "2770\n",
      "2771\n",
      "2772\n",
      "2773\n",
      "2774\n",
      "2775\n",
      "2776\n",
      "2777\n",
      "2778\n",
      "2779\n",
      "2780\n",
      "2781\n",
      "2782\n",
      "2783\n",
      "2784\n",
      "2785\n",
      "2786\n",
      "2787\n",
      "2788\n",
      "2789\n",
      "2790\n",
      "2791\n",
      "2792\n",
      "2793\n",
      "2794\n",
      "2795\n",
      "2796\n",
      "2797\n",
      "2798\n",
      "2799\n",
      "2800\n",
      "2801\n",
      "2802\n",
      "2803\n",
      "2804\n",
      "2805\n",
      "2806\n",
      "2807\n",
      "2808\n",
      "2809\n",
      "2810\n",
      "2811\n",
      "2812\n",
      "2813\n",
      "2814\n",
      "2815\n",
      "2816\n",
      "2817\n",
      "2818\n",
      "2819\n",
      "2820\n",
      "2821\n",
      "2822\n",
      "2823\n",
      "2824\n",
      "2825\n",
      "2826\n",
      "2827\n",
      "2828\n",
      "2829\n",
      "2830\n",
      "2831\n",
      "2832\n",
      "2833\n",
      "2834\n",
      "2835\n",
      "2836\n",
      "2837\n",
      "2838\n",
      "2839\n",
      "2840\n",
      "2841\n",
      "2842\n",
      "2843\n",
      "2844\n",
      "2845\n",
      "2846\n",
      "2847\n",
      "2848\n",
      "2849\n",
      "2850\n",
      "2851\n",
      "2852\n",
      "2853\n",
      "2854\n",
      "2855\n",
      "2856\n",
      "2857\n",
      "2858\n",
      "2859\n",
      "2860\n",
      "2861\n",
      "2862\n",
      "2863\n",
      "2864\n",
      "2865\n",
      "2866\n",
      "2867\n",
      "2868\n",
      "2869\n",
      "2870\n",
      "2871\n",
      "2872\n",
      "2873\n",
      "2874\n",
      "2875\n",
      "2876\n",
      "2877\n",
      "2878\n",
      "2879\n",
      "2880\n",
      "2881\n",
      "2882\n",
      "2883\n",
      "2884\n",
      "2885\n",
      "2886\n",
      "2887\n",
      "2888\n",
      "2889\n",
      "2890\n",
      "2891\n",
      "2892\n",
      "2893\n",
      "2894\n",
      "2895\n",
      "2896\n",
      "2897\n",
      "2898\n",
      "2899\n",
      "2900\n",
      "2901\n",
      "2902\n",
      "2903\n",
      "2904\n",
      "2905\n",
      "2906\n",
      "2907\n",
      "2908\n",
      "2909\n",
      "2910\n",
      "2911\n",
      "2912\n",
      "2913\n",
      "2914\n",
      "2915\n",
      "2916\n",
      "2917\n",
      "2918\n",
      "2919\n",
      "2920\n",
      "2921\n",
      "2922\n",
      "2923\n",
      "2924\n",
      "2925\n",
      "2926\n",
      "2927\n",
      "2928\n",
      "2929\n",
      "2930\n",
      "2931\n",
      "2932\n",
      "2933\n",
      "2934\n",
      "2935\n",
      "2936\n",
      "2937\n",
      "2938\n",
      "2939\n",
      "2940\n",
      "2941\n",
      "2942\n",
      "2943\n",
      "2944\n",
      "2945\n",
      "2946\n",
      "2947\n",
      "2948\n",
      "2949\n",
      "2950\n",
      "2951\n",
      "2952\n",
      "2953\n",
      "2954\n",
      "2955\n",
      "2956\n",
      "2957\n",
      "2958\n",
      "2959\n",
      "2960\n",
      "2961\n",
      "2962\n",
      "2963\n",
      "2964\n",
      "2965\n",
      "2966\n",
      "2967\n",
      "2968\n",
      "2969\n",
      "2970\n",
      "2971\n",
      "2972\n",
      "2973\n",
      "2974\n",
      "2975\n",
      "2976\n",
      "2977\n",
      "2978\n",
      "2979\n",
      "2980\n",
      "2981\n",
      "2982\n",
      "2983\n",
      "2984\n",
      "2985\n",
      "2986\n",
      "2987\n",
      "2988\n",
      "2989\n",
      "2990\n",
      "2991\n",
      "2992\n",
      "2993\n",
      "2994\n",
      "2995\n",
      "2996\n",
      "2997\n",
      "2998\n",
      "2999\n",
      "3000\n",
      "3001\n",
      "3002\n",
      "3003\n",
      "3004\n",
      "3005\n",
      "3006\n",
      "3007\n",
      "3008\n",
      "3009\n",
      "3010\n",
      "3011\n",
      "3012\n",
      "3013\n",
      "3014\n",
      "3015\n",
      "3016\n",
      "3017\n",
      "3018\n",
      "3019\n",
      "3020\n",
      "3021\n",
      "3022\n",
      "3023\n",
      "3024\n",
      "3025\n",
      "3026\n",
      "3027\n",
      "3028\n",
      "3029\n",
      "3030\n",
      "3031\n",
      "3032\n",
      "3033\n",
      "3034\n",
      "3035\n",
      "3036\n",
      "3037\n",
      "3038\n",
      "3039\n",
      "3040\n",
      "3041\n",
      "3042\n",
      "3043\n",
      "3044\n",
      "3045\n",
      "3046\n",
      "3047\n",
      "3048\n",
      "3049\n",
      "3050\n",
      "3051\n",
      "3052\n",
      "3053\n",
      "3054\n",
      "3055\n",
      "3056\n",
      "3057\n",
      "3058\n",
      "3059\n",
      "3060\n",
      "3061\n",
      "3062\n",
      "3063\n",
      "3064\n",
      "3065\n",
      "3066\n",
      "3067\n",
      "3068\n",
      "3069\n",
      "3070\n",
      "3071\n",
      "3072\n",
      "3073\n",
      "3074\n",
      "3075\n",
      "3076\n",
      "3077\n",
      "3078\n",
      "3079\n",
      "3080\n",
      "3081\n",
      "3082\n",
      "3083\n",
      "3084\n",
      "3085\n",
      "3086\n",
      "3087\n",
      "3088\n",
      "3089\n",
      "3090\n",
      "3091\n",
      "3092\n",
      "3093\n",
      "3094\n",
      "3095\n",
      "3096\n",
      "3097\n",
      "3098\n",
      "3099\n",
      "3100\n",
      "3101\n",
      "3102\n",
      "3103\n",
      "3104\n",
      "3105\n",
      "3106\n",
      "3107\n",
      "3108\n",
      "3109\n",
      "3110\n",
      "3111\n",
      "3112\n",
      "3113\n",
      "3114\n",
      "3115\n",
      "3116\n",
      "3117\n",
      "3118\n",
      "3119\n",
      "3120\n",
      "3121\n",
      "3122\n",
      "3123\n",
      "3124\n",
      "3125\n",
      "3126\n",
      "3127\n",
      "3128\n",
      "3129\n",
      "3130\n",
      "3131\n",
      "3132\n",
      "3133\n",
      "3134\n",
      "3135\n",
      "3136\n",
      "3137\n",
      "3138\n",
      "3139\n",
      "3140\n",
      "3141\n",
      "3142\n",
      "3143\n",
      "3144\n",
      "3145\n",
      "3146\n",
      "3147\n",
      "3148\n",
      "3149\n",
      "3150\n",
      "3151\n",
      "3152\n",
      "3153\n",
      "3154\n",
      "3155\n",
      "3156\n",
      "3157\n",
      "3158\n",
      "3159\n",
      "3160\n",
      "3161\n",
      "3162\n",
      "3163\n",
      "3164\n",
      "3165\n",
      "3166\n",
      "3167\n",
      "3168\n",
      "3169\n",
      "3170\n",
      "3171\n",
      "3172\n",
      "3173\n",
      "3174\n",
      "3175\n",
      "3176\n",
      "3177\n",
      "3178\n",
      "3179\n",
      "3180\n",
      "3181\n",
      "3182\n",
      "3183\n",
      "3184\n",
      "3185\n",
      "3186\n",
      "3187\n",
      "3188\n",
      "3189\n",
      "3190\n",
      "3191\n",
      "3192\n",
      "3193\n",
      "3194\n",
      "3195\n",
      "3196\n",
      "3197\n",
      "3198\n",
      "3199\n",
      "3200\n",
      "3201\n",
      "3202\n",
      "3203\n",
      "3204\n",
      "3205\n",
      "3206\n",
      "3207\n",
      "3208\n",
      "3209\n",
      "3210\n",
      "3211\n",
      "3212\n",
      "3213\n",
      "3214\n",
      "3215\n",
      "3216\n",
      "3217\n",
      "3218\n",
      "3219\n",
      "3220\n",
      "3221\n",
      "3222\n",
      "3223\n",
      "3224\n",
      "3225\n",
      "3226\n",
      "3227\n",
      "3228\n",
      "3229\n",
      "3230\n",
      "3231\n",
      "3232\n",
      "3233\n",
      "3234\n",
      "3235\n",
      "3236\n",
      "3237\n",
      "3238\n",
      "3239\n",
      "3240\n",
      "3241\n",
      "3242\n",
      "3243\n",
      "3244\n",
      "3245\n",
      "3246\n",
      "3247\n",
      "3248\n",
      "3249\n",
      "3250\n",
      "3251\n",
      "3252\n",
      "3253\n",
      "3254\n",
      "3255\n",
      "3256\n",
      "3257\n",
      "3258\n",
      "3259\n",
      "3260\n",
      "3261\n",
      "3262\n",
      "3263\n",
      "3264\n",
      "3265\n",
      "3266\n",
      "3267\n",
      "3268\n",
      "3269\n",
      "3270\n",
      "3271\n",
      "3272\n",
      "3273\n",
      "3274\n",
      "3275\n",
      "3276\n",
      "3277\n",
      "3278\n",
      "3279\n",
      "3280\n",
      "3281\n",
      "3282\n",
      "3283\n",
      "3284\n",
      "3285\n",
      "3286\n",
      "3287\n",
      "3288\n",
      "3289\n",
      "3290\n",
      "3291\n",
      "3292\n",
      "3293\n",
      "3294\n",
      "3295\n",
      "3296\n",
      "3297\n",
      "3298\n",
      "3299\n",
      "3300\n",
      "3301\n",
      "3302\n",
      "3303\n",
      "3304\n",
      "3305\n",
      "3306\n",
      "3307\n",
      "3308\n",
      "3309\n",
      "3310\n",
      "3311\n",
      "3312\n",
      "3313\n",
      "3314\n",
      "3315\n",
      "3316\n",
      "3317\n",
      "3318\n",
      "3319\n",
      "3320\n",
      "3321\n",
      "3322\n",
      "3323\n",
      "3324\n",
      "3325\n",
      "3326\n",
      "3327\n",
      "3328\n",
      "3329\n",
      "3330\n",
      "3331\n",
      "3332\n",
      "3333\n",
      "3334\n",
      "3335\n",
      "3336\n",
      "3337\n",
      "3338\n",
      "3339\n",
      "3340\n",
      "3341\n",
      "3342\n",
      "3343\n",
      "3344\n",
      "3345\n",
      "3346\n",
      "3347\n",
      "3348\n",
      "3349\n",
      "3350\n",
      "3351\n",
      "3352\n",
      "3353\n",
      "3354\n",
      "3355\n",
      "3356\n",
      "3357\n",
      "3358\n",
      "3359\n",
      "3360\n",
      "3361\n",
      "3362\n",
      "3363\n",
      "3364\n",
      "3365\n",
      "3366\n",
      "3367\n",
      "3368\n",
      "3369\n",
      "3370\n",
      "3371\n",
      "3372\n",
      "3373\n",
      "3374\n",
      "3375\n",
      "3376\n",
      "3377\n",
      "3378\n",
      "3379\n",
      "3380\n",
      "3381\n",
      "3382\n",
      "3383\n",
      "3384\n",
      "3385\n",
      "3386\n",
      "3387\n",
      "3388\n",
      "3389\n",
      "3390\n",
      "3391\n",
      "3392\n",
      "3393\n",
      "3394\n",
      "3395\n",
      "3396\n",
      "3397\n",
      "3398\n",
      "3399\n",
      "3400\n",
      "3401\n",
      "3402\n",
      "3403\n",
      "3404\n",
      "3405\n",
      "3406\n",
      "3407\n",
      "3408\n",
      "3409\n",
      "3410\n",
      "3411\n",
      "3412\n",
      "3413\n",
      "3414\n",
      "3415\n",
      "3416\n",
      "3417\n",
      "3418\n",
      "3419\n",
      "3420\n",
      "3421\n",
      "3422\n",
      "3423\n",
      "3424\n",
      "3425\n",
      "3426\n",
      "3427\n",
      "3428\n",
      "3429\n",
      "3430\n",
      "3431\n",
      "3432\n",
      "3433\n",
      "3434\n",
      "3435\n",
      "3436\n",
      "3437\n",
      "3438\n",
      "3439\n",
      "3440\n",
      "3441\n",
      "3442\n",
      "3443\n",
      "3444\n",
      "3445\n",
      "3446\n",
      "3447\n",
      "3448\n",
      "3449\n",
      "3450\n",
      "3451\n",
      "3452\n",
      "3453\n",
      "3454\n",
      "3455\n",
      "3456\n",
      "3457\n",
      "3458\n",
      "3459\n",
      "3460\n",
      "3461\n",
      "3462\n",
      "3463\n",
      "3464\n",
      "3465\n",
      "3466\n",
      "3467\n",
      "3468\n",
      "3469\n",
      "3470\n",
      "3471\n",
      "3472\n",
      "3473\n",
      "3474\n",
      "3475\n",
      "3476\n",
      "3477\n",
      "3478\n",
      "3479\n",
      "3480\n",
      "3481\n",
      "3482\n",
      "3483\n",
      "3484\n",
      "3485\n",
      "3486\n",
      "3487\n",
      "3488\n",
      "3489\n",
      "3490\n",
      "3491\n",
      "3492\n",
      "3493\n",
      "3494\n",
      "3495\n",
      "3496\n",
      "3497\n",
      "3498\n",
      "3499\n",
      "3500\n",
      "3501\n",
      "3502\n",
      "3503\n",
      "3504\n",
      "3505\n",
      "3506\n",
      "3507\n",
      "3508\n",
      "3509\n",
      "3510\n",
      "3511\n",
      "3512\n",
      "3513\n",
      "3514\n",
      "3515\n",
      "3516\n",
      "3517\n",
      "3518\n",
      "3519\n",
      "3520\n",
      "3521\n",
      "3522\n",
      "3523\n",
      "3524\n",
      "3525\n",
      "3526\n",
      "3527\n",
      "3528\n",
      "3529\n",
      "3530\n",
      "3531\n",
      "3532\n",
      "3533\n",
      "3534\n",
      "3535\n",
      "3536\n",
      "3537\n",
      "3538\n",
      "3539\n",
      "3540\n",
      "3541\n",
      "3542\n",
      "3543\n",
      "3544\n",
      "3545\n",
      "3546\n",
      "3547\n",
      "3548\n",
      "3549\n",
      "3550\n",
      "3551\n",
      "3552\n",
      "3553\n",
      "3554\n",
      "3555\n",
      "3556\n",
      "3557\n",
      "3558\n",
      "3559\n",
      "3560\n",
      "3561\n",
      "3562\n",
      "3563\n",
      "3564\n",
      "3565\n",
      "3566\n",
      "3567\n",
      "3568\n",
      "3569\n",
      "3570\n",
      "3571\n",
      "3572\n",
      "3573\n",
      "3574\n",
      "3575\n",
      "3576\n",
      "3577\n",
      "3578\n",
      "3579\n",
      "3580\n",
      "3581\n",
      "3582\n",
      "3583\n",
      "3584\n",
      "3585\n",
      "3586\n",
      "3587\n",
      "3588\n",
      "3589\n",
      "3590\n",
      "3591\n",
      "3592\n",
      "3593\n",
      "3594\n",
      "3595\n",
      "3596\n",
      "3597\n",
      "3598\n",
      "3599\n",
      "3600\n",
      "3601\n",
      "3602\n",
      "3603\n",
      "3604\n",
      "3605\n",
      "3606\n",
      "3607\n",
      "3608\n",
      "3609\n",
      "3610\n",
      "3611\n",
      "3612\n",
      "3613\n",
      "3614\n",
      "3615\n",
      "3616\n",
      "3617\n",
      "3618\n",
      "3619\n",
      "3620\n",
      "3621\n",
      "3622\n",
      "3623\n",
      "3624\n",
      "3625\n",
      "3626\n",
      "3627\n",
      "3628\n",
      "3629\n",
      "3630\n",
      "3631\n",
      "3632\n",
      "3633\n",
      "3634\n",
      "3635\n",
      "3636\n",
      "3637\n",
      "3638\n",
      "3639\n",
      "3640\n",
      "3641\n",
      "3642\n",
      "3643\n",
      "3644\n",
      "3645\n",
      "3646\n",
      "3647\n",
      "3648\n",
      "3649\n",
      "3650\n",
      "3651\n",
      "3652\n",
      "3653\n",
      "3654\n",
      "3655\n",
      "3656\n",
      "3657\n",
      "3658\n",
      "3659\n",
      "3660\n",
      "3661\n"
     ]
    }
   ],
   "source": [
    "#from keras.preprocessing.image import img_to_array\n",
    "i=0\n",
    "import cv2\n",
    "import numpy as np\n",
    "while i<len(blnd_df[0]):\n",
    "  a=cv2.imread(blnd_df[0][i])\n",
    "  a=cv2.resize(a,(256,256))\n",
    "  #a=img_to_array(a)\n",
    "  #a=np.expand_dims(a,axis=0) \n",
    "  #a=a[np.newaxis,:,:]\n",
    "  #a = a.reshape((1,) + a.shape)\n",
    "  blnd_df[0][i]=a\n",
    "  print(i)\n",
    "  i+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "WaaM4L9g2ZDi"
   },
   "outputs": [],
   "source": [
    "def crop_image1(img,tol=7):\n",
    "    # img is image data\n",
    "    # tol  is tolerance\n",
    "        \n",
    "    mask = img>tol\n",
    "    return img[np.ix_(mask.any(1),mask.any(0))]\n",
    "\n",
    "def crop_image_from_gray(img,tol=7):\n",
    "    if img.ndim ==2:\n",
    "        mask = img>tol\n",
    "        return img[np.ix_(mask.any(1),mask.any(0))]\n",
    "    elif img.ndim==3:\n",
    "        gray_img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n",
    "        mask = gray_img>tol\n",
    "        \n",
    "        check_shape = img[:,:,0][np.ix_(mask.any(1),mask.any(0))].shape[0]\n",
    "        if (check_shape == 0): # image is too dark so that we crop out everything,\n",
    "            return img # return original image\n",
    "        else:\n",
    "            img1=img[:,:,0][np.ix_(mask.any(1),mask.any(0))]\n",
    "            img2=img[:,:,1][np.ix_(mask.any(1),mask.any(0))]\n",
    "            img3=img[:,:,2][np.ix_(mask.any(1),mask.any(0))]\n",
    "            img = np.stack([img1,img2,img3],axis=-1)\n",
    "        return img\n",
    "\n",
    "def preprocess_image(image_path, desired_size=224):\n",
    "    img = cv2.cvtColor(image_path, cv2.COLOR_BGR2RGB)\n",
    "    img = crop_image_from_gray(image_path)\n",
    "    img = cv2.resize(image_path, (desired_size,desired_size))\n",
    "    img = cv2.addWeighted(image_path,4,cv2.GaussianBlur(image_path, (0,0), desired_size/30) ,-4 ,128)\n",
    "    \n",
    "    return img\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "GnlTiBbhO68U",
    "outputId": "413296eb-2da2-4e18-eb63-e92784ba358f"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  after removing the cwd from sys.path.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "18\n",
      "19\n",
      "20\n",
      "21\n",
      "22\n",
      "23\n",
      "24\n",
      "25\n",
      "26\n",
      "27\n",
      "28\n",
      "29\n",
      "30\n",
      "31\n",
      "32\n",
      "33\n",
      "34\n",
      "35\n",
      "36\n",
      "37\n",
      "38\n",
      "39\n",
      "40\n",
      "41\n",
      "42\n",
      "43\n",
      "44\n",
      "45\n",
      "46\n",
      "47\n",
      "48\n",
      "49\n",
      "50\n",
      "51\n",
      "52\n",
      "53\n",
      "54\n",
      "55\n",
      "56\n",
      "57\n",
      "58\n",
      "59\n",
      "60\n",
      "61\n",
      "62\n",
      "63\n",
      "64\n",
      "65\n",
      "66\n",
      "67\n",
      "68\n",
      "69\n",
      "70\n",
      "71\n",
      "72\n",
      "73\n",
      "74\n",
      "75\n",
      "76\n",
      "77\n",
      "78\n",
      "79\n",
      "80\n",
      "81\n",
      "82\n",
      "83\n",
      "84\n",
      "85\n",
      "86\n",
      "87\n",
      "88\n",
      "89\n",
      "90\n",
      "91\n",
      "92\n",
      "93\n",
      "94\n",
      "95\n",
      "96\n",
      "97\n",
      "98\n",
      "99\n",
      "100\n",
      "101\n",
      "102\n",
      "103\n",
      "104\n",
      "105\n",
      "106\n",
      "107\n",
      "108\n",
      "109\n",
      "110\n",
      "111\n",
      "112\n",
      "113\n",
      "114\n",
      "115\n",
      "116\n",
      "117\n",
      "118\n",
      "119\n",
      "120\n",
      "121\n",
      "122\n",
      "123\n",
      "124\n",
      "125\n",
      "126\n",
      "127\n",
      "128\n",
      "129\n",
      "130\n",
      "131\n",
      "132\n",
      "133\n",
      "134\n",
      "135\n",
      "136\n",
      "137\n",
      "138\n",
      "139\n",
      "140\n",
      "141\n",
      "142\n",
      "143\n",
      "144\n",
      "145\n",
      "146\n",
      "147\n",
      "148\n",
      "149\n",
      "150\n",
      "151\n",
      "152\n",
      "153\n",
      "154\n",
      "155\n",
      "156\n",
      "157\n",
      "158\n",
      "159\n",
      "160\n",
      "161\n",
      "162\n",
      "163\n",
      "164\n",
      "165\n",
      "166\n",
      "167\n",
      "168\n",
      "169\n",
      "170\n",
      "171\n",
      "172\n",
      "173\n",
      "174\n",
      "175\n",
      "176\n",
      "177\n",
      "178\n",
      "179\n",
      "180\n",
      "181\n",
      "182\n",
      "183\n",
      "184\n",
      "185\n",
      "186\n",
      "187\n",
      "188\n",
      "189\n",
      "190\n",
      "191\n",
      "192\n",
      "193\n",
      "194\n",
      "195\n",
      "196\n",
      "197\n",
      "198\n",
      "199\n",
      "200\n",
      "201\n",
      "202\n",
      "203\n",
      "204\n",
      "205\n",
      "206\n",
      "207\n",
      "208\n",
      "209\n",
      "210\n",
      "211\n",
      "212\n",
      "213\n",
      "214\n",
      "215\n",
      "216\n",
      "217\n",
      "218\n",
      "219\n",
      "220\n",
      "221\n",
      "222\n",
      "223\n",
      "224\n",
      "225\n",
      "226\n",
      "227\n",
      "228\n",
      "229\n",
      "230\n",
      "231\n",
      "232\n",
      "233\n",
      "234\n",
      "235\n",
      "236\n",
      "237\n",
      "238\n",
      "239\n",
      "240\n",
      "241\n",
      "242\n",
      "243\n",
      "244\n",
      "245\n",
      "246\n",
      "247\n",
      "248\n",
      "249\n",
      "250\n",
      "251\n",
      "252\n",
      "253\n",
      "254\n",
      "255\n",
      "256\n",
      "257\n",
      "258\n",
      "259\n",
      "260\n",
      "261\n",
      "262\n",
      "263\n",
      "264\n",
      "265\n",
      "266\n",
      "267\n",
      "268\n",
      "269\n",
      "270\n",
      "271\n",
      "272\n",
      "273\n",
      "274\n",
      "275\n",
      "276\n",
      "277\n",
      "278\n",
      "279\n",
      "280\n",
      "281\n",
      "282\n",
      "283\n",
      "284\n",
      "285\n",
      "286\n",
      "287\n",
      "288\n",
      "289\n",
      "290\n",
      "291\n",
      "292\n",
      "293\n",
      "294\n",
      "295\n",
      "296\n",
      "297\n",
      "298\n",
      "299\n",
      "300\n",
      "301\n",
      "302\n",
      "303\n",
      "304\n",
      "305\n",
      "306\n",
      "307\n",
      "308\n",
      "309\n",
      "310\n",
      "311\n",
      "312\n",
      "313\n",
      "314\n",
      "315\n",
      "316\n",
      "317\n",
      "318\n",
      "319\n",
      "320\n",
      "321\n",
      "322\n",
      "323\n",
      "324\n",
      "325\n",
      "326\n",
      "327\n",
      "328\n",
      "329\n",
      "330\n",
      "331\n",
      "332\n",
      "333\n",
      "334\n",
      "335\n",
      "336\n",
      "337\n",
      "338\n",
      "339\n",
      "340\n",
      "341\n",
      "342\n",
      "343\n",
      "344\n",
      "345\n",
      "346\n",
      "347\n",
      "348\n",
      "349\n",
      "350\n",
      "351\n",
      "352\n",
      "353\n",
      "354\n",
      "355\n",
      "356\n",
      "357\n",
      "358\n",
      "359\n",
      "360\n",
      "361\n",
      "362\n",
      "363\n",
      "364\n",
      "365\n",
      "366\n",
      "367\n",
      "368\n",
      "369\n",
      "370\n",
      "371\n",
      "372\n",
      "373\n",
      "374\n",
      "375\n",
      "376\n",
      "377\n",
      "378\n",
      "379\n",
      "380\n",
      "381\n",
      "382\n",
      "383\n",
      "384\n",
      "385\n",
      "386\n",
      "387\n",
      "388\n",
      "389\n",
      "390\n",
      "391\n",
      "392\n",
      "393\n",
      "394\n",
      "395\n",
      "396\n",
      "397\n",
      "398\n",
      "399\n",
      "400\n",
      "401\n",
      "402\n",
      "403\n",
      "404\n",
      "405\n",
      "406\n",
      "407\n",
      "408\n",
      "409\n",
      "410\n",
      "411\n",
      "412\n",
      "413\n",
      "414\n",
      "415\n",
      "416\n",
      "417\n",
      "418\n",
      "419\n",
      "420\n",
      "421\n",
      "422\n",
      "423\n",
      "424\n",
      "425\n",
      "426\n",
      "427\n",
      "428\n",
      "429\n",
      "430\n",
      "431\n",
      "432\n",
      "433\n",
      "434\n",
      "435\n",
      "436\n",
      "437\n",
      "438\n",
      "439\n",
      "440\n",
      "441\n",
      "442\n",
      "443\n",
      "444\n",
      "445\n",
      "446\n",
      "447\n",
      "448\n",
      "449\n",
      "450\n",
      "451\n",
      "452\n",
      "453\n",
      "454\n",
      "455\n",
      "456\n",
      "457\n",
      "458\n",
      "459\n",
      "460\n",
      "461\n",
      "462\n",
      "463\n",
      "464\n",
      "465\n",
      "466\n",
      "467\n",
      "468\n",
      "469\n",
      "470\n",
      "471\n",
      "472\n",
      "473\n",
      "474\n",
      "475\n",
      "476\n",
      "477\n",
      "478\n",
      "479\n",
      "480\n",
      "481\n",
      "482\n",
      "483\n",
      "484\n",
      "485\n",
      "486\n",
      "487\n",
      "488\n",
      "489\n",
      "490\n",
      "491\n",
      "492\n",
      "493\n",
      "494\n",
      "495\n",
      "496\n",
      "497\n",
      "498\n",
      "499\n",
      "500\n",
      "501\n",
      "502\n",
      "503\n",
      "504\n",
      "505\n",
      "506\n",
      "507\n",
      "508\n",
      "509\n",
      "510\n",
      "511\n",
      "512\n",
      "513\n",
      "514\n",
      "515\n",
      "516\n",
      "517\n",
      "518\n",
      "519\n",
      "520\n",
      "521\n",
      "522\n",
      "523\n",
      "524\n",
      "525\n",
      "526\n",
      "527\n",
      "528\n",
      "529\n",
      "530\n",
      "531\n",
      "532\n",
      "533\n",
      "534\n",
      "535\n",
      "536\n",
      "537\n",
      "538\n",
      "539\n",
      "540\n",
      "541\n",
      "542\n",
      "543\n",
      "544\n",
      "545\n",
      "546\n",
      "547\n",
      "548\n",
      "549\n",
      "550\n",
      "551\n",
      "552\n",
      "553\n",
      "554\n",
      "555\n",
      "556\n",
      "557\n",
      "558\n",
      "559\n",
      "560\n",
      "561\n",
      "562\n",
      "563\n",
      "564\n",
      "565\n",
      "566\n",
      "567\n",
      "568\n",
      "569\n",
      "570\n",
      "571\n",
      "572\n",
      "573\n",
      "574\n",
      "575\n",
      "576\n",
      "577\n",
      "578\n",
      "579\n",
      "580\n",
      "581\n",
      "582\n",
      "583\n",
      "584\n",
      "585\n",
      "586\n",
      "587\n",
      "588\n",
      "589\n",
      "590\n",
      "591\n",
      "592\n",
      "593\n",
      "594\n",
      "595\n",
      "596\n",
      "597\n",
      "598\n",
      "599\n",
      "600\n",
      "601\n",
      "602\n",
      "603\n",
      "604\n",
      "605\n",
      "606\n",
      "607\n",
      "608\n",
      "609\n",
      "610\n",
      "611\n",
      "612\n",
      "613\n",
      "614\n",
      "615\n",
      "616\n",
      "617\n",
      "618\n",
      "619\n",
      "620\n",
      "621\n",
      "622\n",
      "623\n",
      "624\n",
      "625\n",
      "626\n",
      "627\n",
      "628\n",
      "629\n",
      "630\n",
      "631\n",
      "632\n",
      "633\n",
      "634\n",
      "635\n",
      "636\n",
      "637\n",
      "638\n",
      "639\n",
      "640\n",
      "641\n",
      "642\n",
      "643\n",
      "644\n",
      "645\n",
      "646\n",
      "647\n",
      "648\n",
      "649\n",
      "650\n",
      "651\n",
      "652\n",
      "653\n",
      "654\n",
      "655\n",
      "656\n",
      "657\n",
      "658\n",
      "659\n",
      "660\n",
      "661\n",
      "662\n",
      "663\n",
      "664\n",
      "665\n",
      "666\n",
      "667\n",
      "668\n",
      "669\n",
      "670\n",
      "671\n",
      "672\n",
      "673\n",
      "674\n",
      "675\n",
      "676\n",
      "677\n",
      "678\n",
      "679\n",
      "680\n",
      "681\n",
      "682\n",
      "683\n",
      "684\n",
      "685\n",
      "686\n",
      "687\n",
      "688\n",
      "689\n",
      "690\n",
      "691\n",
      "692\n",
      "693\n",
      "694\n",
      "695\n",
      "696\n",
      "697\n",
      "698\n",
      "699\n",
      "700\n",
      "701\n",
      "702\n",
      "703\n",
      "704\n",
      "705\n",
      "706\n",
      "707\n",
      "708\n",
      "709\n",
      "710\n",
      "711\n",
      "712\n",
      "713\n",
      "714\n",
      "715\n",
      "716\n",
      "717\n",
      "718\n",
      "719\n",
      "720\n",
      "721\n",
      "722\n",
      "723\n",
      "724\n",
      "725\n",
      "726\n",
      "727\n",
      "728\n",
      "729\n",
      "730\n",
      "731\n",
      "732\n",
      "733\n",
      "734\n",
      "735\n",
      "736\n",
      "737\n",
      "738\n",
      "739\n",
      "740\n",
      "741\n",
      "742\n",
      "743\n",
      "744\n",
      "745\n",
      "746\n",
      "747\n",
      "748\n",
      "749\n",
      "750\n",
      "751\n",
      "752\n",
      "753\n",
      "754\n",
      "755\n",
      "756\n",
      "757\n",
      "758\n",
      "759\n",
      "760\n",
      "761\n",
      "762\n",
      "763\n",
      "764\n",
      "765\n",
      "766\n",
      "767\n",
      "768\n",
      "769\n",
      "770\n",
      "771\n",
      "772\n",
      "773\n",
      "774\n",
      "775\n",
      "776\n",
      "777\n",
      "778\n",
      "779\n",
      "780\n",
      "781\n",
      "782\n",
      "783\n",
      "784\n",
      "785\n",
      "786\n",
      "787\n",
      "788\n",
      "789\n",
      "790\n",
      "791\n",
      "792\n",
      "793\n",
      "794\n",
      "795\n",
      "796\n",
      "797\n",
      "798\n",
      "799\n",
      "800\n",
      "801\n",
      "802\n",
      "803\n",
      "804\n",
      "805\n",
      "806\n",
      "807\n",
      "808\n",
      "809\n",
      "810\n",
      "811\n",
      "812\n",
      "813\n",
      "814\n",
      "815\n",
      "816\n",
      "817\n",
      "818\n",
      "819\n",
      "820\n",
      "821\n",
      "822\n",
      "823\n",
      "824\n",
      "825\n",
      "826\n",
      "827\n",
      "828\n",
      "829\n",
      "830\n",
      "831\n",
      "832\n",
      "833\n",
      "834\n",
      "835\n",
      "836\n",
      "837\n",
      "838\n",
      "839\n",
      "840\n",
      "841\n",
      "842\n",
      "843\n",
      "844\n",
      "845\n",
      "846\n",
      "847\n",
      "848\n",
      "849\n",
      "850\n",
      "851\n",
      "852\n",
      "853\n",
      "854\n",
      "855\n",
      "856\n",
      "857\n",
      "858\n",
      "859\n",
      "860\n",
      "861\n",
      "862\n",
      "863\n",
      "864\n",
      "865\n",
      "866\n",
      "867\n",
      "868\n",
      "869\n",
      "870\n",
      "871\n",
      "872\n",
      "873\n",
      "874\n",
      "875\n",
      "876\n",
      "877\n",
      "878\n",
      "879\n",
      "880\n",
      "881\n",
      "882\n",
      "883\n",
      "884\n",
      "885\n",
      "886\n",
      "887\n",
      "888\n",
      "889\n",
      "890\n",
      "891\n",
      "892\n",
      "893\n",
      "894\n",
      "895\n",
      "896\n",
      "897\n",
      "898\n",
      "899\n",
      "900\n",
      "901\n",
      "902\n",
      "903\n",
      "904\n",
      "905\n",
      "906\n",
      "907\n",
      "908\n",
      "909\n",
      "910\n",
      "911\n",
      "912\n",
      "913\n",
      "914\n",
      "915\n",
      "916\n",
      "917\n",
      "918\n",
      "919\n",
      "920\n",
      "921\n",
      "922\n",
      "923\n",
      "924\n",
      "925\n",
      "926\n",
      "927\n",
      "928\n",
      "929\n",
      "930\n",
      "931\n",
      "932\n",
      "933\n",
      "934\n",
      "935\n",
      "936\n",
      "937\n",
      "938\n",
      "939\n",
      "940\n",
      "941\n",
      "942\n",
      "943\n",
      "944\n",
      "945\n",
      "946\n",
      "947\n",
      "948\n",
      "949\n",
      "950\n",
      "951\n",
      "952\n",
      "953\n",
      "954\n",
      "955\n",
      "956\n",
      "957\n",
      "958\n",
      "959\n",
      "960\n",
      "961\n",
      "962\n",
      "963\n",
      "964\n",
      "965\n",
      "966\n",
      "967\n",
      "968\n",
      "969\n",
      "970\n",
      "971\n",
      "972\n",
      "973\n",
      "974\n",
      "975\n",
      "976\n",
      "977\n",
      "978\n",
      "979\n",
      "980\n",
      "981\n",
      "982\n",
      "983\n",
      "984\n",
      "985\n",
      "986\n",
      "987\n",
      "988\n",
      "989\n",
      "990\n",
      "991\n",
      "992\n",
      "993\n",
      "994\n",
      "995\n",
      "996\n",
      "997\n",
      "998\n",
      "999\n",
      "1000\n",
      "1001\n",
      "1002\n",
      "1003\n",
      "1004\n",
      "1005\n",
      "1006\n",
      "1007\n",
      "1008\n",
      "1009\n",
      "1010\n",
      "1011\n",
      "1012\n",
      "1013\n",
      "1014\n",
      "1015\n",
      "1016\n",
      "1017\n",
      "1018\n",
      "1019\n",
      "1020\n",
      "1021\n",
      "1022\n",
      "1023\n",
      "1024\n",
      "1025\n",
      "1026\n",
      "1027\n",
      "1028\n",
      "1029\n",
      "1030\n",
      "1031\n",
      "1032\n",
      "1033\n",
      "1034\n",
      "1035\n",
      "1036\n",
      "1037\n",
      "1038\n",
      "1039\n",
      "1040\n",
      "1041\n",
      "1042\n",
      "1043\n",
      "1044\n",
      "1045\n",
      "1046\n",
      "1047\n",
      "1048\n",
      "1049\n",
      "1050\n",
      "1051\n",
      "1052\n",
      "1053\n",
      "1054\n",
      "1055\n",
      "1056\n",
      "1057\n",
      "1058\n",
      "1059\n",
      "1060\n",
      "1061\n",
      "1062\n",
      "1063\n",
      "1064\n",
      "1065\n",
      "1066\n",
      "1067\n",
      "1068\n",
      "1069\n",
      "1070\n",
      "1071\n",
      "1072\n",
      "1073\n",
      "1074\n",
      "1075\n",
      "1076\n",
      "1077\n",
      "1078\n",
      "1079\n",
      "1080\n",
      "1081\n",
      "1082\n",
      "1083\n",
      "1084\n",
      "1085\n",
      "1086\n",
      "1087\n",
      "1088\n",
      "1089\n",
      "1090\n",
      "1091\n",
      "1092\n",
      "1093\n",
      "1094\n",
      "1095\n",
      "1096\n",
      "1097\n",
      "1098\n",
      "1099\n",
      "1100\n",
      "1101\n",
      "1102\n",
      "1103\n",
      "1104\n",
      "1105\n",
      "1106\n",
      "1107\n",
      "1108\n",
      "1109\n",
      "1110\n",
      "1111\n",
      "1112\n",
      "1113\n",
      "1114\n",
      "1115\n",
      "1116\n",
      "1117\n",
      "1118\n",
      "1119\n",
      "1120\n",
      "1121\n",
      "1122\n",
      "1123\n",
      "1124\n",
      "1125\n",
      "1126\n",
      "1127\n",
      "1128\n",
      "1129\n",
      "1130\n",
      "1131\n",
      "1132\n",
      "1133\n",
      "1134\n",
      "1135\n",
      "1136\n",
      "1137\n",
      "1138\n",
      "1139\n",
      "1140\n",
      "1141\n",
      "1142\n",
      "1143\n",
      "1144\n",
      "1145\n",
      "1146\n",
      "1147\n",
      "1148\n",
      "1149\n",
      "1150\n",
      "1151\n",
      "1152\n",
      "1153\n",
      "1154\n",
      "1155\n",
      "1156\n",
      "1157\n",
      "1158\n",
      "1159\n",
      "1160\n",
      "1161\n",
      "1162\n",
      "1163\n",
      "1164\n",
      "1165\n",
      "1166\n",
      "1167\n",
      "1168\n",
      "1169\n",
      "1170\n",
      "1171\n",
      "1172\n",
      "1173\n",
      "1174\n",
      "1175\n",
      "1176\n",
      "1177\n",
      "1178\n",
      "1179\n",
      "1180\n",
      "1181\n",
      "1182\n",
      "1183\n",
      "1184\n",
      "1185\n",
      "1186\n",
      "1187\n",
      "1188\n",
      "1189\n",
      "1190\n",
      "1191\n",
      "1192\n",
      "1193\n",
      "1194\n",
      "1195\n",
      "1196\n",
      "1197\n",
      "1198\n",
      "1199\n",
      "1200\n",
      "1201\n",
      "1202\n",
      "1203\n",
      "1204\n",
      "1205\n",
      "1206\n",
      "1207\n",
      "1208\n",
      "1209\n",
      "1210\n",
      "1211\n",
      "1212\n",
      "1213\n",
      "1214\n",
      "1215\n",
      "1216\n",
      "1217\n",
      "1218\n",
      "1219\n",
      "1220\n",
      "1221\n",
      "1222\n",
      "1223\n",
      "1224\n",
      "1225\n",
      "1226\n",
      "1227\n",
      "1228\n",
      "1229\n",
      "1230\n",
      "1231\n",
      "1232\n",
      "1233\n",
      "1234\n",
      "1235\n",
      "1236\n",
      "1237\n",
      "1238\n",
      "1239\n",
      "1240\n",
      "1241\n",
      "1242\n",
      "1243\n",
      "1244\n",
      "1245\n",
      "1246\n",
      "1247\n",
      "1248\n",
      "1249\n",
      "1250\n",
      "1251\n",
      "1252\n",
      "1253\n",
      "1254\n",
      "1255\n",
      "1256\n",
      "1257\n",
      "1258\n",
      "1259\n",
      "1260\n",
      "1261\n",
      "1262\n",
      "1263\n",
      "1264\n",
      "1265\n",
      "1266\n",
      "1267\n",
      "1268\n",
      "1269\n",
      "1270\n",
      "1271\n",
      "1272\n",
      "1273\n",
      "1274\n",
      "1275\n",
      "1276\n",
      "1277\n",
      "1278\n",
      "1279\n",
      "1280\n",
      "1281\n",
      "1282\n",
      "1283\n",
      "1284\n",
      "1285\n",
      "1286\n",
      "1287\n",
      "1288\n",
      "1289\n",
      "1290\n",
      "1291\n",
      "1292\n",
      "1293\n",
      "1294\n",
      "1295\n",
      "1296\n",
      "1297\n",
      "1298\n",
      "1299\n",
      "1300\n",
      "1301\n",
      "1302\n",
      "1303\n",
      "1304\n",
      "1305\n",
      "1306\n",
      "1307\n",
      "1308\n",
      "1309\n",
      "1310\n",
      "1311\n",
      "1312\n",
      "1313\n",
      "1314\n",
      "1315\n",
      "1316\n",
      "1317\n",
      "1318\n",
      "1319\n",
      "1320\n",
      "1321\n",
      "1322\n",
      "1323\n",
      "1324\n",
      "1325\n",
      "1326\n",
      "1327\n",
      "1328\n",
      "1329\n",
      "1330\n",
      "1331\n",
      "1332\n",
      "1333\n",
      "1334\n",
      "1335\n",
      "1336\n",
      "1337\n",
      "1338\n",
      "1339\n",
      "1340\n",
      "1341\n",
      "1342\n",
      "1343\n",
      "1344\n",
      "1345\n",
      "1346\n",
      "1347\n",
      "1348\n",
      "1349\n",
      "1350\n",
      "1351\n",
      "1352\n",
      "1353\n",
      "1354\n",
      "1355\n",
      "1356\n",
      "1357\n",
      "1358\n",
      "1359\n",
      "1360\n",
      "1361\n",
      "1362\n",
      "1363\n",
      "1364\n",
      "1365\n",
      "1366\n",
      "1367\n",
      "1368\n",
      "1369\n",
      "1370\n",
      "1371\n",
      "1372\n",
      "1373\n",
      "1374\n",
      "1375\n",
      "1376\n",
      "1377\n",
      "1378\n",
      "1379\n",
      "1380\n",
      "1381\n",
      "1382\n",
      "1383\n",
      "1384\n",
      "1385\n",
      "1386\n",
      "1387\n",
      "1388\n",
      "1389\n",
      "1390\n",
      "1391\n",
      "1392\n",
      "1393\n",
      "1394\n",
      "1395\n",
      "1396\n",
      "1397\n",
      "1398\n",
      "1399\n",
      "1400\n",
      "1401\n",
      "1402\n",
      "1403\n",
      "1404\n",
      "1405\n",
      "1406\n",
      "1407\n",
      "1408\n",
      "1409\n",
      "1410\n",
      "1411\n",
      "1412\n",
      "1413\n",
      "1414\n",
      "1415\n",
      "1416\n",
      "1417\n",
      "1418\n",
      "1419\n",
      "1420\n",
      "1421\n",
      "1422\n",
      "1423\n",
      "1424\n",
      "1425\n",
      "1426\n",
      "1427\n",
      "1428\n",
      "1429\n",
      "1430\n",
      "1431\n",
      "1432\n",
      "1433\n",
      "1434\n",
      "1435\n",
      "1436\n",
      "1437\n",
      "1438\n",
      "1439\n",
      "1440\n",
      "1441\n",
      "1442\n",
      "1443\n",
      "1444\n",
      "1445\n",
      "1446\n",
      "1447\n",
      "1448\n",
      "1449\n",
      "1450\n",
      "1451\n",
      "1452\n",
      "1453\n",
      "1454\n",
      "1455\n",
      "1456\n",
      "1457\n",
      "1458\n",
      "1459\n",
      "1460\n",
      "1461\n",
      "1462\n",
      "1463\n",
      "1464\n",
      "1465\n",
      "1466\n",
      "1467\n",
      "1468\n",
      "1469\n",
      "1470\n",
      "1471\n",
      "1472\n",
      "1473\n",
      "1474\n",
      "1475\n",
      "1476\n",
      "1477\n",
      "1478\n",
      "1479\n",
      "1480\n",
      "1481\n",
      "1482\n",
      "1483\n",
      "1484\n",
      "1485\n",
      "1486\n",
      "1487\n",
      "1488\n",
      "1489\n",
      "1490\n",
      "1491\n",
      "1492\n",
      "1493\n",
      "1494\n",
      "1495\n",
      "1496\n",
      "1497\n",
      "1498\n",
      "1499\n",
      "1500\n",
      "1501\n",
      "1502\n",
      "1503\n",
      "1504\n",
      "1505\n",
      "1506\n",
      "1507\n",
      "1508\n",
      "1509\n",
      "1510\n",
      "1511\n",
      "1512\n",
      "1513\n",
      "1514\n",
      "1515\n",
      "1516\n",
      "1517\n",
      "1518\n",
      "1519\n",
      "1520\n",
      "1521\n",
      "1522\n",
      "1523\n",
      "1524\n",
      "1525\n",
      "1526\n",
      "1527\n",
      "1528\n",
      "1529\n",
      "1530\n",
      "1531\n",
      "1532\n",
      "1533\n",
      "1534\n",
      "1535\n",
      "1536\n",
      "1537\n",
      "1538\n",
      "1539\n",
      "1540\n",
      "1541\n",
      "1542\n",
      "1543\n",
      "1544\n",
      "1545\n",
      "1546\n",
      "1547\n",
      "1548\n",
      "1549\n",
      "1550\n",
      "1551\n",
      "1552\n",
      "1553\n",
      "1554\n",
      "1555\n",
      "1556\n",
      "1557\n",
      "1558\n",
      "1559\n",
      "1560\n",
      "1561\n",
      "1562\n",
      "1563\n",
      "1564\n",
      "1565\n",
      "1566\n",
      "1567\n",
      "1568\n",
      "1569\n",
      "1570\n",
      "1571\n",
      "1572\n",
      "1573\n",
      "1574\n",
      "1575\n",
      "1576\n",
      "1577\n",
      "1578\n",
      "1579\n",
      "1580\n",
      "1581\n",
      "1582\n",
      "1583\n",
      "1584\n",
      "1585\n",
      "1586\n",
      "1587\n",
      "1588\n",
      "1589\n",
      "1590\n",
      "1591\n",
      "1592\n",
      "1593\n",
      "1594\n",
      "1595\n",
      "1596\n",
      "1597\n",
      "1598\n",
      "1599\n",
      "1600\n",
      "1601\n",
      "1602\n",
      "1603\n",
      "1604\n",
      "1605\n",
      "1606\n",
      "1607\n",
      "1608\n",
      "1609\n",
      "1610\n",
      "1611\n",
      "1612\n",
      "1613\n",
      "1614\n",
      "1615\n",
      "1616\n",
      "1617\n",
      "1618\n",
      "1619\n",
      "1620\n",
      "1621\n",
      "1622\n",
      "1623\n",
      "1624\n",
      "1625\n",
      "1626\n",
      "1627\n",
      "1628\n",
      "1629\n",
      "1630\n",
      "1631\n",
      "1632\n",
      "1633\n",
      "1634\n",
      "1635\n",
      "1636\n",
      "1637\n",
      "1638\n",
      "1639\n",
      "1640\n",
      "1641\n",
      "1642\n",
      "1643\n",
      "1644\n",
      "1645\n",
      "1646\n",
      "1647\n",
      "1648\n",
      "1649\n",
      "1650\n",
      "1651\n",
      "1652\n",
      "1653\n",
      "1654\n",
      "1655\n",
      "1656\n",
      "1657\n",
      "1658\n",
      "1659\n",
      "1660\n",
      "1661\n",
      "1662\n",
      "1663\n",
      "1664\n",
      "1665\n",
      "1666\n",
      "1667\n",
      "1668\n",
      "1669\n",
      "1670\n",
      "1671\n",
      "1672\n",
      "1673\n",
      "1674\n",
      "1675\n",
      "1676\n",
      "1677\n",
      "1678\n",
      "1679\n",
      "1680\n",
      "1681\n",
      "1682\n",
      "1683\n",
      "1684\n",
      "1685\n",
      "1686\n",
      "1687\n",
      "1688\n",
      "1689\n",
      "1690\n",
      "1691\n",
      "1692\n",
      "1693\n",
      "1694\n",
      "1695\n",
      "1696\n",
      "1697\n",
      "1698\n",
      "1699\n",
      "1700\n",
      "1701\n",
      "1702\n",
      "1703\n",
      "1704\n",
      "1705\n",
      "1706\n",
      "1707\n",
      "1708\n",
      "1709\n",
      "1710\n",
      "1711\n",
      "1712\n",
      "1713\n",
      "1714\n",
      "1715\n",
      "1716\n",
      "1717\n",
      "1718\n",
      "1719\n",
      "1720\n",
      "1721\n",
      "1722\n",
      "1723\n",
      "1724\n",
      "1725\n",
      "1726\n",
      "1727\n",
      "1728\n",
      "1729\n",
      "1730\n",
      "1731\n",
      "1732\n",
      "1733\n",
      "1734\n",
      "1735\n",
      "1736\n",
      "1737\n",
      "1738\n",
      "1739\n",
      "1740\n",
      "1741\n",
      "1742\n",
      "1743\n",
      "1744\n",
      "1745\n",
      "1746\n",
      "1747\n",
      "1748\n",
      "1749\n",
      "1750\n",
      "1751\n",
      "1752\n",
      "1753\n",
      "1754\n",
      "1755\n",
      "1756\n",
      "1757\n",
      "1758\n",
      "1759\n",
      "1760\n",
      "1761\n",
      "1762\n",
      "1763\n",
      "1764\n",
      "1765\n",
      "1766\n",
      "1767\n",
      "1768\n",
      "1769\n",
      "1770\n",
      "1771\n",
      "1772\n",
      "1773\n",
      "1774\n",
      "1775\n",
      "1776\n",
      "1777\n",
      "1778\n",
      "1779\n",
      "1780\n",
      "1781\n",
      "1782\n",
      "1783\n",
      "1784\n",
      "1785\n",
      "1786\n",
      "1787\n",
      "1788\n",
      "1789\n",
      "1790\n",
      "1791\n",
      "1792\n",
      "1793\n",
      "1794\n",
      "1795\n",
      "1796\n",
      "1797\n",
      "1798\n",
      "1799\n",
      "1800\n",
      "1801\n",
      "1802\n",
      "1803\n",
      "1804\n",
      "1805\n",
      "1806\n",
      "1807\n",
      "1808\n",
      "1809\n",
      "1810\n",
      "1811\n",
      "1812\n",
      "1813\n",
      "1814\n",
      "1815\n",
      "1816\n",
      "1817\n",
      "1818\n",
      "1819\n",
      "1820\n",
      "1821\n",
      "1822\n",
      "1823\n",
      "1824\n",
      "1825\n",
      "1826\n",
      "1827\n",
      "1828\n",
      "1829\n",
      "1830\n",
      "1831\n",
      "1832\n",
      "1833\n",
      "1834\n",
      "1835\n",
      "1836\n",
      "1837\n",
      "1838\n",
      "1839\n",
      "1840\n",
      "1841\n",
      "1842\n",
      "1843\n",
      "1844\n",
      "1845\n",
      "1846\n",
      "1847\n",
      "1848\n",
      "1849\n",
      "1850\n",
      "1851\n",
      "1852\n",
      "1853\n",
      "1854\n",
      "1855\n",
      "1856\n",
      "1857\n",
      "1858\n",
      "1859\n",
      "1860\n",
      "1861\n",
      "1862\n",
      "1863\n",
      "1864\n",
      "1865\n",
      "1866\n",
      "1867\n",
      "1868\n",
      "1869\n",
      "1870\n",
      "1871\n",
      "1872\n",
      "1873\n",
      "1874\n",
      "1875\n",
      "1876\n",
      "1877\n",
      "1878\n",
      "1879\n",
      "1880\n",
      "1881\n",
      "1882\n",
      "1883\n",
      "1884\n",
      "1885\n",
      "1886\n",
      "1887\n",
      "1888\n",
      "1889\n",
      "1890\n",
      "1891\n",
      "1892\n",
      "1893\n",
      "1894\n",
      "1895\n",
      "1896\n",
      "1897\n",
      "1898\n",
      "1899\n",
      "1900\n",
      "1901\n",
      "1902\n",
      "1903\n",
      "1904\n",
      "1905\n",
      "1906\n",
      "1907\n",
      "1908\n",
      "1909\n",
      "1910\n",
      "1911\n",
      "1912\n",
      "1913\n",
      "1914\n",
      "1915\n",
      "1916\n",
      "1917\n",
      "1918\n",
      "1919\n",
      "1920\n",
      "1921\n",
      "1922\n",
      "1923\n",
      "1924\n",
      "1925\n",
      "1926\n",
      "1927\n",
      "1928\n",
      "1929\n",
      "1930\n",
      "1931\n",
      "1932\n",
      "1933\n",
      "1934\n",
      "1935\n",
      "1936\n",
      "1937\n",
      "1938\n",
      "1939\n",
      "1940\n",
      "1941\n",
      "1942\n",
      "1943\n",
      "1944\n",
      "1945\n",
      "1946\n",
      "1947\n",
      "1948\n",
      "1949\n",
      "1950\n",
      "1951\n",
      "1952\n",
      "1953\n",
      "1954\n",
      "1955\n",
      "1956\n",
      "1957\n",
      "1958\n",
      "1959\n",
      "1960\n",
      "1961\n",
      "1962\n",
      "1963\n",
      "1964\n",
      "1965\n",
      "1966\n",
      "1967\n",
      "1968\n",
      "1969\n",
      "1970\n",
      "1971\n",
      "1972\n",
      "1973\n",
      "1974\n",
      "1975\n",
      "1976\n",
      "1977\n",
      "1978\n",
      "1979\n",
      "1980\n",
      "1981\n",
      "1982\n",
      "1983\n",
      "1984\n",
      "1985\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "2006\n",
      "2007\n",
      "2008\n",
      "2009\n",
      "2010\n",
      "2011\n",
      "2012\n",
      "2013\n",
      "2014\n",
      "2015\n",
      "2016\n",
      "2017\n",
      "2018\n",
      "2019\n",
      "2020\n",
      "2021\n",
      "2022\n",
      "2023\n",
      "2024\n",
      "2025\n",
      "2026\n",
      "2027\n",
      "2028\n",
      "2029\n",
      "2030\n",
      "2031\n",
      "2032\n",
      "2033\n",
      "2034\n",
      "2035\n",
      "2036\n",
      "2037\n",
      "2038\n",
      "2039\n",
      "2040\n",
      "2041\n",
      "2042\n",
      "2043\n",
      "2044\n",
      "2045\n",
      "2046\n",
      "2047\n",
      "2048\n",
      "2049\n",
      "2050\n",
      "2051\n",
      "2052\n",
      "2053\n",
      "2054\n",
      "2055\n",
      "2056\n",
      "2057\n",
      "2058\n",
      "2059\n",
      "2060\n",
      "2061\n",
      "2062\n",
      "2063\n",
      "2064\n",
      "2065\n",
      "2066\n",
      "2067\n",
      "2068\n",
      "2069\n",
      "2070\n",
      "2071\n",
      "2072\n",
      "2073\n",
      "2074\n",
      "2075\n",
      "2076\n",
      "2077\n",
      "2078\n",
      "2079\n",
      "2080\n",
      "2081\n",
      "2082\n",
      "2083\n",
      "2084\n",
      "2085\n",
      "2086\n",
      "2087\n",
      "2088\n",
      "2089\n",
      "2090\n",
      "2091\n",
      "2092\n",
      "2093\n",
      "2094\n",
      "2095\n",
      "2096\n",
      "2097\n",
      "2098\n",
      "2099\n",
      "2100\n",
      "2101\n",
      "2102\n",
      "2103\n",
      "2104\n",
      "2105\n",
      "2106\n",
      "2107\n",
      "2108\n",
      "2109\n",
      "2110\n",
      "2111\n",
      "2112\n",
      "2113\n",
      "2114\n",
      "2115\n",
      "2116\n",
      "2117\n",
      "2118\n",
      "2119\n",
      "2120\n",
      "2121\n",
      "2122\n",
      "2123\n",
      "2124\n",
      "2125\n",
      "2126\n",
      "2127\n",
      "2128\n",
      "2129\n",
      "2130\n",
      "2131\n",
      "2132\n",
      "2133\n",
      "2134\n",
      "2135\n",
      "2136\n",
      "2137\n",
      "2138\n",
      "2139\n",
      "2140\n",
      "2141\n",
      "2142\n",
      "2143\n",
      "2144\n",
      "2145\n",
      "2146\n",
      "2147\n",
      "2148\n",
      "2149\n",
      "2150\n",
      "2151\n",
      "2152\n",
      "2153\n",
      "2154\n",
      "2155\n",
      "2156\n",
      "2157\n",
      "2158\n",
      "2159\n",
      "2160\n",
      "2161\n",
      "2162\n",
      "2163\n",
      "2164\n",
      "2165\n",
      "2166\n",
      "2167\n",
      "2168\n",
      "2169\n",
      "2170\n",
      "2171\n",
      "2172\n",
      "2173\n",
      "2174\n",
      "2175\n",
      "2176\n",
      "2177\n",
      "2178\n",
      "2179\n",
      "2180\n",
      "2181\n",
      "2182\n",
      "2183\n",
      "2184\n",
      "2185\n",
      "2186\n",
      "2187\n",
      "2188\n",
      "2189\n",
      "2190\n",
      "2191\n",
      "2192\n",
      "2193\n",
      "2194\n",
      "2195\n",
      "2196\n",
      "2197\n",
      "2198\n",
      "2199\n",
      "2200\n",
      "2201\n",
      "2202\n",
      "2203\n",
      "2204\n",
      "2205\n",
      "2206\n",
      "2207\n",
      "2208\n",
      "2209\n",
      "2210\n",
      "2211\n",
      "2212\n",
      "2213\n",
      "2214\n",
      "2215\n",
      "2216\n",
      "2217\n",
      "2218\n",
      "2219\n",
      "2220\n",
      "2221\n",
      "2222\n",
      "2223\n",
      "2224\n",
      "2225\n",
      "2226\n",
      "2227\n",
      "2228\n",
      "2229\n",
      "2230\n",
      "2231\n",
      "2232\n",
      "2233\n",
      "2234\n",
      "2235\n",
      "2236\n",
      "2237\n",
      "2238\n",
      "2239\n",
      "2240\n",
      "2241\n",
      "2242\n",
      "2243\n",
      "2244\n",
      "2245\n",
      "2246\n",
      "2247\n",
      "2248\n",
      "2249\n",
      "2250\n",
      "2251\n",
      "2252\n",
      "2253\n",
      "2254\n",
      "2255\n",
      "2256\n",
      "2257\n",
      "2258\n",
      "2259\n",
      "2260\n",
      "2261\n",
      "2262\n",
      "2263\n",
      "2264\n",
      "2265\n",
      "2266\n",
      "2267\n",
      "2268\n",
      "2269\n",
      "2270\n",
      "2271\n",
      "2272\n",
      "2273\n",
      "2274\n",
      "2275\n",
      "2276\n",
      "2277\n",
      "2278\n",
      "2279\n",
      "2280\n",
      "2281\n",
      "2282\n",
      "2283\n",
      "2284\n",
      "2285\n",
      "2286\n",
      "2287\n",
      "2288\n",
      "2289\n",
      "2290\n",
      "2291\n",
      "2292\n",
      "2293\n",
      "2294\n",
      "2295\n",
      "2296\n",
      "2297\n",
      "2298\n",
      "2299\n",
      "2300\n",
      "2301\n",
      "2302\n",
      "2303\n",
      "2304\n",
      "2305\n",
      "2306\n",
      "2307\n",
      "2308\n",
      "2309\n",
      "2310\n",
      "2311\n",
      "2312\n",
      "2313\n",
      "2314\n",
      "2315\n",
      "2316\n",
      "2317\n",
      "2318\n",
      "2319\n",
      "2320\n",
      "2321\n",
      "2322\n",
      "2323\n",
      "2324\n",
      "2325\n",
      "2326\n",
      "2327\n",
      "2328\n",
      "2329\n",
      "2330\n",
      "2331\n",
      "2332\n",
      "2333\n",
      "2334\n",
      "2335\n",
      "2336\n",
      "2337\n",
      "2338\n",
      "2339\n",
      "2340\n",
      "2341\n",
      "2342\n",
      "2343\n",
      "2344\n",
      "2345\n",
      "2346\n",
      "2347\n",
      "2348\n",
      "2349\n",
      "2350\n",
      "2351\n",
      "2352\n",
      "2353\n",
      "2354\n",
      "2355\n",
      "2356\n",
      "2357\n",
      "2358\n",
      "2359\n",
      "2360\n",
      "2361\n",
      "2362\n",
      "2363\n",
      "2364\n",
      "2365\n",
      "2366\n",
      "2367\n",
      "2368\n",
      "2369\n",
      "2370\n",
      "2371\n",
      "2372\n",
      "2373\n",
      "2374\n",
      "2375\n",
      "2376\n",
      "2377\n",
      "2378\n",
      "2379\n",
      "2380\n",
      "2381\n",
      "2382\n",
      "2383\n",
      "2384\n",
      "2385\n",
      "2386\n",
      "2387\n",
      "2388\n",
      "2389\n",
      "2390\n",
      "2391\n",
      "2392\n",
      "2393\n",
      "2394\n",
      "2395\n",
      "2396\n",
      "2397\n",
      "2398\n",
      "2399\n",
      "2400\n",
      "2401\n",
      "2402\n",
      "2403\n",
      "2404\n",
      "2405\n",
      "2406\n",
      "2407\n",
      "2408\n",
      "2409\n",
      "2410\n",
      "2411\n",
      "2412\n",
      "2413\n",
      "2414\n",
      "2415\n",
      "2416\n",
      "2417\n",
      "2418\n",
      "2419\n",
      "2420\n",
      "2421\n",
      "2422\n",
      "2423\n",
      "2424\n",
      "2425\n",
      "2426\n",
      "2427\n",
      "2428\n",
      "2429\n",
      "2430\n",
      "2431\n",
      "2432\n",
      "2433\n",
      "2434\n",
      "2435\n",
      "2436\n",
      "2437\n",
      "2438\n",
      "2439\n",
      "2440\n",
      "2441\n",
      "2442\n",
      "2443\n",
      "2444\n",
      "2445\n",
      "2446\n",
      "2447\n",
      "2448\n",
      "2449\n",
      "2450\n",
      "2451\n",
      "2452\n",
      "2453\n",
      "2454\n",
      "2455\n",
      "2456\n",
      "2457\n",
      "2458\n",
      "2459\n",
      "2460\n",
      "2461\n",
      "2462\n",
      "2463\n",
      "2464\n",
      "2465\n",
      "2466\n",
      "2467\n",
      "2468\n",
      "2469\n",
      "2470\n",
      "2471\n",
      "2472\n",
      "2473\n",
      "2474\n",
      "2475\n",
      "2476\n",
      "2477\n",
      "2478\n",
      "2479\n",
      "2480\n",
      "2481\n",
      "2482\n",
      "2483\n",
      "2484\n",
      "2485\n",
      "2486\n",
      "2487\n",
      "2488\n",
      "2489\n",
      "2490\n",
      "2491\n",
      "2492\n",
      "2493\n",
      "2494\n",
      "2495\n",
      "2496\n",
      "2497\n",
      "2498\n",
      "2499\n",
      "2500\n",
      "2501\n",
      "2502\n",
      "2503\n",
      "2504\n",
      "2505\n",
      "2506\n",
      "2507\n",
      "2508\n",
      "2509\n",
      "2510\n",
      "2511\n",
      "2512\n",
      "2513\n",
      "2514\n",
      "2515\n",
      "2516\n",
      "2517\n",
      "2518\n",
      "2519\n",
      "2520\n",
      "2521\n",
      "2522\n",
      "2523\n",
      "2524\n",
      "2525\n",
      "2526\n",
      "2527\n",
      "2528\n",
      "2529\n",
      "2530\n",
      "2531\n",
      "2532\n",
      "2533\n",
      "2534\n",
      "2535\n",
      "2536\n",
      "2537\n",
      "2538\n",
      "2539\n",
      "2540\n",
      "2541\n",
      "2542\n",
      "2543\n",
      "2544\n",
      "2545\n",
      "2546\n",
      "2547\n",
      "2548\n",
      "2549\n",
      "2550\n",
      "2551\n",
      "2552\n",
      "2553\n",
      "2554\n",
      "2555\n",
      "2556\n",
      "2557\n",
      "2558\n",
      "2559\n",
      "2560\n",
      "2561\n",
      "2562\n",
      "2563\n",
      "2564\n",
      "2565\n",
      "2566\n",
      "2567\n",
      "2568\n",
      "2569\n",
      "2570\n",
      "2571\n",
      "2572\n",
      "2573\n",
      "2574\n",
      "2575\n",
      "2576\n",
      "2577\n",
      "2578\n",
      "2579\n",
      "2580\n",
      "2581\n",
      "2582\n",
      "2583\n",
      "2584\n",
      "2585\n",
      "2586\n",
      "2587\n",
      "2588\n",
      "2589\n",
      "2590\n",
      "2591\n",
      "2592\n",
      "2593\n",
      "2594\n",
      "2595\n",
      "2596\n",
      "2597\n",
      "2598\n",
      "2599\n",
      "2600\n",
      "2601\n",
      "2602\n",
      "2603\n",
      "2604\n",
      "2605\n",
      "2606\n",
      "2607\n",
      "2608\n",
      "2609\n",
      "2610\n",
      "2611\n",
      "2612\n",
      "2613\n",
      "2614\n",
      "2615\n",
      "2616\n",
      "2617\n",
      "2618\n",
      "2619\n",
      "2620\n",
      "2621\n",
      "2622\n",
      "2623\n",
      "2624\n",
      "2625\n",
      "2626\n",
      "2627\n",
      "2628\n",
      "2629\n",
      "2630\n",
      "2631\n",
      "2632\n",
      "2633\n",
      "2634\n",
      "2635\n",
      "2636\n",
      "2637\n",
      "2638\n",
      "2639\n",
      "2640\n",
      "2641\n",
      "2642\n",
      "2643\n",
      "2644\n",
      "2645\n",
      "2646\n",
      "2647\n",
      "2648\n",
      "2649\n",
      "2650\n",
      "2651\n",
      "2652\n",
      "2653\n",
      "2654\n",
      "2655\n",
      "2656\n",
      "2657\n",
      "2658\n",
      "2659\n",
      "2660\n",
      "2661\n",
      "2662\n",
      "2663\n",
      "2664\n",
      "2665\n",
      "2666\n",
      "2667\n",
      "2668\n",
      "2669\n",
      "2670\n",
      "2671\n",
      "2672\n",
      "2673\n",
      "2674\n",
      "2675\n",
      "2676\n",
      "2677\n",
      "2678\n",
      "2679\n",
      "2680\n",
      "2681\n",
      "2682\n",
      "2683\n",
      "2684\n",
      "2685\n",
      "2686\n",
      "2687\n",
      "2688\n",
      "2689\n",
      "2690\n",
      "2691\n",
      "2692\n",
      "2693\n",
      "2694\n",
      "2695\n",
      "2696\n",
      "2697\n",
      "2698\n",
      "2699\n",
      "2700\n",
      "2701\n",
      "2702\n",
      "2703\n",
      "2704\n",
      "2705\n",
      "2706\n",
      "2707\n",
      "2708\n",
      "2709\n",
      "2710\n",
      "2711\n",
      "2712\n",
      "2713\n",
      "2714\n",
      "2715\n",
      "2716\n",
      "2717\n",
      "2718\n",
      "2719\n",
      "2720\n",
      "2721\n",
      "2722\n",
      "2723\n",
      "2724\n",
      "2725\n",
      "2726\n",
      "2727\n",
      "2728\n",
      "2729\n",
      "2730\n",
      "2731\n",
      "2732\n",
      "2733\n",
      "2734\n",
      "2735\n",
      "2736\n",
      "2737\n",
      "2738\n",
      "2739\n",
      "2740\n",
      "2741\n",
      "2742\n",
      "2743\n",
      "2744\n",
      "2745\n",
      "2746\n",
      "2747\n",
      "2748\n",
      "2749\n",
      "2750\n",
      "2751\n",
      "2752\n",
      "2753\n",
      "2754\n",
      "2755\n",
      "2756\n",
      "2757\n",
      "2758\n",
      "2759\n",
      "2760\n",
      "2761\n",
      "2762\n",
      "2763\n",
      "2764\n",
      "2765\n",
      "2766\n",
      "2767\n",
      "2768\n",
      "2769\n",
      "2770\n",
      "2771\n",
      "2772\n",
      "2773\n",
      "2774\n",
      "2775\n",
      "2776\n",
      "2777\n",
      "2778\n",
      "2779\n",
      "2780\n",
      "2781\n",
      "2782\n",
      "2783\n",
      "2784\n",
      "2785\n",
      "2786\n",
      "2787\n",
      "2788\n",
      "2789\n",
      "2790\n",
      "2791\n",
      "2792\n",
      "2793\n",
      "2794\n",
      "2795\n",
      "2796\n",
      "2797\n",
      "2798\n",
      "2799\n",
      "2800\n",
      "2801\n",
      "2802\n",
      "2803\n",
      "2804\n",
      "2805\n",
      "2806\n",
      "2807\n",
      "2808\n",
      "2809\n",
      "2810\n",
      "2811\n",
      "2812\n",
      "2813\n",
      "2814\n",
      "2815\n",
      "2816\n",
      "2817\n",
      "2818\n",
      "2819\n",
      "2820\n",
      "2821\n",
      "2822\n",
      "2823\n",
      "2824\n",
      "2825\n",
      "2826\n",
      "2827\n",
      "2828\n",
      "2829\n",
      "2830\n",
      "2831\n",
      "2832\n",
      "2833\n",
      "2834\n",
      "2835\n",
      "2836\n",
      "2837\n",
      "2838\n",
      "2839\n",
      "2840\n",
      "2841\n",
      "2842\n",
      "2843\n",
      "2844\n",
      "2845\n",
      "2846\n",
      "2847\n",
      "2848\n",
      "2849\n",
      "2850\n",
      "2851\n",
      "2852\n",
      "2853\n",
      "2854\n",
      "2855\n",
      "2856\n",
      "2857\n",
      "2858\n",
      "2859\n",
      "2860\n",
      "2861\n",
      "2862\n",
      "2863\n",
      "2864\n",
      "2865\n",
      "2866\n",
      "2867\n",
      "2868\n",
      "2869\n",
      "2870\n",
      "2871\n",
      "2872\n",
      "2873\n",
      "2874\n",
      "2875\n",
      "2876\n",
      "2877\n",
      "2878\n",
      "2879\n",
      "2880\n",
      "2881\n",
      "2882\n",
      "2883\n",
      "2884\n",
      "2885\n",
      "2886\n",
      "2887\n",
      "2888\n",
      "2889\n",
      "2890\n",
      "2891\n",
      "2892\n",
      "2893\n",
      "2894\n",
      "2895\n",
      "2896\n",
      "2897\n",
      "2898\n",
      "2899\n",
      "2900\n",
      "2901\n",
      "2902\n",
      "2903\n",
      "2904\n",
      "2905\n",
      "2906\n",
      "2907\n",
      "2908\n",
      "2909\n",
      "2910\n",
      "2911\n",
      "2912\n",
      "2913\n",
      "2914\n",
      "2915\n",
      "2916\n",
      "2917\n",
      "2918\n",
      "2919\n",
      "2920\n",
      "2921\n",
      "2922\n",
      "2923\n",
      "2924\n",
      "2925\n",
      "2926\n",
      "2927\n",
      "2928\n",
      "2929\n",
      "2930\n",
      "2931\n",
      "2932\n",
      "2933\n",
      "2934\n",
      "2935\n",
      "2936\n",
      "2937\n",
      "2938\n",
      "2939\n",
      "2940\n",
      "2941\n",
      "2942\n",
      "2943\n",
      "2944\n",
      "2945\n",
      "2946\n",
      "2947\n",
      "2948\n",
      "2949\n",
      "2950\n",
      "2951\n",
      "2952\n",
      "2953\n",
      "2954\n",
      "2955\n",
      "2956\n",
      "2957\n",
      "2958\n",
      "2959\n",
      "2960\n",
      "2961\n",
      "2962\n",
      "2963\n",
      "2964\n",
      "2965\n",
      "2966\n",
      "2967\n",
      "2968\n",
      "2969\n",
      "2970\n",
      "2971\n",
      "2972\n",
      "2973\n",
      "2974\n",
      "2975\n",
      "2976\n",
      "2977\n",
      "2978\n",
      "2979\n",
      "2980\n",
      "2981\n",
      "2982\n",
      "2983\n",
      "2984\n",
      "2985\n",
      "2986\n",
      "2987\n",
      "2988\n",
      "2989\n",
      "2990\n",
      "2991\n",
      "2992\n",
      "2993\n",
      "2994\n",
      "2995\n",
      "2996\n",
      "2997\n",
      "2998\n",
      "2999\n",
      "3000\n",
      "3001\n",
      "3002\n",
      "3003\n",
      "3004\n",
      "3005\n",
      "3006\n",
      "3007\n",
      "3008\n",
      "3009\n",
      "3010\n",
      "3011\n",
      "3012\n",
      "3013\n",
      "3014\n",
      "3015\n",
      "3016\n",
      "3017\n",
      "3018\n",
      "3019\n",
      "3020\n",
      "3021\n",
      "3022\n",
      "3023\n",
      "3024\n",
      "3025\n",
      "3026\n",
      "3027\n",
      "3028\n",
      "3029\n",
      "3030\n",
      "3031\n",
      "3032\n",
      "3033\n",
      "3034\n",
      "3035\n",
      "3036\n",
      "3037\n",
      "3038\n",
      "3039\n",
      "3040\n",
      "3041\n",
      "3042\n",
      "3043\n",
      "3044\n",
      "3045\n",
      "3046\n",
      "3047\n",
      "3048\n",
      "3049\n",
      "3050\n",
      "3051\n",
      "3052\n",
      "3053\n",
      "3054\n",
      "3055\n",
      "3056\n",
      "3057\n",
      "3058\n",
      "3059\n",
      "3060\n",
      "3061\n",
      "3062\n",
      "3063\n",
      "3064\n",
      "3065\n",
      "3066\n",
      "3067\n",
      "3068\n",
      "3069\n",
      "3070\n",
      "3071\n",
      "3072\n",
      "3073\n",
      "3074\n",
      "3075\n",
      "3076\n",
      "3077\n",
      "3078\n",
      "3079\n",
      "3080\n",
      "3081\n",
      "3082\n",
      "3083\n",
      "3084\n",
      "3085\n",
      "3086\n",
      "3087\n",
      "3088\n",
      "3089\n",
      "3090\n",
      "3091\n",
      "3092\n",
      "3093\n",
      "3094\n",
      "3095\n",
      "3096\n",
      "3097\n",
      "3098\n",
      "3099\n",
      "3100\n",
      "3101\n",
      "3102\n",
      "3103\n",
      "3104\n",
      "3105\n",
      "3106\n",
      "3107\n",
      "3108\n",
      "3109\n",
      "3110\n",
      "3111\n",
      "3112\n",
      "3113\n",
      "3114\n",
      "3115\n",
      "3116\n",
      "3117\n",
      "3118\n",
      "3119\n",
      "3120\n",
      "3121\n",
      "3122\n",
      "3123\n",
      "3124\n",
      "3125\n",
      "3126\n",
      "3127\n",
      "3128\n",
      "3129\n",
      "3130\n",
      "3131\n",
      "3132\n",
      "3133\n",
      "3134\n",
      "3135\n",
      "3136\n",
      "3137\n",
      "3138\n",
      "3139\n",
      "3140\n",
      "3141\n",
      "3142\n",
      "3143\n",
      "3144\n",
      "3145\n",
      "3146\n",
      "3147\n",
      "3148\n",
      "3149\n",
      "3150\n",
      "3151\n",
      "3152\n",
      "3153\n",
      "3154\n",
      "3155\n",
      "3156\n",
      "3157\n",
      "3158\n",
      "3159\n",
      "3160\n",
      "3161\n",
      "3162\n",
      "3163\n",
      "3164\n",
      "3165\n",
      "3166\n",
      "3167\n",
      "3168\n",
      "3169\n",
      "3170\n",
      "3171\n",
      "3172\n",
      "3173\n",
      "3174\n",
      "3175\n",
      "3176\n",
      "3177\n",
      "3178\n",
      "3179\n",
      "3180\n",
      "3181\n",
      "3182\n",
      "3183\n",
      "3184\n",
      "3185\n",
      "3186\n",
      "3187\n",
      "3188\n",
      "3189\n",
      "3190\n",
      "3191\n",
      "3192\n",
      "3193\n",
      "3194\n",
      "3195\n",
      "3196\n",
      "3197\n",
      "3198\n",
      "3199\n",
      "3200\n",
      "3201\n",
      "3202\n",
      "3203\n",
      "3204\n",
      "3205\n",
      "3206\n",
      "3207\n",
      "3208\n",
      "3209\n",
      "3210\n",
      "3211\n",
      "3212\n",
      "3213\n",
      "3214\n",
      "3215\n",
      "3216\n",
      "3217\n",
      "3218\n",
      "3219\n",
      "3220\n",
      "3221\n",
      "3222\n",
      "3223\n",
      "3224\n",
      "3225\n",
      "3226\n",
      "3227\n",
      "3228\n",
      "3229\n",
      "3230\n",
      "3231\n",
      "3232\n",
      "3233\n",
      "3234\n",
      "3235\n",
      "3236\n",
      "3237\n",
      "3238\n",
      "3239\n",
      "3240\n",
      "3241\n",
      "3242\n",
      "3243\n",
      "3244\n",
      "3245\n",
      "3246\n",
      "3247\n",
      "3248\n",
      "3249\n",
      "3250\n",
      "3251\n",
      "3252\n",
      "3253\n",
      "3254\n",
      "3255\n",
      "3256\n",
      "3257\n",
      "3258\n",
      "3259\n",
      "3260\n",
      "3261\n",
      "3262\n",
      "3263\n",
      "3264\n",
      "3265\n",
      "3266\n",
      "3267\n",
      "3268\n",
      "3269\n",
      "3270\n",
      "3271\n",
      "3272\n",
      "3273\n",
      "3274\n",
      "3275\n",
      "3276\n",
      "3277\n",
      "3278\n",
      "3279\n",
      "3280\n",
      "3281\n",
      "3282\n",
      "3283\n",
      "3284\n",
      "3285\n",
      "3286\n",
      "3287\n",
      "3288\n",
      "3289\n",
      "3290\n",
      "3291\n",
      "3292\n",
      "3293\n",
      "3294\n",
      "3295\n",
      "3296\n",
      "3297\n",
      "3298\n",
      "3299\n",
      "3300\n",
      "3301\n",
      "3302\n",
      "3303\n",
      "3304\n",
      "3305\n",
      "3306\n",
      "3307\n",
      "3308\n",
      "3309\n",
      "3310\n",
      "3311\n",
      "3312\n",
      "3313\n",
      "3314\n",
      "3315\n",
      "3316\n",
      "3317\n",
      "3318\n",
      "3319\n",
      "3320\n",
      "3321\n",
      "3322\n",
      "3323\n",
      "3324\n",
      "3325\n",
      "3326\n",
      "3327\n",
      "3328\n",
      "3329\n",
      "3330\n",
      "3331\n",
      "3332\n",
      "3333\n",
      "3334\n",
      "3335\n",
      "3336\n",
      "3337\n",
      "3338\n",
      "3339\n",
      "3340\n",
      "3341\n",
      "3342\n",
      "3343\n",
      "3344\n",
      "3345\n",
      "3346\n",
      "3347\n",
      "3348\n",
      "3349\n",
      "3350\n",
      "3351\n",
      "3352\n",
      "3353\n",
      "3354\n",
      "3355\n",
      "3356\n",
      "3357\n",
      "3358\n",
      "3359\n",
      "3360\n",
      "3361\n",
      "3362\n",
      "3363\n",
      "3364\n",
      "3365\n",
      "3366\n",
      "3367\n",
      "3368\n",
      "3369\n",
      "3370\n",
      "3371\n",
      "3372\n",
      "3373\n",
      "3374\n",
      "3375\n",
      "3376\n",
      "3377\n",
      "3378\n",
      "3379\n",
      "3380\n",
      "3381\n",
      "3382\n",
      "3383\n",
      "3384\n",
      "3385\n",
      "3386\n",
      "3387\n",
      "3388\n",
      "3389\n",
      "3390\n",
      "3391\n",
      "3392\n",
      "3393\n",
      "3394\n",
      "3395\n",
      "3396\n",
      "3397\n",
      "3398\n",
      "3399\n",
      "3400\n",
      "3401\n",
      "3402\n",
      "3403\n",
      "3404\n",
      "3405\n",
      "3406\n",
      "3407\n",
      "3408\n",
      "3409\n",
      "3410\n",
      "3411\n",
      "3412\n",
      "3413\n",
      "3414\n",
      "3415\n",
      "3416\n",
      "3417\n",
      "3418\n",
      "3419\n",
      "3420\n",
      "3421\n",
      "3422\n",
      "3423\n",
      "3424\n",
      "3425\n",
      "3426\n",
      "3427\n",
      "3428\n",
      "3429\n",
      "3430\n",
      "3431\n",
      "3432\n",
      "3433\n",
      "3434\n",
      "3435\n",
      "3436\n",
      "3437\n",
      "3438\n",
      "3439\n",
      "3440\n",
      "3441\n",
      "3442\n",
      "3443\n",
      "3444\n",
      "3445\n",
      "3446\n",
      "3447\n",
      "3448\n",
      "3449\n",
      "3450\n",
      "3451\n",
      "3452\n",
      "3453\n",
      "3454\n",
      "3455\n",
      "3456\n",
      "3457\n",
      "3458\n",
      "3459\n",
      "3460\n",
      "3461\n",
      "3462\n",
      "3463\n",
      "3464\n",
      "3465\n",
      "3466\n",
      "3467\n",
      "3468\n",
      "3469\n",
      "3470\n",
      "3471\n",
      "3472\n",
      "3473\n",
      "3474\n",
      "3475\n",
      "3476\n",
      "3477\n",
      "3478\n",
      "3479\n",
      "3480\n",
      "3481\n",
      "3482\n",
      "3483\n",
      "3484\n",
      "3485\n",
      "3486\n",
      "3487\n",
      "3488\n",
      "3489\n",
      "3490\n",
      "3491\n",
      "3492\n",
      "3493\n",
      "3494\n",
      "3495\n",
      "3496\n",
      "3497\n",
      "3498\n",
      "3499\n",
      "3500\n",
      "3501\n",
      "3502\n",
      "3503\n",
      "3504\n",
      "3505\n",
      "3506\n",
      "3507\n",
      "3508\n",
      "3509\n",
      "3510\n",
      "3511\n",
      "3512\n",
      "3513\n",
      "3514\n",
      "3515\n",
      "3516\n",
      "3517\n",
      "3518\n",
      "3519\n",
      "3520\n",
      "3521\n",
      "3522\n",
      "3523\n",
      "3524\n",
      "3525\n",
      "3526\n",
      "3527\n",
      "3528\n",
      "3529\n",
      "3530\n",
      "3531\n",
      "3532\n",
      "3533\n",
      "3534\n",
      "3535\n",
      "3536\n",
      "3537\n",
      "3538\n",
      "3539\n",
      "3540\n",
      "3541\n",
      "3542\n",
      "3543\n",
      "3544\n",
      "3545\n",
      "3546\n",
      "3547\n",
      "3548\n",
      "3549\n",
      "3550\n",
      "3551\n",
      "3552\n",
      "3553\n",
      "3554\n",
      "3555\n",
      "3556\n",
      "3557\n",
      "3558\n",
      "3559\n",
      "3560\n",
      "3561\n",
      "3562\n",
      "3563\n",
      "3564\n",
      "3565\n",
      "3566\n",
      "3567\n",
      "3568\n",
      "3569\n",
      "3570\n",
      "3571\n",
      "3572\n",
      "3573\n",
      "3574\n",
      "3575\n",
      "3576\n",
      "3577\n",
      "3578\n",
      "3579\n",
      "3580\n",
      "3581\n",
      "3582\n",
      "3583\n",
      "3584\n",
      "3585\n",
      "3586\n",
      "3587\n",
      "3588\n",
      "3589\n",
      "3590\n",
      "3591\n",
      "3592\n",
      "3593\n",
      "3594\n",
      "3595\n",
      "3596\n",
      "3597\n",
      "3598\n",
      "3599\n",
      "3600\n",
      "3601\n",
      "3602\n",
      "3603\n",
      "3604\n",
      "3605\n",
      "3606\n",
      "3607\n",
      "3608\n",
      "3609\n",
      "3610\n",
      "3611\n",
      "3612\n",
      "3613\n",
      "3614\n",
      "3615\n",
      "3616\n",
      "3617\n",
      "3618\n",
      "3619\n",
      "3620\n",
      "3621\n",
      "3622\n",
      "3623\n",
      "3624\n",
      "3625\n",
      "3626\n",
      "3627\n",
      "3628\n",
      "3629\n",
      "3630\n",
      "3631\n",
      "3632\n",
      "3633\n",
      "3634\n",
      "3635\n",
      "3636\n",
      "3637\n",
      "3638\n",
      "3639\n",
      "3640\n",
      "3641\n",
      "3642\n",
      "3643\n",
      "3644\n",
      "3645\n",
      "3646\n",
      "3647\n",
      "3648\n",
      "3649\n",
      "3650\n",
      "3651\n",
      "3652\n",
      "3653\n",
      "3654\n",
      "3655\n",
      "3656\n",
      "3657\n",
      "3658\n",
      "3659\n",
      "3660\n",
      "3661\n"
     ]
    }
   ],
   "source": [
    "i=0\n",
    "while i<len(blnd_df[0]):\n",
    "  a=preprocess_image(blnd_df[0][i],224)\n",
    "  blnd_df[0][i]=a\n",
    "  print(i)\n",
    "  i+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3YK-ns8GyP25"
   },
   "outputs": [],
   "source": [
    "while i<len(blnd_df[0]):\n",
    "  a = cv2.cvtColor(blnd_df[0][i], cv2.COLOR_BGR2RGB)\n",
    "  blnd_df[0][i]=a\n",
    "  print(i)\n",
    "  i+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "kauw0HjKyXqh"
   },
   "outputs": [],
   "source": [
    "while i<len(blnd_df[0]):\n",
    "  a=minimum_filter(blnd_df[0][i], mode='nearest' )\n",
    "  blnd_df[0][i]=a\n",
    "  print(i)\n",
    "  i+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "4nTBDM-VTTRg",
    "outputId": "e1c13c83-6e09-43d6-95e3-921c55c013f0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   index                                                  0  ...             1  2\n",
      "0   1135  [[[132, 128, 132], [132, 128, 132], [132, 128,...  ...  000c1434d8d7  2\n",
      "1   2374  [[[128, 128, 128], [124, 124, 124], [124, 124,...  ...  001639a390f0  4\n",
      "2    262  [[[128, 128, 128], [128, 128, 128], [128, 128,...  ...  0024cdab0c1e  1\n",
      "3   3145  [[[128, 128, 124], [128, 128, 124], [128, 128,...  ...  002c21358ce6  0\n",
      "4   1886  [[[128, 128, 128], [128, 128, 128], [128, 128,...  ...  005b95c28852  0\n",
      "\n",
      "[5 rows x 5 columns]\n",
      "      index                                                  0  ...             1  2\n",
      "3657   2158  [[[124, 124, 124], [128, 128, 128], [128, 128,...  ...  ffa47f6a7bf4  2\n",
      "3658    860  [[[128, 128, 128], [128, 128, 128], [128, 128,...  ...  ffc04fed30e6  0\n",
      "3659   1233  [[[128, 128, 128], [128, 128, 128], [128, 128,...  ...  ffcf7b45f213  2\n",
      "3660   3352  [[[124, 128, 128], [124, 128, 128], [132, 140,...  ...  ffd97f8cd5aa  0\n",
      "3661   2256  [[[128, 128, 128], [128, 124, 132], [128, 128,...  ...  ffec9a18a3ce  2\n",
      "\n",
      "[5 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "blnd_df[1]=label_dataframe['id_code']\n",
    "blnd_df[2]=label_dataframe['diagnosis']\n",
    "print(blnd_df.head(5))\n",
    "print(blnd_df.tail(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "euRvjOndTjKf"
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split #  train,test = train_test_split(dataset,test_size=0.20,stratify=True)\n",
    "train_img_blnd, test_img_blnd, train_label_blnd, test_label_blnd = train_test_split(blnd_df[0], blnd_df[2], test_size=0.2,stratify=blnd_df[2])\n",
    "train=np.save('/content/train', np.stack(train_img_blnd,axis=0))\n",
    "test=np.save('/content/test', np.stack(test_img_blnd,axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "yRrQBoTWTpOX",
    "outputId": "c2bff486-9b58-4c7c-b874-95c8cff9ac30"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2929, 256, 256, 3)"
      ]
     },
     "execution_count": 23,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_img_blnd=np.load('/content/train.npy')\n",
    "test_img_blnd = np.load('/content/test.npy')\n",
    "train_img_blnd.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "G2kd94mfTtXQ"
   },
   "outputs": [],
   "source": [
    "train_img_blnd=train_img_blnd.astype('float32')/255\n",
    "test_img_blnd=test_img_blnd.astype('float32')/255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "colab_type": "code",
    "id": "9v9iqS-mTwQm",
    "outputId": "8f8c1df1-2658-4aab-875b-aac0cd971f04"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2254</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3023</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1594</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      0  1  2  3  4\n",
       "2254  0  1  0  0  0\n",
       "1124  0  1  0  0  0\n",
       "3023  0  0  1  0  0\n",
       "1594  0  0  0  0  1\n",
       "363   1  0  0  0  0"
      ]
     },
     "execution_count": 25,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_label_blnd=train_label_blnd.astype('category')\n",
    "dummies_train= pd.get_dummies(train_label_blnd)\n",
    "dummies_train.head()\n",
    "test_label_blnd=test_label_blnd.astype('category')\n",
    "dummies_test= pd.get_dummies(test_label_blnd)\n",
    "dummies_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 74,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/files.js": {
       "data": "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",
       "headers": [
        [
         "content-type",
         "application/javascript"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "id": "d90wiT2TolBY",
    "outputId": "332b840c-5fb5-4fe7-a215-c325a3d836e6"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "     <input type=\"file\" id=\"files-ea133b34-4d71-482d-bd68-bc77c77f4cfc\" name=\"files[]\" multiple disabled />\n",
       "     <output id=\"result-ea133b34-4d71-482d-bd68-bc77c77f4cfc\">\n",
       "      Upload widget is only available when the cell has been executed in the\n",
       "      current browser session. Please rerun this cell to enable.\n",
       "      </output>\n",
       "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving DenseNet-BC-121-32-no-top.h5 to DenseNet-BC-121-32-no-top.h5\n"
     ]
    }
   ],
   "source": [
    "from google.colab import files\n",
    "\n",
    "files.upload()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 322
    },
    "colab_type": "code",
    "id": "DwqE6S7vndy3",
    "outputId": "16e22a73-1c4c-4a2f-f707-1c7588204970"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Logging before flag parsing goes to stderr.\n",
      "W0804 01:26:46.199053 140131159078784 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:74: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
      "\n",
      "W0804 01:26:46.200850 140131159078784 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
      "\n",
      "W0804 01:26:46.249409 140131159078784 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4138: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n",
      "\n",
      "W0804 01:26:46.304235 140131159078784 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n",
      "\n",
      "W0804 01:26:46.305522 140131159078784 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
      "\n",
      "W0804 01:26:49.627604 140131159078784 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:1834: The name tf.nn.fused_batch_norm is deprecated. Please use tf.compat.v1.nn.fused_batch_norm instead.\n",
      "\n",
      "W0804 01:26:49.709647 140131159078784 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3976: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead.\n",
      "\n",
      "W0804 01:26:50.864145 140131159078784 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3980: The name tf.nn.avg_pool is deprecated. Please use tf.nn.avg_pool2d instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "densenet = DenseNet121(\n",
    "    weights='/content/DenseNet-BC-121-32-no-top.h5',\n",
    "    include_top=False,\n",
    "    input_shape=(256,256,3)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 121
    },
    "colab_type": "code",
    "id": "rVl0k04qpQGr",
    "outputId": "1d542e54-91d9-4dd8-cd49-d50189adfbff"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W0804 01:27:26.731237 140131159078784 deprecation.py:506] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
      "W0804 01:27:26.773841 140131159078784 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/optimizers.py:790: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    " from keras.optimizers import Adam\n",
    " model = Sequential()\n",
    " model.add(densenet)\n",
    " model.add(layers.GlobalAveragePooling2D())\n",
    " model.add(layers.Dropout(0.5))\n",
    " model.add(layers.Dense(5, activation='sigmoid'))\n",
    "    \n",
    " model.compile(\n",
    "        loss='categorical_crossentropy',\n",
    "        optimizer=Adam(lr=0.0001,decay=1e-6),\n",
    "        metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "id": "-xbpWD8XpfVz",
    "outputId": "4c33864e-743a-47dd-d69b-86263a695333"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "densenet121 (Model)          (None, 8, 8, 1024)        7037504   \n",
      "_________________________________________________________________\n",
      "global_average_pooling2d_1 ( (None, 1024)              0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 1024)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 5)                 5125      \n",
      "=================================================================\n",
      "Total params: 7,042,629\n",
      "Trainable params: 6,958,981\n",
      "Non-trainable params: 83,648\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 370
    },
    "colab_type": "code",
    "id": "CQVJEYgpsOFG",
    "outputId": "82e99cac-2624-4bbe-8798-b3fb380ccd9e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 2929 samples, validate on 733 samples\n",
      "Epoch 1/10\n",
      "2929/2929 [==============================] - 55s 19ms/step - loss: 0.1913 - acc: 0.9273 - val_loss: 0.6973 - val_acc: 0.7967\n",
      "Epoch 2/10\n",
      "2929/2929 [==============================] - 54s 18ms/step - loss: 0.1471 - acc: 0.9498 - val_loss: 0.6452 - val_acc: 0.8213\n",
      "Epoch 3/10\n",
      "2929/2929 [==============================] - 54s 18ms/step - loss: 0.1057 - acc: 0.9635 - val_loss: 0.7050 - val_acc: 0.8104\n",
      "Epoch 4/10\n",
      "2929/2929 [==============================] - 54s 18ms/step - loss: 0.0805 - acc: 0.9693 - val_loss: 1.0632 - val_acc: 0.7776\n",
      "Epoch 5/10\n",
      "2929/2929 [==============================] - 54s 18ms/step - loss: 0.0810 - acc: 0.9730 - val_loss: 0.7506 - val_acc: 0.8295\n",
      "Epoch 6/10\n",
      "2929/2929 [==============================] - 54s 18ms/step - loss: 0.0570 - acc: 0.9802 - val_loss: 0.7713 - val_acc: 0.8240\n",
      "Epoch 7/10\n",
      "2929/2929 [==============================] - 54s 18ms/step - loss: 0.0485 - acc: 0.9826 - val_loss: 0.7969 - val_acc: 0.8076\n",
      "Epoch 8/10\n",
      "2929/2929 [==============================] - 54s 18ms/step - loss: 0.0349 - acc: 0.9850 - val_loss: 0.8808 - val_acc: 0.8090\n",
      "Epoch 9/10\n",
      "2929/2929 [==============================] - 54s 18ms/step - loss: 0.0374 - acc: 0.9850 - val_loss: 0.7635 - val_acc: 0.8158\n",
      "Epoch 10/10\n",
      "2929/2929 [==============================] - 54s 18ms/step - loss: 0.0382 - acc: 0.9829 - val_loss: 0.8041 - val_acc: 0.8172\n"
     ]
    }
   ],
   "source": [
    "history_densenet=  model.fit(train_img_blnd, dummies_train, batch_size=32,\n",
    "                validation_data= (test_img_blnd,dummies_test),epochs=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 50
    },
    "colab_type": "code",
    "id": "ufaGHuSzaiwX",
    "outputId": "231b711f-344e-4630-c5b1-1f043ef77e81"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9849778081256402\n",
      "0.829467940297979\n"
     ]
    }
   ],
   "source": [
    "print(max(history_densenet.history[\"acc\"]))\n",
    "print(max(history_densenet.history[\"val_acc\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 588
    },
    "colab_type": "code",
    "id": "85gbwOqHhYuQ",
    "outputId": "bd054324-42da-4a3e-fec4-5e35e4197ad1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 4, 4, 0, 0, 0, 2, 2, 1, 0, 4, 3, 0, 0, 0, 0, 2, 0, 0, 2, 0,\n",
       "       0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 1, 0, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 2, 2, 2, 3, 2, 0, 0, 2, 0, 1, 0, 0, 0, 1, 0, 0, 4, 3, 0,\n",
       "       0, 2, 0, 4, 0, 1, 2, 2, 4, 2, 4, 2, 2, 4, 0, 4, 0, 3, 2, 1, 0, 2,\n",
       "       2, 0, 2, 0, 0, 0, 0, 0, 0, 2, 2, 1, 0, 0, 0, 1, 0, 0, 0, 1, 2, 0,\n",
       "       2, 2, 0, 0, 2, 2, 3, 0, 2, 4, 0, 0, 0, 2, 0, 0, 0, 2, 1, 0, 0, 0,\n",
       "       0, 2, 1, 2, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 4, 0, 0, 2, 0, 0, 3, 0, 2, 0, 1, 0, 1, 1, 0, 2, 0, 0,\n",
       "       0, 2, 0, 0, 4, 0, 1, 2, 3, 2, 0, 2, 1, 2, 0, 4, 0, 2, 4, 2, 0, 2,\n",
       "       0, 2, 2, 2, 2, 4, 4, 4, 3, 0, 2, 1, 2, 2, 0, 0, 0, 0, 2, 2, 0, 1,\n",
       "       0, 4, 0, 0, 2, 2, 2, 0, 4, 1, 0, 2, 0, 0, 4, 0, 4, 4, 4, 3, 0, 0,\n",
       "       0, 1, 0, 0, 0, 2, 0, 0, 4, 2, 0, 0, 4, 2, 0, 4, 1, 0, 2, 0, 1, 4,\n",
       "       0, 0, 0, 2, 0, 2, 0, 2, 4, 3, 4, 0, 0, 2, 2, 2, 0, 2, 2, 0, 0, 2,\n",
       "       1, 2, 2, 0, 2, 0, 0, 0, 3, 1, 0, 3, 4, 2, 0, 0, 3, 2, 2, 1, 0, 0,\n",
       "       2, 2, 1, 0, 0, 0, 3, 0, 0, 3, 2, 0, 0, 2, 0, 1, 0, 0, 0, 0, 0, 2,\n",
       "       0, 1, 2, 2, 0, 0, 0, 1, 4, 0, 0, 0, 2, 0, 0, 0, 4, 2, 2, 4, 2, 2,\n",
       "       1, 0, 0, 2, 0, 1, 2, 1, 4, 0, 2, 0, 0, 0, 4, 2, 4, 0, 0, 2, 2, 0,\n",
       "       1, 2, 3, 0, 0, 1, 4, 2, 2, 0, 0, 1, 0, 2, 0, 0, 0, 2, 0, 2, 0, 2,\n",
       "       0, 0, 0, 0, 0, 0, 0, 4, 0, 2, 0, 0, 0, 1, 1, 3, 0, 1, 2, 0, 2, 0,\n",
       "       1, 2, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 2, 4, 0, 0, 1, 0, 4, 0,\n",
       "       2, 0, 0, 0, 4, 2, 1, 1, 0, 1, 1, 0, 2, 4, 4, 0, 0, 2, 3, 0, 0, 0,\n",
       "       0, 0, 0, 4, 0, 3, 2, 2, 2, 4, 0, 0, 1, 0, 0, 2, 0, 1, 0, 0, 1, 0,\n",
       "       2, 2, 2, 2, 1, 0, 4, 1, 0, 2, 0, 0, 2, 0, 2, 1, 0, 2, 2, 2, 0, 0,\n",
       "       4, 1, 1, 0, 0, 2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 2, 0, 0, 4, 4,\n",
       "       2, 4, 3, 4, 2, 1, 2, 0, 0, 0, 0, 0, 0, 0, 1, 2, 2, 0, 1, 3, 0, 0,\n",
       "       1, 1, 3, 2, 0, 0, 0, 0, 4, 1, 2, 2, 2, 0, 2, 2, 4, 3, 0, 2, 0, 3,\n",
       "       0, 2, 0, 1, 0, 0, 2, 0, 2, 3, 4, 2, 2, 0, 0, 2, 2, 2, 2, 0, 0, 0,\n",
       "       0, 0, 0, 2, 0, 2, 2, 0, 0, 1, 0, 0, 0, 3, 0, 0, 2, 2, 0, 2, 0, 0,\n",
       "       0, 0, 4, 2, 2, 0, 2, 2, 0, 2, 1, 4, 2, 3, 3, 0, 1, 0, 3, 1, 0, 1,\n",
       "       3, 1, 0, 0, 1, 0, 2, 3, 0, 1, 3, 1, 2, 0, 1, 2, 0, 2, 4, 0, 0, 0,\n",
       "       1, 1, 2, 1, 0, 4, 0, 0, 2, 0, 2, 3, 2, 1, 0, 0, 0, 0, 1, 0, 2, 0,\n",
       "       2, 2, 3, 0, 0, 0, 2, 0, 1, 0, 0, 0, 0, 4, 2, 4, 1, 0, 2, 0, 4, 0,\n",
       "       1, 1, 2, 4, 0, 2, 0, 0, 2, 4, 2, 2, 0, 2, 2, 3, 0, 0, 0, 0, 2, 0,\n",
       "       2, 0, 4, 0, 2, 2, 1])"
      ]
     },
     "execution_count": 34,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "import numpy as np\n",
    "y_proba = model.predict(test_img_blnd)\n",
    "y_classes = y_proba.argmax(axis=-1)\n",
    "#y_classes = keras.np_utils.probas_to_classes(y_proba)\n",
    "y_classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 101
    },
    "colab_type": "code",
    "id": "h7B55HB9htZD",
    "outputId": "50e642a6-0594-4dbb-d1b2-383596924c44"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[356,   4,   1,   0,   0],\n",
       "       [  3,  55,  13,   0,   3],\n",
       "       [  1,  24, 144,  13,  18],\n",
       "       [  0,   0,  14,  13,  12],\n",
       "       [  0,   5,  14,   9,  31]])"
      ]
     },
     "execution_count": 35,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mlxtend.evaluate import confusion_matrix\n",
    "cm = confusion_matrix(y_target=test_label_blnd,\n",
    "                      y_predicted=y_classes,\n",
    "binary=False)\n",
    "cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 462
    },
    "colab_type": "code",
    "id": "NNOA9SvWhvbf",
    "outputId": "038ce8cd-b0dd-48c8-c332-daa9e606dd67"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAEKCAYAAADw9/tHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3+4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "ename": "TypeError",
     "evalue": "ignored",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-36-f95a1e9ffc06>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m plot_confusion_matrix(conf_mat=cm,\n\u001b[0;32m----> 7\u001b[0;31m                       title='Normalized confusion matrix')\n\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m: plot_confusion_matrix() got an unexpected keyword argument 'title'"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from mlxtend.evaluate import confusion_matrix\n",
    "from mlxtend.plotting import plot_confusion_matrix\n",
    "fig, ax = plot_confusion_matrix(conf_mat=cm)\n",
    "plt.show()\n",
    "plot_confusion_matrix(conf_mat=cm,\n",
    "                      title='Normalized confusion matrix')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 545
    },
    "colab_type": "code",
    "id": "WYymxTor7Ou5",
    "outputId": "a2e46e11-4929-437d-c47d-6e6ac0c9c986"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEICAYAAACzliQjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEICAYAAACktLTqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc = history_densenet.history['acc']\n",
    "val_acc = history_densenet.history['val_acc']\n",
    "loss = history_densenet.history['loss']\n",
    "val_loss = history_densenet.history['val_loss']\n",
    " \n",
    "epochs = range(len(acc))\n",
    " \n",
    "plt.plot(epochs, acc, 'b', label='Training acc')\n",
    "plt.plot(epochs, val_acc, 'r', label='Validation acc')\n",
    "plt.title('Training and validation accuracy')\n",
    "plt.legend()\n",
    " \n",
    "plt.figure()\n",
    " \n",
    "plt.plot(epochs, loss, 'b', label='Training loss')\n",
    "plt.plot(epochs, val_loss, 'r', label='Validation loss')\n",
    "plt.title('Training and validation loss')\n",
    "plt.legend()\n",
    " \n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "Densenetfinal.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}